SUBJECT: 1 RUN: 0 FOLD: 0 Correctly Classified Instances 4382 73.143 % Incorrectly Classified Instances 1609 26.857 % Kappa statistic 0.6881 Mean absolute error 0.0714 Root mean squared error 0.2414 Relative absolute error 33.1762 % Root relative squared error 73.5934 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.042 0.685 0.704 0.695 0.863 climbingdown 0.68 0.051 0.694 0.68 0.687 0.849 climbingup 0.905 0.002 0.905 0.905 0.905 0.984 jumping 0.867 0.022 0.869 0.867 0.868 0.936 lying 0.528 0.069 0.565 0.528 0.546 0.827 standing 0.634 0.076 0.596 0.634 0.614 0.837 sitting 0.965 0.005 0.97 0.965 0.968 0.987 running 0.732 0.046 0.728 0.732 0.73 0.871 walking Weighted Avg. 0.731 0.044 0.731 0.731 0.731 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 486 96 0 2 12 10 9 75 | a = climbingdown 96 591 0 2 16 17 4 143 | b = climbingup 0 0 95 0 0 0 10 0 | c = jumping 1 2 0 740 70 41 0 0 | d = lying 8 16 1 72 461 304 0 11 | e = standing 21 18 0 34 245 567 2 8 | f = sitting 12 3 9 0 3 1 804 1 | g = running 85 126 0 2 9 12 0 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4369 72.9261 % Incorrectly Classified Instances 1622 27.0739 % Kappa statistic 0.6856 Mean absolute error 0.0718 Root mean squared error 0.2436 Relative absolute error 33.3682 % Root relative squared error 74.2438 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.041 0.689 0.701 0.695 0.852 climbingdown 0.679 0.056 0.673 0.679 0.676 0.84 climbingup 0.943 0.001 0.943 0.943 0.943 0.974 jumping 0.895 0.023 0.867 0.895 0.881 0.95 lying 0.505 0.066 0.565 0.505 0.533 0.821 standing 0.601 0.076 0.582 0.601 0.591 0.824 sitting 0.974 0.004 0.975 0.974 0.974 0.986 running 0.736 0.048 0.722 0.736 0.729 0.859 walking Weighted Avg. 0.729 0.045 0.727 0.729 0.728 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 484 112 0 0 7 5 13 69 | a = climbingdown 93 591 0 0 8 22 0 156 | b = climbingup 0 0 99 0 0 0 6 0 | c = jumping 3 2 0 764 64 20 1 0 | d = lying 10 22 0 67 441 327 1 5 | e = standing 21 17 0 50 253 537 0 16 | f = sitting 13 3 5 0 0 0 811 1 | g = running 78 131 1 0 8 12 0 642 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4393 73.3267 % Incorrectly Classified Instances 1598 26.6733 % Kappa statistic 0.6902 Mean absolute error 0.0708 Root mean squared error 0.2431 Relative absolute error 32.9021 % Root relative squared error 74.0941 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.041 0.686 0.691 0.689 0.85 climbingdown 0.662 0.052 0.684 0.662 0.673 0.84 climbingup 0.906 0.001 0.96 0.906 0.932 0.96 jumping 0.875 0.025 0.856 0.875 0.865 0.937 lying 0.53 0.065 0.581 0.53 0.554 0.824 standing 0.647 0.074 0.604 0.647 0.625 0.826 sitting 0.981 0.004 0.975 0.981 0.978 0.988 running 0.735 0.049 0.719 0.735 0.727 0.866 walking Weighted Avg. 0.733 0.044 0.732 0.733 0.732 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 477 94 0 2 10 14 9 84 | a = climbingdown 97 575 1 4 16 20 3 153 | b = climbingup 2 0 96 0 2 1 5 0 | c = jumping 4 3 0 747 62 38 0 0 | d = lying 4 23 0 85 463 294 0 5 | e = standing 13 20 0 31 242 578 2 8 | f = sitting 8 3 3 1 0 1 817 0 | g = running 90 123 0 3 2 11 2 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4371 72.9594 % Incorrectly Classified Instances 1620 27.0406 % Kappa statistic 0.6859 Mean absolute error 0.0715 Root mean squared error 0.243 Relative absolute error 33.2048 % Root relative squared error 74.0824 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.04 0.699 0.709 0.704 0.851 climbingdown 0.685 0.052 0.691 0.685 0.688 0.852 climbingup 0.925 0.001 0.951 0.925 0.938 0.976 jumping 0.871 0.023 0.863 0.871 0.867 0.933 lying 0.485 0.065 0.559 0.485 0.519 0.817 standing 0.63 0.085 0.566 0.63 0.596 0.812 sitting 0.977 0.003 0.981 0.977 0.979 0.988 running 0.739 0.046 0.73 0.739 0.735 0.879 walking Weighted Avg. 0.73 0.045 0.729 0.73 0.729 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 489 91 0 0 7 19 6 78 | a = climbingdown 103 595 0 0 17 19 1 134 | b = climbingup 0 1 98 0 0 0 7 0 | c = jumping 1 4 0 744 66 37 0 2 | d = lying 12 11 0 75 424 343 2 7 | e = standing 18 27 0 43 229 563 0 14 | f = sitting 6 3 5 0 1 1 814 3 | g = running 71 129 0 0 15 12 0 644 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4425 73.8731 % Incorrectly Classified Instances 1565 26.1269 % Kappa statistic 0.6965 Mean absolute error 0.0699 Root mean squared error 0.2398 Relative absolute error 32.468 % Root relative squared error 73.0886 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.034 0.731 0.712 0.721 0.854 climbingdown 0.696 0.055 0.681 0.696 0.688 0.84 climbingup 0.933 0.001 0.951 0.933 0.942 0.974 jumping 0.878 0.025 0.855 0.878 0.867 0.939 lying 0.519 0.065 0.576 0.519 0.546 0.808 standing 0.633 0.077 0.59 0.633 0.611 0.83 sitting 0.981 0.003 0.98 0.981 0.98 0.99 running 0.739 0.044 0.743 0.739 0.741 0.871 walking Weighted Avg. 0.739 0.043 0.738 0.739 0.738 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 491 101 0 2 9 12 7 68 | a = climbingdown 86 605 0 3 15 23 0 137 | b = climbingup 0 0 98 0 0 0 7 0 | c = jumping 1 1 0 750 64 38 0 0 | d = lying 11 16 0 79 454 309 0 5 | e = standing 12 27 0 42 235 566 1 11 | f = sitting 5 0 5 0 3 1 817 2 | g = running 66 139 0 1 8 11 2 644 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4413 73.6728 % Incorrectly Classified Instances 1577 26.3272 % Kappa statistic 0.6942 Mean absolute error 0.0702 Root mean squared error 0.2391 Relative absolute error 32.6297 % Root relative squared error 72.8677 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.035 0.731 0.739 0.735 0.872 climbingdown 0.699 0.05 0.702 0.699 0.7 0.855 climbingup 0.943 0.001 0.934 0.943 0.938 0.975 jumping 0.894 0.027 0.848 0.894 0.87 0.945 lying 0.512 0.07 0.554 0.512 0.532 0.825 standing 0.598 0.076 0.58 0.598 0.589 0.819 sitting 0.971 0.004 0.977 0.971 0.974 0.985 running 0.737 0.043 0.745 0.737 0.741 0.873 walking Weighted Avg. 0.737 0.044 0.735 0.737 0.736 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 510 84 0 3 9 10 8 66 | a = climbingdown 84 607 0 1 15 20 2 140 | b = climbingup 1 0 99 0 0 0 5 0 | c = jumping 2 3 0 764 55 31 0 0 | d = lying 11 11 0 91 447 308 0 5 | e = standing 13 23 0 39 274 535 1 9 | f = sitting 10 2 7 0 3 2 809 0 | g = running 67 135 0 3 4 17 3 642 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4411 73.6394 % Incorrectly Classified Instances 1579 26.3606 % Kappa statistic 0.6938 Mean absolute error 0.0706 Root mean squared error 0.2406 Relative absolute error 32.8036 % Root relative squared error 73.3249 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.039 0.698 0.697 0.698 0.854 climbingdown 0.673 0.05 0.695 0.673 0.684 0.843 climbingup 0.914 0.001 0.95 0.914 0.932 0.979 jumping 0.886 0.025 0.857 0.886 0.872 0.939 lying 0.526 0.067 0.574 0.526 0.549 0.816 standing 0.634 0.073 0.605 0.634 0.619 0.847 sitting 0.974 0.005 0.967 0.974 0.97 0.987 running 0.751 0.048 0.728 0.751 0.739 0.874 walking Weighted Avg. 0.736 0.044 0.735 0.736 0.735 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 481 93 1 2 11 15 13 74 | a = climbingdown 92 585 0 2 18 18 4 150 | b = climbingup 0 0 96 0 0 0 9 0 | c = jumping 3 0 0 757 58 36 0 0 | d = lying 11 17 0 85 459 294 1 6 | e = standing 15 16 0 37 247 567 1 11 | f = sitting 11 3 4 0 0 1 812 3 | g = running 76 128 0 0 7 6 0 654 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4439 74.1068 % Incorrectly Classified Instances 1551 25.8932 % Kappa statistic 0.6992 Mean absolute error 0.0696 Root mean squared error 0.2388 Relative absolute error 32.3516 % Root relative squared error 72.7945 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.032 0.737 0.697 0.716 0.859 climbingdown 0.704 0.052 0.695 0.704 0.7 0.85 climbingup 0.971 0.001 0.962 0.971 0.967 0.985 jumping 0.884 0.026 0.848 0.884 0.866 0.948 lying 0.53 0.073 0.554 0.53 0.542 0.81 standing 0.601 0.067 0.612 0.601 0.606 0.825 sitting 0.976 0.003 0.982 0.976 0.979 0.99 running 0.775 0.047 0.735 0.775 0.755 0.888 walking Weighted Avg. 0.741 0.043 0.739 0.741 0.74 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 481 106 0 2 7 11 9 74 | a = climbingdown 83 612 0 0 12 14 2 146 | b = climbingup 0 2 102 0 0 0 1 0 | c = jumping 1 1 0 755 73 24 0 0 | d = lying 11 13 0 89 463 284 2 11 | e = standing 13 16 0 42 274 537 0 12 | f = sitting 10 5 4 1 0 0 814 0 | g = running 54 125 0 1 7 8 1 675 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4369 72.9382 % Incorrectly Classified Instances 1621 27.0618 % Kappa statistic 0.6857 Mean absolute error 0.0715 Root mean squared error 0.2422 Relative absolute error 33.1993 % Root relative squared error 73.8363 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.04 0.693 0.686 0.689 0.858 climbingdown 0.673 0.051 0.691 0.673 0.682 0.834 climbingup 0.952 0.001 0.952 0.952 0.952 0.994 jumping 0.868 0.021 0.871 0.868 0.869 0.939 lying 0.506 0.072 0.547 0.506 0.526 0.815 standing 0.613 0.08 0.573 0.613 0.592 0.826 sitting 0.978 0.003 0.98 0.978 0.979 0.992 running 0.762 0.047 0.732 0.762 0.747 0.882 walking Weighted Avg. 0.729 0.045 0.729 0.729 0.729 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 473 107 0 1 9 11 7 82 | a = climbingdown 100 585 0 2 20 20 4 138 | b = climbingup 0 0 100 0 0 0 5 0 | c = jumping 1 2 0 741 74 34 0 2 | d = lying 11 15 0 65 442 330 0 10 | e = standing 14 24 0 41 255 548 1 11 | f = sitting 7 5 5 0 0 1 816 0 | g = running 77 108 0 1 8 13 0 664 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4391 73.3055 % Incorrectly Classified Instances 1599 26.6945 % Kappa statistic 0.69 Mean absolute error 0.0701 Root mean squared error 0.2407 Relative absolute error 32.5717 % Root relative squared error 73.3822 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.038 0.71 0.723 0.717 0.872 climbingdown 0.679 0.05 0.698 0.679 0.688 0.849 climbingup 0.933 0.001 0.942 0.933 0.938 0.979 jumping 0.865 0.024 0.855 0.865 0.86 0.936 lying 0.523 0.076 0.54 0.523 0.531 0.818 standing 0.587 0.073 0.584 0.587 0.585 0.819 sitting 0.984 0.004 0.977 0.984 0.981 0.992 running 0.761 0.044 0.745 0.761 0.753 0.887 walking Weighted Avg. 0.733 0.044 0.732 0.733 0.732 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 498 90 2 1 11 17 9 61 | a = climbingdown 92 590 0 2 15 20 1 149 | b = climbingup 1 0 98 0 1 0 5 0 | c = jumping 3 3 0 739 68 40 1 0 | d = lying 14 21 0 89 457 287 0 5 | e = standing 18 23 0 32 283 525 2 12 | f = sitting 4 3 4 0 2 0 820 0 | g = running 71 115 0 1 10 10 1 664 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4395 73.36 % Incorrectly Classified Instances 1596 26.64 % Kappa statistic 0.6905 Mean absolute error 0.0709 Root mean squared error 0.2404 Relative absolute error 32.9207 % Root relative squared error 73.2717 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.038 0.699 0.681 0.69 0.843 climbingdown 0.678 0.055 0.677 0.678 0.677 0.845 climbingup 0.905 0.001 0.95 0.905 0.927 0.983 jumping 0.883 0.022 0.868 0.883 0.875 0.942 lying 0.566 0.073 0.569 0.566 0.568 0.823 standing 0.589 0.07 0.597 0.589 0.593 0.833 sitting 0.977 0.004 0.974 0.977 0.975 0.99 running 0.747 0.047 0.731 0.747 0.739 0.875 walking Weighted Avg. 0.734 0.044 0.733 0.734 0.733 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 469 101 0 4 14 16 10 75 | a = climbingdown 96 589 0 1 11 22 1 149 | b = climbingup 3 1 95 0 0 0 6 0 | c = jumping 2 3 0 755 63 32 0 0 | d = lying 11 20 0 68 495 274 3 3 | e = standing 12 22 0 42 279 527 1 12 | f = sitting 9 2 4 0 1 2 814 1 | g = running 69 132 1 0 7 10 1 651 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4375 73.0262 % Incorrectly Classified Instances 1616 26.9738 % Kappa statistic 0.6867 Mean absolute error 0.0712 Root mean squared error 0.2433 Relative absolute error 33.0637 % Root relative squared error 74.1626 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.04 0.698 0.716 0.707 0.845 climbingdown 0.672 0.052 0.688 0.672 0.68 0.847 climbingup 0.876 0.001 0.948 0.876 0.911 0.949 jumping 0.878 0.024 0.858 0.878 0.868 0.941 lying 0.518 0.067 0.568 0.518 0.542 0.799 standing 0.612 0.074 0.591 0.612 0.601 0.833 sitting 0.978 0.005 0.97 0.978 0.974 0.989 running 0.734 0.051 0.71 0.734 0.722 0.867 walking Weighted Avg. 0.73 0.045 0.729 0.73 0.729 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 494 98 0 1 9 8 6 74 | a = climbingdown 97 584 0 0 10 15 1 162 | b = climbingup 0 0 92 0 0 0 13 0 | c = jumping 1 0 0 750 55 48 0 0 | d = lying 16 16 1 82 453 296 0 10 | e = standing 15 16 0 41 259 547 1 15 | f = sitting 12 0 4 0 2 0 816 0 | g = running 73 135 0 0 9 11 4 639 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4384 73.1764 % Incorrectly Classified Instances 1607 26.8236 % Kappa statistic 0.6884 Mean absolute error 0.0711 Root mean squared error 0.243 Relative absolute error 33.0532 % Root relative squared error 74.0746 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.038 0.712 0.723 0.717 0.86 climbingdown 0.705 0.053 0.695 0.705 0.7 0.852 climbingup 0.886 0.001 0.959 0.886 0.921 0.957 jumping 0.863 0.026 0.844 0.863 0.854 0.927 lying 0.533 0.079 0.537 0.533 0.535 0.817 standing 0.593 0.068 0.604 0.593 0.598 0.831 sitting 0.98 0.005 0.969 0.98 0.974 0.988 running 0.722 0.043 0.741 0.722 0.731 0.857 walking Weighted Avg. 0.732 0.044 0.731 0.732 0.731 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 499 88 0 3 8 13 6 73 | a = climbingdown 89 613 0 4 17 14 3 129 | b = climbingup 0 1 93 0 0 0 11 0 | c = jumping 2 1 0 737 79 35 0 0 | d = lying 12 16 0 93 466 278 2 7 | e = standing 13 20 0 35 285 530 2 9 | f = sitting 6 2 4 1 1 1 817 2 | g = running 80 141 0 0 12 7 2 629 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4372 72.9761 % Incorrectly Classified Instances 1619 27.0239 % Kappa statistic 0.6862 Mean absolute error 0.0722 Root mean squared error 0.2431 Relative absolute error 33.5328 % Root relative squared error 74.0976 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.041 0.686 0.691 0.689 0.861 climbingdown 0.687 0.058 0.67 0.687 0.678 0.848 climbingup 0.962 0.001 0.944 0.962 0.953 0.98 jumping 0.886 0.025 0.857 0.886 0.872 0.942 lying 0.527 0.069 0.567 0.527 0.546 0.808 standing 0.597 0.075 0.582 0.597 0.59 0.826 sitting 0.972 0.002 0.989 0.972 0.981 0.991 running 0.728 0.045 0.734 0.728 0.731 0.864 walking Weighted Avg. 0.73 0.045 0.729 0.73 0.729 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 477 115 0 2 5 11 6 74 | a = climbingdown 98 598 0 1 11 20 0 142 | b = climbingup 0 1 101 0 0 0 3 0 | c = jumping 0 2 0 757 56 39 0 0 | d = lying 14 22 0 73 460 298 0 6 | e = standing 14 24 0 47 268 534 0 7 | f = sitting 11 1 6 1 0 3 811 1 | g = running 81 130 0 2 12 12 0 634 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4450 74.2905 % Incorrectly Classified Instances 1540 25.7095 % Kappa statistic 0.7014 Mean absolute error 0.0687 Root mean squared error 0.2366 Relative absolute error 31.9133 % Root relative squared error 72.1096 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.034 0.74 0.739 0.74 0.866 climbingdown 0.708 0.05 0.704 0.708 0.706 0.864 climbingup 0.981 0.001 0.936 0.981 0.958 0.994 jumping 0.881 0.027 0.845 0.881 0.862 0.94 lying 0.533 0.074 0.551 0.533 0.542 0.816 standing 0.597 0.069 0.603 0.597 0.6 0.83 sitting 0.972 0.002 0.989 0.972 0.981 0.989 running 0.758 0.043 0.752 0.758 0.755 0.882 walking Weighted Avg. 0.743 0.043 0.742 0.743 0.742 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 510 85 0 1 12 16 3 63 | a = climbingdown 82 615 0 2 17 11 3 139 | b = climbingup 0 0 103 0 0 0 2 0 | c = jumping 2 1 0 752 72 26 0 1 | d = lying 8 15 0 90 465 291 0 4 | e = standing 17 17 0 44 271 534 1 10 | f = sitting 11 2 7 0 2 0 810 1 | g = running 59 138 0 1 5 8 0 661 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4344 72.5209 % Incorrectly Classified Instances 1646 27.4791 % Kappa statistic 0.6809 Mean absolute error 0.0724 Root mean squared error 0.2458 Relative absolute error 33.6272 % Root relative squared error 74.9231 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.038 0.71 0.713 0.711 0.853 climbingdown 0.658 0.055 0.67 0.658 0.664 0.828 climbingup 0.943 0.001 0.925 0.943 0.934 0.98 jumping 0.882 0.028 0.841 0.882 0.861 0.938 lying 0.486 0.068 0.549 0.486 0.515 0.804 standing 0.602 0.077 0.578 0.602 0.59 0.828 sitting 0.974 0.004 0.975 0.974 0.974 0.988 running 0.751 0.049 0.724 0.751 0.737 0.874 walking Weighted Avg. 0.725 0.045 0.722 0.725 0.723 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 492 100 0 1 4 14 11 68 | a = climbingdown 102 572 0 1 17 23 1 153 | b = climbingup 1 0 99 0 0 0 5 0 | c = jumping 1 4 0 753 61 33 0 2 | d = lying 13 16 0 98 424 313 0 9 | e = standing 11 21 0 41 262 538 3 18 | f = sitting 7 5 8 0 0 2 811 0 | g = running 66 136 0 1 5 8 1 655 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4359 72.7713 % Incorrectly Classified Instances 1631 27.2287 % Kappa statistic 0.6837 Mean absolute error 0.0712 Root mean squared error 0.243 Relative absolute error 33.0733 % Root relative squared error 74.0587 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.04 0.696 0.704 0.7 0.844 climbingdown 0.689 0.053 0.687 0.689 0.688 0.847 climbingup 0.924 0.001 0.97 0.924 0.946 0.971 jumping 0.865 0.025 0.854 0.865 0.86 0.938 lying 0.538 0.08 0.536 0.538 0.537 0.808 standing 0.566 0.071 0.584 0.566 0.575 0.822 sitting 0.976 0.005 0.968 0.976 0.972 0.987 running 0.744 0.044 0.744 0.744 0.744 0.87 walking Weighted Avg. 0.728 0.045 0.727 0.728 0.727 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 486 98 2 1 8 11 12 72 | a = climbingdown 89 599 0 2 18 17 4 140 | b = climbingup 1 0 97 0 0 0 7 0 | c = jumping 10 1 0 739 73 30 1 0 | d = lying 12 14 0 78 470 291 1 7 | e = standing 18 26 0 43 295 506 2 4 | f = sitting 14 1 1 0 2 2 813 0 | g = running 68 133 0 2 11 9 0 649 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4416 73.7229 % Incorrectly Classified Instances 1574 26.2771 % Kappa statistic 0.6948 Mean absolute error 0.07 Root mean squared error 0.2391 Relative absolute error 32.5078 % Root relative squared error 72.8698 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.034 0.728 0.701 0.714 0.871 climbingdown 0.696 0.051 0.697 0.696 0.697 0.84 climbingup 0.925 0.001 0.961 0.925 0.942 0.974 jumping 0.876 0.028 0.839 0.876 0.857 0.94 lying 0.512 0.067 0.565 0.512 0.537 0.826 standing 0.611 0.075 0.588 0.611 0.599 0.824 sitting 0.983 0.005 0.97 0.983 0.977 0.992 running 0.768 0.045 0.743 0.768 0.756 0.89 walking Weighted Avg. 0.737 0.044 0.735 0.737 0.736 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 484 97 0 3 11 11 12 72 | a = climbingdown 78 605 0 2 14 23 3 144 | b = climbingup 0 1 98 0 0 0 7 0 | c = jumping 3 3 0 748 61 39 0 0 | d = lying 15 18 0 88 447 300 0 5 | e = standing 14 22 0 50 249 546 3 10 | f = sitting 7 0 4 0 1 2 819 0 | g = running 64 122 0 1 8 7 0 669 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4371 72.9716 % Incorrectly Classified Instances 1619 27.0284 % Kappa statistic 0.6861 Mean absolute error 0.0716 Root mean squared error 0.2424 Relative absolute error 33.2584 % Root relative squared error 73.8937 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.038 0.713 0.725 0.719 0.862 climbingdown 0.688 0.051 0.697 0.688 0.693 0.842 climbingup 0.972 0.001 0.945 0.972 0.958 0.985 jumping 0.862 0.024 0.857 0.862 0.859 0.935 lying 0.501 0.072 0.543 0.501 0.521 0.809 standing 0.617 0.084 0.563 0.617 0.589 0.83 sitting 0.971 0.003 0.982 0.971 0.976 0.986 running 0.73 0.042 0.746 0.73 0.738 0.868 walking Weighted Avg. 0.73 0.045 0.73 0.73 0.73 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 500 91 2 2 10 14 7 64 | a = climbingdown 88 598 0 0 22 21 4 136 | b = climbingup 0 0 103 0 0 1 2 0 | c = jumping 2 2 0 736 68 45 0 1 | d = lying 9 14 1 77 437 331 2 2 | e = standing 11 18 0 43 257 552 0 13 | f = sitting 16 1 3 0 1 2 809 1 | g = running 75 134 0 1 10 15 0 636 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4407 73.5726 % Incorrectly Classified Instances 1583 26.4274 % Kappa statistic 0.6931 Mean absolute error 0.0707 Root mean squared error 0.2401 Relative absolute error 32.8555 % Root relative squared error 73.1923 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.039 0.708 0.726 0.717 0.863 climbingdown 0.697 0.054 0.687 0.697 0.692 0.857 climbingup 0.905 0.001 0.95 0.905 0.927 0.97 jumping 0.877 0.023 0.863 0.877 0.87 0.943 lying 0.505 0.07 0.552 0.505 0.528 0.813 standing 0.621 0.075 0.594 0.621 0.607 0.83 sitting 0.983 0.006 0.964 0.983 0.973 0.991 running 0.735 0.04 0.756 0.735 0.745 0.878 walking Weighted Avg. 0.736 0.044 0.734 0.736 0.735 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 501 86 0 2 13 10 16 62 | a = climbingdown 99 606 0 3 10 19 2 130 | b = climbingup 0 0 95 0 0 0 10 0 | c = jumping 2 2 0 749 60 38 1 2 | d = lying 14 19 0 90 441 304 0 5 | e = standing 16 22 0 22 271 556 0 8 | f = sitting 6 2 5 0 0 1 819 0 | g = running 70 145 0 2 4 8 2 640 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4361 72.7925 % Incorrectly Classified Instances 1630 27.2075 % Kappa statistic 0.684 Mean absolute error 0.0717 Root mean squared error 0.244 Relative absolute error 33.3223 % Root relative squared error 74.3796 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.04 0.694 0.694 0.694 0.848 climbingdown 0.687 0.059 0.664 0.687 0.675 0.838 climbingup 0.914 0.001 0.96 0.914 0.937 0.973 jumping 0.893 0.024 0.861 0.893 0.877 0.946 lying 0.506 0.067 0.562 0.506 0.533 0.806 standing 0.611 0.076 0.586 0.611 0.598 0.819 sitting 0.983 0.005 0.969 0.983 0.976 0.991 running 0.71 0.046 0.725 0.71 0.717 0.86 walking Weighted Avg. 0.728 0.045 0.726 0.728 0.726 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 479 98 1 2 5 11 11 83 | a = climbingdown 97 597 0 1 11 24 5 134 | b = climbingup 0 0 96 0 0 0 9 0 | c = jumping 3 4 0 763 55 29 0 0 | d = lying 11 18 0 85 442 309 1 8 | e = standing 14 30 0 34 260 546 0 10 | f = sitting 9 1 3 0 0 1 819 0 | g = running 77 151 0 1 13 11 0 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4393 73.3267 % Incorrectly Classified Instances 1598 26.6733 % Kappa statistic 0.6902 Mean absolute error 0.0707 Root mean squared error 0.2413 Relative absolute error 32.8613 % Root relative squared error 73.5418 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.037 0.713 0.71 0.712 0.859 climbingdown 0.695 0.054 0.684 0.695 0.689 0.848 climbingup 0.971 0.001 0.936 0.971 0.953 0.989 jumping 0.879 0.024 0.86 0.879 0.87 0.943 lying 0.543 0.077 0.546 0.543 0.545 0.816 standing 0.589 0.07 0.597 0.589 0.593 0.832 sitting 0.974 0.003 0.983 0.974 0.978 0.991 running 0.726 0.045 0.734 0.726 0.73 0.865 walking Weighted Avg. 0.733 0.044 0.733 0.733 0.733 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 490 101 0 2 5 16 3 73 | a = climbingdown 83 604 0 2 12 25 6 137 | b = climbingup 0 0 102 0 0 0 3 0 | c = jumping 1 2 0 751 79 21 0 0 | d = lying 13 16 0 81 474 280 0 9 | e = standing 11 20 0 35 290 527 1 10 | f = sitting 13 1 6 0 0 2 812 0 | g = running 76 139 1 2 8 12 1 633 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4363 72.8259 % Incorrectly Classified Instances 1628 27.1741 % Kappa statistic 0.6844 Mean absolute error 0.0719 Root mean squared error 0.2444 Relative absolute error 33.4252 % Root relative squared error 74.4888 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.037 0.722 0.729 0.725 0.866 climbingdown 0.682 0.05 0.699 0.682 0.691 0.859 climbingup 0.933 0.002 0.891 0.933 0.912 0.969 jumping 0.849 0.026 0.846 0.849 0.847 0.928 lying 0.489 0.066 0.558 0.489 0.521 0.802 standing 0.633 0.083 0.572 0.633 0.601 0.823 sitting 0.972 0.005 0.968 0.972 0.97 0.987 running 0.734 0.048 0.722 0.734 0.728 0.867 walking Weighted Avg. 0.728 0.045 0.727 0.728 0.727 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 503 85 1 0 11 15 13 62 | a = climbingdown 86 593 1 1 9 15 4 160 | b = climbingup 1 0 98 0 0 0 6 0 | c = jumping 1 3 0 725 78 45 1 1 | d = lying 8 9 0 86 427 335 1 7 | e = standing 17 22 0 43 231 566 1 14 | f = sitting 5 4 10 0 1 1 811 2 | g = running 76 132 0 2 8 13 1 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4403 73.4936 % Incorrectly Classified Instances 1588 26.5064 % Kappa statistic 0.6922 Mean absolute error 0.0707 Root mean squared error 0.2417 Relative absolute error 32.8266 % Root relative squared error 73.6899 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.036 0.724 0.728 0.726 0.865 climbingdown 0.671 0.053 0.681 0.671 0.676 0.836 climbingup 0.971 0.001 0.953 0.971 0.962 0.985 jumping 0.876 0.025 0.853 0.876 0.864 0.939 lying 0.51 0.07 0.553 0.51 0.531 0.801 standing 0.611 0.071 0.601 0.611 0.606 0.835 sitting 0.975 0.003 0.978 0.975 0.977 0.99 running 0.761 0.049 0.726 0.761 0.743 0.876 walking Weighted Avg. 0.735 0.044 0.733 0.735 0.734 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 502 89 0 1 10 14 8 66 | a = climbingdown 84 583 0 2 7 24 3 166 | b = climbingup 0 0 102 0 0 0 3 0 | c = jumping 2 1 0 748 73 30 0 0 | d = lying 17 25 0 93 445 283 0 10 | e = standing 17 27 0 33 262 547 2 7 | f = sitting 10 4 5 0 1 0 813 1 | g = running 61 127 0 0 6 12 2 663 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4432 73.99 % Incorrectly Classified Instances 1558 26.01 % Kappa statistic 0.6979 Mean absolute error 0.0699 Root mean squared error 0.239 Relative absolute error 32.4731 % Root relative squared error 72.858 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.042 0.691 0.714 0.703 0.85 climbingdown 0.692 0.05 0.703 0.692 0.697 0.853 climbingup 0.914 0.001 0.96 0.914 0.937 0.984 jumping 0.875 0.021 0.875 0.875 0.875 0.945 lying 0.511 0.066 0.569 0.511 0.538 0.814 standing 0.644 0.077 0.595 0.644 0.618 0.833 sitting 0.972 0.005 0.971 0.972 0.972 0.987 running 0.761 0.043 0.752 0.761 0.756 0.883 walking Weighted Avg. 0.74 0.043 0.739 0.74 0.739 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 493 102 0 2 8 10 8 67 | a = climbingdown 111 601 0 2 10 8 4 133 | b = climbingup 0 0 96 0 0 0 9 0 | c = jumping 1 3 0 747 64 37 0 2 | d = lying 10 15 0 65 446 326 1 10 | e = standing 11 17 0 37 247 576 1 6 | f = sitting 11 2 4 0 3 2 810 1 | g = running 76 115 0 1 6 9 1 663 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4441 74.1402 % Incorrectly Classified Instances 1549 25.8598 % Kappa statistic 0.6996 Mean absolute error 0.0688 Root mean squared error 0.2361 Relative absolute error 31.9689 % Root relative squared error 71.9702 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.038 0.716 0.726 0.721 0.857 climbingdown 0.699 0.049 0.708 0.699 0.703 0.854 climbingup 0.905 0.001 0.969 0.905 0.936 0.969 jumping 0.899 0.025 0.856 0.899 0.877 0.946 lying 0.512 0.064 0.575 0.512 0.542 0.823 standing 0.598 0.078 0.575 0.598 0.586 0.828 sitting 0.976 0.004 0.977 0.976 0.977 0.988 running 0.774 0.043 0.752 0.774 0.763 0.882 walking Weighted Avg. 0.741 0.043 0.739 0.741 0.74 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 501 92 0 4 10 12 7 64 | a = climbingdown 94 608 0 0 5 22 1 140 | b = climbingup 0 1 95 0 0 0 8 1 | c = jumping 1 3 0 768 50 32 0 0 | d = lying 11 9 0 82 447 317 1 6 | e = standing 20 26 0 41 260 535 1 11 | f = sitting 12 3 3 0 0 2 813 0 | g = running 61 117 0 2 5 11 1 674 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4411 73.6394 % Incorrectly Classified Instances 1579 26.3606 % Kappa statistic 0.6938 Mean absolute error 0.0699 Root mean squared error 0.2405 Relative absolute error 32.4903 % Root relative squared error 73.311 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.036 0.719 0.717 0.718 0.869 climbingdown 0.702 0.055 0.684 0.702 0.693 0.85 climbingup 0.924 0.001 0.942 0.924 0.933 0.974 jumping 0.88 0.024 0.86 0.88 0.87 0.949 lying 0.495 0.063 0.572 0.495 0.531 0.816 standing 0.624 0.083 0.568 0.624 0.595 0.821 sitting 0.987 0.004 0.977 0.987 0.982 0.992 running 0.741 0.041 0.755 0.741 0.748 0.874 walking Weighted Avg. 0.736 0.044 0.735 0.736 0.735 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 495 104 1 0 7 14 7 62 | a = climbingdown 91 610 0 2 9 23 1 133 | b = climbingup 0 0 97 0 0 0 8 0 | c = jumping 0 3 0 752 59 40 0 1 | d = lying 11 13 1 83 432 330 0 3 | e = standing 19 30 0 35 241 558 1 10 | f = sitting 5 0 4 0 1 1 822 0 | g = running 67 132 0 2 6 17 2 645 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4397 73.4057 % Incorrectly Classified Instances 1593 26.5943 % Kappa statistic 0.6911 Mean absolute error 0.0703 Root mean squared error 0.2395 Relative absolute error 32.6543 % Root relative squared error 72.9899 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.039 0.705 0.719 0.712 0.858 climbingdown 0.68 0.052 0.69 0.68 0.685 0.842 climbingup 0.953 0.001 0.971 0.953 0.962 0.985 jumping 0.87 0.025 0.854 0.87 0.862 0.94 lying 0.503 0.071 0.549 0.503 0.525 0.819 standing 0.611 0.077 0.583 0.611 0.597 0.827 sitting 0.977 0.004 0.975 0.977 0.976 0.99 running 0.766 0.042 0.755 0.766 0.76 0.878 walking Weighted Avg. 0.734 0.044 0.732 0.734 0.733 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 496 96 0 3 11 14 11 59 | a = climbingdown 92 591 0 2 23 17 4 140 | b = climbingup 1 0 101 0 0 0 4 0 | c = jumping 3 2 1 743 64 41 0 0 | d = lying 10 17 0 92 439 313 0 2 | e = standing 17 26 0 29 261 546 1 14 | f = sitting 10 3 2 0 0 2 814 2 | g = running 75 122 0 1 2 3 1 667 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4378 73.0885 % Incorrectly Classified Instances 1612 26.9115 % Kappa statistic 0.6875 Mean absolute error 0.0709 Root mean squared error 0.2416 Relative absolute error 32.9404 % Root relative squared error 73.6519 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.039 0.696 0.691 0.693 0.844 climbingdown 0.684 0.055 0.68 0.684 0.682 0.835 climbingup 0.943 0.002 0.917 0.943 0.93 0.984 jumping 0.882 0.025 0.856 0.882 0.869 0.939 lying 0.499 0.068 0.555 0.499 0.526 0.809 standing 0.611 0.077 0.583 0.611 0.597 0.83 sitting 0.972 0.004 0.976 0.972 0.974 0.99 running 0.761 0.045 0.743 0.761 0.752 0.871 walking Weighted Avg. 0.731 0.044 0.729 0.731 0.73 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 476 104 0 1 12 11 10 75 | a = climbingdown 103 594 0 3 13 23 2 131 | b = climbingup 0 0 100 0 0 0 6 0 | c = jumping 1 2 0 753 69 26 1 2 | d = lying 15 16 0 77 436 319 0 11 | e = standing 17 27 0 45 248 546 1 10 | f = sitting 11 2 8 0 0 2 810 0 | g = running 61 129 1 1 7 9 0 663 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4409 73.606 % Incorrectly Classified Instances 1581 26.394 % Kappa statistic 0.6934 Mean absolute error 0.0697 Root mean squared error 0.2404 Relative absolute error 32.3674 % Root relative squared error 73.2882 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.033 0.738 0.723 0.731 0.87 climbingdown 0.707 0.049 0.709 0.707 0.708 0.856 climbingup 0.914 0.001 0.941 0.914 0.928 0.969 jumping 0.883 0.026 0.849 0.883 0.866 0.939 lying 0.523 0.073 0.552 0.523 0.537 0.811 standing 0.581 0.073 0.582 0.581 0.581 0.809 sitting 0.975 0.004 0.972 0.975 0.974 0.989 running 0.755 0.048 0.729 0.755 0.742 0.883 walking Weighted Avg. 0.736 0.044 0.734 0.736 0.735 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 499 84 0 1 5 5 13 83 | a = climbingdown 81 614 0 2 14 18 0 140 | b = climbingup 0 0 96 0 0 0 8 1 | c = jumping 3 2 0 754 62 31 0 2 | d = lying 8 9 1 84 457 309 0 6 | e = standing 15 21 0 46 283 519 0 10 | f = sitting 9 2 5 0 1 1 812 3 | g = running 61 134 0 1 6 9 2 658 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4362 72.8092 % Incorrectly Classified Instances 1629 27.1908 % Kappa statistic 0.6843 Mean absolute error 0.0714 Root mean squared error 0.2432 Relative absolute error 33.1558 % Root relative squared error 74.1178 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.044 0.678 0.714 0.696 0.852 climbingdown 0.648 0.047 0.699 0.648 0.672 0.828 climbingup 0.952 0.001 0.926 0.952 0.939 0.974 jumping 0.875 0.025 0.856 0.875 0.865 0.94 lying 0.493 0.069 0.549 0.493 0.52 0.808 standing 0.607 0.082 0.564 0.607 0.585 0.825 sitting 0.977 0.003 0.978 0.977 0.978 0.991 running 0.769 0.044 0.748 0.769 0.759 0.877 walking Weighted Avg. 0.728 0.045 0.727 0.728 0.727 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 493 90 1 2 15 16 9 64 | a = climbingdown 123 563 0 2 13 25 3 140 | b = climbingup 1 0 100 0 0 0 4 0 | c = jumping 3 2 0 747 61 40 0 1 | d = lying 9 13 0 77 431 334 1 9 | e = standing 14 20 0 45 260 543 0 12 | f = sitting 8 2 7 0 2 0 814 0 | g = running 76 116 0 0 3 5 1 671 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4437 74.0611 % Incorrectly Classified Instances 1554 25.9389 % Kappa statistic 0.6987 Mean absolute error 0.0696 Root mean squared error 0.2376 Relative absolute error 32.3284 % Root relative squared error 72.4159 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.036 0.724 0.725 0.724 0.859 climbingdown 0.699 0.053 0.691 0.699 0.695 0.853 climbingup 0.933 0 0.98 0.933 0.956 0.99 jumping 0.879 0.025 0.853 0.879 0.866 0.941 lying 0.561 0.073 0.566 0.561 0.563 0.826 standing 0.602 0.069 0.605 0.602 0.603 0.839 sitting 0.971 0.004 0.976 0.971 0.974 0.988 running 0.739 0.042 0.751 0.739 0.745 0.872 walking Weighted Avg. 0.741 0.043 0.74 0.741 0.74 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 500 91 1 2 8 13 11 64 | a = climbingdown 89 607 0 0 22 18 0 133 | b = climbingup 1 0 98 0 0 1 5 0 | c = jumping 4 1 0 751 60 37 0 1 | d = lying 5 17 0 87 490 270 0 5 | e = standing 8 23 0 38 273 538 3 11 | f = sitting 15 3 1 1 2 2 809 0 | g = running 69 136 0 1 11 10 1 644 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4393 73.3267 % Incorrectly Classified Instances 1598 26.6733 % Kappa statistic 0.6902 Mean absolute error 0.0708 Root mean squared error 0.2412 Relative absolute error 32.889 % Root relative squared error 73.5068 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.038 0.716 0.738 0.727 0.866 climbingdown 0.7 0.051 0.7 0.7 0.7 0.855 climbingup 0.906 0.001 0.97 0.906 0.937 0.969 jumping 0.871 0.024 0.856 0.871 0.864 0.938 lying 0.49 0.068 0.551 0.49 0.518 0.813 standing 0.626 0.079 0.58 0.626 0.602 0.826 sitting 0.97 0.004 0.976 0.97 0.973 0.988 running 0.735 0.046 0.733 0.735 0.734 0.862 walking Weighted Avg. 0.733 0.044 0.732 0.733 0.732 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 509 90 0 1 6 10 5 69 | a = climbingdown 79 608 0 2 12 22 2 144 | b = climbingup 0 0 96 0 1 0 9 0 | c = jumping 1 3 0 744 69 37 0 0 | d = lying 13 20 0 80 428 321 1 11 | e = standing 14 20 0 42 249 560 1 8 | f = sitting 16 3 3 0 2 0 808 1 | g = running 79 125 0 0 10 15 2 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4388 73.2432 % Incorrectly Classified Instances 1603 26.7568 % Kappa statistic 0.6892 Mean absolute error 0.071 Root mean squared error 0.2425 Relative absolute error 33.0025 % Root relative squared error 73.9148 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.037 0.715 0.716 0.715 0.864 climbingdown 0.697 0.05 0.704 0.697 0.701 0.853 climbingup 0.915 0.001 0.933 0.915 0.924 0.98 jumping 0.864 0.026 0.849 0.864 0.857 0.936 lying 0.509 0.073 0.544 0.509 0.526 0.808 standing 0.609 0.075 0.587 0.609 0.598 0.81 sitting 0.978 0.005 0.97 0.978 0.974 0.989 running 0.745 0.046 0.736 0.745 0.74 0.878 walking Weighted Avg. 0.732 0.044 0.731 0.732 0.732 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 494 89 1 0 7 6 12 81 | a = climbingdown 94 606 0 1 17 17 5 129 | b = climbingup 1 1 97 0 0 0 7 0 | c = jumping 1 4 0 738 77 33 0 1 | d = lying 9 15 0 82 444 317 1 5 | e = standing 13 14 0 44 264 545 0 15 | f = sitting 6 2 6 0 2 0 815 2 | g = running 73 130 0 4 5 10 0 649 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4417 73.7396 % Incorrectly Classified Instances 1573 26.2604 % Kappa statistic 0.695 Mean absolute error 0.0699 Root mean squared error 0.2394 Relative absolute error 32.4613 % Root relative squared error 72.9613 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.036 0.715 0.698 0.706 0.85 climbingdown 0.696 0.053 0.691 0.696 0.694 0.858 climbingup 0.924 0.001 0.933 0.924 0.928 0.986 jumping 0.876 0.022 0.871 0.876 0.873 0.948 lying 0.536 0.074 0.553 0.536 0.544 0.814 standing 0.609 0.071 0.601 0.609 0.605 0.827 sitting 0.983 0.006 0.965 0.983 0.974 0.992 running 0.75 0.043 0.746 0.75 0.748 0.876 walking Weighted Avg. 0.737 0.043 0.736 0.737 0.737 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 481 93 0 3 10 16 11 75 | a = climbingdown 108 605 0 1 13 12 2 128 | b = climbingup 0 0 97 0 0 0 8 0 | c = jumping 1 5 0 749 68 32 0 0 | d = lying 14 12 0 82 468 288 3 6 | e = standing 10 24 0 25 275 545 3 13 | f = sitting 4 0 7 0 1 2 819 0 | g = running 55 136 0 0 12 12 3 653 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4428 73.9232 % Incorrectly Classified Instances 1562 26.0768 % Kappa statistic 0.6971 Mean absolute error 0.0697 Root mean squared error 0.2389 Relative absolute error 32.3576 % Root relative squared error 72.8314 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.032 0.738 0.703 0.72 0.848 climbingdown 0.715 0.051 0.704 0.715 0.709 0.855 climbingup 0.971 0.001 0.971 0.971 0.971 0.985 jumping 0.876 0.027 0.844 0.876 0.86 0.94 lying 0.52 0.067 0.57 0.52 0.544 0.82 standing 0.604 0.078 0.577 0.604 0.59 0.822 sitting 0.982 0.003 0.983 0.982 0.983 0.992 running 0.757 0.046 0.737 0.757 0.747 0.876 walking Weighted Avg. 0.739 0.043 0.738 0.739 0.738 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 485 93 0 2 10 11 9 80 | a = climbingdown 81 621 0 2 8 23 0 134 | b = climbingup 0 0 102 0 0 0 3 0 | c = jumping 3 2 0 748 58 42 0 1 | d = lying 6 19 0 81 454 305 0 8 | e = standing 14 13 1 53 261 540 0 12 | f = sitting 9 2 2 0 1 1 819 0 | g = running 59 132 0 0 5 14 2 659 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4363 72.8381 % Incorrectly Classified Instances 1627 27.1619 % Kappa statistic 0.6845 Mean absolute error 0.0719 Root mean squared error 0.2458 Relative absolute error 33.3817 % Root relative squared error 74.9093 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.042 0.684 0.693 0.688 0.846 climbingdown 0.666 0.058 0.659 0.666 0.663 0.829 climbingup 0.952 0.001 0.971 0.952 0.962 0.979 jumping 0.877 0.026 0.847 0.877 0.862 0.933 lying 0.525 0.068 0.57 0.525 0.546 0.814 standing 0.617 0.074 0.594 0.617 0.605 0.809 sitting 0.976 0.003 0.98 0.976 0.978 0.988 running 0.727 0.045 0.735 0.727 0.731 0.862 walking Weighted Avg. 0.728 0.045 0.727 0.728 0.728 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 478 112 0 2 10 15 8 65 | a = climbingdown 104 579 0 2 18 17 2 147 | b = climbingup 0 0 100 0 0 0 5 0 | c = jumping 2 1 0 749 72 27 0 3 | d = lying 10 15 0 80 458 304 0 6 | e = standing 15 32 0 50 236 552 2 7 | f = sitting 13 2 3 0 1 1 814 0 | g = running 77 137 0 1 9 14 0 633 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4414 73.6895 % Incorrectly Classified Instances 1576 26.3105 % Kappa statistic 0.6945 Mean absolute error 0.0692 Root mean squared error 0.2386 Relative absolute error 32.1281 % Root relative squared error 72.7417 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.04 0.698 0.707 0.703 0.86 climbingdown 0.684 0.051 0.694 0.684 0.689 0.84 climbingup 0.971 0.001 0.953 0.971 0.962 0.995 jumping 0.896 0.025 0.858 0.896 0.876 0.95 lying 0.52 0.069 0.563 0.52 0.54 0.818 standing 0.595 0.074 0.585 0.595 0.59 0.823 sitting 0.982 0.002 0.99 0.982 0.986 0.994 running 0.758 0.045 0.74 0.758 0.749 0.884 walking Weighted Avg. 0.737 0.043 0.735 0.737 0.736 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 488 96 0 3 7 17 5 74 | a = climbingdown 115 594 0 1 12 13 0 134 | b = climbingup 0 0 102 0 0 0 3 0 | c = jumping 1 0 0 765 50 37 0 1 | d = lying 8 16 0 81 454 306 0 8 | e = standing 16 18 0 39 275 532 0 14 | f = sitting 8 0 4 0 1 1 819 1 | g = running 63 132 1 3 8 4 0 660 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4380 73.1219 % Incorrectly Classified Instances 1610 26.8781 % Kappa statistic 0.6878 Mean absolute error 0.0708 Root mean squared error 0.2417 Relative absolute error 32.8888 % Root relative squared error 73.6619 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.041 0.693 0.703 0.698 0.849 climbingdown 0.686 0.052 0.691 0.686 0.689 0.848 climbingup 0.943 0 0.99 0.943 0.966 0.979 jumping 0.859 0.028 0.838 0.859 0.849 0.933 lying 0.499 0.073 0.539 0.499 0.518 0.816 standing 0.614 0.074 0.593 0.614 0.603 0.831 sitting 0.98 0.004 0.975 0.98 0.977 0.99 running 0.762 0.042 0.756 0.762 0.759 0.884 walking Weighted Avg. 0.731 0.045 0.73 0.731 0.73 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 485 101 0 1 14 13 10 66 | a = climbingdown 104 597 0 1 17 14 4 133 | b = climbingup 1 0 99 0 0 0 5 0 | c = jumping 2 6 0 734 77 34 0 1 | d = lying 7 16 0 93 436 313 0 8 | e = standing 20 15 0 45 257 549 2 6 | f = sitting 11 3 1 1 0 1 816 0 | g = running 70 126 0 1 8 2 0 664 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4366 72.8881 % Incorrectly Classified Instances 1624 27.1119 % Kappa statistic 0.6851 Mean absolute error 0.0717 Root mean squared error 0.2435 Relative absolute error 33.3102 % Root relative squared error 74.2187 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.041 0.687 0.688 0.688 0.848 climbingdown 0.67 0.056 0.671 0.67 0.67 0.84 climbingup 0.914 0.001 0.923 0.914 0.919 0.956 jumping 0.875 0.022 0.869 0.875 0.872 0.939 lying 0.534 0.076 0.546 0.534 0.54 0.823 standing 0.604 0.071 0.6 0.604 0.602 0.829 sitting 0.972 0.004 0.976 0.972 0.974 0.987 running 0.745 0.046 0.735 0.745 0.74 0.875 walking Weighted Avg. 0.729 0.045 0.728 0.729 0.729 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 475 120 1 0 11 6 5 72 | a = climbingdown 115 582 0 1 11 16 2 142 | b = climbingup 1 0 96 0 0 0 7 1 | c = jumping 2 1 0 747 75 29 0 0 | d = lying 11 11 0 79 466 299 1 6 | e = standing 9 22 0 33 279 540 0 11 | f = sitting 9 3 7 0 1 1 810 2 | g = running 69 129 0 0 10 9 5 650 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4403 73.4936 % Incorrectly Classified Instances 1588 26.5064 % Kappa statistic 0.6922 Mean absolute error 0.0709 Root mean squared error 0.2408 Relative absolute error 32.9277 % Root relative squared error 73.3982 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.039 0.707 0.72 0.714 0.866 climbingdown 0.7 0.056 0.681 0.7 0.69 0.845 climbingup 0.914 0.002 0.906 0.914 0.91 0.978 jumping 0.876 0.021 0.875 0.876 0.875 0.944 lying 0.513 0.064 0.579 0.513 0.544 0.826 standing 0.625 0.078 0.583 0.625 0.603 0.824 sitting 0.972 0.005 0.969 0.972 0.971 0.988 running 0.73 0.045 0.736 0.73 0.733 0.86 walking Weighted Avg. 0.735 0.044 0.734 0.735 0.734 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 497 94 0 3 4 18 12 62 | a = climbingdown 85 608 0 0 11 17 3 145 | b = climbingup 1 0 96 0 0 0 8 0 | c = jumping 2 3 0 748 73 28 0 0 | d = lying 7 21 0 62 448 325 1 10 | e = standing 21 31 0 42 230 559 1 10 | f = sitting 9 0 10 0 0 3 811 1 | g = running 81 136 0 0 8 9 1 636 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4366 72.876 % Incorrectly Classified Instances 1625 27.124 % Kappa statistic 0.685 Mean absolute error 0.0719 Root mean squared error 0.2427 Relative absolute error 33.4088 % Root relative squared error 73.9826 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.038 0.707 0.704 0.706 0.854 climbingdown 0.679 0.057 0.669 0.679 0.674 0.845 climbingup 0.943 0.001 0.925 0.943 0.934 0.985 jumping 0.871 0.025 0.853 0.871 0.862 0.938 lying 0.476 0.064 0.561 0.476 0.515 0.812 standing 0.647 0.084 0.576 0.647 0.609 0.828 sitting 0.975 0.004 0.975 0.975 0.975 0.988 running 0.735 0.044 0.741 0.735 0.738 0.869 walking Weighted Avg. 0.729 0.045 0.728 0.729 0.727 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 486 108 1 2 9 10 9 65 | a = climbingdown 93 590 1 2 13 21 3 146 | b = climbingup 0 0 99 0 0 0 6 0 | c = jumping 3 1 0 744 67 37 0 2 | d = lying 7 17 0 87 416 342 2 3 | e = standing 22 20 0 35 230 578 1 8 | f = sitting 11 2 6 0 1 1 813 0 | g = running 65 144 0 2 5 15 0 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4403 73.4936 % Incorrectly Classified Instances 1588 26.5064 % Kappa statistic 0.6921 Mean absolute error 0.0704 Root mean squared error 0.2398 Relative absolute error 32.6849 % Root relative squared error 73.0966 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.035 0.73 0.717 0.724 0.863 climbingdown 0.695 0.048 0.711 0.695 0.703 0.856 climbingup 0.953 0.001 0.962 0.953 0.957 0.998 jumping 0.868 0.025 0.855 0.868 0.861 0.937 lying 0.5 0.073 0.54 0.5 0.519 0.815 standing 0.603 0.076 0.581 0.603 0.592 0.823 sitting 0.982 0.004 0.976 0.982 0.979 0.991 running 0.767 0.048 0.729 0.767 0.748 0.878 walking Weighted Avg. 0.735 0.044 0.733 0.735 0.734 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 495 85 0 1 9 7 8 85 | a = climbingdown 96 604 0 0 10 17 2 140 | b = climbingup 0 0 101 0 0 0 5 0 | c = jumping 2 1 0 741 74 35 0 1 | d = lying 12 11 0 87 437 319 1 7 | e = standing 4 27 0 37 268 539 4 15 | f = sitting 8 2 4 0 1 0 818 0 | g = running 61 120 0 1 11 10 0 668 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4413 73.6605 % Incorrectly Classified Instances 1578 26.3395 % Kappa statistic 0.6941 Mean absolute error 0.07 Root mean squared error 0.2394 Relative absolute error 32.5346 % Root relative squared error 72.9606 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.039 0.702 0.714 0.708 0.851 climbingdown 0.68 0.052 0.69 0.68 0.685 0.843 climbingup 0.915 0.001 0.951 0.915 0.933 0.984 jumping 0.871 0.023 0.863 0.871 0.867 0.939 lying 0.528 0.066 0.577 0.528 0.551 0.824 standing 0.647 0.072 0.612 0.647 0.629 0.851 sitting 0.975 0.004 0.972 0.975 0.974 0.987 running 0.73 0.049 0.715 0.73 0.723 0.864 walking Weighted Avg. 0.737 0.044 0.736 0.737 0.736 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 493 85 1 3 7 19 9 73 | a = climbingdown 98 592 0 1 9 12 0 158 | b = climbingup 0 0 97 0 0 0 9 0 | c = jumping 3 1 0 744 61 43 0 2 | d = lying 13 20 0 85 461 284 0 10 | e = standing 10 25 0 29 243 578 1 8 | f = sitting 10 3 3 0 2 1 812 2 | g = running 75 132 1 0 16 7 4 636 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4387 73.2387 % Incorrectly Classified Instances 1603 26.7613 % Kappa statistic 0.6891 Mean absolute error 0.0711 Root mean squared error 0.2416 Relative absolute error 33.0193 % Root relative squared error 73.6473 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.038 0.699 0.687 0.693 0.85 climbingdown 0.715 0.056 0.682 0.715 0.698 0.854 climbingup 0.933 0.001 0.961 0.933 0.947 0.984 jumping 0.874 0.024 0.858 0.874 0.866 0.939 lying 0.488 0.067 0.555 0.488 0.519 0.818 standing 0.622 0.081 0.574 0.622 0.597 0.827 sitting 0.978 0.004 0.977 0.978 0.978 0.988 running 0.746 0.041 0.757 0.746 0.751 0.867 walking Weighted Avg. 0.732 0.044 0.731 0.732 0.731 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 474 104 0 1 10 11 11 79 | a = climbingdown 108 621 0 1 13 14 0 112 | b = climbingup 1 0 98 0 0 0 6 0 | c = jumping 4 1 0 746 59 43 0 1 | d = lying 6 18 0 80 426 337 0 6 | e = standing 16 18 0 39 255 557 0 10 | f = sitting 8 5 3 0 1 0 815 1 | g = running 61 143 1 2 4 8 2 650 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4402 73.4891 % Incorrectly Classified Instances 1588 26.5109 % Kappa statistic 0.6921 Mean absolute error 0.0705 Root mean squared error 0.2413 Relative absolute error 32.7643 % Root relative squared error 73.5471 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.039 0.709 0.726 0.717 0.856 climbingdown 0.677 0.054 0.681 0.677 0.679 0.835 climbingup 0.914 0.001 0.932 0.914 0.923 0.96 jumping 0.872 0.022 0.869 0.872 0.871 0.938 lying 0.529 0.071 0.561 0.529 0.544 0.818 standing 0.623 0.076 0.591 0.623 0.607 0.822 sitting 0.969 0.004 0.973 0.969 0.971 0.988 running 0.741 0.043 0.747 0.741 0.744 0.865 walking Weighted Avg. 0.735 0.044 0.735 0.735 0.735 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 501 95 1 2 13 11 7 60 | a = climbingdown 95 588 0 2 21 22 5 136 | b = climbingup 0 1 96 0 0 0 8 0 | c = jumping 1 4 0 745 66 38 0 0 | d = lying 12 12 0 74 462 306 0 7 | e = standing 18 22 0 33 249 558 1 14 | f = sitting 17 0 6 0 2 0 807 1 | g = running 63 141 0 1 11 9 1 645 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4379 73.1052 % Incorrectly Classified Instances 1611 26.8948 % Kappa statistic 0.6876 Mean absolute error 0.0722 Root mean squared error 0.2431 Relative absolute error 33.5196 % Root relative squared error 74.1085 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.038 0.707 0.696 0.701 0.851 climbingdown 0.678 0.052 0.69 0.678 0.684 0.849 climbingup 0.905 0.001 0.931 0.905 0.918 0.964 jumping 0.879 0.026 0.847 0.879 0.863 0.937 lying 0.523 0.066 0.576 0.523 0.549 0.816 standing 0.622 0.078 0.585 0.622 0.603 0.83 sitting 0.976 0.006 0.962 0.976 0.969 0.989 running 0.732 0.047 0.726 0.732 0.729 0.86 walking Weighted Avg. 0.731 0.044 0.729 0.731 0.73 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 480 94 1 4 6 12 13 80 | a = climbingdown 94 589 0 4 11 25 5 141 | b = climbingup 0 0 95 0 0 0 10 0 | c = jumping 2 3 0 751 59 39 0 0 | d = lying 7 16 0 77 457 304 1 11 | e = standing 9 19 0 49 250 556 2 9 | f = sitting 9 2 6 0 1 2 813 0 | g = running 78 131 0 2 9 13 1 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4411 73.6394 % Incorrectly Classified Instances 1579 26.3606 % Kappa statistic 0.6939 Mean absolute error 0.0703 Root mean squared error 0.24 Relative absolute error 32.6572 % Root relative squared error 73.1493 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.04 0.693 0.699 0.696 0.853 climbingdown 0.693 0.05 0.702 0.693 0.698 0.849 climbingup 0.962 0.001 0.953 0.962 0.957 0.984 jumping 0.882 0.024 0.858 0.882 0.87 0.941 lying 0.517 0.068 0.566 0.517 0.54 0.821 standing 0.63 0.074 0.6 0.63 0.614 0.835 sitting 0.974 0.004 0.972 0.974 0.973 0.989 running 0.743 0.046 0.734 0.743 0.738 0.873 walking Weighted Avg. 0.736 0.044 0.735 0.736 0.735 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 482 99 0 0 11 8 10 80 | a = climbingdown 86 602 0 4 11 24 4 138 | b = climbingup 0 0 101 0 0 0 4 0 | c = jumping 0 0 0 753 73 28 0 0 | d = lying 16 19 0 77 451 306 0 4 | e = standing 18 14 0 43 241 563 2 13 | f = sitting 13 0 5 0 2 2 811 0 | g = running 81 123 0 1 8 8 3 648 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4424 73.8564 % Incorrectly Classified Instances 1566 26.1436 % Kappa statistic 0.6963 Mean absolute error 0.0699 Root mean squared error 0.2387 Relative absolute error 32.4535 % Root relative squared error 72.748 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.034 0.736 0.728 0.732 0.862 climbingdown 0.684 0.054 0.684 0.684 0.684 0.845 climbingup 0.933 0.001 0.925 0.933 0.929 0.969 jumping 0.876 0.026 0.848 0.876 0.862 0.941 lying 0.513 0.066 0.571 0.513 0.541 0.813 standing 0.631 0.074 0.599 0.631 0.614 0.838 sitting 0.965 0.003 0.983 0.965 0.974 0.984 running 0.764 0.047 0.733 0.764 0.748 0.883 walking Weighted Avg. 0.739 0.043 0.737 0.739 0.738 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 502 92 0 1 13 8 3 71 | a = climbingdown 86 594 0 0 13 19 4 153 | b = climbingup 1 1 98 0 0 1 4 0 | c = jumping 3 3 0 748 61 37 1 1 | d = lying 14 14 0 86 448 301 1 9 | e = standing 16 18 0 46 243 564 1 6 | f = sitting 11 4 8 1 1 2 804 2 | g = running 49 142 0 0 5 10 0 666 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4404 73.5225 % Incorrectly Classified Instances 1586 26.4775 % Kappa statistic 0.6926 Mean absolute error 0.0705 Root mean squared error 0.2395 Relative absolute error 32.732 % Root relative squared error 73.0165 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.042 0.694 0.731 0.712 0.867 climbingdown 0.67 0.051 0.69 0.67 0.68 0.836 climbingup 0.962 0.001 0.935 0.962 0.948 0.984 jumping 0.874 0.028 0.839 0.874 0.856 0.933 lying 0.519 0.064 0.582 0.519 0.548 0.837 standing 0.628 0.075 0.596 0.628 0.611 0.829 sitting 0.972 0.004 0.976 0.972 0.974 0.989 running 0.741 0.044 0.74 0.741 0.74 0.872 walking Weighted Avg. 0.735 0.044 0.733 0.735 0.734 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 504 99 0 2 3 14 12 55 | a = climbingdown 95 582 0 2 17 16 2 155 | b = climbingup 0 0 101 0 0 0 4 0 | c = jumping 1 1 0 747 60 44 0 2 | d = lying 11 16 1 83 453 299 1 9 | e = standing 17 17 0 54 239 561 0 6 | f = sitting 12 4 6 0 1 0 811 0 | g = running 86 124 0 2 6 7 1 645 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4399 73.4268 % Incorrectly Classified Instances 1592 26.5732 % Kappa statistic 0.6914 Mean absolute error 0.0703 Root mean squared error 0.2404 Relative absolute error 32.6661 % Root relative squared error 73.2919 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.045 0.677 0.721 0.699 0.858 climbingdown 0.695 0.051 0.698 0.695 0.697 0.859 climbingup 0.914 0.001 0.95 0.914 0.932 0.964 jumping 0.875 0.024 0.861 0.875 0.868 0.945 lying 0.502 0.065 0.567 0.502 0.533 0.815 standing 0.635 0.08 0.581 0.635 0.607 0.828 sitting 0.976 0.004 0.972 0.976 0.974 0.991 running 0.728 0.039 0.759 0.728 0.743 0.874 walking Weighted Avg. 0.734 0.044 0.734 0.734 0.733 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 497 93 0 1 12 11 11 64 | a = climbingdown 106 605 1 1 13 18 2 124 | b = climbingup 1 0 96 1 0 0 7 0 | c = jumping 4 3 0 748 57 43 0 0 | d = lying 14 14 0 78 438 324 0 5 | e = standing 17 22 0 39 240 568 1 8 | f = sitting 11 2 4 0 3 0 813 0 | g = running 84 128 0 1 9 13 2 634 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4378 73.0763 % Incorrectly Classified Instances 1613 26.9237 % Kappa statistic 0.6872 Mean absolute error 0.0721 Root mean squared error 0.243 Relative absolute error 33.5101 % Root relative squared error 74.0797 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.035 0.719 0.688 0.703 0.855 climbingdown 0.69 0.054 0.686 0.69 0.688 0.845 climbingup 0.924 0.001 0.942 0.924 0.933 0.975 jumping 0.886 0.026 0.852 0.886 0.869 0.943 lying 0.492 0.061 0.579 0.492 0.532 0.82 standing 0.623 0.083 0.569 0.623 0.595 0.822 sitting 0.968 0.005 0.968 0.968 0.968 0.985 running 0.752 0.049 0.723 0.752 0.737 0.872 walking Weighted Avg. 0.731 0.045 0.729 0.731 0.729 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 475 97 0 3 4 10 15 86 | a = climbingdown 79 600 0 3 15 23 3 146 | b = climbingup 0 2 97 0 0 0 5 1 | c = jumping 1 6 0 757 53 36 0 1 | d = lying 9 9 0 77 430 342 0 7 | e = standing 13 30 0 47 234 558 3 10 | f = sitting 13 6 6 0 2 0 806 0 | g = running 71 125 0 2 5 12 1 655 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4391 73.2933 % Incorrectly Classified Instances 1600 26.7067 % Kappa statistic 0.6898 Mean absolute error 0.0716 Root mean squared error 0.2414 Relative absolute error 33.2722 % Root relative squared error 73.5916 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.036 0.708 0.678 0.693 0.851 climbingdown 0.695 0.059 0.667 0.695 0.681 0.848 climbingup 0.934 0.002 0.908 0.934 0.921 0.974 jumping 0.851 0.025 0.85 0.851 0.851 0.931 lying 0.526 0.066 0.576 0.526 0.55 0.825 standing 0.651 0.077 0.598 0.651 0.623 0.824 sitting 0.974 0.003 0.978 0.974 0.976 0.989 running 0.735 0.043 0.745 0.735 0.74 0.876 walking Weighted Avg. 0.733 0.044 0.733 0.733 0.733 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 468 113 2 4 14 8 7 74 | a = climbingdown 99 604 0 3 15 18 3 127 | b = climbingup 0 0 99 0 0 0 6 1 | c = jumping 3 1 0 727 76 47 0 0 | d = lying 11 17 0 77 460 305 0 4 | e = standing 16 17 0 44 225 582 0 10 | f = sitting 7 3 8 0 1 0 811 3 | g = running 57 150 0 0 8 14 2 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4443 74.1612 % Incorrectly Classified Instances 1548 25.8388 % Kappa statistic 0.6999 Mean absolute error 0.069 Root mean squared error 0.2385 Relative absolute error 32.0454 % Root relative squared error 72.7068 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.035 0.73 0.725 0.727 0.854 climbingdown 0.679 0.051 0.692 0.679 0.686 0.851 climbingup 0.953 0.001 0.962 0.953 0.957 0.989 jumping 0.89 0.022 0.872 0.89 0.881 0.951 lying 0.537 0.072 0.559 0.537 0.548 0.816 standing 0.629 0.074 0.6 0.629 0.614 0.834 sitting 0.981 0.004 0.975 0.981 0.978 0.989 running 0.739 0.043 0.746 0.739 0.743 0.871 walking Weighted Avg. 0.742 0.043 0.741 0.742 0.741 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 500 91 1 1 12 8 14 63 | a = climbingdown 92 590 0 1 23 23 1 139 | b = climbingup 0 0 101 0 0 0 5 0 | c = jumping 2 1 0 760 64 27 0 0 | d = lying 7 9 0 79 469 300 0 10 | e = standing 10 18 0 31 266 562 0 7 | f = sitting 9 3 3 0 0 1 817 0 | g = running 65 140 0 0 5 16 1 644 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4393 73.3389 % Incorrectly Classified Instances 1597 26.6611 % Kappa statistic 0.6904 Mean absolute error 0.0708 Root mean squared error 0.2404 Relative absolute error 32.9145 % Root relative squared error 73.2815 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.04 0.705 0.739 0.722 0.859 climbingdown 0.688 0.049 0.703 0.688 0.695 0.847 climbingup 0.952 0.001 0.952 0.952 0.952 0.984 jumping 0.875 0.024 0.859 0.875 0.867 0.939 lying 0.55 0.079 0.542 0.55 0.546 0.822 standing 0.582 0.069 0.597 0.582 0.589 0.824 sitting 0.966 0.005 0.971 0.966 0.969 0.986 running 0.726 0.043 0.74 0.726 0.733 0.876 walking Weighted Avg. 0.733 0.044 0.733 0.733 0.733 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 510 80 0 3 11 9 12 65 | a = climbingdown 86 598 0 0 14 20 5 146 | b = climbingup 1 0 100 0 0 0 4 0 | c = jumping 0 2 0 747 69 36 0 0 | d = lying 11 10 0 90 480 277 0 5 | e = standing 19 21 0 28 300 520 1 5 | f = sitting 14 4 5 0 3 1 806 1 | g = running 82 136 0 2 9 8 2 632 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4343 72.5042 % Incorrectly Classified Instances 1647 27.4958 % Kappa statistic 0.6807 Mean absolute error 0.0718 Root mean squared error 0.2438 Relative absolute error 33.3565 % Root relative squared error 74.3187 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.043 0.685 0.725 0.704 0.86 climbingdown 0.661 0.054 0.675 0.661 0.668 0.838 climbingup 0.933 0.001 0.942 0.933 0.938 0.998 jumping 0.877 0.024 0.861 0.877 0.869 0.943 lying 0.495 0.073 0.535 0.495 0.514 0.8 standing 0.605 0.075 0.585 0.605 0.595 0.839 sitting 0.965 0.004 0.977 0.965 0.971 0.987 running 0.739 0.046 0.732 0.739 0.736 0.878 walking Weighted Avg. 0.725 0.045 0.724 0.725 0.724 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 500 93 0 1 12 7 10 67 | a = climbingdown 111 574 0 1 16 19 1 147 | b = climbingup 1 0 98 0 0 0 6 0 | c = jumping 1 4 0 749 75 23 0 2 | d = lying 16 18 0 79 432 322 0 6 | e = standing 14 18 0 39 269 541 2 11 | f = sitting 15 5 5 0 0 1 805 3 | g = running 72 138 1 1 4 11 0 644 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4384 73.1886 % Incorrectly Classified Instances 1606 26.8114 % Kappa statistic 0.6886 Mean absolute error 0.0707 Root mean squared error 0.24 Relative absolute error 32.824 % Root relative squared error 73.1421 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.037 0.714 0.709 0.711 0.863 climbingdown 0.69 0.056 0.676 0.69 0.683 0.849 climbingup 0.952 0.001 0.962 0.952 0.957 0.975 jumping 0.882 0.027 0.842 0.882 0.862 0.938 lying 0.499 0.07 0.549 0.499 0.523 0.819 standing 0.586 0.076 0.574 0.586 0.58 0.823 sitting 0.977 0.003 0.98 0.977 0.978 0.99 running 0.766 0.042 0.757 0.766 0.761 0.887 walking Weighted Avg. 0.732 0.044 0.729 0.732 0.73 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 489 111 0 1 6 12 7 64 | a = climbingdown 105 600 0 1 11 25 2 125 | b = climbingup 0 0 100 0 0 0 5 0 | c = jumping 5 3 0 753 61 31 0 1 | d = lying 9 17 0 91 436 311 1 8 | e = standing 12 25 0 48 271 524 0 14 | f = sitting 7 3 4 0 1 2 815 2 | g = running 58 128 0 0 8 8 2 667 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4406 73.5559 % Incorrectly Classified Instances 1584 26.4441 % Kappa statistic 0.6929 Mean absolute error 0.07 Root mean squared error 0.241 Relative absolute error 32.542 % Root relative squared error 73.4577 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.039 0.703 0.71 0.707 0.854 climbingdown 0.689 0.048 0.709 0.689 0.699 0.847 climbingup 0.971 0.001 0.936 0.971 0.953 0.985 jumping 0.875 0.023 0.866 0.875 0.87 0.94 lying 0.507 0.066 0.569 0.507 0.536 0.819 standing 0.62 0.08 0.575 0.62 0.596 0.821 sitting 0.98 0.003 0.981 0.98 0.98 0.991 running 0.751 0.048 0.727 0.751 0.739 0.875 walking Weighted Avg. 0.736 0.044 0.735 0.736 0.735 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 490 94 0 2 7 13 8 76 | a = climbingdown 86 599 0 2 6 22 3 151 | b = climbingup 0 0 102 0 0 0 3 0 | c = jumping 2 0 0 747 66 38 0 1 | d = lying 11 13 1 76 443 321 0 8 | e = standing 20 24 0 35 251 554 0 10 | f = sitting 8 1 6 0 0 2 816 0 | g = running 80 114 0 1 6 14 2 655 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4366 72.8881 % Incorrectly Classified Instances 1624 27.1119 % Kappa statistic 0.685 Mean absolute error 0.0708 Root mean squared error 0.2425 Relative absolute error 32.9137 % Root relative squared error 73.9145 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.032 0.741 0.697 0.718 0.846 climbingdown 0.697 0.055 0.682 0.697 0.689 0.849 climbingup 0.914 0.001 0.95 0.914 0.932 0.969 jumping 0.868 0.022 0.867 0.868 0.867 0.933 lying 0.504 0.071 0.547 0.504 0.525 0.812 standing 0.6 0.083 0.56 0.6 0.579 0.823 sitting 0.981 0.005 0.968 0.981 0.974 0.99 running 0.744 0.047 0.728 0.744 0.736 0.883 walking Weighted Avg. 0.729 0.045 0.728 0.729 0.728 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 481 87 1 4 13 18 10 76 | a = climbingdown 76 606 0 1 17 20 5 144 | b = climbingup 0 0 96 0 0 0 9 0 | c = jumping 1 1 0 741 65 46 0 0 | d = lying 10 20 1 67 440 327 2 6 | e = standing 17 25 0 40 262 536 1 13 | f = sitting 7 3 3 0 0 0 817 3 | g = running 57 147 0 2 7 10 0 649 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4391 73.3055 % Incorrectly Classified Instances 1599 26.6945 % Kappa statistic 0.6899 Mean absolute error 0.0711 Root mean squared error 0.2426 Relative absolute error 33.0155 % Root relative squared error 73.9414 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.037 0.712 0.699 0.705 0.85 climbingdown 0.693 0.051 0.698 0.693 0.696 0.85 climbingup 0.924 0.001 0.924 0.924 0.924 0.993 jumping 0.868 0.026 0.85 0.868 0.859 0.937 lying 0.49 0.07 0.545 0.49 0.516 0.809 standing 0.624 0.077 0.588 0.624 0.606 0.824 sitting 0.975 0.005 0.971 0.975 0.973 0.99 running 0.769 0.045 0.743 0.769 0.756 0.88 walking Weighted Avg. 0.733 0.044 0.731 0.733 0.732 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 482 93 0 1 13 13 8 80 | a = climbingdown 98 602 0 3 12 13 5 136 | b = climbingup 0 0 97 0 0 0 8 0 | c = jumping 1 2 0 741 74 36 0 0 | d = lying 14 17 0 83 428 323 2 6 | e = standing 13 18 1 43 252 558 0 9 | f = sitting 9 3 6 0 1 1 812 1 | g = running 60 127 1 1 6 5 1 671 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4407 73.5603 % Incorrectly Classified Instances 1584 26.4397 % Kappa statistic 0.6929 Mean absolute error 0.0697 Root mean squared error 0.2383 Relative absolute error 32.3623 % Root relative squared error 72.6306 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.035 0.73 0.729 0.73 0.857 climbingdown 0.695 0.053 0.69 0.695 0.693 0.847 climbingup 0.914 0.001 0.95 0.914 0.932 0.971 jumping 0.862 0.026 0.844 0.862 0.853 0.935 lying 0.502 0.069 0.554 0.502 0.526 0.823 standing 0.629 0.075 0.597 0.629 0.612 0.84 sitting 0.983 0.005 0.972 0.983 0.977 0.99 running 0.743 0.045 0.739 0.743 0.741 0.872 walking Weighted Avg. 0.736 0.044 0.734 0.736 0.734 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 503 82 1 0 13 13 7 71 | a = climbingdown 91 604 0 0 12 17 6 139 | b = climbingup 0 0 96 0 0 0 9 0 | c = jumping 0 2 0 737 78 36 0 2 | d = lying 12 15 0 96 438 305 1 6 | e = standing 15 25 0 40 241 562 1 10 | f = sitting 4 2 4 0 2 1 819 1 | g = running 64 145 0 0 7 8 0 648 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4365 72.8593 % Incorrectly Classified Instances 1626 27.1407 % Kappa statistic 0.6848 Mean absolute error 0.0721 Root mean squared error 0.2439 Relative absolute error 33.5079 % Root relative squared error 74.331 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.036 0.719 0.703 0.711 0.859 climbingdown 0.692 0.056 0.676 0.692 0.684 0.851 climbingup 0.933 0.002 0.916 0.933 0.925 0.984 jumping 0.862 0.025 0.854 0.862 0.858 0.933 lying 0.551 0.072 0.565 0.551 0.558 0.811 standing 0.587 0.076 0.577 0.587 0.582 0.811 sitting 0.975 0.004 0.977 0.975 0.976 0.988 running 0.718 0.046 0.725 0.718 0.721 0.863 walking Weighted Avg. 0.729 0.045 0.728 0.729 0.728 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 485 99 2 2 8 13 8 73 | a = climbingdown 87 602 0 1 18 13 1 148 | b = climbingup 0 0 98 0 0 0 7 0 | c = jumping 2 1 0 736 67 48 0 0 | d = lying 4 8 2 74 481 296 1 7 | e = standing 16 28 0 49 267 525 0 9 | f = sitting 9 2 5 0 1 3 812 1 | g = running 72 151 0 0 9 12 2 626 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4372 72.9761 % Incorrectly Classified Instances 1619 27.0239 % Kappa statistic 0.6861 Mean absolute error 0.0711 Root mean squared error 0.244 Relative absolute error 33.027 % Root relative squared error 74.3696 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.041 0.69 0.699 0.694 0.839 climbingdown 0.695 0.048 0.711 0.695 0.703 0.853 climbingup 0.962 0 0.981 0.962 0.971 0.981 jumping 0.881 0.026 0.849 0.881 0.864 0.938 lying 0.503 0.072 0.545 0.503 0.523 0.798 standing 0.596 0.077 0.575 0.596 0.585 0.807 sitting 0.987 0.002 0.987 0.987 0.987 0.993 running 0.732 0.048 0.72 0.732 0.726 0.87 walking Weighted Avg. 0.73 0.045 0.728 0.73 0.729 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 482 87 0 3 14 16 6 82 | a = climbingdown 98 604 0 0 11 14 0 142 | b = climbingup 0 0 101 0 0 0 4 0 | c = jumping 3 1 0 752 61 37 0 0 | d = lying 9 8 0 95 439 313 0 9 | e = standing 15 18 0 36 277 533 0 15 | f = sitting 4 2 2 0 1 2 823 0 | g = running 88 130 0 0 3 12 1 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4431 73.9609 % Incorrectly Classified Instances 1560 26.0391 % Kappa statistic 0.6976 Mean absolute error 0.0694 Root mean squared error 0.238 Relative absolute error 32.2441 % Root relative squared error 72.5334 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.036 0.718 0.712 0.715 0.861 climbingdown 0.694 0.051 0.696 0.694 0.695 0.847 climbingup 0.953 0 0.981 0.953 0.967 0.99 jumping 0.877 0.025 0.852 0.877 0.864 0.94 lying 0.538 0.067 0.578 0.538 0.558 0.838 standing 0.611 0.073 0.594 0.611 0.602 0.832 sitting 0.983 0.003 0.98 0.983 0.981 0.993 running 0.747 0.047 0.731 0.747 0.739 0.879 walking Weighted Avg. 0.74 0.043 0.738 0.74 0.739 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 491 102 0 1 5 7 8 76 | a = climbingdown 92 603 0 1 5 25 1 142 | b = climbingup 0 0 101 0 0 0 5 0 | c = jumping 3 3 0 749 63 35 0 1 | d = lying 10 16 0 85 470 284 0 8 | e = standing 12 18 0 41 265 546 2 10 | f = sitting 7 1 2 1 0 1 820 2 | g = running 69 123 0 1 5 21 1 651 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4386 73.222 % Incorrectly Classified Instances 1604 26.778 % Kappa statistic 0.6889 Mean absolute error 0.0713 Root mean squared error 0.2422 Relative absolute error 33.139 % Root relative squared error 73.8272 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.036 0.721 0.714 0.718 0.856 climbingdown 0.673 0.049 0.701 0.673 0.687 0.835 climbingup 0.896 0.001 0.941 0.896 0.918 0.964 jumping 0.869 0.025 0.854 0.869 0.861 0.929 lying 0.496 0.068 0.553 0.496 0.523 0.819 standing 0.61 0.082 0.565 0.61 0.587 0.827 sitting 0.978 0.003 0.978 0.978 0.978 0.99 running 0.778 0.048 0.735 0.778 0.756 0.878 walking Weighted Avg. 0.732 0.044 0.731 0.732 0.731 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 492 94 1 1 6 22 3 70 | a = climbingdown 99 585 0 2 10 17 4 152 | b = climbingup 0 0 95 0 1 0 9 1 | c = jumping 2 3 0 742 60 46 0 1 | d = lying 9 16 0 85 433 324 1 5 | e = standing 10 21 0 38 266 545 1 13 | f = sitting 6 2 5 0 1 1 816 3 | g = running 64 113 0 1 6 9 0 678 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4446 74.2237 % Incorrectly Classified Instances 1544 25.7763 % Kappa statistic 0.7006 Mean absolute error 0.0694 Root mean squared error 0.2393 Relative absolute error 32.2397 % Root relative squared error 72.9313 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.038 0.708 0.701 0.705 0.854 climbingdown 0.704 0.052 0.698 0.704 0.701 0.842 climbingup 0.943 0.002 0.884 0.943 0.912 0.988 jumping 0.888 0.02 0.878 0.888 0.883 0.945 lying 0.524 0.062 0.589 0.524 0.555 0.815 standing 0.643 0.081 0.583 0.643 0.612 0.824 sitting 0.972 0.004 0.975 0.972 0.974 0.987 running 0.746 0.041 0.756 0.746 0.751 0.863 walking Weighted Avg. 0.742 0.042 0.742 0.742 0.742 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 484 96 1 0 10 17 12 70 | a = climbingdown 89 612 0 2 15 27 2 122 | b = climbingup 0 0 99 0 0 0 6 0 | c = jumping 2 4 0 758 53 37 0 0 | d = lying 13 12 0 71 458 317 0 3 | e = standing 18 25 0 31 230 575 1 14 | f = sitting 8 2 10 0 1 1 810 1 | g = running 70 126 2 1 10 12 0 650 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4407 73.5726 % Incorrectly Classified Instances 1583 26.4274 % Kappa statistic 0.6931 Mean absolute error 0.0708 Root mean squared error 0.2405 Relative absolute error 32.9012 % Root relative squared error 73.3216 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.039 0.713 0.745 0.729 0.867 climbingdown 0.694 0.053 0.692 0.694 0.693 0.843 climbingup 0.952 0 0.98 0.952 0.966 0.974 jumping 0.875 0.026 0.847 0.875 0.861 0.942 lying 0.543 0.076 0.551 0.543 0.547 0.814 standing 0.581 0.069 0.597 0.581 0.588 0.828 sitting 0.984 0.004 0.977 0.984 0.981 0.993 running 0.722 0.042 0.747 0.722 0.734 0.863 walking Weighted Avg. 0.736 0.044 0.734 0.736 0.735 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 514 82 0 0 8 15 6 65 | a = climbingdown 99 603 0 2 16 15 5 129 | b = climbingup 0 0 100 0 0 1 4 0 | c = jumping 1 0 0 747 74 31 0 1 | d = lying 14 23 0 83 475 270 1 8 | e = standing 9 24 0 50 281 519 1 10 | f = sitting 6 1 2 0 2 2 820 0 | g = running 78 139 0 0 6 17 2 629 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4496 75.0584 % Incorrectly Classified Instances 1494 24.9416 % Kappa statistic 0.7103 Mean absolute error 0.0677 Root mean squared error 0.2349 Relative absolute error 31.429 % Root relative squared error 71.5965 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.035 0.724 0.709 0.716 0.858 climbingdown 0.689 0.051 0.696 0.689 0.692 0.843 climbingup 0.914 0.001 0.932 0.914 0.923 0.969 jumping 0.881 0.024 0.86 0.881 0.87 0.945 lying 0.598 0.069 0.598 0.598 0.598 0.829 standing 0.617 0.062 0.636 0.617 0.627 0.842 sitting 0.977 0.005 0.97 0.977 0.974 0.99 running 0.77 0.044 0.749 0.77 0.759 0.885 walking Weighted Avg. 0.751 0.041 0.749 0.751 0.75 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 489 99 0 1 11 13 14 63 | a = climbingdown 94 599 0 1 12 16 0 147 | b = climbingup 1 1 96 0 2 0 5 0 | c = jumping 0 1 0 752 69 32 0 0 | d = lying 11 16 0 76 523 242 1 5 | e = standing 15 21 0 43 252 552 1 10 | f = sitting 10 1 7 0 0 1 814 0 | g = running 55 123 0 1 5 12 4 671 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4411 73.6394 % Incorrectly Classified Instances 1579 26.3606 % Kappa statistic 0.6938 Mean absolute error 0.0696 Root mean squared error 0.2373 Relative absolute error 32.331 % Root relative squared error 72.3483 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.037 0.724 0.739 0.732 0.872 climbingdown 0.667 0.051 0.69 0.667 0.679 0.844 climbingup 0.943 0.001 0.961 0.943 0.952 0.984 jumping 0.878 0.023 0.863 0.878 0.871 0.941 lying 0.481 0.065 0.559 0.481 0.517 0.823 standing 0.628 0.085 0.566 0.628 0.595 0.827 sitting 0.984 0.003 0.983 0.984 0.984 0.995 running 0.769 0.044 0.749 0.769 0.759 0.885 walking Weighted Avg. 0.736 0.044 0.735 0.736 0.735 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 510 90 1 0 6 13 6 64 | a = climbingdown 101 580 0 3 13 24 1 147 | b = climbingup 0 1 99 0 0 0 5 0 | c = jumping 2 3 0 750 65 33 0 1 | d = lying 14 15 0 68 420 352 0 4 | e = standing 22 18 0 46 237 562 1 9 | f = sitting 6 2 3 0 1 1 820 0 | g = running 49 131 0 2 10 8 1 670 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4367 72.9048 % Incorrectly Classified Instances 1623 27.0952 % Kappa statistic 0.6853 Mean absolute error 0.0715 Root mean squared error 0.2428 Relative absolute error 33.2344 % Root relative squared error 74.0198 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.033 0.735 0.71 0.722 0.861 climbingdown 0.688 0.054 0.684 0.688 0.686 0.847 climbingup 0.971 0.001 0.944 0.971 0.958 0.994 jumping 0.849 0.029 0.828 0.849 0.838 0.918 lying 0.506 0.066 0.568 0.506 0.535 0.816 standing 0.61 0.079 0.574 0.61 0.592 0.824 sitting 0.981 0.004 0.977 0.981 0.979 0.992 running 0.743 0.049 0.719 0.743 0.731 0.867 walking Weighted Avg. 0.729 0.045 0.727 0.729 0.728 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 490 91 0 2 7 14 8 78 | a = climbingdown 90 598 0 1 12 15 2 151 | b = climbingup 0 0 102 0 0 0 3 0 | c = jumping 3 0 0 725 79 46 0 1 | d = lying 7 15 0 85 442 317 0 7 | e = standing 14 22 0 61 233 546 4 15 | f = sitting 7 2 5 1 0 0 817 1 | g = running 56 146 1 1 5 13 2 647 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4398 73.4101 % Incorrectly Classified Instances 1593 26.5899 % Kappa statistic 0.6912 Mean absolute error 0.0701 Root mean squared error 0.2392 Relative absolute error 32.5637 % Root relative squared error 72.8984 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.041 0.693 0.712 0.702 0.855 climbingdown 0.677 0.048 0.707 0.677 0.691 0.852 climbingup 0.962 0.001 0.944 0.962 0.953 0.98 jumping 0.872 0.024 0.857 0.872 0.865 0.941 lying 0.519 0.072 0.551 0.519 0.535 0.808 standing 0.598 0.074 0.587 0.598 0.592 0.84 sitting 0.98 0.004 0.973 0.98 0.976 0.992 running 0.766 0.045 0.742 0.766 0.754 0.878 walking Weighted Avg. 0.734 0.044 0.732 0.734 0.733 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 491 91 1 3 12 15 7 70 | a = climbingdown 101 588 0 1 14 17 6 142 | b = climbingup 0 0 101 0 0 0 4 0 | c = jumping 1 3 0 745 67 37 0 1 | d = lying 13 13 0 90 453 299 0 5 | e = standing 20 20 0 29 273 535 3 14 | f = sitting 11 1 5 0 0 0 817 0 | g = running 72 116 0 1 3 9 3 668 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4442 74.1446 % Incorrectly Classified Instances 1549 25.8554 % Kappa statistic 0.6997 Mean absolute error 0.0688 Root mean squared error 0.2369 Relative absolute error 31.9676 % Root relative squared error 72.2022 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.736 0.037 0.721 0.736 0.728 0.868 climbingdown 0.687 0.048 0.707 0.687 0.697 0.844 climbingup 0.952 0.001 0.926 0.952 0.939 0.985 jumping 0.867 0.022 0.868 0.867 0.867 0.935 lying 0.533 0.064 0.587 0.533 0.559 0.827 standing 0.636 0.077 0.59 0.636 0.612 0.83 sitting 0.971 0.004 0.977 0.971 0.974 0.986 running 0.749 0.047 0.729 0.749 0.739 0.876 walking Weighted Avg. 0.741 0.043 0.741 0.741 0.741 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 508 72 0 3 7 21 8 71 | a = climbingdown 93 597 0 0 11 22 4 142 | b = climbingup 0 0 100 0 0 0 5 0 | c = jumping 1 3 0 740 66 42 0 2 | d = lying 12 15 0 70 465 299 0 12 | e = standing 19 22 0 37 231 569 1 15 | f = sitting 12 1 7 0 1 2 810 1 | g = running 60 134 1 3 11 9 1 653 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4403 73.4936 % Incorrectly Classified Instances 1588 26.5064 % Kappa statistic 0.6922 Mean absolute error 0.0709 Root mean squared error 0.2417 Relative absolute error 32.929 % Root relative squared error 73.6849 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.039 0.704 0.716 0.71 0.851 climbingdown 0.699 0.05 0.704 0.699 0.701 0.852 climbingup 0.896 0.002 0.88 0.896 0.888 0.983 jumping 0.871 0.024 0.858 0.871 0.865 0.939 lying 0.493 0.069 0.548 0.493 0.519 0.797 standing 0.63 0.076 0.592 0.63 0.61 0.824 sitting 0.965 0.003 0.982 0.965 0.973 0.984 running 0.763 0.045 0.742 0.763 0.753 0.881 walking Weighted Avg. 0.735 0.044 0.734 0.735 0.734 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 494 96 1 1 8 9 5 76 | a = climbingdown 93 607 0 2 17 13 0 137 | b = climbingup 1 0 95 0 0 0 10 0 | c = jumping 0 0 0 744 75 32 0 3 | d = lying 12 23 0 81 430 322 0 5 | e = standing 18 21 0 35 249 563 0 8 | f = sitting 11 1 12 1 1 1 805 2 | g = running 73 114 0 3 5 11 0 665 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4369 72.9261 % Incorrectly Classified Instances 1622 27.0739 % Kappa statistic 0.6856 Mean absolute error 0.0716 Root mean squared error 0.243 Relative absolute error 33.2689 % Root relative squared error 74.0799 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.041 0.686 0.689 0.688 0.846 climbingdown 0.68 0.051 0.692 0.68 0.686 0.838 climbingup 0.953 0.001 0.935 0.953 0.944 0.98 jumping 0.876 0.025 0.853 0.876 0.864 0.941 lying 0.511 0.077 0.532 0.511 0.521 0.81 standing 0.594 0.072 0.591 0.594 0.592 0.816 sitting 0.978 0.004 0.976 0.978 0.977 0.991 running 0.758 0.044 0.746 0.758 0.752 0.875 walking Weighted Avg. 0.729 0.045 0.728 0.729 0.728 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 475 98 0 2 15 7 8 84 | a = climbingdown 108 592 0 3 23 17 3 124 | b = climbingup 0 0 101 0 0 0 4 1 | c = jumping 1 2 0 749 76 27 0 0 | d = lying 26 14 0 76 446 304 0 7 | e = standing 14 24 0 47 267 531 2 9 | f = sitting 9 0 7 0 2 0 815 0 | g = running 59 125 0 1 10 13 3 660 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4433 74.0067 % Incorrectly Classified Instances 1557 25.9933 % Kappa statistic 0.6981 Mean absolute error 0.0687 Root mean squared error 0.2372 Relative absolute error 31.9312 % Root relative squared error 72.3027 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.036 0.715 0.69 0.702 0.852 climbingdown 0.707 0.056 0.682 0.707 0.694 0.844 climbingup 0.943 0.001 0.961 0.943 0.952 0.971 jumping 0.89 0.025 0.857 0.89 0.873 0.948 lying 0.545 0.068 0.577 0.545 0.56 0.839 standing 0.603 0.069 0.604 0.603 0.603 0.834 sitting 0.971 0.004 0.977 0.971 0.974 0.987 running 0.758 0.045 0.743 0.758 0.75 0.887 walking Weighted Avg. 0.74 0.043 0.739 0.74 0.739 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 476 105 1 0 5 11 11 81 | a = climbingdown 85 614 0 2 15 24 1 128 | b = climbingup 1 0 99 0 0 0 5 0 | c = jumping 3 2 0 760 53 36 0 0 | d = lying 7 10 0 97 476 275 1 8 | e = standing 19 27 0 28 271 539 0 10 | f = sitting 16 2 3 0 0 2 809 1 | g = running 59 140 0 0 5 6 1 660 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4411 73.6394 % Incorrectly Classified Instances 1579 26.3606 % Kappa statistic 0.6939 Mean absolute error 0.0706 Root mean squared error 0.2392 Relative absolute error 32.8052 % Root relative squared error 72.928 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.754 0.038 0.718 0.754 0.736 0.89 climbingdown 0.669 0.051 0.689 0.669 0.679 0.835 climbingup 0.943 0 0.98 0.943 0.961 0.98 jumping 0.893 0.024 0.859 0.893 0.876 0.947 lying 0.511 0.071 0.553 0.511 0.531 0.812 standing 0.604 0.078 0.576 0.604 0.59 0.831 sitting 0.98 0.004 0.977 0.98 0.978 0.991 running 0.741 0.04 0.757 0.741 0.749 0.88 walking Weighted Avg. 0.736 0.044 0.735 0.736 0.735 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 520 94 0 2 10 5 8 51 | a = climbingdown 102 581 0 2 15 29 3 137 | b = climbingup 0 0 99 0 0 0 6 0 | c = jumping 2 0 0 763 61 27 0 1 | d = lying 6 12 1 80 447 322 0 6 | e = standing 18 16 0 41 267 540 1 11 | f = sitting 8 3 1 0 3 1 816 1 | g = running 68 137 0 0 6 14 1 645 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4350 72.621 % Incorrectly Classified Instances 1640 27.379 % Kappa statistic 0.682 Mean absolute error 0.0727 Root mean squared error 0.2465 Relative absolute error 33.7893 % Root relative squared error 75.1302 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.039 0.699 0.69 0.694 0.85 climbingdown 0.674 0.055 0.675 0.674 0.675 0.836 climbingup 0.952 0.002 0.917 0.952 0.935 0.984 jumping 0.879 0.025 0.855 0.879 0.867 0.941 lying 0.497 0.069 0.551 0.497 0.523 0.806 standing 0.615 0.08 0.575 0.615 0.594 0.812 sitting 0.975 0.005 0.97 0.975 0.972 0.987 running 0.736 0.045 0.734 0.736 0.735 0.881 walking Weighted Avg. 0.726 0.045 0.724 0.726 0.725 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 476 105 1 0 9 22 12 65 | a = climbingdown 99 586 0 2 11 19 4 148 | b = climbingup 0 0 100 0 0 0 5 0 | c = jumping 1 2 0 751 72 28 0 0 | d = lying 8 14 0 84 434 328 0 6 | e = standing 14 20 0 41 254 550 2 13 | f = sitting 7 3 8 0 1 2 812 0 | g = running 76 138 0 0 6 8 2 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4374 73.0217 % Incorrectly Classified Instances 1616 26.9783 % Kappa statistic 0.6867 Mean absolute error 0.0713 Root mean squared error 0.2422 Relative absolute error 33.1395 % Root relative squared error 73.8296 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.042 0.691 0.712 0.701 0.86 climbingdown 0.688 0.056 0.675 0.688 0.681 0.848 climbingup 0.924 0.001 0.951 0.924 0.937 0.99 jumping 0.876 0.022 0.868 0.876 0.872 0.941 lying 0.521 0.072 0.552 0.521 0.536 0.813 standing 0.598 0.073 0.591 0.598 0.594 0.829 sitting 0.975 0.005 0.971 0.975 0.973 0.988 running 0.732 0.044 0.74 0.732 0.736 0.866 walking Weighted Avg. 0.73 0.045 0.729 0.73 0.73 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 491 100 0 2 8 10 16 63 | a = climbingdown 99 598 0 2 9 21 1 139 | b = climbingup 2 0 97 0 0 0 6 0 | c = jumping 2 3 0 748 66 33 0 2 | d = lying 11 18 1 80 455 297 0 11 | e = standing 14 28 1 29 278 535 1 9 | f = sitting 13 3 3 0 1 1 812 0 | g = running 79 136 0 1 8 9 0 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4384 73.1886 % Incorrectly Classified Instances 1606 26.8114 % Kappa statistic 0.6886 Mean absolute error 0.0712 Root mean squared error 0.2424 Relative absolute error 33.099 % Root relative squared error 73.8929 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.039 0.71 0.73 0.72 0.862 climbingdown 0.673 0.056 0.67 0.673 0.672 0.84 climbingup 0.943 0.001 0.952 0.943 0.947 0.979 jumping 0.889 0.025 0.857 0.889 0.872 0.94 lying 0.535 0.069 0.571 0.535 0.552 0.807 standing 0.618 0.07 0.607 0.618 0.612 0.844 sitting 0.974 0.004 0.976 0.974 0.975 0.989 running 0.696 0.049 0.707 0.696 0.701 0.86 walking Weighted Avg. 0.732 0.044 0.73 0.732 0.731 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 504 83 0 3 9 10 10 71 | a = climbingdown 97 585 0 1 14 14 2 156 | b = climbingup 1 0 99 0 0 0 5 0 | c = jumping 2 5 0 759 57 31 0 0 | d = lying 11 11 0 84 467 289 2 9 | e = standing 7 18 0 38 265 553 0 14 | f = sitting 11 4 5 1 0 0 811 1 | g = running 77 167 0 0 6 14 1 606 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4369 72.9382 % Incorrectly Classified Instances 1621 27.0618 % Kappa statistic 0.6858 Mean absolute error 0.0717 Root mean squared error 0.2452 Relative absolute error 33.3246 % Root relative squared error 74.7454 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.043 0.685 0.722 0.703 0.86 climbingdown 0.692 0.048 0.71 0.692 0.701 0.849 climbingup 0.943 0.001 0.925 0.943 0.934 0.974 jumping 0.836 0.026 0.843 0.836 0.84 0.921 lying 0.512 0.072 0.549 0.512 0.53 0.803 standing 0.61 0.078 0.577 0.61 0.593 0.813 sitting 0.978 0.003 0.983 0.978 0.981 0.99 running 0.745 0.044 0.742 0.745 0.744 0.874 walking Weighted Avg. 0.729 0.045 0.729 0.729 0.729 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 498 87 0 1 13 12 7 72 | a = climbingdown 102 601 0 3 6 25 2 130 | b = climbingup 2 0 99 0 0 0 4 0 | c = jumping 3 3 0 714 87 45 0 2 | d = lying 11 14 0 92 447 302 0 7 | e = standing 16 24 0 35 258 545 1 15 | f = sitting 8 1 7 0 0 2 815 0 | g = running 87 116 1 2 3 13 0 650 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4413 73.6605 % Incorrectly Classified Instances 1578 26.3395 % Kappa statistic 0.6941 Mean absolute error 0.0704 Root mean squared error 0.2404 Relative absolute error 32.7182 % Root relative squared error 73.2795 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.039 0.699 0.699 0.699 0.838 climbingdown 0.672 0.053 0.685 0.672 0.678 0.835 climbingup 0.924 0.001 0.951 0.924 0.937 0.987 jumping 0.88 0.023 0.865 0.88 0.872 0.939 lying 0.55 0.07 0.574 0.55 0.562 0.834 standing 0.62 0.072 0.602 0.62 0.61 0.835 sitting 0.978 0.004 0.974 0.978 0.976 0.99 running 0.744 0.046 0.735 0.744 0.74 0.865 walking Weighted Avg. 0.737 0.044 0.736 0.737 0.736 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 482 110 0 0 8 11 10 69 | a = climbingdown 97 584 0 2 18 21 3 144 | b = climbingup 0 0 97 0 0 0 8 0 | c = jumping 3 1 0 752 63 34 0 2 | d = lying 11 11 0 76 480 289 0 6 | e = standing 21 13 0 37 256 554 1 12 | f = sitting 8 3 5 0 0 1 815 1 | g = running 68 131 0 2 11 11 0 649 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4433 73.9943 % Incorrectly Classified Instances 1558 26.0057 % Kappa statistic 0.698 Mean absolute error 0.0701 Root mean squared error 0.24 Relative absolute error 32.5608 % Root relative squared error 73.1676 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.038 0.71 0.725 0.717 0.857 climbingdown 0.679 0.05 0.698 0.679 0.688 0.847 climbingup 0.924 0.001 0.951 0.924 0.937 0.969 jumping 0.882 0.024 0.861 0.882 0.871 0.944 lying 0.542 0.071 0.567 0.542 0.554 0.807 standing 0.594 0.07 0.597 0.594 0.596 0.826 sitting 0.976 0.005 0.969 0.976 0.972 0.987 running 0.774 0.044 0.749 0.774 0.761 0.886 walking Weighted Avg. 0.74 0.043 0.738 0.74 0.739 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 500 91 0 0 8 6 13 72 | a = climbingdown 99 591 0 2 17 21 2 138 | b = climbingup 1 0 97 0 0 0 7 0 | c = jumping 3 3 0 753 57 38 0 0 | d = lying 9 17 0 83 473 282 2 7 | e = standing 17 28 0 35 274 531 1 8 | f = sitting 8 5 4 0 0 2 813 1 | g = running 67 112 1 2 5 9 1 675 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4367 72.8927 % Incorrectly Classified Instances 1624 27.1073 % Kappa statistic 0.6852 Mean absolute error 0.0722 Root mean squared error 0.2452 Relative absolute error 33.5269 % Root relative squared error 74.7326 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.038 0.7 0.688 0.694 0.85 climbingdown 0.675 0.056 0.67 0.675 0.673 0.845 climbingup 0.953 0.002 0.918 0.953 0.935 0.985 jumping 0.879 0.028 0.841 0.879 0.86 0.939 lying 0.522 0.069 0.562 0.522 0.541 0.8 standing 0.597 0.071 0.596 0.597 0.597 0.811 sitting 0.975 0.004 0.972 0.975 0.974 0.988 running 0.747 0.047 0.731 0.747 0.739 0.877 walking Weighted Avg. 0.729 0.045 0.726 0.729 0.727 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 475 116 1 0 7 9 10 72 | a = climbingdown 93 587 0 1 16 18 2 152 | b = climbingup 0 0 101 0 0 0 5 0 | c = jumping 1 1 0 751 68 32 0 1 | d = lying 14 15 0 87 456 294 2 6 | e = standing 16 26 0 53 258 534 1 6 | f = sitting 6 2 8 0 2 0 812 3 | g = running 74 129 0 1 4 9 3 651 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4418 73.7439 % Incorrectly Classified Instances 1573 26.2561 % Kappa statistic 0.6951 Mean absolute error 0.0699 Root mean squared error 0.2398 Relative absolute error 32.4748 % Root relative squared error 73.104 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.041 0.702 0.741 0.721 0.874 climbingdown 0.651 0.051 0.686 0.651 0.668 0.828 climbingup 0.934 0.001 0.961 0.934 0.947 0.985 jumping 0.883 0.025 0.857 0.883 0.87 0.939 lying 0.548 0.074 0.559 0.548 0.553 0.814 standing 0.605 0.069 0.605 0.605 0.605 0.839 sitting 0.972 0.003 0.983 0.972 0.978 0.988 running 0.755 0.043 0.748 0.755 0.752 0.879 walking Weighted Avg. 0.737 0.043 0.737 0.737 0.737 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 511 86 0 1 11 10 3 68 | a = climbingdown 118 566 0 1 22 27 2 133 | b = climbingup 1 0 99 0 0 0 6 0 | c = jumping 3 2 0 754 65 29 0 1 | d = lying 6 17 0 85 479 280 0 7 | e = standing 12 22 0 37 272 541 0 10 | f = sitting 12 1 4 0 1 2 810 3 | g = running 65 131 0 2 7 5 3 658 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4359 72.7713 % Incorrectly Classified Instances 1631 27.2287 % Kappa statistic 0.6837 Mean absolute error 0.072 Root mean squared error 0.2455 Relative absolute error 33.4688 % Root relative squared error 74.8184 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.039 0.704 0.713 0.709 0.861 climbingdown 0.684 0.054 0.682 0.684 0.683 0.846 climbingup 0.933 0 0.98 0.933 0.956 0.971 jumping 0.874 0.024 0.859 0.874 0.866 0.933 lying 0.554 0.077 0.551 0.554 0.553 0.806 standing 0.557 0.072 0.574 0.557 0.566 0.803 sitting 0.978 0.003 0.983 0.978 0.981 0.992 running 0.726 0.048 0.719 0.726 0.722 0.872 walking Weighted Avg. 0.728 0.045 0.727 0.728 0.727 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 491 90 0 1 13 15 5 74 | a = climbingdown 85 594 0 2 13 19 3 153 | b = climbingup 0 0 98 0 0 0 6 1 | c = jumping 1 3 0 746 70 33 0 1 | d = lying 10 12 0 72 484 290 0 6 | e = standing 21 25 0 46 293 498 0 11 | f = sitting 10 3 2 0 0 2 816 1 | g = running 79 144 0 1 5 10 0 632 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4427 73.9065 % Incorrectly Classified Instances 1563 26.0935 % Kappa statistic 0.6969 Mean absolute error 0.0695 Root mean squared error 0.2375 Relative absolute error 32.2663 % Root relative squared error 72.4046 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.037 0.713 0.697 0.705 0.855 climbingdown 0.712 0.06 0.667 0.712 0.689 0.851 climbingup 0.943 0.001 0.961 0.943 0.952 0.985 jumping 0.897 0.026 0.853 0.897 0.874 0.945 lying 0.541 0.072 0.562 0.541 0.551 0.833 standing 0.601 0.067 0.613 0.601 0.607 0.836 sitting 0.977 0.002 0.985 0.977 0.981 0.99 running 0.732 0.04 0.757 0.732 0.744 0.875 walking Weighted Avg. 0.739 0.043 0.738 0.739 0.738 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 481 107 1 1 9 10 5 76 | a = climbingdown 96 619 0 0 19 17 1 117 | b = climbingup 0 0 99 0 1 0 5 0 | c = jumping 1 3 0 766 58 26 0 0 | d = lying 12 21 0 92 472 272 0 4 | e = standing 14 21 0 39 274 537 1 8 | f = sitting 13 0 3 0 1 2 815 0 | g = running 58 157 0 0 6 12 0 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4358 72.7546 % Incorrectly Classified Instances 1632 27.2454 % Kappa statistic 0.6836 Mean absolute error 0.0717 Root mean squared error 0.2429 Relative absolute error 33.3178 % Root relative squared error 74.0515 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.044 0.683 0.726 0.704 0.868 climbingdown 0.671 0.053 0.683 0.671 0.677 0.838 climbingup 0.933 0.001 0.942 0.933 0.938 0.979 jumping 0.863 0.021 0.87 0.863 0.867 0.941 lying 0.537 0.078 0.54 0.537 0.539 0.824 standing 0.595 0.071 0.594 0.595 0.594 0.827 sitting 0.964 0.004 0.977 0.964 0.97 0.983 running 0.728 0.045 0.733 0.728 0.73 0.863 walking Weighted Avg. 0.728 0.045 0.728 0.728 0.728 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 501 93 1 1 5 11 7 71 | a = climbingdown 105 583 0 0 17 21 2 141 | b = climbingup 0 0 98 0 0 0 7 0 | c = jumping 2 0 0 737 76 37 1 1 | d = lying 18 15 0 82 469 284 0 5 | e = standing 15 18 0 26 289 532 1 13 | f = sitting 20 2 4 0 2 2 804 0 | g = running 72 143 1 1 10 9 1 634 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4436 74.0568 % Incorrectly Classified Instances 1554 25.9432 % Kappa statistic 0.6987 Mean absolute error 0.0695 Root mean squared error 0.2369 Relative absolute error 32.3072 % Root relative squared error 72.2021 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.759 0.036 0.732 0.759 0.745 0.882 climbingdown 0.686 0.047 0.71 0.686 0.698 0.84 climbingup 0.943 0 0.98 0.943 0.961 0.981 jumping 0.872 0.028 0.836 0.872 0.854 0.933 lying 0.494 0.064 0.568 0.494 0.528 0.821 standing 0.625 0.079 0.581 0.625 0.602 0.836 sitting 0.972 0.003 0.978 0.972 0.975 0.988 running 0.772 0.043 0.752 0.772 0.761 0.886 walking Weighted Avg. 0.741 0.043 0.739 0.741 0.739 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 524 85 0 0 9 17 3 52 | a = climbingdown 89 596 0 1 11 23 2 147 | b = climbingup 0 0 99 0 0 0 6 0 | c = jumping 1 2 0 745 61 42 0 3 | d = lying 9 18 0 101 431 306 2 6 | e = standing 16 18 0 43 243 559 3 13 | f = sitting 14 3 2 0 2 1 810 1 | g = running 63 117 0 1 2 14 2 672 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4391 73.3055 % Incorrectly Classified Instances 1599 26.6945 % Kappa statistic 0.69 Mean absolute error 0.0705 Root mean squared error 0.2403 Relative absolute error 32.7429 % Root relative squared error 73.2544 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.037 0.711 0.707 0.709 0.862 climbingdown 0.689 0.052 0.691 0.689 0.69 0.847 climbingup 0.952 0.001 0.943 0.952 0.948 0.98 jumping 0.869 0.029 0.834 0.869 0.851 0.938 lying 0.544 0.073 0.558 0.544 0.551 0.828 standing 0.591 0.07 0.598 0.591 0.595 0.827 sitting 0.975 0.003 0.981 0.975 0.978 0.99 running 0.742 0.045 0.736 0.742 0.739 0.864 walking Weighted Avg. 0.733 0.044 0.732 0.733 0.732 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 488 104 1 1 10 14 11 61 | a = climbingdown 96 599 0 1 6 16 1 150 | b = climbingup 1 0 100 0 0 1 3 0 | c = jumping 1 1 0 742 69 40 0 1 | d = lying 7 8 0 100 475 276 0 7 | e = standing 9 20 0 46 280 529 0 11 | f = sitting 9 3 5 0 2 0 812 2 | g = running 75 132 0 0 9 8 1 646 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4407 73.5726 % Incorrectly Classified Instances 1583 26.4274 % Kappa statistic 0.6931 Mean absolute error 0.0702 Root mean squared error 0.2408 Relative absolute error 32.5989 % Root relative squared error 73.4144 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.04 0.706 0.738 0.721 0.861 climbingdown 0.692 0.046 0.716 0.692 0.704 0.851 climbingup 0.943 0.001 0.952 0.943 0.947 0.98 jumping 0.865 0.022 0.868 0.865 0.867 0.933 lying 0.532 0.075 0.548 0.532 0.54 0.823 standing 0.601 0.074 0.587 0.601 0.594 0.81 sitting 0.982 0.004 0.977 0.982 0.98 0.992 running 0.734 0.046 0.73 0.734 0.732 0.874 walking Weighted Avg. 0.736 0.044 0.735 0.736 0.735 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 509 73 0 1 8 19 11 69 | a = climbingdown 90 601 0 2 15 15 1 145 | b = climbingup 0 0 99 0 0 0 5 1 | c = jumping 0 1 0 739 76 38 0 0 | d = lying 14 12 1 73 464 297 0 12 | e = standing 22 17 0 35 273 537 2 8 | f = sitting 8 1 4 0 0 0 818 2 | g = running 78 134 0 1 10 9 0 640 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4462 74.4784 % Incorrectly Classified Instances 1529 25.5216 % Kappa statistic 0.7036 Mean absolute error 0.0687 Root mean squared error 0.2368 Relative absolute error 31.9228 % Root relative squared error 72.1667 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.035 0.731 0.726 0.729 0.866 climbingdown 0.695 0.053 0.692 0.695 0.693 0.849 climbingup 0.933 0.001 0.961 0.933 0.947 0.979 jumping 0.878 0.024 0.859 0.878 0.869 0.938 lying 0.549 0.068 0.578 0.549 0.563 0.824 standing 0.627 0.07 0.61 0.627 0.619 0.836 sitting 0.983 0.004 0.973 0.983 0.978 0.99 running 0.745 0.043 0.749 0.745 0.747 0.88 walking Weighted Avg. 0.745 0.042 0.744 0.745 0.744 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 501 96 1 0 7 13 9 63 | a = climbingdown 94 604 0 3 11 17 1 139 | b = climbingup 1 0 98 0 0 0 6 0 | c = jumping 1 1 0 750 66 34 2 0 | d = lying 10 11 0 82 479 284 2 5 | e = standing 11 19 0 38 255 561 2 9 | f = sitting 7 1 3 0 0 1 820 2 | g = running 60 141 0 0 11 9 1 649 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4421 73.794 % Incorrectly Classified Instances 1570 26.206 % Kappa statistic 0.6956 Mean absolute error 0.0687 Root mean squared error 0.2377 Relative absolute error 31.9265 % Root relative squared error 72.444 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.035 0.726 0.713 0.719 0.858 climbingdown 0.682 0.049 0.704 0.682 0.693 0.857 climbingup 0.895 0.001 0.94 0.895 0.917 0.956 jumping 0.891 0.024 0.859 0.891 0.875 0.947 lying 0.535 0.069 0.571 0.535 0.552 0.828 standing 0.613 0.071 0.601 0.613 0.607 0.843 sitting 0.965 0.004 0.976 0.965 0.97 0.985 running 0.759 0.053 0.711 0.759 0.734 0.876 walking Weighted Avg. 0.738 0.043 0.737 0.738 0.737 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 492 81 1 2 9 19 10 76 | a = climbingdown 78 593 0 1 13 20 1 164 | b = climbingup 2 0 94 0 0 0 8 1 | c = jumping 4 1 0 761 57 30 0 1 | d = lying 11 20 0 84 467 281 0 10 | e = standing 7 27 0 37 260 548 0 15 | f = sitting 8 5 5 0 6 3 804 2 | g = running 76 115 0 1 6 11 1 662 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4399 73.4268 % Incorrectly Classified Instances 1592 26.5732 % Kappa statistic 0.6913 Mean absolute error 0.0706 Root mean squared error 0.24 Relative absolute error 32.784 % Root relative squared error 73.1419 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.032 0.755 0.745 0.75 0.874 climbingdown 0.715 0.057 0.68 0.715 0.697 0.857 climbingup 0.953 0.001 0.962 0.953 0.957 0.984 jumping 0.864 0.021 0.871 0.864 0.868 0.941 lying 0.485 0.071 0.537 0.485 0.509 0.812 standing 0.616 0.084 0.562 0.616 0.588 0.823 sitting 0.983 0.003 0.978 0.983 0.981 0.991 running 0.725 0.041 0.752 0.725 0.738 0.858 walking Weighted Avg. 0.734 0.044 0.734 0.734 0.734 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 514 95 0 1 8 12 10 50 | a = climbingdown 71 621 1 1 12 28 0 135 | b = climbingup 0 0 101 0 0 0 4 1 | c = jumping 1 1 0 738 75 39 0 0 | d = lying 7 20 0 75 423 338 3 7 | e = standing 16 19 0 31 262 551 0 15 | f = sitting 9 3 2 0 0 0 819 0 | g = running 63 154 1 1 8 12 1 632 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4395 73.36 % Incorrectly Classified Instances 1596 26.64 % Kappa statistic 0.6906 Mean absolute error 0.0708 Root mean squared error 0.2408 Relative absolute error 32.8922 % Root relative squared error 73.3957 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.039 0.71 0.73 0.72 0.859 climbingdown 0.671 0.052 0.686 0.671 0.678 0.853 climbingup 0.915 0.001 0.97 0.915 0.942 0.984 jumping 0.876 0.026 0.847 0.876 0.861 0.939 lying 0.47 0.058 0.578 0.47 0.518 0.814 standing 0.648 0.082 0.581 0.648 0.613 0.824 sitting 0.984 0.004 0.975 0.984 0.98 0.991 running 0.75 0.048 0.725 0.75 0.737 0.874 walking Weighted Avg. 0.734 0.044 0.731 0.734 0.731 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 504 95 1 1 6 7 6 70 | a = climbingdown 106 583 0 4 6 14 3 153 | b = climbingup 1 0 97 0 0 0 8 0 | c = jumping 6 3 0 748 62 34 0 1 | d = lying 11 11 0 82 410 348 1 10 | e = standing 17 19 0 48 217 579 1 13 | f = sitting 3 3 2 0 1 3 820 1 | g = running 62 136 0 0 7 11 2 654 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4377 73.0718 % Incorrectly Classified Instances 1613 26.9282 % Kappa statistic 0.6872 Mean absolute error 0.0723 Root mean squared error 0.2444 Relative absolute error 33.5998 % Root relative squared error 74.51 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.038 0.705 0.697 0.701 0.858 climbingdown 0.704 0.058 0.675 0.704 0.689 0.845 climbingup 0.952 0.001 0.971 0.952 0.962 0.981 jumping 0.865 0.023 0.861 0.865 0.863 0.935 lying 0.514 0.073 0.546 0.514 0.53 0.804 standing 0.611 0.076 0.586 0.611 0.598 0.813 sitting 0.981 0.003 0.983 0.981 0.982 0.991 running 0.726 0.043 0.74 0.726 0.733 0.863 walking Weighted Avg. 0.731 0.045 0.73 0.731 0.73 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 481 94 0 2 10 14 7 82 | a = climbingdown 97 612 0 1 21 15 0 123 | b = climbingup 0 0 100 0 0 0 4 1 | c = jumping 1 3 0 740 72 39 0 0 | d = lying 7 21 0 80 449 307 1 8 | e = standing 13 27 0 35 264 546 1 8 | f = sitting 8 1 3 0 1 3 817 0 | g = running 75 149 0 1 5 8 1 632 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4414 73.6895 % Incorrectly Classified Instances 1576 26.3105 % Kappa statistic 0.6944 Mean absolute error 0.0694 Root mean squared error 0.2398 Relative absolute error 32.2583 % Root relative squared error 73.1035 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.036 0.726 0.729 0.727 0.859 climbingdown 0.679 0.054 0.68 0.679 0.679 0.841 climbingup 0.914 0.001 0.95 0.914 0.932 0.973 jumping 0.87 0.024 0.858 0.87 0.864 0.939 lying 0.542 0.072 0.562 0.542 0.552 0.83 standing 0.603 0.071 0.599 0.603 0.601 0.829 sitting 0.983 0.004 0.975 0.983 0.979 0.99 running 0.746 0.045 0.74 0.746 0.743 0.87 walking Weighted Avg. 0.737 0.044 0.736 0.737 0.736 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 503 88 0 3 9 12 8 67 | a = climbingdown 100 590 0 3 17 15 3 141 | b = climbingup 0 1 96 0 0 0 8 0 | c = jumping 1 3 0 743 76 31 0 0 | d = lying 7 8 1 85 474 289 0 10 | e = standing 17 35 0 31 260 539 2 10 | f = sitting 3 3 4 0 2 2 819 0 | g = running 62 140 0 1 6 12 0 650 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4343 72.5042 % Incorrectly Classified Instances 1647 27.4958 % Kappa statistic 0.6806 Mean absolute error 0.0723 Root mean squared error 0.2464 Relative absolute error 33.6067 % Root relative squared error 75.0982 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.037 0.713 0.707 0.71 0.843 climbingdown 0.657 0.05 0.689 0.657 0.673 0.835 climbingup 0.914 0.001 0.96 0.914 0.937 0.978 jumping 0.861 0.026 0.845 0.861 0.853 0.929 lying 0.524 0.075 0.543 0.524 0.533 0.809 standing 0.582 0.077 0.571 0.582 0.576 0.824 sitting 0.968 0.003 0.978 0.968 0.973 0.983 running 0.768 0.051 0.719 0.768 0.743 0.877 walking Weighted Avg. 0.725 0.046 0.725 0.725 0.725 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 488 97 0 2 11 10 5 77 | a = climbingdown 100 571 0 1 9 17 3 168 | b = climbingup 0 0 96 0 0 0 9 0 | c = jumping 2 3 0 735 62 52 0 0 | d = lying 13 13 0 87 458 299 0 4 | e = standing 14 18 0 43 289 520 0 10 | f = sitting 17 3 4 0 0 1 806 2 | g = running 50 124 0 2 14 11 1 669 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4371 72.9716 % Incorrectly Classified Instances 1619 27.0284 % Kappa statistic 0.6861 Mean absolute error 0.0717 Root mean squared error 0.2441 Relative absolute error 33.2868 % Root relative squared error 74.4105 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.042 0.694 0.73 0.712 0.857 climbingdown 0.674 0.055 0.674 0.674 0.674 0.839 climbingup 0.914 0.001 0.95 0.914 0.932 0.973 jumping 0.885 0.026 0.851 0.885 0.868 0.944 lying 0.531 0.078 0.539 0.531 0.535 0.804 standing 0.585 0.07 0.596 0.585 0.59 0.812 sitting 0.974 0.004 0.977 0.974 0.975 0.989 running 0.724 0.04 0.755 0.724 0.739 0.861 walking Weighted Avg. 0.73 0.045 0.729 0.73 0.729 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 504 91 0 1 9 13 7 65 | a = climbingdown 111 586 0 0 19 20 3 130 | b = climbingup 1 0 96 0 0 0 8 0 | c = jumping 4 2 0 756 65 25 0 2 | d = lying 10 16 0 89 464 290 0 5 | e = standing 14 12 0 42 299 523 1 3 | f = sitting 14 3 5 0 0 0 811 0 | g = running 68 160 0 0 5 7 0 631 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4421 73.8063 % Incorrectly Classified Instances 1569 26.1937 % Kappa statistic 0.6958 Mean absolute error 0.07 Root mean squared error 0.2395 Relative absolute error 32.5238 % Root relative squared error 73.0162 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.038 0.713 0.722 0.718 0.847 climbingdown 0.659 0.054 0.677 0.659 0.668 0.839 climbingup 0.971 0.001 0.971 0.971 0.971 0.994 jumping 0.876 0.022 0.867 0.876 0.871 0.942 lying 0.533 0.072 0.558 0.533 0.545 0.819 standing 0.639 0.072 0.61 0.639 0.624 0.835 sitting 0.988 0.002 0.988 0.988 0.988 0.994 running 0.735 0.046 0.732 0.735 0.734 0.864 walking Weighted Avg. 0.738 0.043 0.737 0.738 0.738 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 498 95 1 1 9 16 6 64 | a = climbingdown 112 573 0 4 18 14 1 147 | b = climbingup 0 0 102 0 1 0 2 0 | c = jumping 1 0 0 748 80 23 0 2 | d = lying 18 12 0 75 465 295 0 8 | e = standing 15 14 0 35 246 571 0 13 | f = sitting 7 0 2 0 0 1 824 0 | g = running 47 153 0 0 14 16 1 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4396 73.389 % Incorrectly Classified Instances 1594 26.611 % Kappa statistic 0.6909 Mean absolute error 0.0711 Root mean squared error 0.2422 Relative absolute error 33.0421 % Root relative squared error 73.8407 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.04 0.695 0.698 0.697 0.847 climbingdown 0.667 0.054 0.678 0.667 0.672 0.832 climbingup 0.933 0.001 0.925 0.933 0.929 0.975 jumping 0.878 0.022 0.867 0.878 0.873 0.939 lying 0.536 0.068 0.573 0.536 0.554 0.821 standing 0.621 0.077 0.585 0.621 0.603 0.822 sitting 0.976 0.005 0.97 0.976 0.973 0.989 running 0.745 0.042 0.75 0.745 0.748 0.876 walking Weighted Avg. 0.734 0.044 0.733 0.734 0.733 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 481 96 0 2 7 17 10 76 | a = climbingdown 117 580 0 0 19 20 6 127 | b = climbingup 0 0 98 0 0 0 7 0 | c = jumping 1 2 0 750 58 42 0 1 | d = lying 12 10 0 76 468 301 0 6 | e = standing 12 27 0 34 260 556 0 6 | f = sitting 8 2 8 0 1 1 814 0 | g = running 61 139 0 3 4 13 2 649 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 2 RUN: 0 FOLD: 0 Correctly Classified Instances 4460 81.1057 % Incorrectly Classified Instances 1039 18.8943 % Kappa statistic 0.7805 Mean absolute error 0.0505 Root mean squared error 0.2076 Relative absolute error 23.4816 % Root relative squared error 63.3072 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.04 0.72 0.735 0.728 0.875 climbingdown 0.662 0.038 0.671 0.662 0.667 0.839 climbingup 0.931 0.002 0.908 0.931 0.919 0.981 jumping 0.795 0.031 0.821 0.795 0.808 0.919 lying 0.863 0.025 0.861 0.863 0.862 0.939 standing 0.81 0.037 0.797 0.81 0.804 0.918 sitting 0.977 0.002 0.987 0.977 0.982 0.991 running 0.77 0.043 0.76 0.77 0.765 0.889 walking Weighted Avg. 0.811 0.03 0.811 0.811 0.811 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 494 80 3 2 5 1 2 85 | a = climbingdown 81 386 1 1 3 1 0 110 | b = climbingup 0 0 108 0 0 0 5 3 | c = jumping 2 0 0 671 46 125 0 0 | d = lying 9 12 0 45 721 44 1 3 | e = standing 2 3 0 98 55 680 1 0 | f = sitting 4 1 6 0 4 2 759 1 | g = running 94 93 1 0 3 0 1 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4388 79.7963 % Incorrectly Classified Instances 1111 20.2037 % Kappa statistic 0.7652 Mean absolute error 0.0532 Root mean squared error 0.2142 Relative absolute error 24.7437 % Root relative squared error 65.3071 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.045 0.69 0.714 0.702 0.864 climbingdown 0.633 0.039 0.655 0.633 0.644 0.859 climbingup 0.889 0.001 0.929 0.889 0.908 0.959 jumping 0.805 0.036 0.801 0.805 0.803 0.918 lying 0.861 0.027 0.85 0.861 0.855 0.932 standing 0.768 0.036 0.795 0.768 0.781 0.899 sitting 0.978 0.004 0.973 0.978 0.976 0.988 running 0.761 0.045 0.751 0.761 0.756 0.883 walking Weighted Avg. 0.798 0.032 0.798 0.798 0.798 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 480 81 2 1 10 2 0 96 | a = climbingdown 95 369 0 0 2 2 7 108 | b = climbingup 0 0 104 0 0 0 11 2 | c = jumping 4 0 0 679 46 115 0 0 | d = lying 15 7 0 45 719 46 1 2 | e = standing 5 5 0 122 62 644 0 1 | f = sitting 3 2 5 0 5 1 760 1 | g = running 94 99 1 1 2 0 2 633 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4448 80.8874 % Incorrectly Classified Instances 1051 19.1126 % Kappa statistic 0.7779 Mean absolute error 0.0511 Root mean squared error 0.2095 Relative absolute error 23.7473 % Root relative squared error 63.8774 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.041 0.706 0.71 0.708 0.86 climbingdown 0.64 0.04 0.656 0.64 0.648 0.839 climbingup 0.915 0.001 0.939 0.915 0.926 0.966 jumping 0.791 0.033 0.812 0.791 0.801 0.907 lying 0.885 0.025 0.865 0.885 0.875 0.942 standing 0.799 0.036 0.8 0.799 0.799 0.913 sitting 0.983 0.003 0.985 0.983 0.984 0.992 running 0.781 0.043 0.766 0.781 0.773 0.896 walking Weighted Avg. 0.809 0.03 0.809 0.809 0.809 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 477 95 1 0 9 2 1 87 | a = climbingdown 98 373 0 0 4 1 1 106 | b = climbingup 1 3 107 0 0 0 4 2 | c = jumping 1 1 0 668 47 126 1 0 | d = lying 5 5 0 43 739 39 1 3 | e = standing 4 1 0 112 50 670 2 0 | f = sitting 2 0 6 0 4 0 764 1 | g = running 88 91 0 0 1 0 2 650 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4426 80.4874 % Incorrectly Classified Instances 1073 19.5126 % Kappa statistic 0.7732 Mean absolute error 0.0523 Root mean squared error 0.211 Relative absolute error 24.3095 % Root relative squared error 64.3187 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.039 0.723 0.738 0.73 0.884 climbingdown 0.69 0.037 0.691 0.69 0.69 0.859 climbingup 0.897 0.001 0.955 0.897 0.925 0.974 jumping 0.783 0.036 0.797 0.783 0.79 0.897 lying 0.857 0.031 0.832 0.857 0.844 0.922 standing 0.777 0.038 0.785 0.777 0.781 0.902 sitting 0.986 0.003 0.983 0.986 0.985 0.996 running 0.755 0.041 0.765 0.755 0.76 0.884 walking Weighted Avg. 0.805 0.031 0.805 0.805 0.805 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 496 70 0 1 6 4 2 93 | a = climbingdown 79 402 1 1 3 2 0 95 | b = climbingup 2 1 105 0 0 0 8 1 | c = jumping 0 0 0 661 64 119 0 0 | d = lying 5 7 1 48 716 54 2 2 | e = standing 2 1 0 118 66 652 0 0 | f = sitting 1 2 2 0 4 0 766 2 | g = running 101 99 1 0 2 0 1 628 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4408 80.16 % Incorrectly Classified Instances 1091 19.84 % Kappa statistic 0.7695 Mean absolute error 0.0533 Root mean squared error 0.2138 Relative absolute error 24.7853 % Root relative squared error 65.1979 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.042 0.697 0.695 0.696 0.846 climbingdown 0.646 0.044 0.637 0.646 0.641 0.825 climbingup 0.94 0.002 0.894 0.94 0.917 0.98 jumping 0.817 0.034 0.814 0.817 0.815 0.915 lying 0.876 0.027 0.851 0.876 0.864 0.94 standing 0.776 0.034 0.802 0.776 0.789 0.901 sitting 0.979 0.002 0.99 0.979 0.984 0.99 running 0.748 0.044 0.751 0.748 0.749 0.871 walking Weighted Avg. 0.802 0.031 0.802 0.802 0.802 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 467 92 5 2 9 2 1 94 | a = climbingdown 93 377 1 0 4 1 0 108 | b = climbingup 2 1 110 0 0 0 3 1 | c = jumping 2 1 0 690 51 101 0 0 | d = lying 5 4 0 34 731 55 3 2 | e = standing 3 0 0 122 61 650 1 1 | f = sitting 1 8 6 0 0 1 761 0 | g = running 97 109 1 0 3 0 0 622 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4441 80.7748 % Incorrectly Classified Instances 1057 19.2252 % Kappa statistic 0.7766 Mean absolute error 0.0517 Root mean squared error 0.2103 Relative absolute error 24.0374 % Root relative squared error 64.1192 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.038 0.717 0.697 0.707 0.862 climbingdown 0.671 0.04 0.663 0.671 0.667 0.855 climbingup 0.905 0.001 0.938 0.905 0.921 0.967 jumping 0.794 0.036 0.802 0.794 0.798 0.906 lying 0.896 0.023 0.874 0.896 0.885 0.945 standing 0.77 0.037 0.789 0.77 0.779 0.902 sitting 0.982 0.004 0.977 0.982 0.979 0.99 running 0.78 0.043 0.763 0.78 0.771 0.89 walking Weighted Avg. 0.808 0.031 0.807 0.808 0.808 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 468 98 0 1 3 2 7 92 | a = climbingdown 83 392 0 1 2 0 2 104 | b = climbingup 2 1 105 0 0 0 7 1 | c = jumping 1 0 0 671 42 131 0 0 | d = lying 5 3 0 36 747 39 1 3 | e = standing 9 2 0 128 53 645 0 1 | f = sitting 3 1 6 0 3 0 764 1 | g = running 82 94 1 0 5 0 1 649 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4437 80.7021 % Incorrectly Classified Instances 1061 19.2979 % Kappa statistic 0.7757 Mean absolute error 0.0512 Root mean squared error 0.2078 Relative absolute error 23.813 % Root relative squared error 63.3432 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.042 0.708 0.727 0.718 0.879 climbingdown 0.642 0.035 0.684 0.642 0.663 0.865 climbingup 0.905 0.002 0.897 0.905 0.901 0.967 jumping 0.796 0.035 0.803 0.796 0.8 0.909 lying 0.884 0.025 0.862 0.884 0.873 0.945 standing 0.776 0.039 0.781 0.776 0.778 0.906 sitting 0.979 0.002 0.988 0.979 0.984 0.99 running 0.778 0.043 0.763 0.778 0.77 0.901 walking Weighted Avg. 0.807 0.031 0.807 0.807 0.807 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 488 76 1 2 9 4 1 90 | a = climbingdown 97 375 0 2 3 1 2 104 | b = climbingup 2 1 105 0 0 0 5 3 | c = jumping 3 0 0 673 47 122 0 0 | d = lying 3 4 0 33 737 53 0 4 | e = standing 3 2 0 127 56 650 0 0 | f = sitting 3 1 8 0 2 2 762 0 | g = running 90 89 3 1 1 0 1 647 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4407 80.1564 % Incorrectly Classified Instances 1091 19.8436 % Kappa statistic 0.7694 Mean absolute error 0.0528 Root mean squared error 0.2126 Relative absolute error 24.5618 % Root relative squared error 64.8056 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.04 0.718 0.733 0.726 0.876 climbingdown 0.664 0.039 0.671 0.664 0.668 0.853 climbingup 0.905 0.001 0.946 0.905 0.925 0.969 jumping 0.781 0.038 0.787 0.781 0.784 0.915 lying 0.874 0.029 0.846 0.874 0.86 0.943 standing 0.759 0.04 0.775 0.759 0.767 0.899 sitting 0.972 0.003 0.981 0.972 0.976 0.988 running 0.77 0.041 0.771 0.77 0.771 0.89 walking Weighted Avg. 0.802 0.032 0.802 0.802 0.802 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 492 81 2 1 9 3 2 81 | a = climbingdown 81 388 0 0 8 0 1 106 | b = climbingup 0 1 105 0 0 0 10 0 | c = jumping 1 1 0 660 49 134 0 0 | d = lying 9 4 0 42 729 48 2 0 | e = standing 1 4 0 136 61 636 0 0 | f = sitting 6 6 4 0 3 0 756 3 | g = running 95 93 0 0 3 0 0 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4453 80.9931 % Incorrectly Classified Instances 1045 19.0069 % Kappa statistic 0.7791 Mean absolute error 0.0508 Root mean squared error 0.2075 Relative absolute error 23.601 % Root relative squared error 63.2564 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.039 0.722 0.724 0.723 0.868 climbingdown 0.652 0.039 0.666 0.652 0.659 0.853 climbingup 0.94 0.001 0.956 0.94 0.948 0.973 jumping 0.814 0.038 0.793 0.814 0.804 0.915 lying 0.878 0.023 0.871 0.878 0.874 0.945 standing 0.769 0.035 0.798 0.769 0.783 0.913 sitting 0.988 0.003 0.983 0.988 0.986 0.995 running 0.774 0.042 0.765 0.774 0.769 0.898 walking Weighted Avg. 0.81 0.03 0.81 0.81 0.81 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 486 83 1 1 9 0 3 88 | a = climbingdown 88 381 2 1 6 1 2 103 | b = climbingup 1 0 109 0 0 0 5 1 | c = jumping 0 1 0 687 37 118 1 0 | d = lying 5 6 0 42 733 44 1 4 | e = standing 2 0 0 135 55 645 1 1 | f = sitting 2 3 2 0 1 0 768 1 | g = running 89 98 0 0 1 0 0 644 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4408 80.1746 % Incorrectly Classified Instances 1090 19.8254 % Kappa statistic 0.7696 Mean absolute error 0.0528 Root mean squared error 0.2136 Relative absolute error 24.554 % Root relative squared error 65.1261 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.044 0.697 0.721 0.709 0.846 climbingdown 0.65 0.039 0.665 0.65 0.657 0.843 climbingup 0.922 0.002 0.907 0.922 0.915 0.97 jumping 0.796 0.037 0.798 0.796 0.797 0.914 lying 0.865 0.026 0.856 0.865 0.861 0.94 standing 0.782 0.039 0.785 0.782 0.783 0.901 sitting 0.97 0.003 0.984 0.97 0.977 0.986 running 0.761 0.042 0.765 0.761 0.763 0.88 walking Weighted Avg. 0.802 0.032 0.802 0.802 0.802 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 484 80 0 0 7 0 3 97 | a = climbingdown 100 379 3 1 3 1 2 94 | b = climbingup 1 1 107 0 0 0 7 0 | c = jumping 0 0 0 672 52 119 0 1 | d = lying 5 6 0 43 722 58 0 1 | e = standing 3 0 0 126 54 656 0 0 | f = sitting 3 5 8 0 4 1 754 2 | g = running 98 99 0 0 1 1 0 634 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4396 79.9418 % Incorrectly Classified Instances 1103 20.0582 % Kappa statistic 0.7669 Mean absolute error 0.0539 Root mean squared error 0.2148 Relative absolute error 25.0565 % Root relative squared error 65.487 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.038 0.723 0.705 0.714 0.855 climbingdown 0.652 0.04 0.657 0.652 0.655 0.851 climbingup 0.914 0.001 0.93 0.914 0.922 0.988 jumping 0.782 0.04 0.782 0.782 0.782 0.899 lying 0.886 0.029 0.847 0.886 0.866 0.942 standing 0.757 0.038 0.783 0.757 0.77 0.89 sitting 0.982 0.003 0.983 0.982 0.983 0.991 running 0.766 0.045 0.754 0.766 0.76 0.874 walking Weighted Avg. 0.799 0.032 0.799 0.799 0.799 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 474 96 2 0 8 2 1 89 | a = climbingdown 79 380 1 0 6 1 1 115 | b = climbingup 0 0 106 0 0 0 9 1 | c = jumping 1 0 0 660 51 132 0 0 | d = lying 4 2 1 47 740 40 0 1 | e = standing 1 1 0 137 64 635 1 0 | f = sitting 2 2 4 0 4 0 763 2 | g = running 95 97 0 0 1 1 1 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4406 80.1237 % Incorrectly Classified Instances 1093 19.8763 % Kappa statistic 0.769 Mean absolute error 0.0523 Root mean squared error 0.2131 Relative absolute error 24.3293 % Root relative squared error 64.9686 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.04 0.709 0.701 0.705 0.849 climbingdown 0.658 0.037 0.68 0.658 0.668 0.841 climbingup 0.914 0.001 0.946 0.914 0.93 0.96 jumping 0.792 0.036 0.799 0.792 0.795 0.916 lying 0.891 0.03 0.843 0.891 0.866 0.947 standing 0.747 0.037 0.783 0.747 0.765 0.901 sitting 0.985 0.003 0.982 0.985 0.983 0.992 running 0.77 0.047 0.745 0.77 0.758 0.88 walking Weighted Avg. 0.801 0.032 0.801 0.801 0.801 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 471 78 0 2 8 1 1 111 | a = climbingdown 86 384 0 0 2 1 5 106 | b = climbingup 1 4 106 0 0 0 5 0 | c = jumping 0 0 0 669 49 127 0 0 | d = lying 9 3 1 32 744 44 0 2 | e = standing 2 2 0 134 71 626 3 0 | f = sitting 2 0 5 0 5 0 765 0 | g = running 93 94 0 0 4 0 0 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4371 79.4872 % Incorrectly Classified Instances 1128 20.5128 % Kappa statistic 0.7615 Mean absolute error 0.0546 Root mean squared error 0.2163 Relative absolute error 25.3754 % Root relative squared error 65.9463 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.044 0.693 0.704 0.698 0.857 climbingdown 0.623 0.038 0.659 0.623 0.641 0.832 climbingup 0.897 0.001 0.954 0.897 0.924 0.964 jumping 0.786 0.04 0.782 0.786 0.784 0.909 lying 0.862 0.026 0.856 0.862 0.859 0.936 standing 0.763 0.039 0.778 0.763 0.77 0.898 sitting 0.983 0.003 0.979 0.983 0.981 0.992 running 0.773 0.047 0.744 0.773 0.758 0.887 walking Weighted Avg. 0.795 0.033 0.795 0.795 0.795 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 473 81 1 2 6 4 3 102 | a = climbingdown 101 364 0 0 0 1 3 115 | b = climbingup 0 2 104 0 0 0 9 1 | c = jumping 1 1 0 664 57 122 0 0 | d = lying 7 5 0 45 720 55 0 3 | e = standing 5 4 0 138 52 639 0 0 | f = sitting 1 5 2 0 5 0 764 0 | g = running 95 90 2 0 1 0 1 643 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4417 80.3237 % Incorrectly Classified Instances 1082 19.6763 % Kappa statistic 0.7713 Mean absolute error 0.0526 Root mean squared error 0.2118 Relative absolute error 24.4329 % Root relative squared error 64.5835 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.04 0.716 0.728 0.722 0.873 climbingdown 0.637 0.04 0.655 0.637 0.646 0.85 climbingup 0.957 0.001 0.949 0.957 0.953 0.986 jumping 0.801 0.037 0.796 0.801 0.798 0.91 lying 0.869 0.024 0.865 0.869 0.867 0.936 standing 0.767 0.039 0.778 0.767 0.773 0.898 sitting 0.977 0.002 0.986 0.977 0.981 0.99 running 0.769 0.044 0.757 0.769 0.763 0.886 walking Weighted Avg. 0.803 0.032 0.803 0.803 0.803 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 489 79 0 2 8 2 2 90 | a = climbingdown 96 372 1 1 3 0 2 109 | b = climbingup 0 0 111 0 0 0 5 0 | c = jumping 0 0 0 677 44 122 1 1 | d = lying 6 5 1 39 726 57 0 1 | e = standing 6 2 0 132 54 643 1 0 | f = sitting 3 3 4 0 3 1 759 4 | g = running 83 107 0 0 1 1 0 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4464 81.1784 % Incorrectly Classified Instances 1035 18.8216 % Kappa statistic 0.7813 Mean absolute error 0.0503 Root mean squared error 0.2066 Relative absolute error 23.3899 % Root relative squared error 63.0052 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.036 0.738 0.728 0.733 0.868 climbingdown 0.688 0.038 0.684 0.688 0.686 0.856 climbingup 0.931 0.003 0.885 0.931 0.908 0.969 jumping 0.781 0.036 0.796 0.781 0.789 0.894 lying 0.884 0.026 0.861 0.884 0.872 0.943 standing 0.798 0.036 0.8 0.798 0.799 0.914 sitting 0.968 0.002 0.987 0.968 0.977 0.987 running 0.776 0.042 0.767 0.776 0.772 0.894 walking Weighted Avg. 0.812 0.03 0.812 0.812 0.812 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 489 71 1 4 7 4 3 93 | a = climbingdown 79 402 0 0 3 2 1 97 | b = climbingup 1 2 108 0 0 0 4 1 | c = jumping 2 0 0 660 60 123 0 0 | d = lying 6 2 1 47 738 38 0 3 | e = standing 2 3 0 118 46 669 0 0 | f = sitting 3 6 12 0 2 0 752 2 | g = running 81 102 0 0 1 0 2 646 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4416 80.3201 % Incorrectly Classified Instances 1082 19.6799 % Kappa statistic 0.7714 Mean absolute error 0.0529 Root mean squared error 0.213 Relative absolute error 24.5702 % Root relative squared error 64.9256 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.039 0.716 0.708 0.712 0.854 climbingdown 0.682 0.044 0.648 0.682 0.664 0.851 climbingup 0.906 0.002 0.898 0.906 0.902 0.968 jumping 0.802 0.035 0.807 0.802 0.805 0.908 lying 0.874 0.026 0.858 0.874 0.866 0.938 standing 0.77 0.039 0.781 0.77 0.776 0.896 sitting 0.979 0.003 0.983 0.979 0.981 0.992 running 0.75 0.041 0.768 0.75 0.759 0.879 walking Weighted Avg. 0.803 0.031 0.804 0.803 0.803 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 475 92 0 0 10 4 0 90 | a = climbingdown 82 398 2 0 6 1 0 95 | b = climbingup 1 2 106 0 0 0 7 1 | c = jumping 0 1 0 677 38 126 2 0 | d = lying 6 4 0 40 729 49 4 2 | e = standing 1 5 0 122 65 646 0 0 | f = sitting 2 3 8 0 1 1 761 1 | g = running 96 109 2 0 1 0 0 624 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4411 80.2292 % Incorrectly Classified Instances 1087 19.7708 % Kappa statistic 0.7703 Mean absolute error 0.053 Root mean squared error 0.2122 Relative absolute error 24.6155 % Root relative squared error 64.7009 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.037 0.715 0.671 0.692 0.862 climbingdown 0.671 0.047 0.629 0.671 0.649 0.84 climbingup 0.932 0.001 0.948 0.932 0.94 0.972 jumping 0.809 0.035 0.806 0.809 0.808 0.918 lying 0.872 0.027 0.853 0.872 0.862 0.934 standing 0.774 0.035 0.8 0.774 0.787 0.9 sitting 0.977 0.002 0.986 0.977 0.981 0.991 running 0.772 0.045 0.754 0.772 0.763 0.884 walking Weighted Avg. 0.802 0.031 0.803 0.802 0.802 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 450 109 0 1 5 3 1 102 | a = climbingdown 81 391 0 0 2 1 3 105 | b = climbingup 2 2 109 0 0 0 4 0 | c = jumping 2 1 0 683 49 109 0 0 | d = lying 5 10 0 41 727 49 2 0 | e = standing 4 1 0 120 63 649 1 1 | f = sitting 2 6 5 1 3 0 760 1 | g = running 83 102 1 1 3 0 0 642 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4361 79.3198 % Incorrectly Classified Instances 1137 20.6802 % Kappa statistic 0.7597 Mean absolute error 0.055 Root mean squared error 0.2174 Relative absolute error 25.5663 % Root relative squared error 66.274 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.047 0.679 0.715 0.697 0.86 climbingdown 0.631 0.043 0.633 0.631 0.632 0.821 climbingup 0.906 0.002 0.914 0.906 0.91 0.969 jumping 0.805 0.038 0.794 0.805 0.799 0.912 lying 0.848 0.023 0.867 0.848 0.857 0.93 standing 0.785 0.041 0.773 0.785 0.779 0.907 sitting 0.974 0.003 0.979 0.974 0.977 0.991 running 0.726 0.042 0.757 0.726 0.741 0.871 walking Weighted Avg. 0.793 0.033 0.794 0.793 0.794 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 480 92 1 2 5 4 1 86 | a = climbingdown 103 368 0 1 3 0 2 106 | b = climbingup 1 0 106 0 0 0 9 1 | c = jumping 2 0 0 679 44 119 0 0 | d = lying 6 3 0 47 707 70 0 1 | e = standing 2 0 0 126 51 659 1 0 | f = sitting 5 6 6 0 3 0 758 0 | g = running 108 112 3 0 2 0 3 604 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4390 79.8472 % Incorrectly Classified Instances 1108 20.1528 % Kappa statistic 0.7659 Mean absolute error 0.0536 Root mean squared error 0.2142 Relative absolute error 24.9185 % Root relative squared error 65.3191 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.041 0.704 0.699 0.702 0.863 climbingdown 0.686 0.045 0.644 0.686 0.664 0.838 climbingup 0.923 0.001 0.973 0.923 0.947 0.961 jumping 0.781 0.037 0.792 0.781 0.786 0.913 lying 0.865 0.026 0.857 0.865 0.861 0.936 standing 0.762 0.042 0.763 0.762 0.763 0.899 sitting 0.983 0.003 0.98 0.983 0.981 0.992 running 0.756 0.039 0.778 0.756 0.767 0.88 walking Weighted Avg. 0.798 0.032 0.799 0.798 0.799 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 469 98 0 0 10 3 5 86 | a = climbingdown 81 400 0 1 5 3 2 91 | b = climbingup 2 1 108 0 0 0 6 0 | c = jumping 1 1 0 659 47 136 0 0 | d = lying 12 7 0 36 721 56 0 2 | e = standing 4 5 0 136 55 639 0 0 | f = sitting 3 6 2 0 1 0 765 1 | g = running 94 103 1 0 2 0 3 629 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4393 79.9018 % Incorrectly Classified Instances 1105 20.0982 % Kappa statistic 0.7665 Mean absolute error 0.0537 Root mean squared error 0.2143 Relative absolute error 24.9713 % Root relative squared error 65.3403 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.046 0.675 0.683 0.679 0.842 climbingdown 0.643 0.041 0.652 0.643 0.648 0.849 climbingup 0.922 0.002 0.922 0.922 0.922 0.965 jumping 0.789 0.036 0.8 0.789 0.794 0.905 lying 0.871 0.025 0.86 0.871 0.865 0.938 standing 0.787 0.036 0.795 0.787 0.791 0.906 sitting 0.986 0.003 0.985 0.986 0.985 0.994 running 0.761 0.045 0.753 0.761 0.757 0.881 walking Weighted Avg. 0.799 0.032 0.799 0.799 0.799 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 458 106 1 2 2 2 0 100 | a = climbingdown 90 375 3 0 6 2 3 104 | b = climbingup 1 0 107 0 0 0 7 1 | c = jumping 3 1 0 666 50 124 0 0 | d = lying 9 7 0 46 727 42 1 3 | e = standing 5 1 0 119 54 660 0 0 | f = sitting 1 1 4 0 5 0 766 0 | g = running 112 84 1 0 1 0 1 634 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4363 79.3417 % Incorrectly Classified Instances 1136 20.6583 % Kappa statistic 0.7599 Mean absolute error 0.0549 Root mean squared error 0.2163 Relative absolute error 25.5286 % Root relative squared error 65.9542 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.042 0.689 0.664 0.676 0.846 climbingdown 0.666 0.043 0.648 0.666 0.657 0.853 climbingup 0.897 0.001 0.929 0.897 0.912 0.969 jumping 0.78 0.031 0.821 0.78 0.8 0.911 lying 0.873 0.032 0.831 0.873 0.851 0.936 standing 0.778 0.04 0.779 0.778 0.779 0.901 sitting 0.974 0.002 0.987 0.974 0.981 0.99 running 0.754 0.049 0.732 0.754 0.742 0.878 walking Weighted Avg. 0.793 0.033 0.794 0.793 0.793 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 446 93 2 1 11 4 0 115 | a = climbingdown 80 389 1 0 5 0 3 106 | b = climbingup 3 2 104 0 0 0 4 3 | c = jumping 2 1 0 658 51 132 0 0 | d = lying 8 9 0 35 728 49 2 3 | e = standing 3 0 0 107 74 653 1 1 | f = sitting 5 5 5 0 3 0 758 2 | g = running 100 101 0 0 4 0 0 627 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4386 79.76 % Incorrectly Classified Instances 1113 20.24 % Kappa statistic 0.7648 Mean absolute error 0.0537 Root mean squared error 0.2136 Relative absolute error 24.9385 % Root relative squared error 65.1127 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.042 0.705 0.723 0.714 0.871 climbingdown 0.625 0.038 0.661 0.625 0.643 0.833 climbingup 0.923 0.002 0.923 0.923 0.923 0.969 jumping 0.794 0.042 0.775 0.794 0.784 0.912 lying 0.841 0.026 0.854 0.841 0.847 0.932 standing 0.772 0.038 0.787 0.772 0.78 0.911 sitting 0.976 0.001 0.991 0.976 0.983 0.99 running 0.781 0.046 0.75 0.781 0.765 0.895 walking Weighted Avg. 0.798 0.033 0.798 0.798 0.798 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 486 83 0 0 6 1 0 96 | a = climbingdown 99 365 1 0 4 1 2 112 | b = climbingup 2 1 108 0 0 0 4 2 | c = jumping 5 1 0 670 50 118 0 0 | d = lying 7 2 0 65 701 55 1 3 | e = standing 4 2 0 130 54 647 0 1 | f = sitting 0 3 8 0 5 0 759 3 | g = running 86 95 0 0 1 0 0 650 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4397 79.96 % Incorrectly Classified Instances 1102 20.04 % Kappa statistic 0.7671 Mean absolute error 0.054 Root mean squared error 0.2151 Relative absolute error 25.1047 % Root relative squared error 65.5686 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.043 0.684 0.67 0.677 0.844 climbingdown 0.676 0.039 0.672 0.676 0.674 0.857 climbingup 0.906 0.001 0.938 0.906 0.922 0.954 jumping 0.797 0.037 0.797 0.797 0.797 0.908 lying 0.854 0.026 0.853 0.854 0.853 0.929 standing 0.783 0.038 0.787 0.783 0.785 0.902 sitting 0.985 0.005 0.968 0.985 0.976 0.99 running 0.768 0.042 0.765 0.768 0.766 0.88 walking Weighted Avg. 0.8 0.032 0.799 0.8 0.799 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 450 94 2 2 10 2 7 105 | a = climbingdown 92 395 0 1 4 0 5 87 | b = climbingup 3 0 106 0 0 0 7 1 | c = jumping 1 0 0 673 56 113 1 0 | d = lying 9 3 0 42 712 63 3 2 | e = standing 4 1 0 126 51 656 0 0 | f = sitting 1 4 5 0 0 0 765 2 | g = running 98 91 0 0 2 0 2 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4417 80.3237 % Incorrectly Classified Instances 1082 19.6763 % Kappa statistic 0.7714 Mean absolute error 0.0519 Root mean squared error 0.2116 Relative absolute error 24.1153 % Root relative squared error 64.4984 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.039 0.72 0.726 0.723 0.874 climbingdown 0.673 0.038 0.676 0.673 0.675 0.856 climbingup 0.906 0.003 0.883 0.906 0.895 0.964 jumping 0.783 0.036 0.796 0.783 0.79 0.909 lying 0.86 0.027 0.853 0.86 0.856 0.932 standing 0.778 0.042 0.77 0.778 0.774 0.9 sitting 0.978 0.003 0.983 0.978 0.981 0.989 running 0.768 0.041 0.772 0.768 0.77 0.89 walking Weighted Avg. 0.803 0.031 0.803 0.803 0.803 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 488 81 4 0 8 5 0 86 | a = climbingdown 84 393 0 0 2 3 3 99 | b = climbingup 2 1 106 0 1 0 7 0 | c = jumping 1 1 0 661 55 126 0 0 | d = lying 5 6 0 42 717 61 1 2 | e = standing 2 2 0 127 54 652 1 0 | f = sitting 2 1 9 0 3 0 760 2 | g = running 94 96 1 0 1 0 1 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4419 80.3601 % Incorrectly Classified Instances 1080 19.6399 % Kappa statistic 0.7718 Mean absolute error 0.0519 Root mean squared error 0.2102 Relative absolute error 24.1437 % Root relative squared error 64.0975 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.041 0.709 0.714 0.712 0.868 climbingdown 0.666 0.039 0.67 0.666 0.668 0.847 climbingup 0.915 0.002 0.907 0.915 0.911 0.965 jumping 0.808 0.044 0.771 0.808 0.789 0.918 lying 0.874 0.023 0.872 0.874 0.873 0.947 standing 0.741 0.035 0.791 0.741 0.765 0.905 sitting 0.977 0.003 0.983 0.977 0.98 0.988 running 0.782 0.041 0.771 0.782 0.777 0.901 walking Weighted Avg. 0.804 0.031 0.804 0.804 0.804 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 480 91 0 1 5 2 1 92 | a = climbingdown 91 389 2 0 0 1 3 98 | b = climbingup 0 2 107 0 0 0 7 1 | c = jumping 1 1 0 682 46 113 1 0 | d = lying 5 6 0 43 730 48 1 2 | e = standing 4 3 0 158 52 621 0 0 | f = sitting 3 2 9 1 3 0 759 0 | g = running 93 87 0 0 1 0 0 651 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4403 80.0837 % Incorrectly Classified Instances 1095 19.9163 % Kappa statistic 0.7685 Mean absolute error 0.0529 Root mean squared error 0.2122 Relative absolute error 24.5882 % Root relative squared error 64.7106 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.042 0.706 0.718 0.712 0.878 climbingdown 0.652 0.038 0.67 0.652 0.661 0.843 climbingup 0.879 0.001 0.927 0.879 0.903 0.958 jumping 0.794 0.034 0.811 0.794 0.803 0.904 lying 0.887 0.029 0.848 0.887 0.867 0.941 standing 0.776 0.038 0.787 0.776 0.782 0.894 sitting 0.979 0.003 0.981 0.979 0.98 0.99 running 0.739 0.047 0.737 0.739 0.738 0.882 walking Weighted Avg. 0.801 0.032 0.801 0.801 0.801 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 482 80 0 0 10 3 0 96 | a = climbingdown 76 380 2 0 4 0 0 121 | b = climbingup 2 0 102 0 1 0 11 0 | c = jumping 1 0 0 671 53 119 0 1 | d = lying 3 1 1 33 741 53 3 0 | e = standing 4 1 0 123 60 651 0 0 | f = sitting 5 2 5 0 2 1 761 1 | g = running 110 103 0 0 3 0 1 615 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4393 79.9018 % Incorrectly Classified Instances 1105 20.0982 % Kappa statistic 0.7663 Mean absolute error 0.0533 Root mean squared error 0.2151 Relative absolute error 24.7551 % Root relative squared error 65.5876 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.04 0.705 0.69 0.697 0.853 climbingdown 0.614 0.036 0.667 0.614 0.639 0.828 climbingup 0.931 0.002 0.923 0.931 0.927 0.983 jumping 0.793 0.038 0.79 0.793 0.791 0.898 lying 0.857 0.022 0.876 0.857 0.867 0.929 standing 0.789 0.041 0.774 0.789 0.782 0.907 sitting 0.969 0.003 0.984 0.969 0.977 0.984 running 0.797 0.051 0.735 0.797 0.765 0.897 walking Weighted Avg. 0.799 0.032 0.799 0.799 0.799 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 463 82 0 2 9 2 1 112 | a = climbingdown 99 358 0 0 5 3 0 118 | b = climbingup 2 0 108 0 0 0 6 0 | c = jumping 2 1 0 670 37 134 1 0 | d = lying 6 2 1 51 716 54 1 4 | e = standing 4 2 0 125 46 662 0 0 | f = sitting 4 3 8 0 4 0 753 5 | g = running 77 89 0 0 0 0 3 663 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4370 79.4834 % Incorrectly Classified Instances 1128 20.5166 % Kappa statistic 0.7615 Mean absolute error 0.0539 Root mean squared error 0.2159 Relative absolute error 25.0682 % Root relative squared error 65.837 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.043 0.7 0.717 0.708 0.869 climbingdown 0.624 0.039 0.652 0.624 0.638 0.833 climbingup 0.905 0.002 0.921 0.905 0.913 0.977 jumping 0.795 0.042 0.773 0.795 0.784 0.904 lying 0.865 0.029 0.842 0.865 0.853 0.938 standing 0.731 0.038 0.777 0.731 0.753 0.89 sitting 0.983 0.003 0.981 0.983 0.982 0.993 running 0.78 0.042 0.768 0.78 0.774 0.891 walking Weighted Avg. 0.795 0.033 0.794 0.795 0.794 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 481 98 1 4 3 0 2 82 | a = climbingdown 96 364 1 0 6 1 6 109 | b = climbingup 2 1 105 0 0 0 7 1 | c = jumping 0 0 0 672 48 125 0 0 | d = lying 11 4 0 47 722 49 0 2 | e = standing 5 0 0 146 74 613 0 1 | f = sitting 2 1 6 0 2 1 764 1 | g = running 90 90 1 0 2 0 0 649 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4442 80.793 % Incorrectly Classified Instances 1056 19.207 % Kappa statistic 0.7768 Mean absolute error 0.0513 Root mean squared error 0.2105 Relative absolute error 23.8599 % Root relative squared error 64.1731 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.041 0.702 0.696 0.699 0.852 climbingdown 0.657 0.043 0.646 0.657 0.651 0.844 climbingup 0.922 0.001 0.955 0.922 0.939 0.964 jumping 0.808 0.034 0.813 0.808 0.811 0.912 lying 0.884 0.026 0.861 0.884 0.872 0.941 standing 0.795 0.035 0.805 0.795 0.8 0.914 sitting 0.976 0.002 0.987 0.976 0.981 0.99 running 0.768 0.042 0.766 0.768 0.767 0.884 walking Weighted Avg. 0.808 0.031 0.808 0.808 0.808 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 467 98 0 3 9 1 3 90 | a = climbingdown 92 383 0 0 2 4 0 102 | b = climbingup 1 1 107 0 0 0 7 0 | c = jumping 2 0 0 683 49 111 0 0 | d = lying 13 3 0 33 738 45 0 3 | e = standing 2 0 0 120 50 667 0 0 | f = sitting 3 5 3 0 7 1 758 0 | g = running 85 103 2 1 2 0 0 639 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4434 80.6475 % Incorrectly Classified Instances 1064 19.3525 % Kappa statistic 0.7751 Mean absolute error 0.0518 Root mean squared error 0.2097 Relative absolute error 24.099 % Root relative squared error 63.9231 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.042 0.709 0.733 0.721 0.874 climbingdown 0.676 0.038 0.676 0.676 0.676 0.867 climbingup 0.914 0.001 0.938 0.914 0.926 0.964 jumping 0.809 0.037 0.797 0.809 0.803 0.917 lying 0.857 0.024 0.864 0.857 0.861 0.935 standing 0.774 0.037 0.789 0.774 0.781 0.903 sitting 0.987 0.003 0.981 0.987 0.984 0.993 running 0.752 0.041 0.767 0.752 0.76 0.881 walking Weighted Avg. 0.806 0.031 0.807 0.806 0.807 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 492 80 2 0 7 0 4 86 | a = climbingdown 83 394 0 0 5 2 0 99 | b = climbingup 1 1 106 0 0 0 7 1 | c = jumping 4 0 0 683 42 115 0 0 | d = lying 8 2 0 47 716 57 3 2 | e = standing 6 1 0 127 55 649 0 1 | f = sitting 1 3 5 0 0 0 768 1 | g = running 99 102 0 0 4 0 1 626 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4437 80.6874 % Incorrectly Classified Instances 1062 19.3126 % Kappa statistic 0.7755 Mean absolute error 0.0519 Root mean squared error 0.21 Relative absolute error 24.1451 % Root relative squared error 64.0288 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.036 0.744 0.75 0.747 0.878 climbingdown 0.632 0.037 0.672 0.632 0.651 0.841 climbingup 0.932 0.001 0.956 0.932 0.944 0.987 jumping 0.807 0.041 0.779 0.807 0.793 0.911 lying 0.844 0.026 0.851 0.844 0.848 0.928 standing 0.771 0.037 0.791 0.771 0.781 0.904 sitting 0.978 0.003 0.984 0.978 0.981 0.99 running 0.797 0.044 0.764 0.797 0.78 0.894 walking Weighted Avg. 0.807 0.031 0.807 0.807 0.807 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 503 82 0 0 11 0 1 74 | a = climbingdown 83 369 0 0 6 1 0 125 | b = climbingup 2 0 109 0 0 0 5 1 | c = jumping 1 0 0 682 47 115 0 0 | d = lying 6 7 0 60 704 54 1 2 | e = standing 2 4 0 132 53 646 1 0 | f = sitting 3 2 4 0 4 1 761 3 | g = running 76 85 1 1 2 0 4 663 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4418 80.3419 % Incorrectly Classified Instances 1081 19.6581 % Kappa statistic 0.7716 Mean absolute error 0.0525 Root mean squared error 0.2113 Relative absolute error 24.3802 % Root relative squared error 64.4283 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.037 0.729 0.72 0.724 0.873 climbingdown 0.664 0.041 0.658 0.664 0.661 0.849 climbingup 0.957 0.001 0.949 0.957 0.953 0.982 jumping 0.808 0.042 0.779 0.808 0.793 0.916 lying 0.847 0.023 0.866 0.847 0.856 0.931 standing 0.771 0.04 0.776 0.771 0.774 0.905 sitting 0.981 0.002 0.99 0.981 0.985 0.992 running 0.766 0.042 0.765 0.766 0.765 0.89 walking Weighted Avg. 0.803 0.032 0.804 0.803 0.804 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 483 83 1 2 9 3 3 87 | a = climbingdown 85 388 0 1 5 1 1 103 | b = climbingup 1 1 112 0 0 0 2 1 | c = jumping 0 0 0 683 36 126 0 0 | d = lying 7 5 0 57 706 54 1 4 | e = standing 4 3 0 134 51 646 0 0 | f = sitting 4 1 3 0 6 0 763 1 | g = running 79 109 2 0 2 2 1 637 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4415 80.2873 % Incorrectly Classified Instances 1084 19.7127 % Kappa statistic 0.771 Mean absolute error 0.0529 Root mean squared error 0.2122 Relative absolute error 24.5925 % Root relative squared error 64.6958 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.045 0.686 0.702 0.694 0.86 climbingdown 0.652 0.038 0.672 0.652 0.662 0.839 climbingup 0.923 0.002 0.893 0.923 0.908 0.976 jumping 0.802 0.035 0.808 0.802 0.805 0.91 lying 0.873 0.024 0.866 0.873 0.869 0.941 standing 0.788 0.036 0.798 0.788 0.793 0.908 sitting 0.97 0.004 0.978 0.97 0.974 0.99 running 0.762 0.045 0.75 0.762 0.756 0.888 walking Weighted Avg. 0.803 0.031 0.803 0.803 0.803 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 471 83 1 2 7 4 2 101 | a = climbingdown 98 381 0 0 1 1 4 99 | b = climbingup 1 0 108 0 0 0 7 1 | c = jumping 0 1 0 678 48 118 0 0 | d = lying 8 7 0 40 728 44 1 6 | e = standing 2 1 0 119 55 660 0 1 | f = sitting 5 3 11 0 1 0 755 3 | g = running 102 91 1 0 1 0 3 634 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4407 80.1418 % Incorrectly Classified Instances 1092 19.8582 % Kappa statistic 0.7693 Mean absolute error 0.0531 Root mean squared error 0.2133 Relative absolute error 24.6654 % Root relative squared error 65.0322 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.043 0.703 0.735 0.719 0.852 climbingdown 0.685 0.042 0.661 0.685 0.673 0.847 climbingup 0.94 0.001 0.94 0.94 0.94 0.976 jumping 0.774 0.036 0.795 0.774 0.784 0.912 lying 0.855 0.026 0.854 0.855 0.855 0.932 standing 0.783 0.042 0.77 0.783 0.776 0.903 sitting 0.977 0.001 0.991 0.977 0.984 0.989 running 0.747 0.038 0.778 0.747 0.762 0.872 walking Weighted Avg. 0.801 0.032 0.803 0.801 0.802 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 493 84 0 0 8 0 2 84 | a = climbingdown 87 400 0 1 2 2 0 92 | b = climbingup 3 0 109 0 0 0 4 0 | c = jumping 2 1 0 654 46 142 0 0 | d = lying 10 9 0 49 714 51 1 1 | e = standing 4 2 0 118 57 656 0 1 | f = sitting 4 1 6 1 6 0 759 0 | g = running 98 108 1 0 3 1 0 622 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4405 80.1055 % Incorrectly Classified Instances 1094 19.8945 % Kappa statistic 0.7689 Mean absolute error 0.053 Root mean squared error 0.2136 Relative absolute error 24.6268 % Root relative squared error 65.1113 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.04 0.713 0.723 0.718 0.869 climbingdown 0.68 0.04 0.666 0.68 0.673 0.862 climbingup 0.897 0.002 0.904 0.897 0.9 0.963 jumping 0.765 0.038 0.785 0.765 0.775 0.898 lying 0.854 0.023 0.87 0.854 0.862 0.933 standing 0.789 0.041 0.777 0.789 0.783 0.907 sitting 0.976 0.005 0.972 0.976 0.974 0.989 running 0.768 0.041 0.768 0.768 0.768 0.883 walking Weighted Avg. 0.801 0.032 0.802 0.801 0.801 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 485 86 2 2 4 4 2 86 | a = climbingdown 79 397 0 1 1 1 3 102 | b = climbingup 0 1 104 0 0 0 10 1 | c = jumping 4 1 0 646 57 136 0 0 | d = lying 16 3 0 48 713 48 5 2 | e = standing 4 1 0 126 44 662 0 2 | f = sitting 3 5 9 0 1 1 758 0 | g = running 89 102 0 0 0 0 2 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4360 79.3016 % Incorrectly Classified Instances 1138 20.6984 % Kappa statistic 0.7594 Mean absolute error 0.0549 Root mean squared error 0.2173 Relative absolute error 25.5017 % Root relative squared error 66.2592 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.039 0.719 0.711 0.715 0.871 climbingdown 0.655 0.042 0.647 0.655 0.651 0.848 climbingup 0.897 0.001 0.963 0.897 0.929 0.961 jumping 0.764 0.037 0.788 0.764 0.776 0.899 lying 0.853 0.031 0.833 0.853 0.843 0.926 standing 0.765 0.045 0.754 0.765 0.759 0.895 sitting 0.99 0.003 0.982 0.99 0.986 0.994 running 0.755 0.042 0.76 0.755 0.758 0.881 walking Weighted Avg. 0.793 0.033 0.793 0.793 0.793 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 478 97 0 1 10 2 2 82 | a = climbingdown 83 382 2 1 5 0 1 109 | b = climbingup 2 0 104 0 0 0 8 2 | c = jumping 0 1 0 645 59 139 0 0 | d = lying 3 3 0 45 712 68 1 3 | e = standing 1 2 0 127 66 642 0 1 | f = sitting 3 0 2 0 1 1 769 1 | g = running 95 105 0 0 2 0 2 628 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4427 80.5202 % Incorrectly Classified Instances 1071 19.4798 % Kappa statistic 0.7736 Mean absolute error 0.0518 Root mean squared error 0.2105 Relative absolute error 24.0962 % Root relative squared error 64.1739 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.04 0.716 0.72 0.718 0.866 climbingdown 0.655 0.042 0.647 0.655 0.651 0.836 climbingup 0.897 0.001 0.937 0.897 0.916 0.955 jumping 0.805 0.037 0.796 0.805 0.8 0.919 lying 0.862 0.023 0.87 0.862 0.866 0.936 standing 0.787 0.036 0.796 0.787 0.791 0.907 sitting 0.985 0.003 0.98 0.985 0.982 0.992 running 0.761 0.042 0.763 0.761 0.762 0.877 walking Weighted Avg. 0.805 0.031 0.806 0.805 0.805 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 484 92 0 1 6 1 2 86 | a = climbingdown 89 382 1 0 0 3 1 107 | b = climbingup 5 1 104 0 0 0 6 0 | c = jumping 2 1 0 679 40 122 0 0 | d = lying 5 1 0 56 720 43 6 4 | e = standing 4 0 0 117 58 660 0 0 | f = sitting 1 3 6 0 2 0 765 0 | g = running 86 110 0 0 2 0 1 633 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4407 80.1564 % Incorrectly Classified Instances 1091 19.8436 % Kappa statistic 0.7695 Mean absolute error 0.0527 Root mean squared error 0.212 Relative absolute error 24.513 % Root relative squared error 64.6282 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.042 0.697 0.696 0.697 0.85 climbingdown 0.681 0.042 0.659 0.681 0.67 0.857 climbingup 0.948 0.001 0.948 0.948 0.948 0.981 jumping 0.761 0.03 0.822 0.761 0.79 0.911 lying 0.891 0.03 0.841 0.891 0.865 0.94 standing 0.777 0.042 0.77 0.777 0.773 0.907 sitting 0.988 0.003 0.982 0.988 0.985 0.993 running 0.752 0.04 0.769 0.752 0.761 0.878 walking Weighted Avg. 0.802 0.032 0.802 0.802 0.801 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 468 91 2 2 8 1 1 99 | a = climbingdown 84 397 1 2 5 2 4 88 | b = climbingup 2 0 110 0 0 0 4 0 | c = jumping 2 2 0 642 55 143 0 0 | d = lying 9 3 0 24 744 49 5 1 | e = standing 7 1 0 111 68 652 0 0 | f = sitting 2 3 1 0 3 0 768 0 | g = running 97 105 2 0 2 0 0 626 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4406 80.1382 % Incorrectly Classified Instances 1092 19.8618 % Kappa statistic 0.7692 Mean absolute error 0.0531 Root mean squared error 0.214 Relative absolute error 24.6918 % Root relative squared error 65.2421 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.041 0.709 0.71 0.709 0.86 climbingdown 0.642 0.041 0.65 0.642 0.646 0.84 climbingup 0.888 0.001 0.928 0.888 0.907 0.95 jumping 0.796 0.034 0.812 0.796 0.804 0.912 lying 0.877 0.028 0.85 0.877 0.863 0.94 standing 0.777 0.039 0.784 0.777 0.78 0.902 sitting 0.979 0.002 0.986 0.979 0.983 0.99 running 0.763 0.045 0.751 0.763 0.757 0.878 walking Weighted Avg. 0.801 0.032 0.801 0.801 0.801 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 477 77 1 1 6 1 1 108 | a = climbingdown 97 374 1 0 6 0 2 103 | b = climbingup 3 2 103 0 0 0 8 0 | c = jumping 1 0 0 672 46 125 0 0 | d = lying 8 3 0 38 732 54 0 0 | e = standing 2 3 0 117 65 652 0 0 | f = sitting 5 3 5 0 3 0 761 0 | g = running 80 113 1 0 3 0 0 635 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4416 80.3201 % Incorrectly Classified Instances 1082 19.6799 % Kappa statistic 0.7714 Mean absolute error 0.0523 Root mean squared error 0.2104 Relative absolute error 24.2905 % Root relative squared error 64.1453 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.045 0.694 0.734 0.713 0.873 climbingdown 0.645 0.038 0.665 0.645 0.655 0.855 climbingup 0.915 0.003 0.877 0.915 0.895 0.973 jumping 0.794 0.037 0.795 0.794 0.794 0.911 lying 0.871 0.024 0.866 0.871 0.868 0.94 standing 0.782 0.037 0.792 0.782 0.787 0.913 sitting 0.972 0.003 0.982 0.972 0.977 0.989 running 0.761 0.041 0.769 0.761 0.765 0.892 walking Weighted Avg. 0.803 0.031 0.804 0.803 0.803 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 493 81 2 1 3 3 4 85 | a = climbingdown 94 376 3 2 3 3 1 101 | b = climbingup 1 1 107 0 0 0 7 1 | c = jumping 5 1 0 670 49 118 0 1 | d = lying 13 4 0 42 726 46 1 2 | e = standing 1 2 0 127 53 656 0 0 | f = sitting 4 5 10 0 3 0 755 0 | g = running 99 95 0 1 1 2 1 633 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4398 79.9782 % Incorrectly Classified Instances 1101 20.0218 % Kappa statistic 0.7674 Mean absolute error 0.0533 Root mean squared error 0.2128 Relative absolute error 24.7523 % Root relative squared error 64.885 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.04 0.716 0.731 0.723 0.867 climbingdown 0.644 0.042 0.647 0.644 0.645 0.838 climbingup 0.966 0.002 0.926 0.966 0.945 0.99 jumping 0.774 0.038 0.785 0.774 0.779 0.904 lying 0.882 0.024 0.867 0.882 0.875 0.947 standing 0.77 0.041 0.773 0.77 0.771 0.903 sitting 0.979 0.003 0.982 0.979 0.981 0.991 running 0.748 0.042 0.76 0.748 0.754 0.873 walking Weighted Avg. 0.8 0.032 0.8 0.8 0.8 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 491 84 1 1 5 4 3 83 | a = climbingdown 89 376 0 0 5 1 5 108 | b = climbingup 1 0 112 0 0 0 2 1 | c = jumping 1 0 0 653 50 140 0 0 | d = lying 9 3 0 39 736 44 1 2 | e = standing 3 1 0 139 48 646 0 2 | f = sitting 4 0 8 0 4 0 762 0 | g = running 88 117 0 0 1 1 3 622 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4375 79.5599 % Incorrectly Classified Instances 1124 20.4401 % Kappa statistic 0.7625 Mean absolute error 0.0541 Root mean squared error 0.2152 Relative absolute error 25.1434 % Root relative squared error 65.6206 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.041 0.702 0.69 0.696 0.845 climbingdown 0.656 0.045 0.633 0.656 0.644 0.831 climbingup 0.922 0.002 0.899 0.922 0.911 0.965 jumping 0.816 0.041 0.781 0.816 0.798 0.918 lying 0.871 0.027 0.853 0.871 0.862 0.94 standing 0.753 0.035 0.796 0.753 0.774 0.899 sitting 0.973 0.002 0.986 0.973 0.979 0.986 running 0.742 0.043 0.753 0.742 0.747 0.875 walking Weighted Avg. 0.796 0.032 0.796 0.796 0.796 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 464 101 2 0 6 6 5 88 | a = climbingdown 89 383 0 0 4 1 0 107 | b = climbingup 1 2 107 0 0 0 3 3 | c = jumping 1 0 0 689 45 109 0 0 | d = lying 4 4 1 51 726 45 1 2 | e = standing 1 2 0 142 61 632 0 1 | f = sitting 1 6 8 0 4 1 757 1 | g = running 100 107 1 0 5 0 2 617 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4415 80.2873 % Incorrectly Classified Instances 1084 19.7127 % Kappa statistic 0.7708 Mean absolute error 0.0527 Root mean squared error 0.2117 Relative absolute error 24.4821 % Root relative squared error 64.5338 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.042 0.706 0.731 0.718 0.869 climbingdown 0.645 0.031 0.713 0.645 0.677 0.837 climbingup 0.931 0.001 0.947 0.931 0.939 0.969 jumping 0.765 0.038 0.787 0.765 0.776 0.904 lying 0.874 0.029 0.843 0.874 0.858 0.94 standing 0.766 0.04 0.777 0.766 0.771 0.905 sitting 0.987 0.003 0.982 0.987 0.985 0.994 running 0.785 0.046 0.754 0.785 0.769 0.888 walking Weighted Avg. 0.803 0.032 0.802 0.803 0.802 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 491 60 2 3 4 0 2 110 | a = climbingdown 104 376 0 0 3 1 3 96 | b = climbingup 0 1 108 0 0 0 6 1 | c = jumping 1 1 0 646 67 128 1 0 | d = lying 3 3 0 38 730 56 1 4 | e = standing 1 3 0 134 58 643 0 0 | f = sitting 1 3 3 0 1 0 768 2 | g = running 94 80 1 0 3 0 1 653 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4405 80.1055 % Incorrectly Classified Instances 1094 19.8945 % Kappa statistic 0.7688 Mean absolute error 0.0524 Root mean squared error 0.2125 Relative absolute error 24.3454 % Root relative squared error 64.7938 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.042 0.703 0.708 0.706 0.874 climbingdown 0.648 0.042 0.648 0.648 0.648 0.837 climbingup 0.906 0.001 0.93 0.906 0.918 0.964 jumping 0.814 0.036 0.803 0.814 0.808 0.906 lying 0.849 0.025 0.858 0.849 0.854 0.927 standing 0.784 0.038 0.788 0.784 0.786 0.907 sitting 0.978 0.003 0.984 0.978 0.981 0.988 running 0.758 0.044 0.755 0.758 0.757 0.89 walking Weighted Avg. 0.801 0.032 0.801 0.801 0.801 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 476 87 1 1 8 2 1 96 | a = climbingdown 100 378 1 0 4 2 2 96 | b = climbingup 2 0 106 0 0 0 7 2 | c = jumping 1 0 0 688 47 109 0 0 | d = lying 3 4 1 46 709 64 0 8 | e = standing 4 1 0 122 54 657 0 0 | f = sitting 2 3 5 0 4 0 760 3 | g = running 89 110 0 0 0 0 2 631 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4436 80.6692 % Incorrectly Classified Instances 1063 19.3308 % Kappa statistic 0.7754 Mean absolute error 0.0515 Root mean squared error 0.2096 Relative absolute error 23.9166 % Root relative squared error 63.8906 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.04 0.717 0.731 0.724 0.862 climbingdown 0.672 0.041 0.661 0.672 0.667 0.843 climbingup 0.932 0.001 0.932 0.932 0.932 0.965 jumping 0.793 0.035 0.803 0.793 0.798 0.923 lying 0.879 0.027 0.854 0.879 0.867 0.942 standing 0.761 0.04 0.775 0.761 0.768 0.894 sitting 0.983 0.002 0.986 0.983 0.985 0.991 running 0.767 0.037 0.785 0.767 0.776 0.895 walking Weighted Avg. 0.807 0.031 0.807 0.807 0.807 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 491 85 0 2 9 1 0 84 | a = climbingdown 96 392 0 0 5 1 1 88 | b = climbingup 1 2 109 0 0 0 4 1 | c = jumping 0 0 0 670 44 131 0 0 | d = lying 7 5 0 32 734 52 4 1 | e = standing 3 2 0 130 65 638 0 0 | f = sitting 3 1 6 0 2 0 764 1 | g = running 84 106 2 0 0 0 2 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4361 79.3198 % Incorrectly Classified Instances 1137 20.6802 % Kappa statistic 0.7597 Mean absolute error 0.0544 Root mean squared error 0.2172 Relative absolute error 25.2927 % Root relative squared error 66.2296 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.04 0.711 0.702 0.707 0.859 climbingdown 0.636 0.042 0.644 0.636 0.64 0.836 climbingup 0.906 0.002 0.914 0.906 0.91 0.967 jumping 0.786 0.042 0.771 0.786 0.778 0.904 lying 0.865 0.029 0.843 0.865 0.854 0.931 standing 0.739 0.039 0.774 0.739 0.756 0.88 sitting 0.988 0.003 0.982 0.988 0.985 0.994 running 0.769 0.044 0.757 0.769 0.763 0.893 walking Weighted Avg. 0.793 0.033 0.793 0.793 0.793 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 471 88 1 3 10 1 3 94 | a = climbingdown 97 371 1 0 3 0 4 107 | b = climbingup 5 1 106 0 0 0 4 1 | c = jumping 1 1 0 664 52 126 0 1 | d = lying 5 2 1 48 722 54 1 2 | e = standing 2 4 0 146 66 619 1 0 | f = sitting 1 2 5 0 1 0 768 0 | g = running 80 107 2 0 2 0 1 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4435 80.6657 % Incorrectly Classified Instances 1063 19.3343 % Kappa statistic 0.7753 Mean absolute error 0.0518 Root mean squared error 0.211 Relative absolute error 24.0764 % Root relative squared error 64.3375 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.041 0.714 0.733 0.724 0.87 climbingdown 0.63 0.038 0.665 0.63 0.647 0.831 climbingup 0.906 0.003 0.869 0.906 0.887 0.972 jumping 0.798 0.035 0.807 0.798 0.802 0.91 lying 0.88 0.024 0.866 0.88 0.873 0.944 standing 0.789 0.039 0.783 0.789 0.786 0.906 sitting 0.973 0.003 0.981 0.973 0.977 0.99 running 0.774 0.041 0.77 0.774 0.772 0.887 walking Weighted Avg. 0.807 0.031 0.806 0.807 0.806 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 492 81 1 2 11 6 3 75 | a = climbingdown 96 367 2 1 6 2 1 108 | b = climbingup 2 0 106 0 0 0 8 1 | c = jumping 0 2 0 674 42 125 1 1 | d = lying 4 1 0 41 735 50 1 3 | e = standing 6 0 0 117 52 661 0 2 | f = sitting 3 1 13 0 2 0 756 2 | g = running 86 100 0 0 1 0 1 644 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4423 80.4474 % Incorrectly Classified Instances 1075 19.5526 % Kappa statistic 0.7728 Mean absolute error 0.0519 Root mean squared error 0.2101 Relative absolute error 24.1051 % Root relative squared error 64.0552 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.042 0.702 0.72 0.711 0.86 climbingdown 0.658 0.04 0.661 0.658 0.659 0.858 climbingup 0.888 0.002 0.92 0.888 0.904 0.951 jumping 0.796 0.033 0.813 0.796 0.804 0.913 lying 0.874 0.027 0.855 0.874 0.864 0.946 standing 0.782 0.037 0.79 0.782 0.786 0.899 sitting 0.976 0.003 0.981 0.976 0.978 0.988 running 0.766 0.042 0.765 0.766 0.765 0.896 walking Weighted Avg. 0.804 0.031 0.805 0.804 0.805 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 483 86 1 0 9 3 0 89 | a = climbingdown 92 384 3 0 6 0 0 99 | b = climbingup 1 0 103 0 0 0 12 0 | c = jumping 0 1 0 672 49 121 0 1 | d = lying 14 2 0 34 730 50 2 3 | e = standing 2 3 0 121 57 656 0 0 | f = sitting 4 3 5 0 3 0 758 4 | g = running 92 102 0 0 0 0 1 637 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4438 80.7203 % Incorrectly Classified Instances 1060 19.2797 % Kappa statistic 0.7759 Mean absolute error 0.0513 Root mean squared error 0.2075 Relative absolute error 23.8668 % Root relative squared error 63.2678 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.041 0.701 0.699 0.7 0.864 climbingdown 0.664 0.039 0.671 0.664 0.668 0.849 climbingup 0.931 0.001 0.947 0.931 0.939 0.973 jumping 0.807 0.035 0.807 0.807 0.807 0.919 lying 0.866 0.024 0.864 0.866 0.865 0.937 standing 0.788 0.037 0.792 0.788 0.79 0.911 sitting 0.977 0.003 0.983 0.977 0.98 0.989 running 0.78 0.043 0.765 0.78 0.772 0.902 walking Weighted Avg. 0.807 0.031 0.807 0.807 0.807 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 469 97 2 1 6 1 5 90 | a = climbingdown 84 388 1 0 4 2 0 105 | b = climbingup 3 0 108 0 0 0 5 0 | c = jumping 3 0 0 681 41 119 0 0 | d = lying 3 6 0 48 722 49 2 4 | e = standing 3 2 0 114 59 661 0 0 | f = sitting 4 4 3 0 4 2 759 1 | g = running 100 81 0 0 0 1 1 650 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4417 80.3383 % Incorrectly Classified Instances 1081 19.6617 % Kappa statistic 0.7715 Mean absolute error 0.0523 Root mean squared error 0.2108 Relative absolute error 24.3292 % Root relative squared error 64.2649 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.042 0.701 0.711 0.706 0.872 climbingdown 0.635 0.037 0.668 0.635 0.651 0.84 climbingup 0.922 0.002 0.915 0.922 0.918 0.973 jumping 0.805 0.04 0.783 0.805 0.794 0.915 lying 0.89 0.023 0.876 0.89 0.883 0.942 standing 0.751 0.036 0.789 0.751 0.77 0.909 sitting 0.977 0.003 0.984 0.977 0.981 0.988 running 0.783 0.045 0.756 0.783 0.769 0.89 walking Weighted Avg. 0.803 0.031 0.803 0.803 0.803 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 477 88 0 1 4 2 1 98 | a = climbingdown 96 371 1 0 3 2 4 107 | b = climbingup 2 1 107 0 0 0 5 1 | c = jumping 2 1 0 679 44 118 0 0 | d = lying 5 6 0 33 742 44 1 3 | e = standing 4 1 0 154 49 630 0 1 | f = sitting 1 2 8 0 4 2 759 1 | g = running 93 85 1 0 1 0 1 652 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4442 80.7783 % Incorrectly Classified Instances 1057 19.2217 % Kappa statistic 0.7766 Mean absolute error 0.0517 Root mean squared error 0.2101 Relative absolute error 24.0074 % Root relative squared error 64.0591 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.04 0.709 0.702 0.706 0.859 climbingdown 0.649 0.038 0.668 0.649 0.659 0.839 climbingup 0.948 0.001 0.932 0.948 0.94 0.986 jumping 0.805 0.033 0.815 0.805 0.81 0.915 lying 0.867 0.022 0.874 0.867 0.871 0.937 standing 0.789 0.042 0.772 0.789 0.781 0.913 sitting 0.985 0.002 0.986 0.985 0.985 0.992 running 0.782 0.043 0.762 0.782 0.772 0.885 walking Weighted Avg. 0.808 0.031 0.808 0.808 0.808 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 472 97 2 1 7 4 0 89 | a = climbingdown 86 379 1 0 2 0 2 114 | b = climbingup 0 0 110 0 0 0 6 0 | c = jumping 0 0 0 679 34 131 0 0 | d = lying 11 5 0 34 724 60 1 0 | e = standing 0 0 0 118 58 662 1 0 | f = sitting 3 2 5 1 1 0 765 0 | g = running 94 84 0 0 2 0 1 651 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4444 80.8147 % Incorrectly Classified Instances 1055 19.1853 % Kappa statistic 0.7771 Mean absolute error 0.0512 Root mean squared error 0.2087 Relative absolute error 23.7861 % Root relative squared error 63.6372 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.04 0.715 0.728 0.721 0.874 climbingdown 0.666 0.037 0.682 0.666 0.674 0.846 climbingup 0.966 0.002 0.919 0.966 0.942 0.986 jumping 0.784 0.036 0.8 0.784 0.792 0.916 lying 0.869 0.026 0.857 0.869 0.863 0.933 standing 0.789 0.041 0.775 0.789 0.782 0.898 sitting 0.982 0.002 0.988 0.982 0.985 0.992 running 0.77 0.039 0.78 0.77 0.775 0.89 walking Weighted Avg. 0.808 0.031 0.808 0.808 0.808 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 489 86 3 0 8 4 3 79 | a = climbingdown 85 388 1 0 7 1 1 100 | b = climbingup 0 1 113 0 0 0 2 1 | c = jumping 0 0 0 662 51 130 0 1 | d = lying 9 1 0 44 726 53 2 0 | e = standing 2 2 0 122 51 662 0 0 | f = sitting 2 3 6 0 2 1 763 0 | g = running 97 88 0 0 2 3 1 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4405 80.1055 % Incorrectly Classified Instances 1094 19.8945 % Kappa statistic 0.7689 Mean absolute error 0.0528 Root mean squared error 0.2129 Relative absolute error 24.5534 % Root relative squared error 64.9203 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.047 0.68 0.725 0.702 0.872 climbingdown 0.669 0.039 0.671 0.669 0.67 0.849 climbingup 0.923 0.002 0.908 0.923 0.915 0.979 jumping 0.802 0.036 0.802 0.802 0.802 0.913 lying 0.878 0.025 0.862 0.878 0.87 0.947 standing 0.77 0.036 0.792 0.77 0.781 0.891 sitting 0.973 0.003 0.983 0.973 0.978 0.987 running 0.731 0.042 0.756 0.731 0.743 0.879 walking Weighted Avg. 0.801 0.032 0.802 0.801 0.801 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 487 77 0 0 8 1 0 99 | a = climbingdown 96 390 0 0 0 1 4 92 | b = climbingup 0 0 108 0 0 0 7 2 | c = jumping 3 0 0 677 42 122 0 0 | d = lying 10 1 0 45 733 44 0 2 | e = standing 6 4 0 122 61 646 0 0 | f = sitting 4 0 10 0 4 2 756 1 | g = running 110 109 1 0 2 0 2 608 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4425 80.4692 % Incorrectly Classified Instances 1074 19.5308 % Kappa statistic 0.7732 Mean absolute error 0.0518 Root mean squared error 0.2107 Relative absolute error 24.0968 % Root relative squared error 64.2467 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.749 0.044 0.705 0.749 0.726 0.886 climbingdown 0.654 0.041 0.656 0.654 0.655 0.842 climbingup 0.94 0.003 0.887 0.94 0.913 0.981 jumping 0.8 0.041 0.78 0.8 0.79 0.909 lying 0.885 0.025 0.862 0.885 0.874 0.945 standing 0.753 0.036 0.791 0.753 0.771 0.898 sitting 0.977 0.002 0.988 0.977 0.983 0.989 running 0.752 0.036 0.79 0.752 0.771 0.886 walking Weighted Avg. 0.805 0.031 0.805 0.805 0.805 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 503 81 4 3 6 2 2 71 | a = climbingdown 106 381 1 0 5 0 1 89 | b = climbingup 0 0 110 0 0 0 5 2 | c = jumping 0 1 0 675 43 124 0 1 | d = lying 7 2 1 44 739 41 0 1 | e = standing 4 1 0 143 58 631 0 1 | f = sitting 4 0 7 0 6 0 760 1 | g = running 89 115 1 0 0 0 1 626 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4402 80.0509 % Incorrectly Classified Instances 1097 19.9491 % Kappa statistic 0.7683 Mean absolute error 0.053 Root mean squared error 0.2127 Relative absolute error 24.6406 % Root relative squared error 64.8523 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.036 0.732 0.708 0.72 0.874 climbingdown 0.657 0.045 0.636 0.657 0.646 0.861 climbingup 0.923 0.003 0.878 0.923 0.9 0.984 jumping 0.796 0.036 0.802 0.796 0.799 0.911 lying 0.866 0.028 0.847 0.866 0.856 0.936 standing 0.772 0.039 0.78 0.772 0.776 0.896 sitting 0.982 0.003 0.983 0.982 0.983 0.992 running 0.756 0.042 0.762 0.756 0.759 0.889 walking Weighted Avg. 0.801 0.032 0.801 0.801 0.8 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 476 85 1 0 11 3 3 93 | a = climbingdown 87 383 7 0 2 2 1 101 | b = climbingup 1 2 108 0 0 0 6 0 | c = jumping 2 0 0 672 54 116 0 0 | d = lying 3 4 0 40 723 61 1 3 | e = standing 3 3 0 126 59 647 0 0 | f = sitting 4 1 5 0 4 0 764 0 | g = running 74 124 2 0 1 0 2 629 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4447 80.884 % Incorrectly Classified Instances 1051 19.116 % Kappa statistic 0.7779 Mean absolute error 0.051 Root mean squared error 0.2091 Relative absolute error 23.6816 % Root relative squared error 63.7621 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.736 0.037 0.735 0.736 0.736 0.876 climbingdown 0.648 0.038 0.667 0.648 0.657 0.835 climbingup 0.957 0.001 0.941 0.957 0.949 0.986 jumping 0.789 0.034 0.81 0.789 0.8 0.913 lying 0.887 0.03 0.843 0.887 0.865 0.944 standing 0.77 0.036 0.794 0.77 0.782 0.907 sitting 0.99 0.003 0.985 0.99 0.987 0.996 running 0.771 0.044 0.759 0.771 0.765 0.885 walking Weighted Avg. 0.809 0.031 0.808 0.809 0.808 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 494 83 2 3 4 0 3 82 | a = climbingdown 76 378 2 0 6 1 1 119 | b = climbingup 0 0 111 0 0 0 5 0 | c = jumping 3 1 0 666 50 124 0 0 | d = lying 4 2 0 42 741 42 2 2 | e = standing 2 2 0 111 77 645 1 0 | f = sitting 1 3 2 0 1 0 770 1 | g = running 92 98 1 0 0 0 0 642 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4403 80.0837 % Incorrectly Classified Instances 1095 19.9163 % Kappa statistic 0.7686 Mean absolute error 0.0529 Root mean squared error 0.2125 Relative absolute error 24.5684 % Root relative squared error 64.7826 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.042 0.698 0.7 0.699 0.86 climbingdown 0.656 0.044 0.639 0.656 0.648 0.839 climbingup 0.871 0.002 0.918 0.871 0.894 0.95 jumping 0.813 0.039 0.791 0.813 0.802 0.92 lying 0.862 0.024 0.866 0.862 0.864 0.936 standing 0.772 0.037 0.791 0.772 0.781 0.911 sitting 0.983 0.003 0.985 0.983 0.984 0.993 running 0.759 0.041 0.768 0.759 0.763 0.893 walking Weighted Avg. 0.801 0.032 0.801 0.801 0.801 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 470 97 1 0 12 1 2 88 | a = climbingdown 96 383 1 1 4 0 1 98 | b = climbingup 6 1 101 0 0 0 7 1 | c = jumping 1 1 0 687 43 113 0 0 | d = lying 4 5 0 44 719 57 1 4 | e = standing 2 3 0 137 49 647 0 0 | f = sitting 2 3 6 0 2 0 764 0 | g = running 92 106 1 0 1 0 1 632 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4370 79.4834 % Incorrectly Classified Instances 1128 20.5166 % Kappa statistic 0.7616 Mean absolute error 0.0542 Root mean squared error 0.2161 Relative absolute error 25.2139 % Root relative squared error 65.8774 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.044 0.693 0.711 0.702 0.862 climbingdown 0.644 0.042 0.647 0.644 0.645 0.834 climbingup 0.871 0.002 0.894 0.871 0.882 0.955 jumping 0.787 0.038 0.789 0.787 0.788 0.908 lying 0.859 0.024 0.865 0.859 0.862 0.932 standing 0.772 0.04 0.777 0.772 0.775 0.903 sitting 0.969 0.004 0.973 0.969 0.971 0.984 running 0.762 0.044 0.757 0.762 0.76 0.884 walking Weighted Avg. 0.795 0.033 0.795 0.795 0.795 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 477 92 1 2 3 1 1 94 | a = climbingdown 95 376 2 0 4 2 2 103 | b = climbingup 0 0 101 0 0 0 15 0 | c = jumping 5 1 0 665 43 130 0 1 | d = lying 11 7 0 44 716 52 1 3 | e = standing 2 0 0 131 58 648 0 0 | f = sitting 5 6 9 0 2 0 753 2 | g = running 93 99 0 1 2 1 2 634 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4364 79.3743 % Incorrectly Classified Instances 1134 20.6257 % Kappa statistic 0.7602 Mean absolute error 0.0543 Root mean squared error 0.2163 Relative absolute error 25.2254 % Root relative squared error 65.9557 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.042 0.699 0.709 0.704 0.87 climbingdown 0.604 0.035 0.672 0.604 0.637 0.816 climbingup 0.897 0.002 0.912 0.897 0.904 0.967 jumping 0.808 0.041 0.781 0.808 0.795 0.91 lying 0.865 0.031 0.832 0.865 0.848 0.935 standing 0.735 0.037 0.781 0.735 0.758 0.889 sitting 0.974 0.003 0.982 0.974 0.978 0.99 running 0.785 0.048 0.745 0.785 0.765 0.898 walking Weighted Avg. 0.794 0.033 0.793 0.794 0.793 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 476 89 1 0 5 4 0 96 | a = climbingdown 92 353 0 1 8 1 5 124 | b = climbingup 2 2 104 0 0 0 6 2 | c = jumping 0 0 0 683 51 111 0 0 | d = lying 8 1 0 46 721 57 1 0 | e = standing 1 1 0 144 76 617 0 0 | f = sitting 5 1 8 0 5 0 757 1 | g = running 97 78 1 0 1 0 2 653 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4345 79.0287 % Incorrectly Classified Instances 1153 20.9713 % Kappa statistic 0.7563 Mean absolute error 0.0556 Root mean squared error 0.2191 Relative absolute error 25.8272 % Root relative squared error 66.8042 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.049 0.666 0.706 0.685 0.858 climbingdown 0.628 0.043 0.634 0.628 0.631 0.813 climbingup 0.871 0.001 0.971 0.871 0.918 0.943 jumping 0.763 0.037 0.789 0.763 0.776 0.901 lying 0.88 0.025 0.865 0.88 0.872 0.943 standing 0.777 0.04 0.778 0.777 0.778 0.898 sitting 0.974 0.003 0.979 0.974 0.977 0.987 running 0.739 0.045 0.745 0.739 0.742 0.872 walking Weighted Avg. 0.79 0.033 0.791 0.79 0.791 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 474 93 0 0 7 2 1 94 | a = climbingdown 99 367 1 0 3 0 2 112 | b = climbingup 3 1 101 0 0 0 10 1 | c = jumping 4 2 0 645 50 144 0 0 | d = lying 11 2 0 44 734 40 2 1 | e = standing 7 3 0 127 50 652 0 0 | f = sitting 7 4 2 0 4 0 757 3 | g = running 107 107 0 1 1 0 1 615 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4413 80.251 % Incorrectly Classified Instances 1086 19.749 % Kappa statistic 0.7705 Mean absolute error 0.0522 Root mean squared error 0.2109 Relative absolute error 24.2691 % Root relative squared error 64.3035 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.036 0.734 0.723 0.729 0.866 climbingdown 0.69 0.04 0.671 0.69 0.68 0.865 climbingup 0.922 0.001 0.93 0.922 0.926 0.971 jumping 0.781 0.04 0.778 0.781 0.779 0.905 lying 0.866 0.025 0.86 0.866 0.863 0.94 standing 0.757 0.039 0.778 0.757 0.767 0.897 sitting 0.979 0.003 0.981 0.979 0.98 0.99 running 0.768 0.043 0.76 0.768 0.764 0.891 walking Weighted Avg. 0.803 0.032 0.803 0.803 0.803 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 486 86 0 3 7 2 2 86 | a = climbingdown 67 403 1 0 3 2 2 106 | b = climbingup 0 1 107 0 0 0 6 2 | c = jumping 2 0 0 659 51 131 0 1 | d = lying 11 6 0 44 723 45 1 5 | e = standing 5 1 0 140 57 634 1 0 | f = sitting 3 2 7 1 0 1 762 2 | g = running 88 102 0 0 0 0 3 639 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4420 80.3783 % Incorrectly Classified Instances 1079 19.6217 % Kappa statistic 0.772 Mean absolute error 0.0519 Root mean squared error 0.2119 Relative absolute error 24.1143 % Root relative squared error 64.6043 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.045 0.695 0.732 0.713 0.859 climbingdown 0.664 0.038 0.676 0.664 0.67 0.845 climbingup 0.905 0.002 0.913 0.905 0.909 0.959 jumping 0.791 0.032 0.82 0.791 0.805 0.918 lying 0.869 0.026 0.859 0.869 0.864 0.939 standing 0.778 0.042 0.77 0.778 0.774 0.9 sitting 0.977 0.003 0.981 0.977 0.979 0.99 running 0.757 0.041 0.767 0.757 0.762 0.886 walking Weighted Avg. 0.804 0.031 0.804 0.804 0.804 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 492 85 1 1 6 1 2 84 | a = climbingdown 87 388 2 0 3 2 0 102 | b = climbingup 2 2 105 0 0 0 7 0 | c = jumping 0 0 0 668 43 133 0 1 | d = lying 7 0 1 35 726 59 4 3 | e = standing 9 1 0 110 64 652 1 1 | f = sitting 8 2 6 0 2 0 759 0 | g = running 103 96 0 1 1 0 1 630 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4404 80.0873 % Incorrectly Classified Instances 1095 19.9127 % Kappa statistic 0.7685 Mean absolute error 0.0526 Root mean squared error 0.2131 Relative absolute error 24.4468 % Root relative squared error 64.9805 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.04 0.711 0.714 0.713 0.865 climbingdown 0.659 0.036 0.683 0.659 0.671 0.851 climbingup 0.905 0.001 0.963 0.905 0.933 0.965 jumping 0.776 0.038 0.788 0.776 0.782 0.902 lying 0.851 0.026 0.855 0.851 0.853 0.934 standing 0.779 0.042 0.768 0.779 0.774 0.902 sitting 0.982 0.003 0.982 0.982 0.982 0.992 running 0.782 0.045 0.757 0.782 0.77 0.889 walking Weighted Avg. 0.801 0.032 0.801 0.801 0.801 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 480 73 1 2 12 2 3 99 | a = climbingdown 95 385 0 0 1 2 0 101 | b = climbingup 2 2 105 0 0 0 6 1 | c = jumping 1 0 0 656 47 141 0 0 | d = lying 9 8 0 47 711 52 4 4 | e = standing 2 2 0 126 54 653 0 1 | f = sitting 1 2 2 1 5 0 763 3 | g = running 85 92 1 0 2 0 1 651 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4396 79.9418 % Incorrectly Classified Instances 1103 20.0582 % Kappa statistic 0.7669 Mean absolute error 0.0531 Root mean squared error 0.2134 Relative absolute error 24.6573 % Root relative squared error 65.0594 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.04 0.715 0.723 0.719 0.864 climbingdown 0.656 0.039 0.664 0.656 0.66 0.845 climbingup 0.853 0.002 0.892 0.853 0.872 0.945 jumping 0.786 0.036 0.799 0.786 0.792 0.907 lying 0.855 0.031 0.832 0.855 0.843 0.93 standing 0.77 0.04 0.775 0.77 0.772 0.902 sitting 0.974 0.005 0.971 0.974 0.972 0.987 running 0.779 0.039 0.781 0.779 0.78 0.897 walking Weighted Avg. 0.799 0.032 0.799 0.799 0.799 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 486 81 0 0 14 4 2 85 | a = climbingdown 94 383 0 1 6 3 4 93 | b = climbingup 4 1 99 0 0 0 11 1 | c = jumping 3 0 0 664 56 122 0 0 | d = lying 9 9 0 41 714 56 4 2 | e = standing 4 1 0 125 63 645 0 0 | f = sitting 2 2 12 0 2 1 757 1 | g = running 78 100 0 0 3 1 2 648 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4434 80.6328 % Incorrectly Classified Instances 1065 19.3672 % Kappa statistic 0.775 Mean absolute error 0.0519 Root mean squared error 0.2103 Relative absolute error 24.1392 % Root relative squared error 64.1068 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.048 0.677 0.724 0.7 0.861 climbingdown 0.627 0.043 0.637 0.627 0.632 0.837 climbingup 0.888 0.002 0.912 0.888 0.9 0.956 jumping 0.831 0.032 0.826 0.831 0.828 0.925 lying 0.883 0.021 0.883 0.883 0.883 0.943 standing 0.805 0.032 0.819 0.805 0.812 0.924 sitting 0.974 0.004 0.978 0.974 0.976 0.989 running 0.731 0.043 0.751 0.731 0.741 0.883 walking Weighted Avg. 0.806 0.03 0.807 0.806 0.807 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 486 84 2 1 4 4 1 89 | a = climbingdown 105 366 1 0 0 1 3 108 | b = climbingup 1 0 103 0 0 0 11 1 | c = jumping 2 0 0 702 41 100 0 0 | d = lying 12 3 0 35 737 43 1 4 | e = standing 5 2 0 111 46 675 0 0 | f = sitting 6 2 7 0 4 1 757 0 | g = running 101 118 0 1 3 0 1 608 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4418 80.3565 % Incorrectly Classified Instances 1080 19.6435 % Kappa statistic 0.7717 Mean absolute error 0.0532 Root mean squared error 0.2119 Relative absolute error 24.7153 % Root relative squared error 64.6113 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.044 0.702 0.751 0.726 0.873 climbingdown 0.657 0.033 0.703 0.657 0.679 0.838 climbingup 0.94 0.002 0.924 0.94 0.932 0.981 jumping 0.786 0.036 0.797 0.786 0.791 0.913 lying 0.865 0.029 0.841 0.865 0.852 0.931 standing 0.763 0.04 0.774 0.763 0.768 0.904 sitting 0.972 0.003 0.983 0.972 0.977 0.988 running 0.77 0.041 0.772 0.77 0.771 0.89 walking Weighted Avg. 0.804 0.032 0.804 0.804 0.803 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 504 68 1 1 2 2 3 90 | a = climbingdown 96 383 0 1 6 1 1 95 | b = climbingup 0 0 110 0 0 0 7 0 | c = jumping 1 0 0 663 53 127 0 0 | d = lying 5 5 0 43 722 57 0 3 | e = standing 4 3 0 124 68 640 0 0 | f = sitting 7 3 7 0 4 0 755 1 | g = running 101 83 1 0 4 0 2 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4422 80.4292 % Incorrectly Classified Instances 1076 19.5708 % Kappa statistic 0.7726 Mean absolute error 0.0518 Root mean squared error 0.2114 Relative absolute error 24.0672 % Root relative squared error 64.4441 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.038 0.726 0.73 0.728 0.874 climbingdown 0.679 0.042 0.66 0.679 0.669 0.855 climbingup 0.915 0.001 0.947 0.915 0.93 0.961 jumping 0.777 0.03 0.823 0.777 0.8 0.903 lying 0.868 0.028 0.847 0.868 0.857 0.934 standing 0.788 0.043 0.769 0.788 0.778 0.907 sitting 0.982 0.003 0.981 0.982 0.981 0.993 running 0.75 0.042 0.762 0.75 0.756 0.885 walking Weighted Avg. 0.804 0.031 0.805 0.804 0.804 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 490 79 0 1 7 1 3 90 | a = climbingdown 82 396 1 0 4 1 2 97 | b = climbingup 0 2 107 0 0 0 8 0 | c = jumping 0 1 0 656 50 135 1 1 | d = lying 7 6 0 31 724 61 0 5 | e = standing 1 1 0 109 66 661 0 1 | f = sitting 0 6 4 0 2 1 763 1 | g = running 95 109 1 0 2 0 1 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4416 80.3201 % Incorrectly Classified Instances 1082 19.6799 % Kappa statistic 0.7713 Mean absolute error 0.0523 Root mean squared error 0.2108 Relative absolute error 24.3183 % Root relative squared error 64.262 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.042 0.701 0.705 0.703 0.873 climbingdown 0.63 0.04 0.648 0.63 0.639 0.84 climbingup 0.957 0.001 0.941 0.957 0.949 0.986 jumping 0.778 0.035 0.799 0.778 0.789 0.908 lying 0.859 0.024 0.866 0.859 0.862 0.933 standing 0.801 0.04 0.784 0.801 0.792 0.91 sitting 0.987 0.003 0.985 0.987 0.986 0.994 running 0.783 0.043 0.764 0.783 0.773 0.895 walking Weighted Avg. 0.803 0.031 0.803 0.803 0.803 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 473 93 1 1 6 4 3 90 | a = climbingdown 100 367 0 0 2 2 3 109 | b = climbingup 0 0 112 0 0 0 4 1 | c = jumping 2 1 0 657 57 127 0 0 | d = lying 14 4 0 46 716 52 1 1 | e = standing 3 3 0 118 43 672 0 0 | f = sitting 1 1 5 0 3 0 767 0 | g = running 82 97 1 0 0 0 1 652 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4421 80.4111 % Incorrectly Classified Instances 1077 19.5889 % Kappa statistic 0.7724 Mean absolute error 0.0521 Root mean squared error 0.2103 Relative absolute error 24.2071 % Root relative squared error 64.1213 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.04 0.716 0.729 0.722 0.871 climbingdown 0.688 0.037 0.685 0.688 0.687 0.863 climbingup 0.897 0.002 0.913 0.897 0.905 0.948 jumping 0.806 0.04 0.783 0.806 0.794 0.923 lying 0.854 0.028 0.845 0.854 0.849 0.931 standing 0.758 0.037 0.785 0.758 0.771 0.9 sitting 0.985 0.003 0.982 0.985 0.983 0.993 running 0.76 0.039 0.776 0.76 0.768 0.888 walking Weighted Avg. 0.804 0.031 0.804 0.804 0.804 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 489 73 2 0 5 5 2 95 | a = climbingdown 88 401 2 0 4 2 1 85 | b = climbingup 0 2 105 0 0 0 9 1 | c = jumping 1 1 0 680 47 115 0 0 | d = lying 7 2 1 58 712 52 1 1 | e = standing 0 2 0 130 71 636 0 0 | f = sitting 2 2 4 0 4 0 766 0 | g = running 96 102 1 0 0 0 1 632 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4466 81.2295 % Incorrectly Classified Instances 1032 18.7705 % Kappa statistic 0.7818 Mean absolute error 0.0506 Root mean squared error 0.2073 Relative absolute error 23.4988 % Root relative squared error 63.1999 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.04 0.728 0.768 0.747 0.886 climbingdown 0.635 0.034 0.688 0.635 0.66 0.844 climbingup 0.94 0.001 0.932 0.94 0.936 0.981 jumping 0.806 0.036 0.804 0.806 0.805 0.907 lying 0.884 0.026 0.857 0.884 0.87 0.937 standing 0.768 0.036 0.794 0.768 0.781 0.896 sitting 0.982 0.003 0.985 0.982 0.983 0.992 running 0.776 0.042 0.768 0.776 0.772 0.889 walking Weighted Avg. 0.812 0.03 0.812 0.812 0.812 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 516 62 2 1 6 5 0 80 | a = climbingdown 95 370 1 0 2 1 2 112 | b = climbingup 0 0 109 0 0 0 7 0 | c = jumping 1 0 0 680 46 116 1 0 | d = lying 4 6 0 40 737 44 1 2 | e = standing 2 2 0 125 65 644 1 0 | f = sitting 3 2 5 0 2 1 764 1 | g = running 88 96 0 0 2 0 0 646 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4425 80.4692 % Incorrectly Classified Instances 1074 19.5308 % Kappa statistic 0.7731 Mean absolute error 0.0523 Root mean squared error 0.211 Relative absolute error 24.3298 % Root relative squared error 64.3386 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.041 0.713 0.737 0.725 0.882 climbingdown 0.664 0.043 0.649 0.664 0.656 0.835 climbingup 0.914 0.001 0.93 0.914 0.922 0.972 jumping 0.805 0.038 0.793 0.805 0.799 0.906 lying 0.866 0.023 0.873 0.866 0.869 0.935 standing 0.791 0.037 0.794 0.791 0.793 0.912 sitting 0.981 0.003 0.983 0.981 0.982 0.991 running 0.731 0.041 0.761 0.731 0.746 0.869 walking Weighted Avg. 0.805 0.031 0.805 0.805 0.805 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 495 76 0 0 9 1 4 87 | a = climbingdown 85 387 1 1 3 2 1 103 | b = climbingup 2 2 106 0 0 0 6 0 | c = jumping 0 0 0 680 47 118 0 0 | d = lying 8 3 0 48 722 51 1 1 | e = standing 2 2 0 128 43 664 0 0 | f = sitting 4 2 7 0 2 0 763 0 | g = running 98 124 0 0 1 0 1 608 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4397 79.96 % Incorrectly Classified Instances 1102 20.04 % Kappa statistic 0.7672 Mean absolute error 0.0533 Root mean squared error 0.2138 Relative absolute error 24.7957 % Root relative squared error 65.1739 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.044 0.694 0.718 0.706 0.865 climbingdown 0.673 0.041 0.659 0.673 0.666 0.848 climbingup 0.923 0.002 0.908 0.923 0.915 0.966 jumping 0.805 0.036 0.801 0.805 0.803 0.916 lying 0.862 0.027 0.853 0.862 0.857 0.936 standing 0.768 0.039 0.781 0.768 0.775 0.906 sitting 0.978 0.003 0.981 0.978 0.979 0.988 running 0.733 0.04 0.766 0.733 0.749 0.87 walking Weighted Avg. 0.8 0.032 0.8 0.8 0.8 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 482 84 5 1 12 2 1 84 | a = climbingdown 87 393 0 0 5 1 2 96 | b = climbingup 0 2 108 0 0 0 7 0 | c = jumping 1 2 0 680 41 121 0 0 | d = lying 8 3 0 42 719 56 4 2 | e = standing 1 2 0 125 65 644 1 0 | f = sitting 5 1 6 0 0 1 761 4 | g = running 111 109 0 1 1 0 0 610 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4434 80.6328 % Incorrectly Classified Instances 1065 19.3672 % Kappa statistic 0.7749 Mean absolute error 0.0516 Root mean squared error 0.2097 Relative absolute error 23.9971 % Root relative squared error 63.939 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.038 0.72 0.709 0.715 0.864 climbingdown 0.644 0.038 0.668 0.644 0.656 0.846 climbingup 0.906 0.001 0.938 0.906 0.922 0.986 jumping 0.772 0.036 0.794 0.772 0.783 0.9 lying 0.897 0.026 0.859 0.897 0.877 0.945 standing 0.772 0.039 0.78 0.772 0.776 0.908 sitting 0.982 0.002 0.986 0.982 0.984 0.993 running 0.799 0.043 0.769 0.799 0.784 0.901 walking Weighted Avg. 0.806 0.031 0.806 0.806 0.806 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 476 96 1 2 9 1 0 86 | a = climbingdown 94 376 1 0 1 0 4 108 | b = climbingup 2 2 106 0 0 0 6 1 | c = jumping 2 1 0 652 47 143 0 0 | d = lying 5 2 0 40 748 38 0 1 | e = standing 0 1 0 127 63 647 0 0 | f = sitting 0 2 4 0 3 1 764 4 | g = running 82 83 1 0 0 0 1 665 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4432 80.5965 % Incorrectly Classified Instances 1067 19.4035 % Kappa statistic 0.7745 Mean absolute error 0.0519 Root mean squared error 0.2106 Relative absolute error 24.1262 % Root relative squared error 64.2207 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.043 0.699 0.715 0.707 0.864 climbingdown 0.664 0.038 0.672 0.664 0.668 0.855 climbingup 0.915 0.001 0.93 0.915 0.922 0.971 jumping 0.791 0.035 0.806 0.791 0.798 0.907 lying 0.865 0.025 0.86 0.865 0.862 0.941 standing 0.801 0.038 0.792 0.801 0.796 0.911 sitting 0.981 0.004 0.976 0.981 0.978 0.991 running 0.762 0.041 0.77 0.762 0.766 0.882 walking Weighted Avg. 0.806 0.031 0.806 0.806 0.806 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 480 87 1 2 10 1 3 87 | a = climbingdown 90 388 1 0 3 3 1 98 | b = climbingup 2 1 107 0 0 0 7 0 | c = jumping 2 2 0 668 50 118 3 2 | d = lying 9 3 0 46 721 52 1 2 | e = standing 4 1 0 112 49 671 1 0 | f = sitting 1 2 6 0 4 1 762 1 | g = running 99 93 0 1 1 1 3 635 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4447 80.8692 % Incorrectly Classified Instances 1052 19.1308 % Kappa statistic 0.7777 Mean absolute error 0.0514 Root mean squared error 0.2085 Relative absolute error 23.8723 % Root relative squared error 63.5693 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.036 0.734 0.708 0.721 0.863 climbingdown 0.675 0.04 0.664 0.675 0.669 0.849 climbingup 0.915 0.001 0.947 0.915 0.93 0.959 jumping 0.8 0.035 0.806 0.8 0.803 0.918 lying 0.859 0.031 0.834 0.859 0.846 0.931 standing 0.782 0.037 0.793 0.782 0.787 0.907 sitting 0.988 0.002 0.987 0.988 0.988 0.993 running 0.788 0.041 0.776 0.788 0.782 0.899 walking Weighted Avg. 0.809 0.031 0.809 0.809 0.809 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 475 92 1 0 4 3 2 94 | a = climbingdown 88 394 2 1 5 1 1 92 | b = climbingup 1 2 107 0 0 0 6 1 | c = jumping 0 0 0 675 61 108 0 0 | d = lying 10 2 0 44 717 59 1 2 | e = standing 1 0 0 117 65 655 0 0 | f = sitting 1 0 3 0 5 0 768 0 | g = running 71 103 0 0 3 0 0 656 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4430 80.5748 % Incorrectly Classified Instances 1068 19.4252 % Kappa statistic 0.7743 Mean absolute error 0.0514 Root mean squared error 0.2093 Relative absolute error 23.9111 % Root relative squared error 63.8249 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.044 0.698 0.735 0.716 0.873 climbingdown 0.644 0.039 0.664 0.644 0.654 0.844 climbingup 0.905 0.001 0.929 0.905 0.917 0.976 jumping 0.807 0.04 0.785 0.807 0.796 0.916 lying 0.89 0.026 0.862 0.89 0.876 0.943 standing 0.756 0.032 0.809 0.756 0.781 0.895 sitting 0.976 0.003 0.982 0.976 0.979 0.992 running 0.769 0.04 0.774 0.769 0.772 0.889 walking Weighted Avg. 0.806 0.031 0.806 0.806 0.806 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 493 79 0 1 11 3 1 83 | a = climbingdown 105 376 1 1 1 0 0 100 | b = climbingup 1 0 105 0 0 0 10 0 | c = jumping 4 0 0 681 40 119 0 0 | d = lying 5 4 0 50 743 28 2 3 | e = standing 6 2 0 135 62 634 0 0 | f = sitting 4 4 6 0 4 0 758 1 | g = running 88 101 1 0 1 0 1 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4439 80.7385 % Incorrectly Classified Instances 1059 19.2615 % Kappa statistic 0.7761 Mean absolute error 0.052 Root mean squared error 0.2101 Relative absolute error 24.1912 % Root relative squared error 64.0617 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.036 0.732 0.704 0.718 0.866 climbingdown 0.66 0.038 0.671 0.66 0.666 0.847 climbingup 0.914 0.001 0.938 0.914 0.926 0.964 jumping 0.808 0.039 0.789 0.808 0.799 0.914 lying 0.868 0.029 0.843 0.868 0.855 0.933 standing 0.768 0.033 0.809 0.768 0.788 0.903 sitting 0.985 0.003 0.985 0.985 0.985 0.994 running 0.792 0.045 0.759 0.792 0.775 0.899 walking Weighted Avg. 0.807 0.031 0.807 0.807 0.807 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 473 87 2 4 9 2 3 92 | a = climbingdown 81 385 1 0 2 2 1 111 | b = climbingup 2 2 106 0 1 0 5 0 | c = jumping 2 0 0 682 56 104 0 0 | d = lying 5 5 0 51 725 44 1 4 | e = standing 3 3 0 126 62 644 0 1 | f = sitting 2 1 2 1 5 0 765 1 | g = running 78 91 2 0 0 0 2 659 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4404 80.1019 % Incorrectly Classified Instances 1094 19.8981 % Kappa statistic 0.7688 Mean absolute error 0.0528 Root mean squared error 0.2125 Relative absolute error 24.5621 % Root relative squared error 64.8 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.039 0.723 0.737 0.73 0.876 climbingdown 0.652 0.04 0.659 0.652 0.655 0.832 climbingup 0.914 0.002 0.891 0.914 0.902 0.968 jumping 0.801 0.039 0.79 0.801 0.795 0.912 lying 0.854 0.024 0.864 0.854 0.859 0.938 standing 0.753 0.041 0.769 0.753 0.761 0.896 sitting 0.983 0.003 0.983 0.983 0.983 0.993 running 0.767 0.043 0.762 0.767 0.765 0.889 walking Weighted Avg. 0.801 0.032 0.801 0.801 0.801 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 495 82 2 1 6 4 0 82 | a = climbingdown 83 380 3 1 5 1 1 109 | b = climbingup 0 0 106 0 0 0 8 2 | c = jumping 2 1 0 676 38 126 0 1 | d = lying 8 8 1 42 713 59 1 3 | e = standing 4 5 0 136 61 632 0 1 | f = sitting 2 2 6 0 2 0 764 1 | g = running 91 99 1 0 0 0 3 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4406 80.1382 % Incorrectly Classified Instances 1092 19.8618 % Kappa statistic 0.7692 Mean absolute error 0.053 Root mean squared error 0.2128 Relative absolute error 24.6229 % Root relative squared error 64.8718 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.04 0.706 0.693 0.7 0.859 climbingdown 0.645 0.043 0.643 0.645 0.644 0.853 climbingup 0.905 0.001 0.946 0.905 0.925 0.965 jumping 0.783 0.036 0.799 0.783 0.791 0.907 lying 0.871 0.026 0.857 0.871 0.864 0.944 standing 0.787 0.038 0.787 0.787 0.787 0.912 sitting 0.979 0.003 0.981 0.979 0.98 0.991 running 0.781 0.043 0.763 0.781 0.772 0.894 walking Weighted Avg. 0.801 0.032 0.801 0.801 0.801 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 466 99 2 0 9 2 4 90 | a = climbingdown 96 376 0 0 2 1 1 107 | b = climbingup 2 0 105 0 0 0 6 3 | c = jumping 1 1 0 661 53 128 0 0 | d = lying 8 7 0 44 727 46 3 0 | e = standing 2 2 0 121 54 660 0 0 | f = sitting 4 2 4 1 1 2 761 2 | g = running 81 98 0 0 2 0 1 650 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4396 79.9563 % Incorrectly Classified Instances 1102 20.0437 % Kappa statistic 0.7671 Mean absolute error 0.0536 Root mean squared error 0.2143 Relative absolute error 24.9188 % Root relative squared error 65.3302 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.045 0.693 0.729 0.711 0.86 climbingdown 0.645 0.037 0.671 0.645 0.658 0.838 climbingup 0.931 0.001 0.931 0.931 0.931 0.978 jumping 0.795 0.044 0.768 0.795 0.781 0.904 lying 0.866 0.027 0.852 0.866 0.859 0.934 standing 0.743 0.038 0.781 0.743 0.761 0.889 sitting 0.981 0.002 0.988 0.981 0.984 0.991 running 0.773 0.039 0.781 0.773 0.777 0.88 walking Weighted Avg. 0.8 0.032 0.8 0.8 0.799 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 490 90 1 0 7 2 1 81 | a = climbingdown 102 376 2 1 5 1 2 94 | b = climbingup 1 1 108 0 0 0 4 2 | c = jumping 2 0 0 671 58 113 0 0 | d = lying 5 2 1 46 723 56 1 1 | e = standing 4 3 0 156 52 623 1 0 | f = sitting 2 4 4 0 2 1 762 2 | g = running 101 84 0 0 2 2 0 643 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4391 79.8509 % Incorrectly Classified Instances 1108 20.1491 % Kappa statistic 0.7659 Mean absolute error 0.0534 Root mean squared error 0.2146 Relative absolute error 24.8029 % Root relative squared error 65.423 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.045 0.69 0.719 0.704 0.869 climbingdown 0.678 0.038 0.682 0.678 0.68 0.864 climbingup 0.897 0.002 0.904 0.897 0.9 0.963 jumping 0.791 0.038 0.791 0.791 0.791 0.91 lying 0.871 0.03 0.839 0.871 0.855 0.935 standing 0.745 0.038 0.778 0.745 0.761 0.891 sitting 0.977 0.003 0.979 0.977 0.978 0.991 running 0.757 0.04 0.772 0.757 0.765 0.882 walking Weighted Avg. 0.799 0.032 0.799 0.799 0.798 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 483 78 1 0 5 3 2 100 | a = climbingdown 101 396 0 0 1 1 1 84 | b = climbingup 2 0 104 0 0 0 10 0 | c = jumping 1 0 0 668 50 125 0 1 | d = lying 7 7 0 43 727 49 1 1 | e = standing 5 0 0 133 76 624 0 0 | f = sitting 1 3 8 0 6 0 759 0 | g = running 100 97 2 0 1 0 2 630 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4426 80.4874 % Incorrectly Classified Instances 1073 19.5126 % Kappa statistic 0.7732 Mean absolute error 0.0516 Root mean squared error 0.2106 Relative absolute error 23.9841 % Root relative squared error 64.1946 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.044 0.698 0.725 0.711 0.867 climbingdown 0.645 0.035 0.689 0.645 0.666 0.857 climbingup 0.932 0.001 0.965 0.932 0.948 0.982 jumping 0.791 0.036 0.801 0.791 0.796 0.908 lying 0.859 0.028 0.846 0.859 0.852 0.939 standing 0.79 0.037 0.795 0.79 0.792 0.911 sitting 0.978 0.002 0.987 0.978 0.983 0.989 running 0.778 0.045 0.755 0.778 0.766 0.896 walking Weighted Avg. 0.805 0.031 0.805 0.805 0.805 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 487 73 0 1 8 1 2 100 | a = climbingdown 96 376 0 1 0 2 0 108 | b = climbingup 0 1 109 0 0 0 7 0 | c = jumping 0 1 0 668 63 113 0 0 | d = lying 7 4 0 50 717 55 1 1 | e = standing 5 2 0 114 55 662 0 0 | f = sitting 5 4 4 0 3 0 760 1 | g = running 98 85 0 0 2 0 0 647 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4394 79.9054 % Incorrectly Classified Instances 1105 20.0946 % Kappa statistic 0.7665 Mean absolute error 0.0537 Root mean squared error 0.2137 Relative absolute error 24.9503 % Root relative squared error 65.1398 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.042 0.695 0.689 0.692 0.847 climbingdown 0.654 0.041 0.656 0.654 0.655 0.844 climbingup 0.966 0.001 0.942 0.966 0.954 0.986 jumping 0.783 0.041 0.778 0.783 0.781 0.907 lying 0.871 0.026 0.859 0.871 0.865 0.933 standing 0.761 0.039 0.777 0.761 0.769 0.896 sitting 0.985 0.003 0.985 0.985 0.985 0.992 running 0.776 0.041 0.771 0.776 0.773 0.887 walking Weighted Avg. 0.799 0.032 0.799 0.799 0.799 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 462 94 1 3 8 4 2 97 | a = climbingdown 100 381 1 0 3 2 2 94 | b = climbingup 0 0 113 0 0 0 4 0 | c = jumping 1 0 0 662 51 131 0 0 | d = lying 3 9 0 47 727 45 4 0 | e = standing 2 5 0 138 55 638 0 0 | f = sitting 4 1 4 0 2 0 765 1 | g = running 93 91 1 1 0 1 0 646 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4438 80.7056 % Incorrectly Classified Instances 1061 19.2944 % Kappa statistic 0.7758 Mean absolute error 0.0516 Root mean squared error 0.2107 Relative absolute error 23.9854 % Root relative squared error 64.2404 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.037 0.729 0.717 0.723 0.862 climbingdown 0.679 0.045 0.644 0.679 0.661 0.859 climbingup 0.915 0.001 0.93 0.915 0.922 0.96 jumping 0.806 0.037 0.8 0.806 0.803 0.909 lying 0.872 0.024 0.866 0.872 0.869 0.942 standing 0.776 0.037 0.789 0.776 0.782 0.899 sitting 0.973 0.003 0.984 0.973 0.979 0.988 running 0.767 0.04 0.775 0.767 0.771 0.887 walking Weighted Avg. 0.807 0.031 0.808 0.807 0.807 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 481 87 0 5 9 1 1 87 | a = climbingdown 85 396 0 0 3 2 4 93 | b = climbingup 0 2 107 0 0 0 5 3 | c = jumping 0 1 0 681 36 127 0 0 | d = lying 11 7 0 41 728 44 1 3 | e = standing 3 1 0 124 60 650 0 0 | f = sitting 4 6 7 0 4 0 756 0 | g = running 76 115 1 0 1 0 1 639 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4358 79.2508 % Incorrectly Classified Instances 1141 20.7492 % Kappa statistic 0.7589 Mean absolute error 0.0554 Root mean squared error 0.2181 Relative absolute error 25.7322 % Root relative squared error 66.4815 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.043 0.694 0.708 0.701 0.85 climbingdown 0.659 0.039 0.668 0.659 0.663 0.834 climbingup 0.863 0.004 0.842 0.863 0.852 0.94 jumping 0.765 0.038 0.787 0.765 0.776 0.902 lying 0.861 0.03 0.838 0.861 0.849 0.933 standing 0.758 0.041 0.771 0.758 0.764 0.9 sitting 0.979 0.004 0.974 0.979 0.977 0.99 running 0.763 0.043 0.761 0.763 0.762 0.879 walking Weighted Avg. 0.793 0.033 0.792 0.793 0.792 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 475 78 4 1 9 3 4 97 | a = climbingdown 98 384 2 0 1 0 2 96 | b = climbingup 3 1 101 0 0 0 11 1 | c = jumping 1 1 0 646 60 135 0 1 | d = lying 9 5 2 47 719 51 0 2 | e = standing 4 3 0 126 68 636 0 2 | f = sitting 1 3 10 1 1 0 762 0 | g = running 93 100 1 0 0 0 3 635 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4384 79.7381 % Incorrectly Classified Instances 1114 20.2619 % Kappa statistic 0.7645 Mean absolute error 0.0539 Root mean squared error 0.215 Relative absolute error 25.0368 % Root relative squared error 65.5587 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.042 0.698 0.705 0.701 0.863 climbingdown 0.635 0.041 0.649 0.635 0.642 0.839 climbingup 0.931 0.001 0.956 0.931 0.943 0.968 jumping 0.791 0.041 0.779 0.791 0.785 0.9 lying 0.866 0.025 0.862 0.866 0.864 0.937 standing 0.781 0.039 0.784 0.781 0.783 0.907 sitting 0.985 0.002 0.988 0.985 0.986 0.993 running 0.746 0.045 0.747 0.746 0.747 0.874 walking Weighted Avg. 0.797 0.033 0.797 0.797 0.797 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 473 78 2 1 13 4 2 98 | a = climbingdown 98 370 0 2 4 2 2 105 | b = climbingup 0 2 108 0 0 0 3 3 | c = jumping 0 0 0 668 48 128 0 0 | d = lying 7 5 0 54 723 44 1 1 | e = standing 3 2 0 132 46 655 1 0 | f = sitting 0 3 3 0 2 1 766 3 | g = running 97 110 0 0 3 1 0 621 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4447 80.884 % Incorrectly Classified Instances 1051 19.116 % Kappa statistic 0.7779 Mean absolute error 0.051 Root mean squared error 0.2086 Relative absolute error 23.6885 % Root relative squared error 63.6147 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.744 0.042 0.713 0.744 0.728 0.874 climbingdown 0.634 0.039 0.657 0.634 0.645 0.829 climbingup 0.931 0.002 0.893 0.931 0.911 0.974 jumping 0.79 0.03 0.825 0.79 0.808 0.917 lying 0.885 0.027 0.855 0.885 0.87 0.943 standing 0.799 0.038 0.79 0.799 0.794 0.911 sitting 0.973 0.003 0.983 0.973 0.978 0.989 running 0.767 0.04 0.773 0.767 0.77 0.898 walking Weighted Avg. 0.809 0.03 0.809 0.809 0.809 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 499 79 3 1 5 1 2 81 | a = climbingdown 102 370 2 1 4 1 2 102 | b = climbingup 0 1 108 0 0 0 7 0 | c = jumping 4 0 0 667 53 120 0 0 | d = lying 1 2 0 33 738 56 1 3 | e = standing 4 2 0 106 57 670 0 0 | f = sitting 4 3 8 0 5 0 757 1 | g = running 86 106 0 0 1 0 1 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4421 80.4111 % Incorrectly Classified Instances 1077 19.5889 % Kappa statistic 0.7724 Mean absolute error 0.0521 Root mean squared error 0.2117 Relative absolute error 24.2133 % Root relative squared error 64.5319 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.041 0.71 0.714 0.712 0.861 climbingdown 0.663 0.043 0.648 0.663 0.655 0.852 climbingup 0.922 0.001 0.955 0.922 0.939 0.968 jumping 0.797 0.037 0.797 0.797 0.797 0.905 lying 0.88 0.024 0.87 0.88 0.875 0.944 standing 0.775 0.037 0.792 0.775 0.783 0.896 sitting 0.983 0.002 0.988 0.983 0.986 0.992 running 0.752 0.044 0.753 0.752 0.753 0.875 walking Weighted Avg. 0.804 0.031 0.805 0.804 0.804 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 480 88 0 2 6 0 0 96 | a = climbingdown 85 387 2 0 4 0 1 105 | b = climbingup 1 2 107 0 0 0 6 0 | c = jumping 2 1 0 673 44 124 0 0 | d = lying 6 5 0 40 734 46 1 2 | e = standing 5 4 0 129 50 650 0 1 | f = sitting 3 2 3 0 3 1 764 1 | g = running 94 108 0 0 3 0 1 626 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4346 79.0469 % Incorrectly Classified Instances 1152 20.9531 % Kappa statistic 0.7565 Mean absolute error 0.0552 Root mean squared error 0.2177 Relative absolute error 25.664 % Root relative squared error 66.3673 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.048 0.671 0.705 0.688 0.866 climbingdown 0.604 0.042 0.629 0.604 0.617 0.818 climbingup 0.94 0.001 0.932 0.94 0.936 0.969 jumping 0.807 0.041 0.783 0.807 0.795 0.909 lying 0.859 0.023 0.868 0.859 0.863 0.933 standing 0.758 0.037 0.788 0.758 0.773 0.9 sitting 0.981 0.001 0.993 0.981 0.987 0.991 running 0.739 0.049 0.728 0.739 0.733 0.869 walking Weighted Avg. 0.79 0.033 0.791 0.79 0.791 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 474 97 1 0 7 0 1 92 | a = climbingdown 96 353 2 0 2 1 0 130 | b = climbingup 2 1 109 0 0 0 4 0 | c = jumping 1 2 0 681 47 113 0 0 | d = lying 11 6 0 37 716 56 0 8 | e = standing 2 2 0 152 47 636 0 0 | f = sitting 8 0 5 0 1 1 762 0 | g = running 112 100 0 0 5 0 0 615 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4410 80.211 % Incorrectly Classified Instances 1088 19.789 % Kappa statistic 0.77 Mean absolute error 0.0529 Root mean squared error 0.2116 Relative absolute error 24.5849 % Root relative squared error 64.5138 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.041 0.705 0.711 0.708 0.869 climbingdown 0.634 0.044 0.634 0.634 0.634 0.825 climbingup 0.931 0.001 0.956 0.931 0.943 0.971 jumping 0.789 0.038 0.79 0.789 0.79 0.92 lying 0.878 0.024 0.867 0.878 0.872 0.944 standing 0.793 0.035 0.804 0.793 0.798 0.918 sitting 0.983 0.001 0.993 0.983 0.988 0.992 running 0.754 0.046 0.746 0.754 0.75 0.877 walking Weighted Avg. 0.802 0.032 0.803 0.802 0.802 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 478 95 1 0 5 2 0 91 | a = climbingdown 89 370 2 1 4 0 1 117 | b = climbingup 2 1 108 0 0 0 4 1 | c = jumping 1 2 0 666 48 127 0 0 | d = lying 9 3 0 56 732 32 0 2 | e = standing 1 1 0 119 53 665 0 0 | f = sitting 2 5 2 0 1 1 764 2 | g = running 96 107 0 1 1 0 0 627 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4361 79.3053 % Incorrectly Classified Instances 1138 20.6947 % Kappa statistic 0.7595 Mean absolute error 0.0549 Root mean squared error 0.2178 Relative absolute error 25.5344 % Root relative squared error 66.3947 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.037 0.726 0.696 0.711 0.847 climbingdown 0.619 0.041 0.643 0.619 0.631 0.814 climbingup 0.974 0.003 0.876 0.974 0.922 0.986 jumping 0.783 0.039 0.785 0.783 0.784 0.902 lying 0.865 0.027 0.85 0.865 0.857 0.936 standing 0.763 0.04 0.773 0.763 0.768 0.899 sitting 0.969 0.002 0.988 0.969 0.979 0.987 running 0.772 0.051 0.728 0.772 0.749 0.884 walking Weighted Avg. 0.793 0.033 0.793 0.793 0.793 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 468 80 1 1 9 2 3 108 | a = climbingdown 85 361 1 2 6 1 2 125 | b = climbingup 0 0 113 0 0 0 2 1 | c = jumping 1 2 0 662 53 127 0 0 | d = lying 10 5 0 38 722 57 0 3 | e = standing 2 0 0 140 56 640 0 1 | f = sitting 1 4 13 0 3 1 753 2 | g = running 78 109 1 0 0 0 2 642 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4437 80.6874 % Incorrectly Classified Instances 1062 19.3126 % Kappa statistic 0.7755 Mean absolute error 0.0517 Root mean squared error 0.2087 Relative absolute error 24.0092 % Root relative squared error 63.6407 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.037 0.731 0.719 0.725 0.874 climbingdown 0.655 0.035 0.691 0.655 0.673 0.852 climbingup 0.948 0.001 0.94 0.948 0.944 0.986 jumping 0.819 0.037 0.802 0.819 0.81 0.926 lying 0.865 0.028 0.846 0.865 0.855 0.932 standing 0.765 0.036 0.793 0.765 0.779 0.897 sitting 0.981 0.002 0.988 0.981 0.984 0.993 running 0.774 0.049 0.739 0.774 0.756 0.877 walking Weighted Avg. 0.807 0.031 0.807 0.807 0.807 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 483 66 1 2 11 1 0 108 | a = climbingdown 77 382 2 0 5 0 5 112 | b = climbingup 1 0 110 0 0 0 4 1 | c = jumping 0 0 0 692 51 102 0 0 | d = lying 5 4 0 36 722 64 0 4 | e = standing 3 4 0 133 57 642 0 0 | f = sitting 3 1 3 0 5 1 762 2 | g = running 89 96 1 0 2 0 0 644 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4443 80.7965 % Incorrectly Classified Instances 1056 19.2035 % Kappa statistic 0.7768 Mean absolute error 0.0513 Root mean squared error 0.2088 Relative absolute error 23.8659 % Root relative squared error 63.6616 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.037 0.727 0.717 0.722 0.866 climbingdown 0.616 0.044 0.623 0.616 0.619 0.817 climbingup 0.94 0.001 0.932 0.94 0.936 0.981 jumping 0.812 0.034 0.815 0.812 0.813 0.919 lying 0.879 0.021 0.882 0.879 0.881 0.944 standing 0.788 0.038 0.789 0.788 0.788 0.913 sitting 0.979 0.002 0.986 0.979 0.983 0.991 running 0.782 0.045 0.758 0.782 0.77 0.896 walking Weighted Avg. 0.808 0.03 0.808 0.808 0.808 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 482 93 1 1 5 3 2 85 | a = climbingdown 103 359 1 1 1 2 0 116 | b = climbingup 0 1 109 0 0 0 5 1 | c = jumping 2 0 0 685 38 119 0 0 | d = lying 4 6 1 31 734 53 2 4 | e = standing 1 4 0 123 47 661 1 2 | f = sitting 5 2 5 0 4 0 762 0 | g = running 66 111 0 0 3 0 1 651 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4399 79.9964 % Incorrectly Classified Instances 1100 20.0036 % Kappa statistic 0.7676 Mean absolute error 0.0535 Root mean squared error 0.214 Relative absolute error 24.8639 % Root relative squared error 65.2517 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.044 0.69 0.704 0.697 0.871 climbingdown 0.666 0.04 0.666 0.666 0.666 0.849 climbingup 0.94 0.003 0.879 0.94 0.908 0.971 jumping 0.806 0.038 0.792 0.806 0.799 0.913 lying 0.867 0.025 0.862 0.867 0.864 0.939 standing 0.762 0.041 0.77 0.762 0.766 0.9 sitting 0.973 0.002 0.988 0.973 0.981 0.986 running 0.756 0.039 0.776 0.756 0.766 0.885 walking Weighted Avg. 0.8 0.032 0.8 0.8 0.8 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 473 87 4 2 9 4 2 91 | a = climbingdown 96 388 1 1 5 1 1 90 | b = climbingup 2 1 109 0 0 0 3 1 | c = jumping 0 0 0 680 40 124 0 0 | d = lying 4 6 0 38 724 60 3 0 | e = standing 4 1 0 138 57 639 0 0 | f = sitting 4 3 10 0 3 1 757 0 | g = running 103 97 0 0 2 1 0 629 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4468 81.2511 % Incorrectly Classified Instances 1031 18.7489 % Kappa statistic 0.7822 Mean absolute error 0.0502 Root mean squared error 0.2077 Relative absolute error 23.3207 % Root relative squared error 63.3223 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.038 0.733 0.743 0.738 0.869 climbingdown 0.674 0.04 0.665 0.674 0.67 0.85 climbingup 0.948 0.001 0.948 0.948 0.948 0.972 jumping 0.784 0.031 0.82 0.784 0.802 0.905 lying 0.884 0.025 0.864 0.884 0.874 0.947 standing 0.789 0.041 0.776 0.789 0.783 0.911 sitting 0.988 0.002 0.987 0.988 0.988 0.993 running 0.763 0.039 0.776 0.763 0.77 0.89 walking Weighted Avg. 0.813 0.03 0.813 0.813 0.813 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 499 90 0 1 4 0 4 74 | a = climbingdown 78 393 2 0 4 2 1 103 | b = climbingup 1 1 110 0 0 0 3 1 | c = jumping 4 0 0 662 38 140 0 0 | d = lying 4 4 0 38 738 49 0 2 | e = standing 1 1 0 106 68 662 0 1 | f = sitting 1 2 4 0 0 0 769 2 | g = running 93 100 0 0 2 0 2 635 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4417 80.3383 % Incorrectly Classified Instances 1081 19.6617 % Kappa statistic 0.7715 Mean absolute error 0.052 Root mean squared error 0.2119 Relative absolute error 24.184 % Root relative squared error 64.5973 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.04 0.713 0.721 0.717 0.861 climbingdown 0.659 0.038 0.675 0.659 0.667 0.844 climbingup 0.914 0.001 0.964 0.914 0.938 0.955 jumping 0.782 0.036 0.798 0.782 0.79 0.911 lying 0.871 0.026 0.855 0.871 0.863 0.935 standing 0.779 0.042 0.769 0.779 0.774 0.902 sitting 0.983 0.001 0.991 0.983 0.987 0.992 running 0.766 0.044 0.757 0.766 0.762 0.884 walking Weighted Avg. 0.803 0.032 0.804 0.803 0.803 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 484 73 0 3 11 1 1 98 | a = climbingdown 94 385 0 0 2 1 1 101 | b = climbingup 1 1 106 0 0 0 5 3 | c = jumping 2 0 0 660 45 136 0 1 | d = lying 5 3 0 42 727 58 0 0 | e = standing 2 2 0 122 59 654 0 0 | f = sitting 1 3 4 0 4 0 764 1 | g = running 90 103 0 0 2 0 0 637 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4384 79.7381 % Incorrectly Classified Instances 1114 20.2619 % Kappa statistic 0.7646 Mean absolute error 0.0537 Root mean squared error 0.2144 Relative absolute error 24.9359 % Root relative squared error 65.3817 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.044 0.694 0.718 0.706 0.87 climbingdown 0.644 0.042 0.647 0.644 0.645 0.84 climbingup 0.932 0.001 0.965 0.932 0.948 0.978 jumping 0.77 0.035 0.8 0.77 0.785 0.898 lying 0.863 0.029 0.841 0.863 0.852 0.93 standing 0.777 0.039 0.78 0.777 0.778 0.898 sitting 0.988 0.003 0.982 0.988 0.985 0.994 running 0.754 0.042 0.762 0.754 0.758 0.891 walking Weighted Avg. 0.797 0.032 0.797 0.797 0.797 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 482 96 0 0 5 2 2 84 | a = climbingdown 96 376 0 0 4 2 2 104 | b = climbingup 1 0 109 0 0 0 7 0 | c = jumping 2 2 0 650 58 131 0 1 | d = lying 5 8 1 44 720 49 2 5 | e = standing 2 1 0 118 64 651 0 2 | f = sitting 1 2 2 0 4 0 768 0 | g = running 106 96 1 0 1 0 1 628 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4429 80.5566 % Incorrectly Classified Instances 1069 19.4434 % Kappa statistic 0.774 Mean absolute error 0.052 Root mean squared error 0.2112 Relative absolute error 24.1896 % Root relative squared error 64.4046 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.037 0.725 0.709 0.717 0.863 climbingdown 0.644 0.038 0.669 0.644 0.656 0.842 climbingup 0.923 0.002 0.893 0.923 0.908 0.965 jumping 0.8 0.035 0.805 0.8 0.803 0.915 lying 0.874 0.024 0.865 0.874 0.869 0.94 standing 0.776 0.04 0.777 0.776 0.776 0.9 sitting 0.972 0.003 0.982 0.972 0.977 0.99 running 0.792 0.045 0.758 0.792 0.775 0.891 walking Weighted Avg. 0.806 0.031 0.805 0.806 0.805 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 476 83 0 2 8 3 3 96 | a = climbingdown 91 376 1 1 4 1 3 107 | b = climbingup 0 0 108 0 0 0 6 3 | c = jumping 0 0 0 675 38 131 0 0 | d = lying 9 4 1 35 729 52 0 4 | e = standing 4 1 0 124 59 650 0 0 | f = sitting 2 4 11 0 4 0 755 1 | g = running 75 94 0 1 1 0 2 660 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4383 79.7199 % Incorrectly Classified Instances 1115 20.2801 % Kappa statistic 0.7643 Mean absolute error 0.0539 Root mean squared error 0.2155 Relative absolute error 25.0724 % Root relative squared error 65.716 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.045 0.688 0.712 0.7 0.86 climbingdown 0.625 0.041 0.643 0.625 0.634 0.839 climbingup 0.88 0.001 0.945 0.88 0.912 0.953 jumping 0.782 0.037 0.795 0.782 0.789 0.909 lying 0.874 0.025 0.863 0.874 0.868 0.942 standing 0.779 0.04 0.778 0.779 0.779 0.906 sitting 0.985 0.004 0.977 0.985 0.981 0.993 running 0.756 0.043 0.76 0.756 0.758 0.871 walking Weighted Avg. 0.797 0.032 0.797 0.797 0.797 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 478 89 0 1 10 0 3 90 | a = climbingdown 104 365 3 1 3 1 1 106 | b = climbingup 3 1 103 0 0 0 10 0 | c = jumping 1 0 0 661 49 134 0 0 | d = lying 5 6 0 39 729 51 3 1 | e = standing 3 1 0 129 52 653 0 0 | f = sitting 5 2 2 0 1 0 765 2 | g = running 96 104 1 0 1 0 1 629 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4396 79.9563 % Incorrectly Classified Instances 1102 20.0437 % Kappa statistic 0.7671 Mean absolute error 0.0528 Root mean squared error 0.2133 Relative absolute error 24.5373 % Root relative squared error 65.0205 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.038 0.721 0.708 0.714 0.862 climbingdown 0.654 0.037 0.676 0.654 0.665 0.844 climbingup 0.932 0.002 0.901 0.932 0.916 0.988 jumping 0.799 0.042 0.774 0.799 0.786 0.911 lying 0.835 0.025 0.855 0.835 0.845 0.925 standing 0.773 0.042 0.768 0.773 0.771 0.896 sitting 0.976 0.003 0.983 0.976 0.979 0.991 running 0.785 0.043 0.766 0.785 0.776 0.898 walking Weighted Avg. 0.8 0.032 0.8 0.8 0.799 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 475 82 1 4 10 2 2 95 | a = climbingdown 96 382 3 1 4 0 1 97 | b = climbingup 0 0 109 0 0 0 7 1 | c = jumping 2 1 0 675 40 127 0 0 | d = lying 7 3 0 57 696 67 1 3 | e = standing 1 0 0 134 54 648 0 1 | f = sitting 2 3 7 0 5 0 758 2 | g = running 76 94 1 1 5 0 2 653 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 3 RUN: 0 FOLD: 0 Correctly Classified Instances 4707 76.8615 % Incorrectly Classified Instances 1417 23.1385 % Kappa statistic 0.7312 Mean absolute error 0.0621 Root mean squared error 0.2294 Relative absolute error 28.8665 % Root relative squared error 69.9406 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.793 0.028 0.774 0.793 0.783 0.897 climbingdown 0.668 0.047 0.68 0.668 0.674 0.84 climbingup 0.914 0.001 0.944 0.914 0.929 0.967 jumping 0.844 0.026 0.841 0.844 0.842 0.93 lying 0.716 0.053 0.685 0.716 0.7 0.869 standing 0.728 0.047 0.715 0.728 0.721 0.871 sitting 0.827 0.024 0.876 0.827 0.851 0.925 running 0.769 0.042 0.766 0.769 0.768 0.89 walking Weighted Avg. 0.769 0.037 0.77 0.769 0.769 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 530 78 1 1 5 4 5 44 | a = climbingdown 77 535 0 5 20 5 4 155 | b = climbingup 0 0 117 0 0 0 11 0 | c = jumping 2 4 0 724 25 98 1 4 | d = lying 8 11 0 17 608 123 74 8 | e = standing 4 2 0 110 96 623 20 1 | f = sitting 8 9 6 3 129 18 855 6 | g = running 56 148 0 1 4 0 6 715 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4736 77.3351 % Incorrectly Classified Instances 1388 22.6649 % Kappa statistic 0.7367 Mean absolute error 0.06 Root mean squared error 0.2261 Relative absolute error 27.8675 % Root relative squared error 68.9265 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.789 0.025 0.795 0.789 0.792 0.904 climbingdown 0.708 0.049 0.684 0.708 0.696 0.864 climbingup 0.938 0.001 0.938 0.938 0.938 0.99 jumping 0.844 0.029 0.827 0.844 0.836 0.93 lying 0.711 0.053 0.683 0.711 0.697 0.873 standing 0.703 0.045 0.717 0.703 0.71 0.872 sitting 0.832 0.023 0.882 0.832 0.856 0.927 running 0.787 0.038 0.787 0.787 0.787 0.894 walking Weighted Avg. 0.773 0.036 0.775 0.773 0.774 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 527 80 2 1 6 0 2 50 | a = climbingdown 65 567 0 2 24 2 5 136 | b = climbingup 3 0 120 0 0 0 5 0 | c = jumping 1 11 0 724 20 97 4 1 | d = lying 10 19 0 15 604 112 83 6 | e = standing 1 1 0 127 111 602 14 0 | f = sitting 6 9 6 6 115 27 860 5 | g = running 50 142 0 0 4 0 2 732 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4791 78.2332 % Incorrectly Classified Instances 1333 21.7668 % Kappa statistic 0.7471 Mean absolute error 0.0576 Root mean squared error 0.2227 Relative absolute error 26.7836 % Root relative squared error 67.8922 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.023 0.808 0.804 0.806 0.899 climbingdown 0.715 0.044 0.711 0.715 0.713 0.865 climbingup 0.984 0.001 0.962 0.984 0.973 0.994 jumping 0.843 0.03 0.82 0.843 0.831 0.926 lying 0.714 0.051 0.691 0.714 0.702 0.866 standing 0.684 0.042 0.725 0.684 0.704 0.858 sitting 0.868 0.024 0.882 0.868 0.875 0.94 running 0.798 0.038 0.792 0.798 0.795 0.903 walking Weighted Avg. 0.782 0.035 0.782 0.782 0.782 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 538 65 2 0 4 2 6 52 | a = climbingdown 61 573 0 6 22 3 3 133 | b = climbingup 0 0 126 0 0 0 2 0 | c = jumping 1 5 0 724 30 96 2 1 | d = lying 3 21 0 32 606 99 83 5 | e = standing 3 5 0 118 122 585 22 0 | f = sitting 9 6 3 3 89 22 898 4 | g = running 51 131 0 0 4 0 2 741 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4712 76.9557 % Incorrectly Classified Instances 1411 23.0443 % Kappa statistic 0.7323 Mean absolute error 0.0613 Root mean squared error 0.2286 Relative absolute error 28.4725 % Root relative squared error 69.7034 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.795 0.028 0.774 0.795 0.785 0.891 climbingdown 0.678 0.046 0.69 0.678 0.684 0.856 climbingup 0.953 0.002 0.924 0.953 0.938 0.99 jumping 0.829 0.021 0.865 0.829 0.847 0.929 lying 0.722 0.055 0.678 0.722 0.699 0.857 standing 0.713 0.047 0.71 0.713 0.712 0.869 sitting 0.827 0.026 0.867 0.827 0.847 0.923 running 0.781 0.042 0.767 0.781 0.774 0.89 walking Weighted Avg. 0.77 0.037 0.771 0.77 0.77 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 532 75 1 0 7 1 4 49 | a = climbingdown 76 544 0 3 14 0 8 157 | b = climbingup 0 0 121 1 0 0 5 0 | c = jumping 0 6 0 712 24 110 3 4 | d = lying 6 18 0 17 612 107 83 5 | e = standing 0 5 0 85 128 610 27 0 | f = sitting 10 9 9 5 112 29 855 5 | g = running 63 131 0 0 6 2 1 726 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4708 76.8904 % Incorrectly Classified Instances 1415 23.1096 % Kappa statistic 0.7315 Mean absolute error 0.0609 Root mean squared error 0.2284 Relative absolute error 28.3201 % Root relative squared error 69.6421 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.774 0.029 0.765 0.774 0.77 0.891 climbingdown 0.675 0.052 0.662 0.675 0.669 0.844 climbingup 0.906 0.001 0.959 0.906 0.932 0.96 jumping 0.834 0.022 0.863 0.834 0.848 0.938 lying 0.717 0.051 0.693 0.717 0.705 0.869 standing 0.744 0.048 0.715 0.744 0.729 0.882 sitting 0.855 0.025 0.873 0.855 0.864 0.936 running 0.742 0.04 0.767 0.742 0.754 0.88 walking Weighted Avg. 0.769 0.037 0.771 0.769 0.77 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 518 71 0 2 7 0 8 63 | a = climbingdown 80 541 0 6 23 1 8 142 | b = climbingup 2 0 116 0 0 0 10 0 | c = jumping 2 2 0 716 19 117 3 0 | d = lying 6 19 0 27 608 111 75 2 | e = standing 0 7 0 73 118 636 21 0 | f = sitting 9 9 5 3 97 24 883 3 | g = running 60 168 0 3 5 1 3 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4699 76.7434 % Incorrectly Classified Instances 1424 23.2566 % Kappa statistic 0.7298 Mean absolute error 0.062 Root mean squared error 0.23 Relative absolute error 28.8166 % Root relative squared error 70.1105 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.783 0.028 0.776 0.783 0.779 0.896 climbingdown 0.662 0.053 0.652 0.662 0.657 0.843 climbingup 0.906 0.001 0.975 0.906 0.939 0.966 jumping 0.811 0.025 0.841 0.811 0.826 0.923 lying 0.704 0.051 0.691 0.704 0.697 0.851 standing 0.734 0.048 0.712 0.734 0.723 0.873 sitting 0.875 0.022 0.89 0.875 0.882 0.939 running 0.757 0.043 0.76 0.757 0.759 0.886 walking Weighted Avg. 0.767 0.037 0.769 0.767 0.768 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 523 75 3 2 5 2 4 54 | a = climbingdown 79 530 0 2 26 2 7 155 | b = climbingup 1 1 116 0 0 0 10 0 | c = jumping 5 7 0 697 30 115 2 3 | d = lying 6 34 0 23 597 117 63 8 | e = standing 0 2 0 100 105 628 21 0 | f = sitting 6 6 0 3 94 18 904 2 | g = running 54 158 0 2 7 0 5 704 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4749 77.56 % Incorrectly Classified Instances 1374 22.44 % Kappa statistic 0.7392 Mean absolute error 0.0594 Root mean squared error 0.224 Relative absolute error 27.5977 % Root relative squared error 68.2954 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.024 0.802 0.798 0.8 0.903 climbingdown 0.7 0.049 0.684 0.7 0.692 0.859 climbingup 0.922 0 0.983 0.922 0.952 0.986 jumping 0.845 0.029 0.828 0.845 0.836 0.931 lying 0.711 0.05 0.697 0.711 0.704 0.875 standing 0.708 0.043 0.728 0.708 0.718 0.875 sitting 0.864 0.025 0.875 0.864 0.87 0.938 running 0.762 0.041 0.767 0.762 0.765 0.888 walking Weighted Avg. 0.776 0.036 0.776 0.776 0.776 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 533 63 0 1 8 2 4 57 | a = climbingdown 64 561 0 6 15 1 3 151 | b = climbingup 1 1 118 0 0 0 8 0 | c = jumping 1 4 0 726 21 105 2 0 | d = lying 2 28 0 25 603 98 87 5 | e = standing 1 1 0 109 116 606 23 0 | f = sitting 7 9 2 8 92 20 893 2 | g = running 56 153 0 2 10 0 0 709 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4734 77.315 % Incorrectly Classified Instances 1389 22.685 % Kappa statistic 0.7364 Mean absolute error 0.06 Root mean squared error 0.2263 Relative absolute error 27.8817 % Root relative squared error 69.0069 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.805 0.027 0.782 0.805 0.794 0.904 climbingdown 0.675 0.044 0.7 0.675 0.687 0.856 climbingup 0.93 0.001 0.944 0.93 0.937 0.972 jumping 0.873 0.026 0.846 0.873 0.859 0.952 lying 0.673 0.046 0.701 0.673 0.687 0.86 standing 0.725 0.044 0.728 0.725 0.727 0.873 sitting 0.864 0.029 0.858 0.864 0.861 0.932 running 0.754 0.046 0.745 0.754 0.749 0.881 walking Weighted Avg. 0.773 0.037 0.772 0.773 0.772 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 538 56 1 2 3 0 4 64 | a = climbingdown 64 541 0 2 20 6 2 166 | b = climbingup 3 1 119 0 0 0 5 0 | c = jumping 0 4 0 750 20 83 2 0 | d = lying 5 19 0 19 571 118 110 6 | e = standing 1 4 0 110 99 621 21 0 | f = sitting 4 8 5 4 90 25 893 4 | g = running 73 140 1 0 11 0 4 701 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4736 77.3477 % Incorrectly Classified Instances 1387 22.6523 % Kappa statistic 0.7368 Mean absolute error 0.0598 Root mean squared error 0.2258 Relative absolute error 27.7923 % Root relative squared error 68.8577 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.031 0.754 0.765 0.759 0.898 climbingdown 0.693 0.049 0.68 0.693 0.686 0.85 climbingup 0.961 0.001 0.953 0.961 0.957 0.983 jumping 0.865 0.03 0.826 0.865 0.845 0.945 lying 0.712 0.046 0.711 0.712 0.712 0.874 standing 0.706 0.042 0.731 0.706 0.718 0.872 sitting 0.873 0.024 0.882 0.873 0.877 0.943 running 0.746 0.04 0.769 0.746 0.757 0.875 walking Weighted Avg. 0.773 0.036 0.773 0.773 0.773 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 511 82 1 0 8 2 5 59 | a = climbingdown 75 555 0 6 18 0 4 143 | b = climbingup 0 1 123 0 0 0 4 0 | c = jumping 2 5 0 743 17 91 1 0 | d = lying 9 14 0 26 604 106 83 6 | e = standing 0 2 0 121 105 604 24 0 | f = sitting 6 7 5 3 86 23 902 1 | g = running 75 150 0 0 11 0 0 694 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4745 77.4947 % Incorrectly Classified Instances 1378 22.5053 % Kappa statistic 0.7386 Mean absolute error 0.0599 Root mean squared error 0.2263 Relative absolute error 27.8389 % Root relative squared error 68.9989 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.805 0.028 0.779 0.805 0.792 0.904 climbingdown 0.679 0.044 0.698 0.679 0.689 0.851 climbingup 0.953 0.001 0.968 0.953 0.961 0.987 jumping 0.843 0.024 0.851 0.843 0.847 0.934 lying 0.704 0.049 0.7 0.704 0.702 0.858 standing 0.735 0.047 0.716 0.735 0.725 0.879 sitting 0.831 0.023 0.88 0.831 0.855 0.921 running 0.788 0.046 0.756 0.788 0.772 0.89 walking Weighted Avg. 0.775 0.036 0.776 0.775 0.775 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 538 57 0 3 0 0 4 66 | a = climbingdown 72 544 0 3 15 3 2 162 | b = climbingup 1 0 122 0 0 0 5 0 | c = jumping 1 5 0 723 24 102 2 1 | d = lying 12 28 0 20 597 112 76 3 | e = standing 1 8 0 95 98 629 25 0 | f = sitting 9 8 4 5 113 31 859 5 | g = running 57 129 0 1 6 1 3 733 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4719 77.0575 % Incorrectly Classified Instances 1405 22.9425 % Kappa statistic 0.7335 Mean absolute error 0.0609 Root mean squared error 0.2285 Relative absolute error 28.2964 % Root relative squared error 69.6683 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.781 0.029 0.767 0.781 0.774 0.892 climbingdown 0.693 0.052 0.667 0.693 0.68 0.851 climbingup 0.945 0.002 0.931 0.945 0.938 0.982 jumping 0.83 0.029 0.823 0.83 0.827 0.926 lying 0.712 0.049 0.701 0.712 0.706 0.852 standing 0.703 0.043 0.725 0.703 0.714 0.864 sitting 0.85 0.024 0.877 0.85 0.863 0.93 running 0.777 0.038 0.786 0.777 0.782 0.893 walking Weighted Avg. 0.771 0.037 0.772 0.771 0.771 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 522 78 2 0 2 1 7 56 | a = climbingdown 83 556 0 3 22 2 6 130 | b = climbingup 1 0 121 0 0 0 6 0 | c = jumping 2 6 0 713 22 112 3 1 | d = lying 9 30 0 26 604 93 79 7 | e = standing 2 3 0 118 110 602 21 0 | f = sitting 8 18 7 5 94 20 878 3 | g = running 54 143 0 1 8 0 1 723 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4740 77.4004 % Incorrectly Classified Instances 1384 22.5996 % Kappa statistic 0.7374 Mean absolute error 0.0598 Root mean squared error 0.2256 Relative absolute error 27.7768 % Root relative squared error 68.797 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.026 0.794 0.804 0.799 0.906 climbingdown 0.659 0.046 0.682 0.659 0.67 0.838 climbingup 0.93 0.001 0.96 0.93 0.944 0.977 jumping 0.858 0.025 0.849 0.858 0.853 0.947 lying 0.711 0.05 0.697 0.711 0.704 0.871 standing 0.715 0.043 0.728 0.715 0.721 0.856 sitting 0.847 0.032 0.845 0.847 0.846 0.928 running 0.783 0.04 0.776 0.783 0.779 0.897 walking Weighted Avg. 0.774 0.037 0.774 0.774 0.774 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 538 63 2 0 5 2 8 51 | a = climbingdown 86 528 0 6 25 1 5 150 | b = climbingup 0 0 119 0 0 0 9 0 | c = jumping 1 3 0 736 15 100 3 0 | d = lying 8 15 0 17 604 95 104 6 | e = standing 1 4 0 103 106 612 28 2 | f = sitting 5 9 3 4 107 29 875 1 | g = running 39 152 0 1 4 2 4 728 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4685 76.5023 % Incorrectly Classified Instances 1439 23.4977 % Kappa statistic 0.727 Mean absolute error 0.0622 Root mean squared error 0.2312 Relative absolute error 28.8943 % Root relative squared error 70.5012 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.028 0.776 0.798 0.787 0.9 climbingdown 0.677 0.045 0.692 0.677 0.684 0.849 climbingup 0.938 0.001 0.952 0.938 0.945 0.978 jumping 0.837 0.028 0.83 0.837 0.833 0.929 lying 0.669 0.048 0.691 0.669 0.68 0.857 standing 0.711 0.05 0.696 0.711 0.704 0.864 sitting 0.852 0.027 0.866 0.852 0.859 0.926 running 0.768 0.045 0.752 0.768 0.76 0.88 walking Weighted Avg. 0.765 0.038 0.765 0.765 0.765 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 534 64 2 1 6 1 4 57 | a = climbingdown 70 542 0 6 16 4 2 161 | b = climbingup 3 0 120 0 0 0 5 0 | c = jumping 2 6 0 718 21 104 4 3 | d = lying 10 18 0 23 568 135 86 9 | e = standing 2 4 0 112 98 609 30 1 | f = sitting 2 10 4 2 109 22 880 4 | g = running 65 139 0 3 4 0 5 714 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4749 77.56 % Incorrectly Classified Instances 1374 22.44 % Kappa statistic 0.7393 Mean absolute error 0.0602 Root mean squared error 0.2254 Relative absolute error 27.9823 % Root relative squared error 68.735 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.797 0.026 0.787 0.797 0.792 0.905 climbingdown 0.692 0.046 0.695 0.692 0.693 0.866 climbingup 0.921 0.003 0.886 0.921 0.903 0.967 jumping 0.824 0.029 0.82 0.824 0.822 0.921 lying 0.723 0.052 0.691 0.723 0.707 0.861 standing 0.71 0.044 0.726 0.71 0.718 0.879 sitting 0.86 0.019 0.901 0.86 0.88 0.94 running 0.783 0.041 0.772 0.783 0.777 0.895 walking Weighted Avg. 0.776 0.036 0.777 0.776 0.776 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 533 70 4 1 2 0 4 55 | a = climbingdown 67 554 0 8 20 0 2 150 | b = climbingup 1 0 117 0 0 0 9 0 | c = jumping 1 5 0 707 31 108 6 0 | d = lying 5 24 0 28 614 114 61 3 | e = standing 0 7 0 111 114 608 15 1 | f = sitting 6 9 11 4 101 8 888 6 | g = running 64 128 0 3 6 0 1 728 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4763 77.7887 % Incorrectly Classified Instances 1360 22.2113 % Kappa statistic 0.742 Mean absolute error 0.0594 Root mean squared error 0.2234 Relative absolute error 27.5975 % Root relative squared error 68.0992 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.027 0.776 0.778 0.777 0.897 climbingdown 0.715 0.049 0.689 0.715 0.702 0.867 climbingup 0.938 0.001 0.952 0.938 0.945 0.975 jumping 0.853 0.023 0.856 0.853 0.855 0.938 lying 0.722 0.055 0.679 0.722 0.7 0.867 standing 0.704 0.042 0.731 0.704 0.717 0.864 sitting 0.859 0.024 0.878 0.859 0.868 0.943 running 0.769 0.036 0.792 0.769 0.78 0.898 walking Weighted Avg. 0.778 0.036 0.779 0.778 0.778 0.9 === Confusion Matrix === a b c d e f g h <-- classified as 520 80 1 1 12 0 6 48 | a = climbingdown 65 573 0 3 16 5 4 135 | b = climbingup 1 1 120 0 0 0 6 0 | c = jumping 3 5 0 733 17 99 1 1 | d = lying 5 21 0 25 612 102 80 3 | e = standing 3 4 0 91 131 603 24 0 | f = sitting 7 6 5 3 108 16 887 1 | g = running 66 142 0 0 5 0 2 715 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4717 77.0374 % Incorrectly Classified Instances 1406 22.9626 % Kappa statistic 0.7333 Mean absolute error 0.0613 Root mean squared error 0.2288 Relative absolute error 28.4966 % Root relative squared error 69.758 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.028 0.779 0.802 0.791 0.901 climbingdown 0.674 0.047 0.684 0.674 0.679 0.842 climbingup 0.961 0.002 0.911 0.961 0.935 0.985 jumping 0.807 0.023 0.849 0.807 0.827 0.924 lying 0.689 0.049 0.694 0.689 0.692 0.849 standing 0.738 0.051 0.701 0.738 0.719 0.876 sitting 0.847 0.024 0.878 0.847 0.862 0.929 running 0.789 0.043 0.768 0.789 0.779 0.894 walking Weighted Avg. 0.77 0.037 0.772 0.77 0.771 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 536 67 2 0 6 0 5 52 | a = climbingdown 73 540 0 6 14 3 5 160 | b = climbingup 1 0 123 0 0 0 4 0 | c = jumping 1 5 0 693 32 124 2 2 | d = lying 7 27 0 21 584 120 87 2 | e = standing 2 4 0 93 104 632 19 2 | f = sitting 12 11 10 2 97 23 876 3 | g = running 56 135 0 1 4 0 0 733 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4724 77.1517 % Incorrectly Classified Instances 1399 22.8483 % Kappa statistic 0.7345 Mean absolute error 0.0606 Root mean squared error 0.227 Relative absolute error 28.1865 % Root relative squared error 69.2157 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.796 0.03 0.762 0.796 0.779 0.894 climbingdown 0.68 0.046 0.692 0.68 0.686 0.85 climbingup 0.906 0.001 0.951 0.906 0.928 0.953 jumping 0.858 0.025 0.851 0.858 0.854 0.945 lying 0.692 0.048 0.699 0.692 0.695 0.862 standing 0.714 0.043 0.727 0.714 0.721 0.873 sitting 0.865 0.027 0.865 0.865 0.865 0.94 running 0.756 0.045 0.75 0.756 0.753 0.88 walking Weighted Avg. 0.772 0.037 0.771 0.772 0.771 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 532 62 0 0 2 2 6 64 | a = climbingdown 73 545 0 5 15 1 4 158 | b = climbingup 1 1 116 0 0 0 10 0 | c = jumping 1 5 0 737 12 100 4 0 | d = lying 11 26 0 23 587 110 86 5 | e = standing 3 3 0 94 118 611 26 1 | f = sitting 8 3 6 7 95 15 894 6 | g = running 69 143 0 0 11 1 3 702 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4725 77.1681 % Incorrectly Classified Instances 1398 22.8319 % Kappa statistic 0.7347 Mean absolute error 0.0602 Root mean squared error 0.2276 Relative absolute error 27.9992 % Root relative squared error 69.4051 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.024 0.802 0.792 0.797 0.898 climbingdown 0.652 0.051 0.659 0.652 0.655 0.847 climbingup 0.914 0.001 0.936 0.914 0.925 0.972 jumping 0.843 0.024 0.853 0.843 0.848 0.929 lying 0.715 0.05 0.695 0.715 0.705 0.868 standing 0.74 0.045 0.726 0.74 0.733 0.881 sitting 0.847 0.025 0.873 0.847 0.86 0.932 running 0.772 0.044 0.757 0.772 0.764 0.884 walking Weighted Avg. 0.772 0.037 0.773 0.772 0.772 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 529 80 2 1 3 0 2 51 | a = climbingdown 76 522 0 4 19 2 5 173 | b = climbingup 2 0 117 0 0 0 8 1 | c = jumping 0 11 0 724 18 105 1 0 | d = lying 5 18 0 24 606 103 89 3 | e = standing 0 2 0 94 106 633 20 0 | f = sitting 5 8 5 2 107 28 876 3 | g = running 43 151 1 0 13 1 3 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4768 77.8703 % Incorrectly Classified Instances 1355 22.1297 % Kappa statistic 0.7429 Mean absolute error 0.0582 Root mean squared error 0.223 Relative absolute error 27.0308 % Root relative squared error 68.0042 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.028 0.774 0.778 0.776 0.892 climbingdown 0.704 0.045 0.701 0.704 0.702 0.867 climbingup 0.969 0.001 0.969 0.969 0.969 0.986 jumping 0.83 0.023 0.856 0.83 0.843 0.924 lying 0.73 0.051 0.698 0.73 0.714 0.87 standing 0.738 0.043 0.736 0.738 0.737 0.883 sitting 0.845 0.027 0.866 0.845 0.856 0.927 running 0.777 0.04 0.776 0.777 0.777 0.892 walking Weighted Avg. 0.779 0.036 0.78 0.779 0.779 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 520 63 1 1 4 0 7 72 | a = climbingdown 73 564 1 6 19 1 7 130 | b = climbingup 0 0 124 0 0 0 4 0 | c = jumping 2 6 0 713 23 108 6 1 | d = lying 10 21 0 17 619 92 85 4 | e = standing 2 4 0 94 100 631 24 0 | f = sitting 6 8 2 1 116 25 874 2 | g = running 59 139 0 1 6 0 2 723 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4722 77.1191 % Incorrectly Classified Instances 1401 22.8809 % Kappa statistic 0.7342 Mean absolute error 0.0607 Root mean squared error 0.2258 Relative absolute error 28.225 % Root relative squared error 68.8329 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.781 0.026 0.786 0.781 0.784 0.899 climbingdown 0.684 0.048 0.682 0.684 0.683 0.851 climbingup 0.938 0.001 0.952 0.938 0.945 0.984 jumping 0.858 0.029 0.826 0.858 0.842 0.939 lying 0.697 0.054 0.675 0.697 0.686 0.859 standing 0.703 0.045 0.716 0.703 0.71 0.879 sitting 0.84 0.022 0.888 0.84 0.863 0.937 running 0.789 0.04 0.778 0.789 0.783 0.899 walking Weighted Avg. 0.771 0.037 0.772 0.771 0.772 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 522 85 0 3 6 0 5 47 | a = climbingdown 68 548 0 5 21 3 4 152 | b = climbingup 1 0 120 0 0 0 7 0 | c = jumping 1 5 0 737 18 95 1 2 | d = lying 11 27 0 24 591 115 74 6 | e = standing 3 0 0 120 117 601 14 0 | f = sitting 7 6 6 1 117 25 869 3 | g = running 51 132 0 2 6 0 5 734 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4752 77.5963 % Incorrectly Classified Instances 1372 22.4037 % Kappa statistic 0.7396 Mean absolute error 0.0595 Root mean squared error 0.2255 Relative absolute error 27.6743 % Root relative squared error 68.7411 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.801 0.027 0.786 0.801 0.793 0.899 climbingdown 0.655 0.04 0.71 0.655 0.682 0.838 climbingup 0.938 0.001 0.952 0.938 0.945 0.969 jumping 0.842 0.024 0.852 0.842 0.847 0.94 lying 0.69 0.049 0.693 0.69 0.691 0.86 standing 0.732 0.047 0.716 0.732 0.724 0.869 sitting 0.862 0.028 0.86 0.862 0.861 0.932 running 0.802 0.044 0.766 0.802 0.784 0.894 walking Weighted Avg. 0.776 0.036 0.776 0.776 0.776 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 536 63 0 2 7 0 6 55 | a = climbingdown 79 525 0 5 21 2 9 160 | b = climbingup 0 0 120 0 0 0 8 0 | c = jumping 1 5 0 723 16 105 6 3 | d = lying 9 15 0 23 585 123 89 4 | e = standing 0 3 0 92 113 627 21 0 | f = sitting 7 8 6 4 96 17 891 5 | g = running 50 120 0 0 6 2 6 745 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4737 77.3514 % Incorrectly Classified Instances 1387 22.6486 % Kappa statistic 0.7369 Mean absolute error 0.0597 Root mean squared error 0.2256 Relative absolute error 27.761 % Root relative squared error 68.7843 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.806 0.025 0.799 0.806 0.802 0.914 climbingdown 0.714 0.048 0.689 0.714 0.701 0.863 climbingup 0.953 0.001 0.953 0.953 0.953 0.979 jumping 0.833 0.025 0.845 0.833 0.839 0.93 lying 0.684 0.052 0.678 0.684 0.681 0.855 standing 0.724 0.05 0.701 0.724 0.712 0.868 sitting 0.839 0.025 0.873 0.839 0.856 0.926 running 0.775 0.037 0.791 0.775 0.783 0.894 walking Weighted Avg. 0.774 0.037 0.775 0.774 0.774 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 539 64 0 1 6 3 6 50 | a = climbingdown 67 572 1 6 24 1 3 127 | b = climbingup 2 1 122 0 0 0 3 0 | c = jumping 0 3 0 715 19 115 4 2 | d = lying 14 22 0 21 580 119 85 7 | e = standing 2 0 0 100 109 620 24 1 | f = sitting 10 10 5 3 108 27 868 3 | g = running 41 158 0 0 9 0 1 721 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4774 77.9556 % Incorrectly Classified Instances 1350 22.0444 % Kappa statistic 0.7439 Mean absolute error 0.0589 Root mean squared error 0.2231 Relative absolute error 27.3666 % Root relative squared error 68.0148 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.791 0.027 0.781 0.791 0.786 0.904 climbingdown 0.7 0.045 0.701 0.7 0.701 0.861 climbingup 0.945 0.001 0.945 0.945 0.945 0.983 jumping 0.822 0.024 0.845 0.822 0.833 0.92 lying 0.752 0.052 0.699 0.752 0.725 0.889 standing 0.709 0.044 0.725 0.709 0.717 0.869 sitting 0.856 0.026 0.87 0.856 0.863 0.936 running 0.783 0.037 0.793 0.783 0.788 0.895 walking Weighted Avg. 0.78 0.036 0.781 0.78 0.78 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 529 72 1 0 4 4 3 56 | a = climbingdown 72 561 1 6 20 4 8 129 | b = climbingup 1 0 121 0 0 0 6 0 | c = jumping 0 6 0 705 19 126 2 0 | d = lying 3 23 0 16 638 74 93 1 | e = standing 2 3 0 100 127 607 17 0 | f = sitting 5 10 5 6 98 21 885 4 | g = running 65 125 0 1 7 1 3 728 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4765 77.8213 % Incorrectly Classified Instances 1358 22.1787 % Kappa statistic 0.7424 Mean absolute error 0.0594 Root mean squared error 0.2243 Relative absolute error 27.6023 % Root relative squared error 68.3982 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.784 0.026 0.789 0.784 0.787 0.901 climbingdown 0.678 0.047 0.683 0.678 0.681 0.846 climbingup 0.945 0.002 0.93 0.945 0.938 0.973 jumping 0.852 0.025 0.85 0.852 0.851 0.939 lying 0.742 0.053 0.694 0.742 0.717 0.872 standing 0.72 0.043 0.732 0.72 0.726 0.878 sitting 0.832 0.023 0.879 0.832 0.855 0.933 running 0.797 0.04 0.781 0.797 0.789 0.906 walking Weighted Avg. 0.778 0.036 0.78 0.778 0.779 0.9 === Confusion Matrix === a b c d e f g h <-- classified as 524 76 1 0 6 1 1 59 | a = climbingdown 80 544 0 5 23 3 5 142 | b = climbingup 1 0 120 0 0 0 6 0 | c = jumping 1 4 0 731 23 94 4 1 | d = lying 6 21 0 21 629 99 68 4 | e = standing 0 6 0 100 101 616 33 0 | f = sitting 7 8 8 2 119 28 860 2 | g = running 45 137 0 1 5 0 1 741 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4763 77.7887 % Incorrectly Classified Instances 1360 22.2113 % Kappa statistic 0.742 Mean absolute error 0.0591 Root mean squared error 0.2242 Relative absolute error 27.4491 % Root relative squared error 68.3479 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.808 0.025 0.8 0.808 0.804 0.916 climbingdown 0.734 0.045 0.712 0.734 0.723 0.871 climbingup 0.938 0.001 0.945 0.938 0.941 0.971 jumping 0.849 0.027 0.839 0.849 0.844 0.934 lying 0.694 0.054 0.675 0.694 0.684 0.859 standing 0.705 0.048 0.705 0.705 0.705 0.866 sitting 0.837 0.025 0.873 0.837 0.855 0.93 running 0.784 0.034 0.804 0.784 0.794 0.892 walking Weighted Avg. 0.778 0.036 0.779 0.778 0.778 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 540 69 1 0 4 1 4 49 | a = climbingdown 68 588 0 4 17 2 4 118 | b = climbingup 0 1 120 1 0 0 6 0 | c = jumping 0 6 0 729 24 96 2 2 | d = lying 8 17 0 26 589 124 80 5 | e = standing 0 4 0 100 121 603 26 1 | f = sitting 10 2 5 7 112 29 865 3 | g = running 49 139 1 2 6 0 4 729 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4732 77.2824 % Incorrectly Classified Instances 1391 22.7176 % Kappa statistic 0.7361 Mean absolute error 0.0602 Root mean squared error 0.2262 Relative absolute error 27.9686 % Root relative squared error 68.9706 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.025 0.794 0.798 0.796 0.902 climbingdown 0.657 0.048 0.675 0.657 0.666 0.846 climbingup 0.945 0.002 0.931 0.945 0.938 0.982 jumping 0.872 0.027 0.843 0.872 0.857 0.945 lying 0.702 0.051 0.691 0.702 0.696 0.858 standing 0.72 0.043 0.729 0.72 0.725 0.877 sitting 0.85 0.025 0.874 0.85 0.862 0.938 running 0.767 0.044 0.758 0.767 0.762 0.886 walking Weighted Avg. 0.773 0.037 0.773 0.773 0.773 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 533 69 2 1 7 0 1 55 | a = climbingdown 78 526 0 3 21 2 8 163 | b = climbingup 2 0 121 0 0 0 5 0 | c = jumping 1 4 0 749 16 86 2 1 | d = lying 6 16 0 29 596 118 79 5 | e = standing 1 0 0 102 108 616 28 0 | f = sitting 7 5 7 3 106 23 878 4 | g = running 43 159 0 2 9 0 4 713 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4709 76.9067 % Incorrectly Classified Instances 1414 23.0933 % Kappa statistic 0.7316 Mean absolute error 0.0615 Root mean squared error 0.2297 Relative absolute error 28.5814 % Root relative squared error 70.0269 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.028 0.769 0.768 0.769 0.889 climbingdown 0.684 0.051 0.668 0.684 0.676 0.849 climbingup 0.883 0.001 0.958 0.883 0.919 0.971 jumping 0.831 0.026 0.837 0.831 0.834 0.923 lying 0.706 0.047 0.706 0.706 0.706 0.862 standing 0.705 0.047 0.711 0.705 0.708 0.873 sitting 0.867 0.026 0.872 0.867 0.869 0.935 running 0.777 0.042 0.768 0.777 0.773 0.889 walking Weighted Avg. 0.769 0.037 0.77 0.769 0.769 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 513 88 1 0 3 1 3 59 | a = climbingdown 81 548 0 1 20 2 3 146 | b = climbingup 1 0 113 0 0 0 14 0 | c = jumping 4 6 0 714 17 116 2 0 | d = lying 9 20 0 21 599 103 88 9 | e = standing 1 3 0 113 115 603 19 1 | f = sitting 10 9 4 1 87 23 896 3 | g = running 48 146 0 3 7 0 3 723 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4711 76.9394 % Incorrectly Classified Instances 1412 23.0606 % Kappa statistic 0.732 Mean absolute error 0.0613 Root mean squared error 0.2291 Relative absolute error 28.5121 % Root relative squared error 69.8395 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.769 0.025 0.791 0.769 0.78 0.885 climbingdown 0.688 0.046 0.694 0.688 0.691 0.843 climbingup 0.93 0.003 0.888 0.93 0.908 0.977 jumping 0.839 0.025 0.843 0.839 0.841 0.936 lying 0.702 0.055 0.674 0.702 0.687 0.86 standing 0.696 0.044 0.722 0.696 0.709 0.864 sitting 0.858 0.032 0.845 0.858 0.852 0.932 running 0.784 0.039 0.781 0.784 0.783 0.891 walking Weighted Avg. 0.769 0.037 0.769 0.769 0.769 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 514 74 5 1 5 1 8 60 | a = climbingdown 80 551 0 6 23 3 1 137 | b = climbingup 0 1 119 0 0 0 8 0 | c = jumping 0 4 0 721 30 100 3 1 | d = lying 6 15 0 22 595 98 107 5 | e = standing 0 3 0 102 122 596 33 0 | f = sitting 3 5 10 3 98 27 886 1 | g = running 47 141 0 0 10 1 2 729 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4714 76.9884 % Incorrectly Classified Instances 1409 23.0116 % Kappa statistic 0.7326 Mean absolute error 0.0607 Root mean squared error 0.2277 Relative absolute error 28.2294 % Root relative squared error 69.4242 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.026 0.779 0.76 0.77 0.882 climbingdown 0.665 0.05 0.666 0.665 0.666 0.848 climbingup 0.938 0.001 0.952 0.938 0.945 0.975 jumping 0.865 0.025 0.852 0.865 0.858 0.937 lying 0.706 0.053 0.681 0.706 0.693 0.866 standing 0.72 0.04 0.745 0.72 0.732 0.883 sitting 0.849 0.025 0.872 0.849 0.86 0.937 running 0.772 0.047 0.748 0.772 0.76 0.885 walking Weighted Avg. 0.77 0.037 0.771 0.77 0.77 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 508 75 0 0 11 1 8 65 | a = climbingdown 71 533 0 5 19 1 7 165 | b = climbingup 0 0 120 0 0 0 8 0 | c = jumping 3 3 0 743 21 83 5 1 | d = lying 7 30 0 21 599 108 78 5 | e = standing 3 3 0 99 117 616 18 0 | f = sitting 5 11 6 3 107 18 877 6 | g = running 55 145 0 1 6 0 5 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4746 77.511 % Incorrectly Classified Instances 1377 22.489 % Kappa statistic 0.7387 Mean absolute error 0.06 Root mean squared error 0.2252 Relative absolute error 27.9033 % Root relative squared error 68.6516 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.807 0.029 0.774 0.807 0.79 0.914 climbingdown 0.657 0.051 0.661 0.657 0.659 0.841 climbingup 0.93 0.001 0.937 0.93 0.933 0.963 jumping 0.86 0.025 0.847 0.86 0.853 0.938 lying 0.68 0.043 0.719 0.68 0.699 0.858 standing 0.758 0.046 0.73 0.758 0.744 0.892 sitting 0.871 0.023 0.887 0.871 0.879 0.942 running 0.749 0.044 0.754 0.749 0.752 0.885 walking Weighted Avg. 0.775 0.036 0.775 0.775 0.775 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 539 59 2 1 6 1 8 52 | a = climbingdown 89 526 0 5 18 2 4 157 | b = climbingup 2 0 119 0 0 0 7 0 | c = jumping 2 6 1 739 19 90 0 2 | d = lying 5 27 0 32 577 125 76 6 | e = standing 0 2 0 92 94 649 18 1 | f = sitting 5 10 4 1 82 22 901 9 | g = running 54 166 1 3 7 0 2 696 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4746 77.4984 % Incorrectly Classified Instances 1378 22.5016 % Kappa statistic 0.7386 Mean absolute error 0.06 Root mean squared error 0.2254 Relative absolute error 27.8987 % Root relative squared error 68.7084 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.026 0.791 0.81 0.8 0.903 climbingdown 0.676 0.045 0.691 0.676 0.683 0.852 climbingup 0.93 0.002 0.922 0.93 0.926 0.988 jumping 0.829 0.022 0.859 0.829 0.844 0.93 lying 0.717 0.054 0.682 0.717 0.699 0.867 standing 0.707 0.046 0.714 0.707 0.711 0.857 sitting 0.848 0.026 0.871 0.848 0.859 0.929 running 0.799 0.041 0.779 0.799 0.789 0.903 walking Weighted Avg. 0.775 0.036 0.776 0.775 0.775 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 541 72 0 1 3 0 3 48 | a = climbingdown 80 542 0 6 17 4 7 146 | b = climbingup 1 0 119 0 0 0 8 0 | c = jumping 2 5 1 712 22 109 7 1 | d = lying 9 20 0 26 608 100 79 6 | e = standing 0 3 0 82 140 605 25 1 | f = sitting 8 9 7 2 93 29 876 9 | g = running 43 133 2 0 8 0 1 743 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4735 77.3187 % Incorrectly Classified Instances 1389 22.6813 % Kappa statistic 0.7364 Mean absolute error 0.0602 Root mean squared error 0.2263 Relative absolute error 27.9711 % Root relative squared error 68.9819 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.764 0.025 0.79 0.764 0.777 0.896 climbingdown 0.689 0.048 0.686 0.689 0.687 0.86 climbingup 0.953 0.001 0.968 0.953 0.961 0.99 jumping 0.846 0.026 0.839 0.846 0.843 0.933 lying 0.713 0.051 0.691 0.713 0.702 0.866 standing 0.701 0.045 0.715 0.701 0.708 0.862 sitting 0.86 0.025 0.875 0.86 0.867 0.939 running 0.785 0.043 0.768 0.785 0.776 0.897 walking Weighted Avg. 0.773 0.037 0.774 0.773 0.773 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 511 69 0 2 6 2 9 70 | a = climbingdown 74 552 0 7 20 5 4 139 | b = climbingup 1 0 122 0 0 0 5 0 | c = jumping 4 4 0 727 16 104 4 0 | d = lying 7 20 0 24 605 99 86 7 | e = standing 1 7 0 103 125 600 19 1 | f = sitting 1 6 4 1 101 28 888 4 | g = running 48 147 0 2 2 1 0 730 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4746 77.4984 % Incorrectly Classified Instances 1378 22.5016 % Kappa statistic 0.7386 Mean absolute error 0.06 Root mean squared error 0.2269 Relative absolute error 27.877 % Root relative squared error 69.1747 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.815 0.024 0.809 0.815 0.812 0.902 climbingdown 0.669 0.051 0.664 0.669 0.667 0.84 climbingup 0.914 0.001 0.936 0.914 0.925 0.98 jumping 0.842 0.025 0.844 0.842 0.843 0.931 lying 0.7 0.053 0.682 0.7 0.691 0.857 standing 0.739 0.045 0.728 0.739 0.733 0.878 sitting 0.862 0.02 0.898 0.862 0.879 0.943 running 0.761 0.043 0.762 0.761 0.762 0.883 walking Weighted Avg. 0.775 0.036 0.776 0.775 0.776 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 545 61 0 2 6 1 5 49 | a = climbingdown 74 536 2 4 20 0 1 164 | b = climbingup 0 0 117 0 0 0 11 0 | c = jumping 0 6 1 723 24 102 3 0 | d = lying 10 21 0 29 594 119 72 3 | e = standing 1 5 0 95 112 633 9 1 | f = sitting 3 8 5 1 107 15 890 4 | g = running 41 170 0 3 8 0 0 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4738 77.3804 % Incorrectly Classified Instances 1385 22.6196 % Kappa statistic 0.7371 Mean absolute error 0.0598 Root mean squared error 0.2253 Relative absolute error 27.8065 % Root relative squared error 68.6792 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.818 0.03 0.769 0.818 0.793 0.91 climbingdown 0.639 0.044 0.688 0.639 0.663 0.841 climbingup 0.906 0 0.983 0.906 0.943 0.971 jumping 0.838 0.027 0.836 0.838 0.837 0.923 lying 0.731 0.052 0.694 0.731 0.712 0.871 standing 0.697 0.042 0.728 0.697 0.712 0.867 sitting 0.866 0.024 0.879 0.866 0.873 0.942 running 0.787 0.044 0.764 0.787 0.775 0.895 walking Weighted Avg. 0.774 0.037 0.774 0.774 0.774 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 547 66 1 0 6 1 5 43 | a = climbingdown 90 512 0 3 21 2 3 170 | b = climbingup 3 0 115 0 0 0 9 0 | c = jumping 1 6 0 720 29 96 2 5 | d = lying 5 17 0 19 620 100 81 6 | e = standing 1 2 0 115 121 597 20 0 | f = sitting 6 9 0 4 93 24 895 2 | g = running 58 132 1 0 4 0 3 732 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4705 76.8414 % Incorrectly Classified Instances 1418 23.1586 % Kappa statistic 0.7309 Mean absolute error 0.0614 Root mean squared error 0.2284 Relative absolute error 28.5424 % Root relative squared error 69.6264 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.783 0.025 0.795 0.783 0.789 0.894 climbingdown 0.684 0.046 0.689 0.684 0.687 0.85 climbingup 0.945 0.001 0.945 0.945 0.945 0.986 jumping 0.818 0.029 0.823 0.818 0.821 0.926 lying 0.705 0.05 0.692 0.705 0.699 0.868 standing 0.704 0.049 0.7 0.704 0.702 0.871 sitting 0.846 0.028 0.862 0.846 0.854 0.933 running 0.79 0.041 0.774 0.79 0.782 0.9 walking Weighted Avg. 0.768 0.038 0.769 0.768 0.769 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 523 79 1 0 5 0 6 54 | a = climbingdown 67 548 0 9 19 3 6 149 | b = climbingup 0 1 121 0 0 0 6 0 | c = jumping 1 7 0 703 26 118 3 1 | d = lying 6 20 0 23 598 109 87 5 | e = standing 1 3 0 112 109 603 27 1 | f = sitting 10 4 6 7 101 27 874 4 | g = running 50 133 0 0 6 1 5 735 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4785 78.148 % Incorrectly Classified Instances 1338 21.852 % Kappa statistic 0.7461 Mean absolute error 0.0582 Root mean squared error 0.2215 Relative absolute error 27.0711 % Root relative squared error 67.5482 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.799 0.026 0.789 0.799 0.794 0.908 climbingdown 0.7 0.046 0.698 0.7 0.699 0.863 climbingup 0.945 0.002 0.931 0.945 0.938 0.979 jumping 0.849 0.025 0.847 0.849 0.848 0.941 lying 0.706 0.045 0.715 0.706 0.711 0.869 standing 0.732 0.043 0.736 0.732 0.734 0.876 sitting 0.861 0.027 0.868 0.861 0.864 0.946 running 0.779 0.041 0.774 0.779 0.776 0.896 walking Weighted Avg. 0.781 0.035 0.781 0.781 0.781 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 534 63 0 2 4 0 7 58 | a = climbingdown 74 561 1 3 17 2 5 138 | b = climbingup 1 0 121 0 0 0 5 1 | c = jumping 0 5 0 729 24 98 2 1 | d = lying 1 24 0 23 599 105 86 10 | e = standing 3 2 0 101 98 627 25 0 | f = sitting 8 13 8 2 90 19 890 4 | g = running 56 136 0 1 6 1 5 724 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4719 77.0701 % Incorrectly Classified Instances 1404 22.9299 % Kappa statistic 0.7337 Mean absolute error 0.0611 Root mean squared error 0.2288 Relative absolute error 28.4012 % Root relative squared error 69.7439 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.786 0.023 0.806 0.786 0.796 0.898 climbingdown 0.725 0.052 0.676 0.725 0.7 0.852 climbingup 0.961 0.002 0.904 0.961 0.932 0.994 jumping 0.825 0.025 0.845 0.825 0.835 0.937 lying 0.696 0.049 0.694 0.696 0.695 0.854 standing 0.73 0.048 0.711 0.73 0.72 0.881 sitting 0.839 0.027 0.865 0.839 0.852 0.925 running 0.751 0.04 0.77 0.751 0.761 0.885 walking Weighted Avg. 0.771 0.037 0.772 0.771 0.771 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 525 75 1 0 5 2 7 53 | a = climbingdown 51 581 2 4 19 0 3 141 | b = climbingup 1 0 123 0 0 0 4 0 | c = jumping 0 6 0 709 19 119 6 0 | d = lying 6 18 0 22 590 111 92 9 | e = standing 2 3 0 101 106 625 19 0 | f = sitting 12 10 10 2 106 21 868 5 | g = running 54 166 0 1 5 1 4 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4750 77.5764 % Incorrectly Classified Instances 1373 22.4236 % Kappa statistic 0.7394 Mean absolute error 0.0598 Root mean squared error 0.2247 Relative absolute error 27.7948 % Root relative squared error 68.5122 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.786 0.027 0.784 0.786 0.785 0.898 climbingdown 0.682 0.043 0.704 0.682 0.692 0.85 climbingup 0.922 0.001 0.975 0.922 0.948 0.979 jumping 0.848 0.027 0.835 0.848 0.842 0.935 lying 0.698 0.049 0.698 0.698 0.698 0.857 standing 0.724 0.05 0.703 0.724 0.713 0.873 sitting 0.841 0.023 0.881 0.841 0.861 0.937 running 0.808 0.041 0.778 0.808 0.793 0.904 walking Weighted Avg. 0.776 0.036 0.777 0.776 0.776 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 525 72 2 0 7 1 6 55 | a = climbingdown 80 546 0 2 19 4 4 146 | b = climbingup 2 0 118 0 0 0 8 0 | c = jumping 2 2 0 728 16 105 2 3 | d = lying 10 27 0 16 593 121 77 5 | e = standing 1 3 0 115 96 619 19 2 | f = sitting 2 4 1 9 114 31 870 3 | g = running 48 122 0 2 5 0 2 751 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4699 76.7434 % Incorrectly Classified Instances 1424 23.2566 % Kappa statistic 0.7299 Mean absolute error 0.0613 Root mean squared error 0.2288 Relative absolute error 28.4799 % Root relative squared error 69.7684 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.822 0.026 0.792 0.822 0.807 0.916 climbingdown 0.69 0.05 0.677 0.69 0.684 0.855 climbingup 0.93 0.002 0.93 0.93 0.93 0.971 jumping 0.84 0.026 0.84 0.84 0.84 0.93 lying 0.67 0.05 0.681 0.67 0.676 0.852 standing 0.71 0.051 0.694 0.71 0.702 0.863 sitting 0.849 0.027 0.866 0.849 0.857 0.934 running 0.756 0.039 0.779 0.756 0.767 0.884 walking Weighted Avg. 0.767 0.038 0.768 0.767 0.768 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 549 71 3 1 4 0 2 38 | a = climbingdown 65 553 1 3 22 4 6 147 | b = climbingup 0 1 119 0 0 0 8 0 | c = jumping 1 6 0 721 21 101 6 2 | d = lying 8 22 0 23 569 137 84 6 | e = standing 0 2 0 109 106 607 29 2 | f = sitting 7 10 5 1 102 26 878 5 | g = running 63 152 0 0 11 0 1 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4732 77.2824 % Incorrectly Classified Instances 1391 22.7176 % Kappa statistic 0.736 Mean absolute error 0.0599 Root mean squared error 0.2259 Relative absolute error 27.8378 % Root relative squared error 68.8636 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.79 0.026 0.787 0.79 0.789 0.899 climbingdown 0.693 0.048 0.684 0.693 0.689 0.853 climbingup 0.945 0.001 0.96 0.945 0.953 0.983 jumping 0.843 0.027 0.836 0.843 0.839 0.94 lying 0.693 0.049 0.693 0.693 0.693 0.857 standing 0.725 0.043 0.731 0.725 0.728 0.877 sitting 0.846 0.029 0.854 0.846 0.85 0.931 running 0.776 0.04 0.778 0.776 0.777 0.9 walking Weighted Avg. 0.773 0.037 0.773 0.773 0.773 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 528 72 2 2 5 1 4 54 | a = climbingdown 68 555 0 7 14 3 9 145 | b = climbingup 0 0 121 0 0 0 7 0 | c = jumping 2 6 0 723 26 95 5 1 | d = lying 9 23 0 19 588 106 98 6 | e = standing 3 1 0 106 102 620 23 0 | f = sitting 12 7 3 6 109 22 875 0 | g = running 49 147 0 2 5 1 4 722 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4743 77.4494 % Incorrectly Classified Instances 1381 22.5506 % Kappa statistic 0.738 Mean absolute error 0.0601 Root mean squared error 0.2256 Relative absolute error 27.9452 % Root relative squared error 68.7894 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.025 0.798 0.792 0.795 0.891 climbingdown 0.713 0.049 0.687 0.713 0.7 0.857 climbingup 0.891 0.002 0.919 0.891 0.905 0.956 jumping 0.845 0.029 0.824 0.845 0.834 0.93 lying 0.715 0.048 0.706 0.715 0.71 0.868 standing 0.688 0.044 0.716 0.688 0.702 0.872 sitting 0.861 0.026 0.869 0.861 0.865 0.94 running 0.772 0.039 0.782 0.772 0.777 0.89 walking Weighted Avg. 0.774 0.036 0.775 0.774 0.775 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 529 70 3 0 1 2 4 59 | a = climbingdown 73 572 0 8 14 1 4 130 | b = climbingup 3 0 114 0 0 0 11 0 | c = jumping 1 3 0 725 19 105 4 1 | d = lying 5 21 0 18 607 108 86 4 | e = standing 0 3 0 124 114 589 24 2 | f = sitting 7 7 6 4 98 18 889 4 | g = running 45 157 1 1 7 0 1 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4775 77.9719 % Incorrectly Classified Instances 1349 22.0281 % Kappa statistic 0.7441 Mean absolute error 0.0589 Root mean squared error 0.2238 Relative absolute error 27.3763 % Root relative squared error 68.2343 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.813 0.027 0.787 0.813 0.8 0.903 climbingdown 0.69 0.044 0.702 0.69 0.696 0.849 climbingup 0.945 0.001 0.96 0.945 0.953 0.986 jumping 0.843 0.025 0.847 0.843 0.845 0.934 lying 0.71 0.055 0.674 0.71 0.692 0.855 standing 0.741 0.042 0.741 0.741 0.741 0.883 sitting 0.839 0.026 0.867 0.839 0.853 0.929 running 0.785 0.036 0.798 0.785 0.791 0.901 walking Weighted Avg. 0.78 0.036 0.781 0.78 0.78 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 544 67 2 0 5 1 5 45 | a = climbingdown 77 553 0 4 32 1 5 129 | b = climbingup 0 1 121 1 0 0 5 0 | c = jumping 0 6 0 723 22 100 4 3 | d = lying 7 22 0 25 602 94 94 4 | e = standing 3 3 0 95 104 634 17 0 | f = sitting 3 5 3 5 121 25 868 4 | g = running 57 131 0 1 7 1 3 730 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4684 76.486 % Incorrectly Classified Instances 1440 23.514 % Kappa statistic 0.7268 Mean absolute error 0.0623 Root mean squared error 0.2308 Relative absolute error 28.9451 % Root relative squared error 70.3749 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.027 0.779 0.792 0.786 0.896 climbingdown 0.667 0.054 0.649 0.667 0.658 0.843 climbingup 0.883 0.001 0.966 0.883 0.922 0.955 jumping 0.838 0.028 0.83 0.838 0.834 0.926 lying 0.713 0.052 0.688 0.713 0.701 0.858 standing 0.697 0.043 0.725 0.697 0.711 0.852 sitting 0.852 0.026 0.869 0.852 0.86 0.932 running 0.758 0.042 0.765 0.758 0.762 0.887 walking Weighted Avg. 0.765 0.038 0.766 0.765 0.765 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 530 77 0 2 6 0 8 46 | a = climbingdown 82 534 0 3 20 1 4 157 | b = climbingup 0 3 113 0 0 0 12 0 | c = jumping 1 6 0 719 19 102 7 4 | d = lying 5 24 0 21 605 109 78 6 | e = standing 2 4 0 116 114 597 23 0 | f = sitting 12 8 4 5 106 15 881 3 | g = running 48 167 0 0 9 0 1 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4707 76.8741 % Incorrectly Classified Instances 1416 23.1259 % Kappa statistic 0.7313 Mean absolute error 0.0609 Root mean squared error 0.2272 Relative absolute error 28.3205 % Root relative squared error 69.2631 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.774 0.028 0.772 0.774 0.773 0.887 climbingdown 0.684 0.046 0.69 0.684 0.687 0.852 climbingup 0.906 0.001 0.943 0.906 0.924 0.976 jumping 0.842 0.029 0.823 0.842 0.832 0.934 lying 0.699 0.05 0.69 0.699 0.695 0.862 standing 0.708 0.045 0.718 0.708 0.713 0.89 sitting 0.856 0.028 0.863 0.856 0.859 0.937 running 0.774 0.04 0.774 0.774 0.774 0.894 walking Weighted Avg. 0.769 0.037 0.769 0.769 0.769 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 518 73 0 0 8 0 10 60 | a = climbingdown 64 548 1 6 29 6 9 138 | b = climbingup 3 0 115 0 0 0 9 0 | c = jumping 5 5 0 723 21 99 6 0 | d = lying 13 19 0 24 593 108 83 8 | e = standing 1 3 0 122 103 605 21 0 | f = sitting 7 2 6 2 103 25 885 4 | g = running 60 144 0 1 2 0 3 720 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4689 76.5801 % Incorrectly Classified Instances 1434 23.4199 % Kappa statistic 0.7279 Mean absolute error 0.0621 Root mean squared error 0.2292 Relative absolute error 28.8414 % Root relative squared error 69.8813 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.029 0.76 0.753 0.756 0.89 climbingdown 0.683 0.051 0.669 0.683 0.676 0.853 climbingup 0.953 0 0.992 0.953 0.972 0.979 jumping 0.839 0.025 0.845 0.839 0.842 0.939 lying 0.709 0.054 0.68 0.709 0.694 0.864 standing 0.717 0.047 0.714 0.717 0.715 0.872 sitting 0.85 0.023 0.882 0.85 0.866 0.933 running 0.756 0.043 0.758 0.756 0.757 0.88 walking Weighted Avg. 0.766 0.038 0.768 0.766 0.767 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 503 85 0 0 10 0 6 64 | a = climbingdown 74 547 0 6 16 0 6 152 | b = climbingup 0 1 122 0 0 0 5 0 | c = jumping 2 6 0 721 25 101 2 2 | d = lying 5 26 0 23 601 119 73 1 | e = standing 1 3 0 96 116 613 26 0 | f = sitting 8 6 1 6 103 26 879 5 | g = running 69 144 0 1 13 0 0 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4776 78.001 % Incorrectly Classified Instances 1347 21.999 % Kappa statistic 0.7445 Mean absolute error 0.0593 Root mean squared error 0.2236 Relative absolute error 27.5617 % Root relative squared error 68.1697 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.029 0.775 0.804 0.789 0.905 climbingdown 0.707 0.047 0.695 0.707 0.701 0.859 climbingup 0.961 0.003 0.879 0.961 0.918 0.979 jumping 0.852 0.026 0.843 0.852 0.848 0.933 lying 0.695 0.044 0.718 0.695 0.706 0.855 standing 0.703 0.044 0.722 0.703 0.713 0.874 sitting 0.872 0.026 0.871 0.872 0.872 0.94 running 0.781 0.038 0.788 0.781 0.784 0.892 walking Weighted Avg. 0.78 0.035 0.779 0.78 0.78 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 537 66 3 1 3 0 4 54 | a = climbingdown 82 566 1 4 12 2 2 132 | b = climbingup 0 0 123 0 0 0 5 0 | c = jumping 2 7 0 732 15 99 4 0 | d = lying 10 23 0 22 589 110 90 4 | e = standing 3 4 0 105 116 601 25 1 | f = sitting 5 9 13 3 78 20 902 4 | g = running 54 139 0 1 7 0 3 726 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4773 77.952 % Incorrectly Classified Instances 1350 22.048 % Kappa statistic 0.7438 Mean absolute error 0.0587 Root mean squared error 0.2227 Relative absolute error 27.2834 % Root relative squared error 67.8929 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.811 0.025 0.797 0.811 0.804 0.907 climbingdown 0.674 0.047 0.685 0.674 0.68 0.855 climbingup 0.953 0.001 0.976 0.953 0.964 0.979 jumping 0.86 0.027 0.837 0.86 0.848 0.946 lying 0.677 0.042 0.72 0.677 0.698 0.858 standing 0.743 0.048 0.714 0.743 0.728 0.882 sitting 0.865 0.026 0.87 0.865 0.868 0.942 running 0.781 0.04 0.779 0.781 0.78 0.892 walking Weighted Avg. 0.78 0.036 0.779 0.78 0.779 0.9 === Confusion Matrix === a b c d e f g h <-- classified as 542 61 1 2 10 1 6 45 | a = climbingdown 78 540 0 6 17 0 5 155 | b = climbingup 0 0 122 0 0 0 6 0 | c = jumping 1 3 0 739 13 99 2 2 | d = lying 6 29 0 26 574 126 86 1 | e = standing 1 0 0 106 88 636 24 1 | f = sitting 5 14 2 2 85 29 894 2 | g = running 47 141 0 2 10 0 4 726 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4726 77.1844 % Incorrectly Classified Instances 1397 22.8156 % Kappa statistic 0.7349 Mean absolute error 0.06 Root mean squared error 0.2267 Relative absolute error 27.8654 % Root relative squared error 69.1172 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.795 0.027 0.783 0.795 0.789 0.898 climbingdown 0.669 0.049 0.674 0.669 0.672 0.858 climbingup 0.961 0.001 0.961 0.961 0.961 0.991 jumping 0.858 0.025 0.846 0.858 0.852 0.936 lying 0.688 0.053 0.675 0.688 0.681 0.85 standing 0.715 0.045 0.722 0.715 0.718 0.869 sitting 0.851 0.025 0.875 0.851 0.863 0.932 running 0.78 0.04 0.775 0.78 0.777 0.894 walking Weighted Avg. 0.772 0.037 0.772 0.772 0.772 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 531 76 1 1 9 2 3 45 | a = climbingdown 78 536 0 7 22 2 2 154 | b = climbingup 1 0 123 0 0 0 4 0 | c = jumping 2 4 0 737 25 85 3 3 | d = lying 9 26 0 18 583 121 86 5 | e = standing 3 1 0 101 114 612 25 0 | f = sitting 7 13 4 5 97 25 879 3 | g = running 47 139 0 2 14 1 2 725 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4664 76.1718 % Incorrectly Classified Instances 1459 23.8282 % Kappa statistic 0.7232 Mean absolute error 0.0632 Root mean squared error 0.2322 Relative absolute error 29.3553 % Root relative squared error 70.8079 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.777 0.03 0.763 0.777 0.77 0.889 climbingdown 0.665 0.045 0.689 0.665 0.677 0.854 climbingup 0.93 0.001 0.96 0.93 0.944 0.97 jumping 0.825 0.025 0.843 0.825 0.834 0.931 lying 0.715 0.055 0.675 0.715 0.695 0.868 standing 0.707 0.047 0.709 0.707 0.708 0.86 sitting 0.826 0.026 0.864 0.826 0.845 0.927 running 0.774 0.047 0.745 0.774 0.759 0.878 walking Weighted Avg. 0.762 0.039 0.763 0.762 0.762 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 519 67 0 1 5 2 5 69 | a = climbingdown 77 533 0 4 15 1 6 165 | b = climbingup 2 0 119 0 0 0 7 0 | c = jumping 1 5 0 709 19 117 7 1 | d = lying 6 18 0 23 607 104 86 5 | e = standing 2 3 0 98 128 605 20 0 | f = sitting 10 8 5 6 121 24 853 6 | g = running 63 140 0 0 4 0 3 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4731 77.266 % Incorrectly Classified Instances 1392 22.734 % Kappa statistic 0.7359 Mean absolute error 0.0605 Root mean squared error 0.227 Relative absolute error 28.141 % Root relative squared error 69.2179 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.807 0.026 0.791 0.807 0.799 0.908 climbingdown 0.694 0.046 0.695 0.694 0.695 0.867 climbingup 0.914 0.001 0.936 0.914 0.925 0.972 jumping 0.831 0.026 0.841 0.831 0.836 0.935 lying 0.711 0.051 0.692 0.711 0.702 0.867 standing 0.72 0.048 0.71 0.72 0.715 0.873 sitting 0.839 0.024 0.876 0.839 0.857 0.924 running 0.773 0.042 0.765 0.773 0.769 0.885 walking Weighted Avg. 0.773 0.037 0.774 0.773 0.773 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 539 67 0 2 4 2 2 52 | a = climbingdown 70 556 0 1 14 1 6 153 | b = climbingup 1 0 117 0 0 0 10 0 | c = jumping 1 5 0 714 20 111 5 3 | d = lying 3 26 0 18 604 113 79 6 | e = standing 4 1 0 107 108 616 19 1 | f = sitting 6 7 8 6 110 24 867 5 | g = running 57 138 0 1 13 0 2 718 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4772 77.9229 % Incorrectly Classified Instances 1352 22.0771 % Kappa statistic 0.7436 Mean absolute error 0.0592 Root mean squared error 0.2228 Relative absolute error 27.5118 % Root relative squared error 67.9305 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.807 0.027 0.788 0.807 0.797 0.913 climbingdown 0.7 0.046 0.696 0.7 0.698 0.861 climbingup 0.938 0.002 0.93 0.938 0.934 0.987 jumping 0.841 0.026 0.84 0.841 0.841 0.935 lying 0.723 0.049 0.706 0.723 0.714 0.867 standing 0.728 0.046 0.719 0.728 0.724 0.872 sitting 0.849 0.021 0.89 0.849 0.869 0.931 running 0.769 0.04 0.775 0.769 0.772 0.892 walking Weighted Avg. 0.779 0.035 0.78 0.779 0.78 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 539 65 3 2 4 2 3 50 | a = climbingdown 73 561 0 6 10 1 5 145 | b = climbingup 0 0 120 0 0 0 8 0 | c = jumping 1 5 0 722 18 106 3 3 | d = lying 4 20 1 30 614 107 63 10 | e = standing 1 4 0 98 110 623 20 0 | f = sitting 8 9 5 0 109 25 878 0 | g = running 58 142 0 2 5 2 6 715 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4725 77.1555 % Incorrectly Classified Instances 1399 22.8445 % Kappa statistic 0.7345 Mean absolute error 0.0603 Root mean squared error 0.2273 Relative absolute error 28.0274 % Root relative squared error 69.3045 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.784 0.026 0.789 0.784 0.787 0.897 climbingdown 0.669 0.046 0.686 0.669 0.678 0.849 climbingup 0.953 0.001 0.953 0.953 0.953 0.982 jumping 0.853 0.027 0.836 0.853 0.844 0.93 lying 0.674 0.047 0.697 0.674 0.685 0.851 standing 0.722 0.043 0.731 0.722 0.727 0.881 sitting 0.861 0.032 0.847 0.861 0.854 0.927 running 0.786 0.044 0.763 0.786 0.774 0.894 walking Weighted Avg. 0.772 0.037 0.771 0.772 0.771 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 524 69 2 0 3 2 11 57 | a = climbingdown 69 536 1 5 26 2 6 156 | b = climbingup 1 0 122 1 0 0 4 0 | c = jumping 0 5 0 733 22 94 4 1 | d = lying 8 24 0 30 572 107 102 6 | e = standing 1 7 0 99 100 618 31 0 | f = sitting 10 4 3 6 92 22 890 7 | g = running 51 136 0 3 6 0 3 730 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4718 77.0411 % Incorrectly Classified Instances 1406 22.9589 % Kappa statistic 0.7333 Mean absolute error 0.0605 Root mean squared error 0.2268 Relative absolute error 28.1112 % Root relative squared error 69.1462 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.795 0.031 0.761 0.795 0.777 0.895 climbingdown 0.68 0.048 0.682 0.68 0.681 0.862 climbingup 0.961 0.002 0.932 0.961 0.946 0.979 jumping 0.85 0.028 0.834 0.85 0.842 0.931 lying 0.697 0.046 0.708 0.697 0.703 0.874 standing 0.722 0.044 0.727 0.722 0.725 0.874 sitting 0.858 0.027 0.868 0.858 0.863 0.936 running 0.745 0.042 0.759 0.745 0.752 0.868 walking Weighted Avg. 0.77 0.037 0.77 0.77 0.77 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 531 67 1 3 7 1 3 55 | a = climbingdown 76 545 0 4 16 3 5 152 | b = climbingup 0 0 123 0 0 0 5 0 | c = jumping 0 6 0 730 17 100 4 2 | d = lying 8 24 0 20 592 108 94 3 | e = standing 2 2 0 115 98 618 20 1 | f = sitting 7 7 7 2 98 19 887 7 | g = running 74 148 1 1 8 1 4 692 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4696 76.6944 % Incorrectly Classified Instances 1427 23.3056 % Kappa statistic 0.7293 Mean absolute error 0.0617 Root mean squared error 0.2305 Relative absolute error 28.6631 % Root relative squared error 70.2839 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.813 0.03 0.768 0.813 0.79 0.912 climbingdown 0.656 0.042 0.7 0.656 0.677 0.855 climbingup 0.953 0.001 0.938 0.953 0.945 0.986 jumping 0.816 0.027 0.83 0.816 0.823 0.913 lying 0.702 0.054 0.676 0.702 0.689 0.848 standing 0.717 0.049 0.703 0.717 0.71 0.873 sitting 0.85 0.023 0.882 0.85 0.865 0.923 running 0.772 0.043 0.762 0.772 0.767 0.895 walking Weighted Avg. 0.767 0.038 0.768 0.767 0.767 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 543 56 1 0 7 1 4 56 | a = climbingdown 83 526 0 6 25 0 4 158 | b = climbingup 0 0 121 0 0 0 6 0 | c = jumping 2 6 0 701 24 120 4 2 | d = lying 9 17 0 31 595 115 78 3 | e = standing 0 2 0 102 118 614 20 0 | f = sitting 4 7 7 5 105 22 878 5 | g = running 66 137 0 0 6 1 2 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4797 78.3439 % Incorrectly Classified Instances 1326 21.6561 % Kappa statistic 0.7484 Mean absolute error 0.0578 Root mean squared error 0.2209 Relative absolute error 26.8467 % Root relative squared error 67.3384 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.801 0.026 0.791 0.801 0.796 0.904 climbingdown 0.702 0.048 0.685 0.702 0.693 0.861 climbingup 0.961 0.001 0.969 0.961 0.965 0.984 jumping 0.86 0.022 0.862 0.86 0.861 0.939 lying 0.723 0.053 0.688 0.723 0.705 0.87 standing 0.736 0.039 0.755 0.736 0.746 0.877 sitting 0.855 0.025 0.875 0.855 0.865 0.941 running 0.766 0.038 0.783 0.766 0.774 0.892 walking Weighted Avg. 0.783 0.035 0.785 0.783 0.784 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 535 69 2 0 7 2 3 50 | a = climbingdown 64 562 1 6 21 1 5 141 | b = climbingup 1 0 123 0 0 0 4 0 | c = jumping 0 7 0 739 20 90 3 0 | d = lying 9 18 0 22 613 95 87 4 | e = standing 2 3 0 88 111 630 22 0 | f = sitting 9 9 1 2 112 15 883 2 | g = running 56 152 0 0 7 1 2 712 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4732 77.2824 % Incorrectly Classified Instances 1391 22.7176 % Kappa statistic 0.736 Mean absolute error 0.0606 Root mean squared error 0.2275 Relative absolute error 28.1842 % Root relative squared error 69.3599 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.796 0.025 0.799 0.796 0.798 0.902 climbingdown 0.698 0.05 0.676 0.698 0.687 0.849 climbingup 0.891 0 0.983 0.891 0.934 0.954 jumping 0.841 0.026 0.84 0.841 0.84 0.929 lying 0.716 0.053 0.685 0.716 0.7 0.859 standing 0.695 0.043 0.726 0.695 0.71 0.862 sitting 0.856 0.028 0.863 0.856 0.86 0.932 running 0.773 0.039 0.778 0.773 0.776 0.885 walking Weighted Avg. 0.773 0.037 0.774 0.773 0.773 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 532 69 0 0 5 1 7 54 | a = climbingdown 81 559 0 3 17 1 3 137 | b = climbingup 1 0 114 1 0 0 11 1 | c = jumping 0 10 0 722 26 99 2 0 | d = lying 4 22 0 24 607 92 91 8 | e = standing 0 4 0 107 124 595 25 1 | f = sitting 4 9 2 2 96 32 884 4 | g = running 44 154 0 1 11 0 1 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4770 77.903 % Incorrectly Classified Instances 1353 22.097 % Kappa statistic 0.7433 Mean absolute error 0.0587 Root mean squared error 0.2239 Relative absolute error 27.2629 % Root relative squared error 68.2516 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.786 0.029 0.766 0.786 0.776 0.905 climbingdown 0.682 0.05 0.672 0.682 0.677 0.852 climbingup 0.977 0.001 0.962 0.977 0.969 0.991 jumping 0.856 0.023 0.861 0.856 0.858 0.942 lying 0.729 0.045 0.723 0.729 0.726 0.877 standing 0.745 0.042 0.744 0.745 0.745 0.889 sitting 0.849 0.028 0.86 0.849 0.854 0.932 running 0.759 0.039 0.776 0.759 0.767 0.886 walking Weighted Avg. 0.779 0.036 0.779 0.779 0.779 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 525 82 1 3 6 0 9 42 | a = climbingdown 75 546 0 0 20 3 8 149 | b = climbingup 0 0 125 0 0 0 3 0 | c = jumping 2 3 0 735 17 97 5 0 | d = lying 6 19 0 15 618 90 93 7 | e = standing 0 2 0 96 95 638 24 1 | f = sitting 11 8 4 3 96 29 877 5 | g = running 66 152 0 2 3 0 1 706 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4691 76.6128 % Incorrectly Classified Instances 1432 23.3872 % Kappa statistic 0.7283 Mean absolute error 0.062 Root mean squared error 0.2301 Relative absolute error 28.8339 % Root relative squared error 70.1623 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.785 0.029 0.766 0.785 0.775 0.902 climbingdown 0.677 0.047 0.685 0.677 0.681 0.86 climbingup 0.906 0.002 0.928 0.906 0.917 0.96 jumping 0.841 0.026 0.839 0.841 0.84 0.923 lying 0.718 0.054 0.683 0.718 0.7 0.87 standing 0.674 0.043 0.719 0.674 0.696 0.857 sitting 0.848 0.031 0.846 0.848 0.847 0.925 running 0.78 0.04 0.777 0.78 0.778 0.889 walking Weighted Avg. 0.766 0.038 0.766 0.766 0.766 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 525 72 2 0 5 1 6 58 | a = climbingdown 92 542 0 2 16 2 7 140 | b = climbingup 3 1 116 0 0 0 8 0 | c = jumping 1 5 0 722 26 97 8 0 | d = lying 3 19 0 16 609 100 96 5 | e = standing 0 5 0 116 125 576 31 2 | f = sitting 8 11 6 3 101 25 876 3 | g = running 53 136 1 2 10 0 3 725 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4698 76.7271 % Incorrectly Classified Instances 1425 23.2729 % Kappa statistic 0.7295 Mean absolute error 0.0614 Root mean squared error 0.2284 Relative absolute error 28.5474 % Root relative squared error 69.6301 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.024 0.796 0.753 0.774 0.89 climbingdown 0.658 0.047 0.679 0.658 0.668 0.848 climbingup 0.93 0.001 0.96 0.93 0.944 0.98 jumping 0.861 0.02 0.876 0.861 0.868 0.951 lying 0.678 0.054 0.667 0.678 0.673 0.842 standing 0.731 0.048 0.711 0.731 0.721 0.89 sitting 0.849 0.026 0.868 0.849 0.858 0.927 running 0.786 0.05 0.736 0.786 0.76 0.886 walking Weighted Avg. 0.767 0.038 0.769 0.767 0.768 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 504 80 2 3 4 1 5 70 | a = climbingdown 67 527 0 3 16 0 8 180 | b = climbingup 3 0 119 0 0 0 6 0 | c = jumping 1 2 0 739 20 92 3 1 | d = lying 5 26 0 21 575 135 80 6 | e = standing 0 0 0 76 127 625 27 0 | f = sitting 7 6 3 1 108 26 878 5 | g = running 46 135 0 1 12 0 5 731 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4768 77.8703 % Incorrectly Classified Instances 1355 22.1297 % Kappa statistic 0.7429 Mean absolute error 0.0591 Root mean squared error 0.2243 Relative absolute error 27.4463 % Root relative squared error 68.3762 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.801 0.025 0.799 0.801 0.8 0.901 climbingdown 0.68 0.048 0.68 0.68 0.68 0.846 climbingup 0.969 0.002 0.925 0.969 0.947 0.987 jumping 0.848 0.023 0.86 0.848 0.854 0.935 lying 0.724 0.049 0.703 0.724 0.713 0.872 standing 0.725 0.044 0.726 0.725 0.726 0.876 sitting 0.854 0.023 0.884 0.854 0.869 0.937 running 0.772 0.043 0.762 0.772 0.767 0.89 walking Weighted Avg. 0.779 0.036 0.78 0.779 0.779 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 536 66 1 1 7 1 8 49 | a = climbingdown 63 545 1 4 10 7 7 164 | b = climbingup 0 0 124 0 0 0 4 0 | c = jumping 2 5 0 728 28 91 3 1 | d = lying 12 19 0 16 614 109 71 7 | e = standing 3 1 0 95 114 620 21 1 | f = sitting 7 10 7 2 97 26 883 2 | g = running 48 156 1 1 4 0 2 718 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4747 77.5147 % Incorrectly Classified Instances 1377 22.4853 % Kappa statistic 0.7388 Mean absolute error 0.0602 Root mean squared error 0.2255 Relative absolute error 27.9706 % Root relative squared error 68.7645 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.801 0.024 0.803 0.801 0.802 0.909 climbingdown 0.683 0.045 0.693 0.683 0.688 0.847 climbingup 0.969 0.001 0.954 0.969 0.961 0.992 jumping 0.863 0.027 0.838 0.863 0.85 0.943 lying 0.708 0.053 0.681 0.708 0.694 0.856 standing 0.701 0.04 0.739 0.701 0.719 0.865 sitting 0.85 0.025 0.874 0.85 0.862 0.942 running 0.775 0.045 0.755 0.775 0.765 0.888 walking Weighted Avg. 0.775 0.036 0.775 0.775 0.775 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 535 58 2 0 9 2 5 57 | a = climbingdown 64 547 0 4 23 0 1 162 | b = climbingup 0 0 124 0 0 0 4 0 | c = jumping 3 4 0 741 17 89 1 4 | d = lying 6 27 0 24 601 94 90 7 | e = standing 1 0 0 110 123 599 22 0 | f = sitting 7 7 4 5 101 27 879 4 | g = running 50 146 0 0 9 0 4 721 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4718 77.0411 % Incorrectly Classified Instances 1406 22.9589 % Kappa statistic 0.7331 Mean absolute error 0.0608 Root mean squared error 0.2284 Relative absolute error 28.2575 % Root relative squared error 69.6233 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.78 0.023 0.806 0.78 0.793 0.897 climbingdown 0.682 0.048 0.68 0.682 0.681 0.855 climbingup 0.922 0.001 0.944 0.922 0.933 0.975 jumping 0.833 0.024 0.852 0.833 0.843 0.932 lying 0.68 0.049 0.691 0.68 0.685 0.857 standing 0.723 0.048 0.711 0.723 0.717 0.875 sitting 0.871 0.028 0.863 0.871 0.867 0.943 running 0.775 0.046 0.75 0.775 0.762 0.88 walking Weighted Avg. 0.77 0.037 0.771 0.77 0.771 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 522 64 2 1 6 2 5 67 | a = climbingdown 59 547 0 4 22 2 4 164 | b = climbingup 0 1 118 0 0 0 9 0 | c = jumping 2 6 0 715 18 112 2 3 | d = lying 7 20 0 28 577 113 100 4 | e = standing 1 5 0 91 118 618 21 1 | f = sitting 7 9 4 0 90 22 901 1 | g = running 50 152 1 0 4 0 2 720 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4734 77.3024 % Incorrectly Classified Instances 1390 22.6976 % Kappa statistic 0.7363 Mean absolute error 0.0606 Root mean squared error 0.2265 Relative absolute error 28.144 % Root relative squared error 69.048 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.801 0.024 0.802 0.801 0.802 0.905 climbingdown 0.694 0.044 0.705 0.694 0.699 0.871 climbingup 0.953 0.002 0.924 0.953 0.938 0.985 jumping 0.824 0.031 0.813 0.824 0.818 0.925 lying 0.704 0.05 0.692 0.704 0.698 0.859 standing 0.718 0.045 0.721 0.718 0.72 0.878 sitting 0.846 0.023 0.882 0.846 0.864 0.93 running 0.78 0.044 0.758 0.78 0.769 0.887 walking Weighted Avg. 0.773 0.037 0.774 0.773 0.773 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 536 62 1 1 5 0 4 60 | a = climbingdown 59 556 0 4 18 0 4 160 | b = climbingup 2 0 122 0 0 0 4 0 | c = jumping 2 6 0 707 30 108 4 1 | d = lying 7 21 0 28 598 106 82 7 | e = standing 2 0 0 120 101 615 18 0 | f = sitting 5 8 9 7 104 23 875 3 | g = running 55 136 0 3 8 1 1 725 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4784 78.1316 % Incorrectly Classified Instances 1339 21.8684 % Kappa statistic 0.7459 Mean absolute error 0.0577 Root mean squared error 0.2222 Relative absolute error 26.8222 % Root relative squared error 67.7497 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.023 0.812 0.8 0.806 0.908 climbingdown 0.678 0.046 0.691 0.678 0.684 0.842 climbingup 0.953 0.001 0.976 0.953 0.964 0.983 jumping 0.855 0.026 0.842 0.855 0.849 0.928 lying 0.722 0.049 0.701 0.722 0.711 0.865 standing 0.723 0.044 0.726 0.723 0.724 0.877 sitting 0.858 0.02 0.895 0.858 0.876 0.939 running 0.788 0.045 0.76 0.788 0.774 0.902 walking Weighted Avg. 0.781 0.035 0.782 0.781 0.782 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 535 69 0 1 3 1 5 55 | a = climbingdown 67 543 0 7 21 0 2 161 | b = climbingup 0 0 121 0 0 0 6 0 | c = jumping 2 3 0 734 18 98 1 2 | d = lying 9 20 0 22 612 104 73 8 | e = standing 1 2 0 101 119 619 14 0 | f = sitting 3 6 2 4 95 31 887 6 | g = running 42 143 1 3 5 0 3 733 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4769 77.8867 % Incorrectly Classified Instances 1354 22.1133 % Kappa statistic 0.7431 Mean absolute error 0.0593 Root mean squared error 0.2251 Relative absolute error 27.5432 % Root relative squared error 68.6306 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.808 0.025 0.801 0.808 0.805 0.898 climbingdown 0.689 0.042 0.71 0.689 0.699 0.857 climbingup 0.969 0.001 0.939 0.969 0.954 0.987 jumping 0.851 0.025 0.847 0.851 0.849 0.936 lying 0.704 0.054 0.678 0.704 0.691 0.855 standing 0.701 0.044 0.72 0.701 0.71 0.861 sitting 0.854 0.027 0.866 0.854 0.86 0.933 running 0.799 0.039 0.788 0.799 0.793 0.903 walking Weighted Avg. 0.779 0.036 0.779 0.779 0.779 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 540 58 1 0 11 1 7 50 | a = climbingdown 75 552 0 6 18 2 6 142 | b = climbingup 1 0 124 0 0 0 3 0 | c = jumping 3 2 0 731 22 96 5 0 | d = lying 3 25 0 19 597 112 86 6 | e = standing 1 2 0 101 125 600 27 0 | f = sitting 3 9 7 5 103 22 882 2 | g = running 48 130 0 1 5 0 3 743 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4747 77.5274 % Incorrectly Classified Instances 1376 22.4726 % Kappa statistic 0.739 Mean absolute error 0.0601 Root mean squared error 0.2255 Relative absolute error 27.9248 % Root relative squared error 68.7593 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.027 0.787 0.81 0.799 0.91 climbingdown 0.695 0.047 0.689 0.695 0.692 0.855 climbingup 0.938 0.001 0.96 0.938 0.949 0.975 jumping 0.82 0.028 0.829 0.82 0.824 0.92 lying 0.722 0.052 0.689 0.722 0.705 0.866 standing 0.723 0.045 0.721 0.723 0.722 0.878 sitting 0.851 0.023 0.882 0.851 0.866 0.936 running 0.769 0.038 0.785 0.769 0.777 0.896 walking Weighted Avg. 0.775 0.036 0.777 0.775 0.776 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 541 58 1 1 6 0 6 55 | a = climbingdown 78 557 0 2 23 3 2 136 | b = climbingup 1 0 120 0 0 0 7 0 | c = jumping 1 2 0 704 32 116 3 1 | d = lying 4 26 0 24 612 102 79 1 | e = standing 0 4 0 114 99 619 20 0 | f = sitting 7 10 4 1 111 18 879 3 | g = running 55 151 0 3 5 0 1 715 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4749 77.56 % Incorrectly Classified Instances 1374 22.44 % Kappa statistic 0.7393 Mean absolute error 0.0601 Root mean squared error 0.2266 Relative absolute error 27.9239 % Root relative squared error 69.0943 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.808 0.025 0.796 0.808 0.802 0.9 climbingdown 0.694 0.051 0.674 0.694 0.684 0.847 climbingup 0.93 0.001 0.975 0.93 0.952 0.977 jumping 0.837 0.023 0.856 0.837 0.846 0.934 lying 0.709 0.051 0.689 0.709 0.699 0.872 standing 0.73 0.047 0.716 0.73 0.723 0.874 sitting 0.854 0.023 0.885 0.854 0.869 0.931 running 0.76 0.04 0.772 0.76 0.766 0.889 walking Weighted Avg. 0.776 0.036 0.778 0.776 0.776 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 540 62 0 0 8 2 4 52 | a = climbingdown 72 556 0 1 17 3 4 148 | b = climbingup 1 0 119 0 0 0 8 0 | c = jumping 1 4 0 719 20 111 4 0 | d = lying 10 17 0 27 601 116 75 2 | e = standing 2 2 0 88 120 625 19 0 | f = sitting 4 15 3 3 104 15 882 7 | g = running 48 169 0 2 2 1 1 707 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4753 77.6253 % Incorrectly Classified Instances 1370 22.3747 % Kappa statistic 0.7401 Mean absolute error 0.0591 Root mean squared error 0.2247 Relative absolute error 27.4654 % Root relative squared error 68.4996 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.789 0.027 0.781 0.789 0.785 0.901 climbingdown 0.697 0.049 0.68 0.697 0.688 0.857 climbingup 0.945 0.001 0.976 0.945 0.96 0.975 jumping 0.852 0.027 0.839 0.852 0.846 0.94 lying 0.717 0.052 0.689 0.717 0.703 0.868 standing 0.714 0.043 0.728 0.714 0.721 0.878 sitting 0.86 0.022 0.889 0.86 0.874 0.938 running 0.761 0.039 0.776 0.761 0.769 0.885 walking Weighted Avg. 0.776 0.036 0.778 0.776 0.777 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 527 71 1 1 7 1 6 54 | a = climbingdown 73 558 0 2 21 2 5 140 | b = climbingup 0 0 121 0 0 0 7 0 | c = jumping 1 6 0 732 22 92 5 1 | d = lying 10 17 0 27 608 115 65 6 | e = standing 2 4 0 101 114 611 23 1 | f = sitting 6 6 2 8 103 18 888 2 | g = running 56 158 0 1 7 0 0 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4731 77.266 % Incorrectly Classified Instances 1392 22.734 % Kappa statistic 0.7359 Mean absolute error 0.0603 Root mean squared error 0.2258 Relative absolute error 28.0162 % Root relative squared error 68.8524 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.801 0.025 0.795 0.801 0.798 0.906 climbingdown 0.668 0.048 0.675 0.668 0.671 0.85 climbingup 0.922 0.001 0.944 0.922 0.933 0.97 jumping 0.838 0.029 0.824 0.838 0.831 0.936 lying 0.716 0.049 0.699 0.716 0.707 0.874 standing 0.707 0.046 0.713 0.707 0.71 0.875 sitting 0.853 0.024 0.877 0.853 0.865 0.935 running 0.785 0.04 0.78 0.785 0.782 0.896 walking Weighted Avg. 0.773 0.037 0.773 0.773 0.773 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 535 78 0 2 5 1 5 42 | a = climbingdown 74 535 1 3 31 2 2 153 | b = climbingup 2 0 118 0 0 0 8 0 | c = jumping 1 5 0 720 19 111 2 1 | d = lying 7 18 0 23 607 107 81 5 | e = standing 0 4 0 121 100 605 25 1 | f = sitting 7 12 6 3 98 22 881 4 | g = running 47 141 0 2 8 1 1 730 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4763 77.7887 % Incorrectly Classified Instances 1360 22.2113 % Kappa statistic 0.7419 Mean absolute error 0.0594 Root mean squared error 0.2246 Relative absolute error 27.5927 % Root relative squared error 68.4886 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.817 0.023 0.815 0.817 0.816 0.906 climbingdown 0.713 0.048 0.693 0.713 0.703 0.86 climbingup 0.938 0.001 0.945 0.938 0.941 0.985 jumping 0.844 0.025 0.849 0.844 0.846 0.935 lying 0.679 0.048 0.694 0.679 0.687 0.85 standing 0.717 0.046 0.718 0.717 0.717 0.877 sitting 0.866 0.03 0.852 0.866 0.859 0.94 running 0.771 0.038 0.784 0.771 0.778 0.893 walking Weighted Avg. 0.778 0.036 0.778 0.778 0.778 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 546 62 1 1 3 1 6 48 | a = climbingdown 61 571 0 2 19 2 5 141 | b = climbingup 2 0 120 0 0 0 6 0 | c = jumping 2 4 0 725 27 101 0 0 | d = lying 3 23 0 19 576 115 107 5 | e = standing 3 1 0 103 107 613 28 0 | f = sitting 8 7 5 3 91 22 895 3 | g = running 45 156 1 1 7 0 3 717 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4742 77.4331 % Incorrectly Classified Instances 1382 22.5669 % Kappa statistic 0.7378 Mean absolute error 0.0601 Root mean squared error 0.2265 Relative absolute error 27.9391 % Root relative squared error 69.0649 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.777 0.028 0.773 0.777 0.775 0.895 climbingdown 0.693 0.046 0.694 0.693 0.693 0.868 climbingup 0.93 0.001 0.952 0.93 0.941 0.97 jumping 0.859 0.025 0.849 0.859 0.854 0.942 lying 0.702 0.052 0.684 0.702 0.693 0.852 standing 0.736 0.044 0.732 0.736 0.734 0.881 sitting 0.838 0.024 0.876 0.838 0.857 0.93 running 0.773 0.042 0.767 0.773 0.77 0.895 walking Weighted Avg. 0.774 0.036 0.775 0.774 0.775 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 519 75 2 2 9 1 7 53 | a = climbingdown 68 555 0 6 17 1 6 148 | b = climbingup 2 0 119 0 0 0 6 1 | c = jumping 1 5 0 738 22 90 3 0 | d = lying 10 23 0 19 595 112 82 7 | e = standing 2 3 0 102 99 630 18 2 | f = sitting 3 7 4 1 118 26 867 8 | g = running 66 132 0 1 10 1 1 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4715 76.9922 % Incorrectly Classified Instances 1409 23.0078 % Kappa statistic 0.7327 Mean absolute error 0.0607 Root mean squared error 0.2267 Relative absolute error 28.1987 % Root relative squared error 69.1212 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.78 0.026 0.783 0.78 0.782 0.896 climbingdown 0.712 0.051 0.679 0.712 0.695 0.861 climbingup 0.906 0.001 0.935 0.906 0.921 0.963 jumping 0.847 0.025 0.847 0.847 0.847 0.936 lying 0.69 0.052 0.681 0.69 0.685 0.846 standing 0.701 0.046 0.711 0.701 0.706 0.875 sitting 0.845 0.025 0.875 0.845 0.86 0.935 running 0.775 0.041 0.772 0.775 0.774 0.886 walking Weighted Avg. 0.77 0.037 0.771 0.77 0.77 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 521 79 0 0 6 0 3 59 | a = climbingdown 67 570 0 1 19 0 2 142 | b = climbingup 0 0 116 0 0 0 12 0 | c = jumping 2 8 0 728 21 96 3 1 | d = lying 8 27 0 25 585 111 86 6 | e = standing 6 2 0 100 129 600 18 1 | f = sitting 7 11 8 2 92 36 874 4 | g = running 54 143 0 3 7 1 1 721 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4761 77.7433 % Incorrectly Classified Instances 1363 22.2567 % Kappa statistic 0.7415 Mean absolute error 0.0589 Root mean squared error 0.223 Relative absolute error 27.3778 % Root relative squared error 68.0013 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.023 0.808 0.804 0.806 0.91 climbingdown 0.701 0.047 0.693 0.701 0.697 0.858 climbingup 0.977 0.001 0.94 0.977 0.958 0.991 jumping 0.837 0.028 0.828 0.837 0.833 0.927 lying 0.712 0.052 0.689 0.712 0.7 0.867 standing 0.696 0.043 0.724 0.696 0.71 0.869 sitting 0.848 0.025 0.874 0.848 0.861 0.934 running 0.798 0.039 0.785 0.798 0.791 0.902 walking Weighted Avg. 0.777 0.036 0.778 0.777 0.778 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 537 71 1 0 5 0 4 50 | a = climbingdown 61 562 0 4 23 2 4 146 | b = climbingup 0 0 125 0 0 0 3 0 | c = jumping 2 5 0 719 26 104 3 0 | d = lying 9 23 0 27 604 94 89 2 | e = standing 2 2 0 113 119 596 22 2 | f = sitting 6 13 7 4 97 27 876 3 | g = running 48 135 0 1 3 0 1 742 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4701 76.7761 % Incorrectly Classified Instances 1422 23.2239 % Kappa statistic 0.7301 Mean absolute error 0.0613 Root mean squared error 0.2289 Relative absolute error 28.4984 % Root relative squared error 69.8019 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.027 0.775 0.768 0.772 0.888 climbingdown 0.678 0.051 0.667 0.678 0.672 0.837 climbingup 0.937 0.001 0.944 0.937 0.941 0.965 jumping 0.815 0.025 0.844 0.815 0.829 0.932 lying 0.709 0.048 0.704 0.709 0.706 0.867 standing 0.729 0.049 0.707 0.729 0.718 0.87 sitting 0.86 0.025 0.876 0.86 0.868 0.942 running 0.766 0.044 0.757 0.766 0.761 0.886 walking Weighted Avg. 0.768 0.037 0.769 0.768 0.768 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 514 76 0 2 3 1 5 68 | a = climbingdown 74 543 1 4 21 0 3 155 | b = climbingup 5 1 119 0 0 0 2 0 | c = jumping 1 5 0 700 26 123 4 0 | d = lying 1 28 0 20 601 113 80 5 | e = standing 2 4 0 99 99 624 28 0 | f = sitting 11 10 6 2 94 21 888 1 | g = running 55 147 0 2 10 0 4 712 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4732 77.2824 % Incorrectly Classified Instances 1391 22.7176 % Kappa statistic 0.7361 Mean absolute error 0.06 Root mean squared error 0.2278 Relative absolute error 27.8785 % Root relative squared error 69.4483 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.779 0.029 0.768 0.779 0.774 0.889 climbingdown 0.672 0.048 0.68 0.672 0.676 0.847 climbingup 0.93 0.001 0.952 0.93 0.941 0.967 jumping 0.854 0.026 0.843 0.854 0.848 0.937 lying 0.714 0.049 0.701 0.714 0.707 0.863 standing 0.722 0.047 0.716 0.722 0.719 0.864 sitting 0.851 0.021 0.891 0.851 0.871 0.932 running 0.773 0.044 0.76 0.773 0.766 0.888 walking Weighted Avg. 0.773 0.037 0.774 0.773 0.773 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 521 79 1 1 5 2 1 59 | a = climbingdown 74 538 1 2 23 3 4 156 | b = climbingup 2 2 119 0 0 0 5 0 | c = jumping 3 3 0 733 21 95 1 2 | d = lying 8 23 0 24 606 113 68 7 | e = standing 0 1 0 104 108 618 25 0 | f = sitting 3 9 4 6 98 31 879 3 | g = running 67 136 0 0 4 1 3 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4747 77.5274 % Incorrectly Classified Instances 1376 22.4726 % Kappa statistic 0.7389 Mean absolute error 0.0603 Root mean squared error 0.2248 Relative absolute error 28.0231 % Root relative squared error 68.5496 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.825 0.032 0.762 0.825 0.793 0.908 climbingdown 0.672 0.046 0.686 0.672 0.679 0.856 climbingup 0.938 0.001 0.968 0.938 0.952 0.986 jumping 0.833 0.023 0.855 0.833 0.844 0.936 lying 0.702 0.049 0.695 0.702 0.699 0.857 standing 0.738 0.043 0.737 0.738 0.738 0.887 sitting 0.85 0.029 0.855 0.85 0.852 0.929 running 0.771 0.038 0.783 0.771 0.777 0.888 walking Weighted Avg. 0.775 0.036 0.776 0.775 0.775 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 552 64 1 1 3 0 6 42 | a = climbingdown 92 538 0 5 11 0 7 148 | b = climbingup 0 0 120 0 0 0 8 0 | c = jumping 0 7 0 715 25 103 6 2 | d = lying 12 26 0 19 596 97 97 2 | e = standing 2 2 0 92 108 632 20 0 | f = sitting 7 7 3 4 106 24 878 4 | g = running 59 140 0 0 8 1 5 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4740 77.413 % Incorrectly Classified Instances 1383 22.587 % Kappa statistic 0.7375 Mean absolute error 0.0605 Root mean squared error 0.2259 Relative absolute error 28.0968 % Root relative squared error 68.8726 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.789 0.027 0.778 0.789 0.784 0.898 climbingdown 0.668 0.047 0.682 0.668 0.675 0.834 climbingup 0.914 0.001 0.951 0.914 0.932 0.972 jumping 0.839 0.025 0.845 0.839 0.842 0.94 lying 0.726 0.05 0.702 0.726 0.713 0.873 standing 0.711 0.042 0.735 0.711 0.723 0.878 sitting 0.854 0.027 0.866 0.854 0.86 0.927 running 0.789 0.044 0.765 0.789 0.777 0.892 walking Weighted Avg. 0.774 0.037 0.775 0.774 0.774 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 527 74 0 0 7 1 3 56 | a = climbingdown 89 535 0 4 12 1 5 155 | b = climbingup 1 0 117 0 0 0 10 0 | c = jumping 1 5 0 720 27 98 4 3 | d = lying 6 21 0 16 616 99 85 6 | e = standing 1 6 0 108 104 609 26 2 | f = sitting 6 7 6 4 104 20 882 4 | g = running 46 137 0 0 8 1 4 734 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4802 78.4256 % Incorrectly Classified Instances 1321 21.5744 % Kappa statistic 0.7494 Mean absolute error 0.0574 Root mean squared error 0.2198 Relative absolute error 26.6822 % Root relative squared error 67.0092 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.793 0.03 0.767 0.793 0.78 0.896 climbingdown 0.707 0.046 0.7 0.707 0.703 0.871 climbingup 0.938 0.003 0.882 0.938 0.909 0.97 jumping 0.875 0.026 0.846 0.875 0.86 0.945 lying 0.721 0.045 0.721 0.721 0.721 0.882 standing 0.737 0.039 0.754 0.737 0.746 0.893 sitting 0.85 0.025 0.872 0.85 0.861 0.935 running 0.768 0.037 0.786 0.768 0.777 0.889 walking Weighted Avg. 0.784 0.034 0.784 0.784 0.784 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 530 59 4 3 6 1 3 62 | a = climbingdown 86 566 0 5 13 1 5 125 | b = climbingup 2 0 120 0 0 0 6 0 | c = jumping 1 9 0 752 15 78 3 1 | d = lying 5 21 0 20 611 106 82 3 | e = standing 1 1 0 104 92 630 27 0 | f = sitting 6 9 12 4 103 18 879 3 | g = running 60 144 0 1 7 1 3 714 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4702 76.7924 % Incorrectly Classified Instances 1421 23.2076 % Kappa statistic 0.7303 Mean absolute error 0.0619 Root mean squared error 0.23 Relative absolute error 28.7601 % Root relative squared error 70.1238 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.769 0.023 0.804 0.769 0.787 0.884 climbingdown 0.698 0.048 0.688 0.698 0.693 0.85 climbingup 0.953 0.001 0.938 0.953 0.946 0.982 jumping 0.831 0.028 0.831 0.831 0.831 0.932 lying 0.689 0.054 0.673 0.689 0.681 0.857 standing 0.695 0.05 0.693 0.695 0.694 0.857 sitting 0.851 0.024 0.876 0.851 0.864 0.943 running 0.79 0.042 0.77 0.79 0.78 0.896 walking Weighted Avg. 0.768 0.038 0.769 0.768 0.768 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 514 78 3 0 4 2 4 63 | a = climbingdown 61 559 0 7 24 3 3 144 | b = climbingup 0 0 122 1 0 0 5 0 | c = jumping 0 6 0 714 20 116 2 1 | d = lying 6 17 0 30 584 115 90 6 | e = standing 1 5 0 106 130 594 18 1 | f = sitting 10 9 5 1 99 26 880 4 | g = running 47 138 0 0 7 1 2 735 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4774 77.9683 % Incorrectly Classified Instances 1349 22.0317 % Kappa statistic 0.744 Mean absolute error 0.0586 Root mean squared error 0.2237 Relative absolute error 27.2461 % Root relative squared error 68.1988 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.771 0.025 0.794 0.771 0.782 0.904 climbingdown 0.723 0.049 0.691 0.723 0.707 0.867 climbingup 0.953 0.001 0.953 0.953 0.953 0.986 jumping 0.835 0.023 0.857 0.835 0.846 0.936 lying 0.709 0.048 0.704 0.709 0.706 0.872 standing 0.736 0.047 0.716 0.736 0.725 0.873 sitting 0.867 0.024 0.882 0.867 0.874 0.941 running 0.769 0.04 0.775 0.769 0.772 0.884 walking Weighted Avg. 0.78 0.036 0.781 0.78 0.78 0.9 === Confusion Matrix === a b c d e f g h <-- classified as 515 77 1 2 4 1 6 62 | a = climbingdown 58 579 0 3 20 2 4 135 | b = climbingup 0 0 122 0 0 0 6 0 | c = jumping 2 5 0 717 17 115 2 1 | d = lying 8 24 0 21 601 109 78 7 | e = standing 0 2 0 87 116 629 20 1 | f = sitting 10 8 5 3 88 23 896 1 | g = running 56 143 0 4 8 0 4 715 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4748 77.531 % Incorrectly Classified Instances 1376 22.469 % Kappa statistic 0.7389 Mean absolute error 0.0592 Root mean squared error 0.2249 Relative absolute error 27.5354 % Root relative squared error 68.5817 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.791 0.025 0.793 0.791 0.792 0.912 climbingdown 0.697 0.045 0.701 0.697 0.699 0.864 climbingup 0.945 0.001 0.945 0.945 0.945 0.975 jumping 0.851 0.026 0.841 0.851 0.846 0.94 lying 0.695 0.051 0.688 0.695 0.691 0.864 standing 0.69 0.046 0.711 0.69 0.7 0.856 sitting 0.859 0.025 0.876 0.859 0.867 0.936 running 0.798 0.043 0.77 0.798 0.784 0.904 walking Weighted Avg. 0.775 0.036 0.775 0.775 0.775 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 529 66 1 1 2 2 4 64 | a = climbingdown 75 558 0 1 13 0 3 151 | b = climbingup 0 0 121 0 0 0 6 1 | c = jumping 0 12 0 731 17 96 3 0 | d = lying 10 20 0 20 590 123 85 1 | e = standing 1 2 0 111 127 590 23 1 | f = sitting 9 4 6 4 101 18 887 4 | g = running 43 134 0 1 8 1 1 742 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4733 77.2861 % Incorrectly Classified Instances 1391 22.7139 % Kappa statistic 0.7361 Mean absolute error 0.0602 Root mean squared error 0.2273 Relative absolute error 27.9865 % Root relative squared error 69.3086 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.786 0.03 0.761 0.786 0.773 0.893 climbingdown 0.665 0.042 0.705 0.665 0.685 0.851 climbingup 0.938 0.001 0.945 0.938 0.941 0.965 jumping 0.828 0.025 0.842 0.828 0.835 0.931 lying 0.734 0.05 0.702 0.734 0.717 0.874 standing 0.718 0.048 0.707 0.718 0.712 0.862 sitting 0.848 0.023 0.883 0.848 0.865 0.925 running 0.785 0.044 0.763 0.785 0.774 0.895 walking Weighted Avg. 0.773 0.037 0.774 0.773 0.773 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 525 65 3 0 4 1 5 65 | a = climbingdown 81 533 0 3 25 5 4 150 | b = climbingup 2 0 120 0 0 0 6 0 | c = jumping 3 4 0 711 15 123 2 1 | d = lying 10 14 0 20 623 102 75 5 | e = standing 3 5 0 109 101 614 22 1 | f = sitting 8 6 4 0 110 24 877 5 | g = running 58 129 0 1 10 0 2 730 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4695 76.6656 % Incorrectly Classified Instances 1429 23.3344 % Kappa statistic 0.7289 Mean absolute error 0.0617 Root mean squared error 0.2295 Relative absolute error 28.6834 % Root relative squared error 69.9616 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.787 0.025 0.795 0.787 0.791 0.906 climbingdown 0.718 0.05 0.685 0.718 0.701 0.868 climbingup 0.914 0.002 0.893 0.914 0.903 0.977 jumping 0.837 0.025 0.847 0.837 0.842 0.934 lying 0.673 0.051 0.68 0.673 0.676 0.857 standing 0.709 0.049 0.701 0.709 0.705 0.871 sitting 0.842 0.03 0.849 0.842 0.846 0.93 running 0.763 0.039 0.779 0.763 0.771 0.891 walking Weighted Avg. 0.767 0.038 0.767 0.767 0.767 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 526 67 4 3 5 0 5 58 | a = climbingdown 71 575 1 4 13 1 3 133 | b = climbingup 0 0 117 0 0 0 11 0 | c = jumping 0 5 0 719 25 105 3 2 | d = lying 5 29 0 19 571 121 100 4 | e = standing 1 1 0 100 120 606 27 0 | f = sitting 7 9 8 3 101 31 871 4 | g = running 52 154 1 1 5 1 6 710 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4711 76.9394 % Incorrectly Classified Instances 1412 23.0606 % Kappa statistic 0.732 Mean absolute error 0.0612 Root mean squared error 0.2278 Relative absolute error 28.4594 % Root relative squared error 69.4595 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.801 0.027 0.787 0.801 0.794 0.905 climbingdown 0.665 0.049 0.671 0.665 0.668 0.854 climbingup 0.882 0.002 0.926 0.882 0.903 0.952 jumping 0.843 0.025 0.847 0.843 0.845 0.931 lying 0.718 0.05 0.697 0.718 0.707 0.865 standing 0.723 0.043 0.731 0.723 0.727 0.878 sitting 0.86 0.026 0.872 0.86 0.866 0.934 running 0.742 0.047 0.74 0.742 0.741 0.88 walking Weighted Avg. 0.769 0.037 0.77 0.769 0.77 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 535 61 2 0 7 2 5 56 | a = climbingdown 61 533 1 4 17 7 2 176 | b = climbingup 1 1 112 0 0 0 13 0 | c = jumping 4 6 0 724 26 97 1 1 | d = lying 5 21 0 17 609 98 94 4 | e = standing 2 2 0 104 115 619 14 0 | f = sitting 9 3 6 6 92 24 889 5 | g = running 63 167 0 0 8 0 2 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4795 78.3113 % Incorrectly Classified Instances 1328 21.6887 % Kappa statistic 0.748 Mean absolute error 0.058 Root mean squared error 0.2217 Relative absolute error 26.9664 % Root relative squared error 67.5904 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.793 0.026 0.79 0.793 0.792 0.908 climbingdown 0.683 0.051 0.67 0.683 0.676 0.856 climbingup 0.969 0.001 0.969 0.969 0.969 0.99 jumping 0.866 0.022 0.863 0.866 0.864 0.939 lying 0.717 0.052 0.689 0.717 0.703 0.873 standing 0.729 0.039 0.754 0.729 0.741 0.879 sitting 0.868 0.021 0.894 0.868 0.881 0.944 running 0.775 0.041 0.774 0.775 0.774 0.892 walking Weighted Avg. 0.783 0.035 0.784 0.783 0.784 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 530 74 0 0 6 2 7 49 | a = climbingdown 70 547 0 4 23 2 4 151 | b = climbingup 2 0 124 0 0 0 2 0 | c = jumping 0 4 0 743 17 88 6 0 | d = lying 6 38 0 21 608 96 73 6 | e = standing 3 3 0 93 119 624 14 0 | f = sitting 5 5 4 0 102 15 898 5 | g = running 55 146 0 0 7 1 0 721 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4754 77.6417 % Incorrectly Classified Instances 1369 22.3583 % Kappa statistic 0.7402 Mean absolute error 0.0595 Root mean squared error 0.2257 Relative absolute error 27.6586 % Root relative squared error 68.8165 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.799 0.024 0.801 0.799 0.8 0.908 climbingdown 0.678 0.048 0.678 0.678 0.678 0.85 climbingup 0.93 0.002 0.922 0.93 0.926 0.964 jumping 0.846 0.029 0.828 0.846 0.837 0.922 lying 0.71 0.046 0.711 0.71 0.71 0.861 standing 0.703 0.042 0.731 0.703 0.717 0.855 sitting 0.858 0.028 0.862 0.858 0.86 0.93 running 0.797 0.04 0.781 0.797 0.789 0.91 walking Weighted Avg. 0.776 0.036 0.776 0.776 0.776 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 534 70 3 0 4 0 8 49 | a = climbingdown 78 543 0 4 22 1 3 150 | b = climbingup 1 0 119 0 0 0 8 0 | c = jumping 2 6 0 726 14 104 5 1 | d = lying 4 25 0 24 602 99 92 2 | e = standing 5 9 0 118 99 602 23 0 | f = sitting 7 5 7 2 102 18 887 6 | g = running 36 143 0 3 4 0 3 741 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4727 77.2007 % Incorrectly Classified Instances 1396 22.7993 % Kappa statistic 0.7351 Mean absolute error 0.0608 Root mean squared error 0.2281 Relative absolute error 28.2537 % Root relative squared error 69.5445 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.028 0.78 0.81 0.794 0.912 climbingdown 0.703 0.048 0.689 0.703 0.696 0.861 climbingup 0.906 0.001 0.959 0.906 0.932 0.964 jumping 0.832 0.026 0.841 0.832 0.837 0.928 lying 0.689 0.049 0.693 0.689 0.691 0.856 standing 0.724 0.044 0.728 0.724 0.726 0.867 sitting 0.849 0.03 0.851 0.849 0.85 0.93 running 0.765 0.039 0.777 0.765 0.771 0.887 walking Weighted Avg. 0.772 0.037 0.772 0.772 0.772 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 541 61 1 2 6 0 10 47 | a = climbingdown 74 564 0 2 16 1 2 143 | b = climbingup 3 0 116 0 0 0 9 0 | c = jumping 2 7 0 714 26 104 3 2 | d = lying 9 23 0 25 584 101 102 4 | e = standing 2 4 0 98 109 620 23 0 | f = sitting 9 5 4 6 98 26 877 8 | g = running 54 155 0 2 4 0 4 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4714 76.9884 % Incorrectly Classified Instances 1409 23.0116 % Kappa statistic 0.7327 Mean absolute error 0.0604 Root mean squared error 0.2281 Relative absolute error 28.0645 % Root relative squared error 69.5454 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.789 0.027 0.782 0.789 0.785 0.898 climbingdown 0.689 0.051 0.672 0.689 0.681 0.85 climbingup 0.938 0.002 0.909 0.938 0.923 0.983 jumping 0.853 0.027 0.84 0.853 0.846 0.94 lying 0.688 0.05 0.689 0.688 0.688 0.863 standing 0.735 0.046 0.723 0.735 0.729 0.875 sitting 0.83 0.026 0.867 0.83 0.848 0.92 running 0.767 0.04 0.776 0.767 0.771 0.89 walking Weighted Avg. 0.77 0.037 0.771 0.77 0.77 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 527 78 1 0 2 0 2 58 | a = climbingdown 83 552 0 4 25 2 3 132 | b = climbingup 0 0 120 0 0 0 7 1 | c = jumping 2 5 0 733 15 98 4 2 | d = lying 11 17 0 27 583 114 87 9 | e = standing 1 1 0 102 99 629 24 0 | f = sitting 9 8 10 5 113 27 857 4 | g = running 41 160 1 2 9 0 4 713 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4757 77.6907 % Incorrectly Classified Instances 1366 22.3093 % Kappa statistic 0.7408 Mean absolute error 0.0593 Root mean squared error 0.2249 Relative absolute error 27.5704 % Root relative squared error 68.5701 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.789 0.028 0.773 0.789 0.781 0.896 climbingdown 0.668 0.044 0.698 0.668 0.682 0.858 climbingup 0.93 0.001 0.975 0.93 0.952 0.981 jumping 0.841 0.027 0.837 0.841 0.839 0.936 lying 0.717 0.05 0.696 0.717 0.706 0.868 standing 0.723 0.043 0.73 0.723 0.727 0.876 sitting 0.859 0.024 0.88 0.859 0.869 0.938 running 0.795 0.042 0.771 0.795 0.783 0.899 walking Weighted Avg. 0.777 0.036 0.777 0.777 0.777 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 528 81 0 0 12 1 5 42 | a = climbingdown 76 535 0 3 14 2 11 160 | b = climbingup 2 0 119 0 0 0 7 0 | c = jumping 2 6 0 722 23 105 1 0 | d = lying 6 21 0 25 608 101 77 10 | e = standing 1 3 0 109 104 619 18 2 | f = sitting 5 2 3 3 108 20 887 5 | g = running 63 119 0 1 5 0 2 739 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4692 76.6291 % Incorrectly Classified Instances 1431 23.3709 % Kappa statistic 0.7285 Mean absolute error 0.061 Root mean squared error 0.2287 Relative absolute error 28.3549 % Root relative squared error 69.7367 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.764 0.028 0.773 0.764 0.768 0.894 climbingdown 0.682 0.05 0.673 0.682 0.677 0.848 climbingup 0.945 0.001 0.968 0.945 0.957 0.983 jumping 0.856 0.025 0.848 0.856 0.852 0.937 lying 0.695 0.051 0.686 0.695 0.69 0.868 standing 0.711 0.048 0.706 0.711 0.709 0.876 sitting 0.844 0.026 0.869 0.844 0.857 0.93 running 0.763 0.044 0.758 0.763 0.761 0.883 walking Weighted Avg. 0.766 0.038 0.767 0.766 0.767 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 511 81 0 1 8 2 3 63 | a = climbingdown 73 546 0 9 18 2 3 150 | b = climbingup 0 0 121 0 0 0 7 0 | c = jumping 2 3 0 735 20 95 4 0 | d = lying 7 18 0 13 589 129 83 9 | e = standing 1 1 0 104 113 609 28 0 | f = sitting 8 9 4 4 107 25 872 4 | g = running 59 153 0 1 4 0 3 709 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4752 77.5963 % Incorrectly Classified Instances 1372 22.4037 % Kappa statistic 0.7396 Mean absolute error 0.0591 Root mean squared error 0.2258 Relative absolute error 27.4791 % Root relative squared error 68.849 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.794 0.028 0.776 0.794 0.785 0.903 climbingdown 0.652 0.043 0.697 0.652 0.674 0.841 climbingup 0.891 0.001 0.95 0.891 0.919 0.976 jumping 0.851 0.024 0.855 0.851 0.853 0.937 lying 0.706 0.049 0.7 0.706 0.703 0.857 standing 0.736 0.044 0.73 0.736 0.733 0.865 sitting 0.858 0.026 0.869 0.858 0.863 0.933 running 0.795 0.046 0.756 0.795 0.775 0.897 walking Weighted Avg. 0.776 0.036 0.776 0.776 0.776 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 531 68 2 0 6 1 2 59 | a = climbingdown 77 522 0 6 21 4 6 165 | b = climbingup 0 0 114 0 0 0 14 0 | c = jumping 1 6 0 731 15 100 4 2 | d = lying 8 20 0 28 599 105 81 7 | e = standing 3 3 0 87 109 630 23 1 | f = sitting 8 6 4 3 100 22 886 4 | g = running 56 124 0 0 6 1 4 739 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4678 76.388 % Incorrectly Classified Instances 1446 23.612 % Kappa statistic 0.7257 Mean absolute error 0.0622 Root mean squared error 0.2295 Relative absolute error 28.932 % Root relative squared error 69.9851 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.775 0.03 0.763 0.775 0.769 0.901 climbingdown 0.691 0.049 0.681 0.691 0.686 0.863 climbingup 0.938 0.001 0.968 0.938 0.952 0.983 jumping 0.841 0.027 0.835 0.841 0.838 0.936 lying 0.679 0.053 0.674 0.679 0.677 0.849 standing 0.7 0.047 0.707 0.7 0.703 0.876 sitting 0.851 0.027 0.863 0.851 0.857 0.936 running 0.763 0.041 0.77 0.763 0.767 0.891 walking Weighted Avg. 0.764 0.038 0.764 0.764 0.764 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 518 67 0 1 12 1 7 62 | a = climbingdown 76 554 1 5 16 2 5 143 | b = climbingup 1 0 120 0 0 0 7 0 | c = jumping 1 7 0 722 21 101 4 3 | d = lying 8 28 0 27 576 119 87 3 | e = standing 2 6 0 107 119 599 23 0 | f = sitting 9 9 2 3 106 24 879 1 | g = running 64 143 1 0 4 1 7 710 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4733 77.2861 % Incorrectly Classified Instances 1391 22.7139 % Kappa statistic 0.7362 Mean absolute error 0.0607 Root mean squared error 0.2266 Relative absolute error 28.2284 % Root relative squared error 69.0733 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.814 0.03 0.769 0.814 0.791 0.911 climbingdown 0.677 0.044 0.698 0.677 0.687 0.862 climbingup 0.961 0.002 0.932 0.961 0.946 0.986 jumping 0.845 0.028 0.834 0.845 0.839 0.935 lying 0.691 0.048 0.698 0.691 0.694 0.856 standing 0.713 0.046 0.714 0.713 0.713 0.861 sitting 0.851 0.029 0.856 0.851 0.854 0.93 running 0.776 0.037 0.788 0.776 0.782 0.9 walking Weighted Avg. 0.773 0.037 0.772 0.773 0.772 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 544 70 1 1 4 0 9 39 | a = climbingdown 84 542 0 6 26 0 1 142 | b = climbingup 1 0 123 0 0 0 4 0 | c = jumping 2 6 0 726 16 103 5 1 | d = lying 8 17 0 17 586 120 96 4 | e = standing 0 0 0 115 99 610 30 2 | f = sitting 5 6 8 5 103 21 880 6 | g = running 63 135 0 1 6 0 3 722 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4737 77.364 % Incorrectly Classified Instances 1386 22.636 % Kappa statistic 0.737 Mean absolute error 0.0597 Root mean squared error 0.2268 Relative absolute error 27.726 % Root relative squared error 69.137 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.795 0.028 0.779 0.795 0.787 0.902 climbingdown 0.692 0.048 0.684 0.692 0.688 0.861 climbingup 0.984 0.001 0.954 0.984 0.969 0.995 jumping 0.824 0.022 0.858 0.824 0.841 0.923 lying 0.679 0.051 0.681 0.679 0.68 0.851 standing 0.736 0.048 0.714 0.736 0.725 0.862 sitting 0.86 0.029 0.856 0.86 0.858 0.926 running 0.778 0.036 0.796 0.778 0.787 0.893 walking Weighted Avg. 0.774 0.037 0.774 0.774 0.774 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 531 74 2 1 7 2 4 47 | a = climbingdown 96 554 0 4 18 1 6 122 | b = climbingup 1 0 125 0 0 0 1 0 | c = jumping 1 6 0 708 24 114 6 0 | d = lying 5 22 0 26 576 110 100 9 | e = standing 0 3 0 80 115 630 28 0 | f = sitting 2 6 4 3 98 25 889 7 | g = running 46 145 0 3 8 0 4 724 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4724 77.1517 % Incorrectly Classified Instances 1399 22.8483 % Kappa statistic 0.7345 Mean absolute error 0.0615 Root mean squared error 0.2281 Relative absolute error 28.5966 % Root relative squared error 69.5495 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.795 0.027 0.783 0.795 0.789 0.902 climbingdown 0.688 0.046 0.693 0.688 0.69 0.859 climbingup 0.906 0.001 0.943 0.906 0.924 0.983 jumping 0.825 0.023 0.854 0.825 0.839 0.934 lying 0.713 0.052 0.689 0.713 0.701 0.862 standing 0.735 0.05 0.707 0.735 0.721 0.874 sitting 0.837 0.027 0.865 0.837 0.851 0.927 running 0.773 0.041 0.773 0.773 0.773 0.885 walking Weighted Avg. 0.772 0.037 0.773 0.772 0.772 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 531 72 0 0 4 1 5 55 | a = climbingdown 69 551 0 4 19 3 8 147 | b = climbingup 0 0 116 0 0 0 12 0 | c = jumping 1 5 0 708 19 123 2 0 | d = lying 5 18 0 26 605 108 81 5 | e = standing 0 2 0 87 113 629 25 0 | f = sitting 14 8 7 3 107 26 865 4 | g = running 58 139 0 1 11 0 2 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4757 77.6907 % Incorrectly Classified Instances 1366 22.3093 % Kappa statistic 0.7408 Mean absolute error 0.0598 Root mean squared error 0.2257 Relative absolute error 27.7956 % Root relative squared error 68.8289 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.775 0.028 0.772 0.775 0.774 0.893 climbingdown 0.674 0.049 0.672 0.674 0.673 0.845 climbingup 0.898 0.001 0.943 0.898 0.92 0.976 jumping 0.855 0.024 0.852 0.855 0.854 0.938 lying 0.711 0.048 0.704 0.711 0.708 0.871 standing 0.744 0.041 0.745 0.744 0.745 0.879 sitting 0.853 0.026 0.87 0.853 0.861 0.931 running 0.783 0.041 0.774 0.783 0.778 0.883 walking Weighted Avg. 0.777 0.036 0.777 0.777 0.777 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 518 85 1 5 8 1 5 45 | a = climbingdown 78 540 0 2 15 2 4 160 | b = climbingup 2 0 115 0 0 0 11 0 | c = jumping 1 3 0 734 20 92 6 2 | d = lying 11 30 0 24 603 100 78 2 | e = standing 0 0 0 91 102 637 26 0 | f = sitting 8 9 6 4 98 23 882 4 | g = running 53 136 0 1 10 0 2 728 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4751 77.5927 % Incorrectly Classified Instances 1372 22.4073 % Kappa statistic 0.7397 Mean absolute error 0.0595 Root mean squared error 0.2254 Relative absolute error 27.6438 % Root relative squared error 68.7246 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.799 0.024 0.805 0.799 0.802 0.907 climbingdown 0.705 0.049 0.686 0.705 0.695 0.86 climbingup 0.953 0.001 0.976 0.953 0.964 0.979 jumping 0.839 0.026 0.841 0.839 0.84 0.941 lying 0.706 0.052 0.685 0.706 0.695 0.854 standing 0.701 0.047 0.708 0.701 0.705 0.856 sitting 0.854 0.023 0.882 0.854 0.868 0.931 running 0.783 0.039 0.781 0.783 0.782 0.895 walking Weighted Avg. 0.776 0.036 0.777 0.776 0.777 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 534 80 0 0 1 0 5 48 | a = climbingdown 59 565 0 2 20 1 7 147 | b = climbingup 1 0 122 0 0 0 5 0 | c = jumping 4 1 0 720 25 104 4 0 | d = lying 9 21 0 21 599 116 74 8 | e = standing 3 4 0 111 116 600 22 0 | f = sitting 7 5 3 2 107 26 883 1 | g = running 46 148 0 0 7 0 1 728 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4744 77.4784 % Incorrectly Classified Instances 1379 22.5216 % Kappa statistic 0.7383 Mean absolute error 0.0593 Root mean squared error 0.2258 Relative absolute error 27.5429 % Root relative squared error 68.8351 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.799 0.027 0.785 0.799 0.792 0.917 climbingdown 0.687 0.045 0.697 0.687 0.692 0.855 climbingup 0.922 0 0.983 0.922 0.952 0.963 jumping 0.849 0.026 0.84 0.849 0.844 0.93 lying 0.691 0.051 0.685 0.691 0.688 0.855 standing 0.722 0.044 0.726 0.722 0.724 0.863 sitting 0.864 0.024 0.878 0.864 0.871 0.939 running 0.77 0.044 0.76 0.77 0.765 0.89 walking Weighted Avg. 0.775 0.037 0.775 0.775 0.775 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 534 62 1 0 5 1 7 58 | a = climbingdown 73 550 0 0 17 3 1 157 | b = climbingup 1 0 118 0 0 0 8 1 | c = jumping 3 5 0 729 27 91 2 2 | d = lying 11 18 0 37 587 110 83 3 | e = standing 1 2 0 96 115 617 23 1 | f = sitting 3 8 1 5 94 25 893 4 | g = running 54 144 0 1 12 3 0 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4700 76.7598 % Incorrectly Classified Instances 1423 23.2402 % Kappa statistic 0.7299 Mean absolute error 0.0613 Root mean squared error 0.2291 Relative absolute error 28.472 % Root relative squared error 69.8543 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.783 0.024 0.8 0.783 0.792 0.904 climbingdown 0.68 0.047 0.685 0.68 0.683 0.847 climbingup 0.93 0.002 0.93 0.93 0.93 0.97 jumping 0.835 0.025 0.845 0.835 0.84 0.935 lying 0.676 0.05 0.684 0.676 0.68 0.858 standing 0.723 0.05 0.701 0.723 0.712 0.869 sitting 0.853 0.027 0.867 0.853 0.86 0.938 running 0.777 0.045 0.754 0.777 0.765 0.882 walking Weighted Avg. 0.768 0.038 0.768 0.768 0.768 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 524 65 2 2 7 0 6 63 | a = climbingdown 61 545 0 9 17 0 6 163 | b = climbingup 1 0 119 0 0 0 8 0 | c = jumping 1 1 0 717 20 114 3 3 | d = lying 7 32 0 16 574 126 90 4 | e = standing 1 3 0 100 113 618 20 0 | f = sitting 9 3 7 4 103 23 881 3 | g = running 51 147 0 1 5 1 2 722 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4732 77.2824 % Incorrectly Classified Instances 1391 22.7176 % Kappa statistic 0.7361 Mean absolute error 0.0601 Root mean squared error 0.2255 Relative absolute error 27.9384 % Root relative squared error 68.7633 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.026 0.788 0.792 0.79 0.898 climbingdown 0.677 0.053 0.659 0.677 0.667 0.845 climbingup 0.938 0.001 0.952 0.938 0.945 0.982 jumping 0.865 0.027 0.839 0.865 0.852 0.939 lying 0.693 0.048 0.698 0.693 0.695 0.873 standing 0.715 0.043 0.728 0.715 0.721 0.866 sitting 0.854 0.025 0.873 0.854 0.863 0.937 running 0.771 0.04 0.775 0.771 0.773 0.889 walking Weighted Avg. 0.773 0.037 0.773 0.773 0.773 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 530 84 0 1 2 1 5 46 | a = climbingdown 80 542 0 2 23 3 3 148 | b = climbingup 1 1 120 0 0 0 6 0 | c = jumping 0 5 0 743 19 88 3 1 | d = lying 5 25 0 21 588 114 90 6 | e = standing 1 6 0 117 100 611 20 0 | f = sitting 3 11 5 0 103 22 882 7 | g = running 53 149 1 2 7 0 1 716 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 4 RUN: 0 FOLD: 0 Correctly Classified Instances 4481 64.299 % Incorrectly Classified Instances 2488 35.701 % Kappa statistic 0.5831 Mean absolute error 0.093 Root mean squared error 0.2833 Relative absolute error 43.4642 % Root relative squared error 86.6383 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.666 0.062 0.617 0.666 0.641 0.833 climbingdown 0.683 0.058 0.684 0.683 0.683 0.852 climbingup 0.913 0.002 0.87 0.913 0.891 0.963 jumping 0.699 0.045 0.702 0.699 0.7 0.851 lying 0.552 0.067 0.524 0.552 0.538 0.783 standing 0.446 0.075 0.459 0.446 0.452 0.728 sitting 0.627 0.084 0.657 0.627 0.642 0.787 running 0.792 0.025 0.816 0.792 0.804 0.907 walking Weighted Avg. 0.643 0.06 0.644 0.643 0.643 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 605 210 1 3 3 7 28 51 | a = climbingdown 211 734 0 4 6 7 32 81 | b = climbingup 0 1 94 0 0 0 8 0 | c = jumping 10 5 0 644 54 149 59 0 | d = lying 6 2 0 57 454 135 167 2 | e = standing 8 6 0 144 153 386 168 1 | f = sitting 56 35 13 64 193 156 895 16 | g = running 85 80 0 2 3 1 5 669 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4442 63.7394 % Incorrectly Classified Instances 2527 36.2606 % Kappa statistic 0.5762 Mean absolute error 0.0943 Root mean squared error 0.2854 Relative absolute error 44.0918 % Root relative squared error 87.2616 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.058 0.618 0.627 0.623 0.821 climbingdown 0.687 0.058 0.683 0.687 0.685 0.848 climbingup 0.904 0.002 0.887 0.904 0.895 0.969 jumping 0.725 0.052 0.679 0.725 0.701 0.859 lying 0.516 0.071 0.494 0.516 0.504 0.76 standing 0.427 0.065 0.483 0.427 0.453 0.734 sitting 0.622 0.094 0.631 0.622 0.626 0.789 running 0.817 0.025 0.817 0.817 0.817 0.912 walking Weighted Avg. 0.637 0.062 0.635 0.637 0.636 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 570 208 1 3 4 4 53 66 | a = climbingdown 220 739 0 7 3 3 28 75 | b = climbingup 0 0 94 0 0 0 10 0 | c = jumping 5 4 0 668 59 119 66 0 | d = lying 7 3 0 60 424 126 199 3 | e = standing 10 4 0 175 151 369 155 1 | f = sitting 42 53 11 69 214 141 888 10 | g = running 68 71 0 2 4 2 8 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4521 64.873 % Incorrectly Classified Instances 2448 35.127 % Kappa statistic 0.5894 Mean absolute error 0.0915 Root mean squared error 0.2813 Relative absolute error 42.7845 % Root relative squared error 86.0246 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.053 0.652 0.664 0.658 0.841 climbingdown 0.703 0.053 0.707 0.703 0.705 0.862 climbingup 0.856 0.001 0.918 0.856 0.886 0.964 jumping 0.681 0.048 0.682 0.681 0.681 0.834 lying 0.506 0.066 0.506 0.506 0.506 0.761 standing 0.467 0.077 0.464 0.467 0.465 0.729 sitting 0.642 0.09 0.648 0.642 0.645 0.799 running 0.838 0.023 0.837 0.838 0.837 0.924 walking Weighted Avg. 0.649 0.06 0.649 0.649 0.649 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 604 192 0 6 3 14 35 55 | a = climbingdown 200 756 0 10 1 4 34 70 | b = climbingup 1 1 89 0 0 0 13 0 | c = jumping 8 9 0 627 69 143 64 1 | d = lying 5 4 0 69 416 140 188 0 | e = standing 8 5 0 154 141 404 153 0 | f = sitting 45 37 8 54 190 165 917 12 | g = running 56 66 0 0 2 1 12 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4486 64.3708 % Incorrectly Classified Instances 2483 35.6292 % Kappa statistic 0.5838 Mean absolute error 0.0928 Root mean squared error 0.2823 Relative absolute error 43.3754 % Root relative squared error 86.3401 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.587 0.055 0.617 0.587 0.602 0.806 climbingdown 0.729 0.061 0.684 0.729 0.706 0.863 climbingup 0.923 0.002 0.85 0.923 0.885 0.96 jumping 0.722 0.055 0.668 0.722 0.694 0.864 lying 0.544 0.062 0.54 0.544 0.542 0.792 standing 0.45 0.071 0.474 0.45 0.461 0.753 sitting 0.616 0.088 0.643 0.616 0.629 0.797 running 0.819 0.023 0.83 0.819 0.824 0.917 walking Weighted Avg. 0.644 0.061 0.642 0.644 0.642 0.828 === Confusion Matrix === a b c d e f g h <-- classified as 534 237 0 5 3 6 50 74 | a = climbingdown 191 784 0 7 0 3 39 51 | b = climbingup 0 0 96 0 0 0 8 0 | c = jumping 7 10 0 665 58 125 55 1 | d = lying 3 5 0 54 447 125 186 2 | e = standing 13 9 0 188 126 389 140 0 | f = sitting 43 37 16 75 192 172 879 14 | g = running 74 64 1 2 2 1 9 692 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4473 64.1842 % Incorrectly Classified Instances 2496 35.8158 % Kappa statistic 0.5815 Mean absolute error 0.0933 Root mean squared error 0.2844 Relative absolute error 43.6072 % Root relative squared error 86.9729 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.058 0.622 0.635 0.629 0.821 climbingdown 0.687 0.058 0.685 0.687 0.686 0.842 climbingup 0.904 0.002 0.887 0.904 0.895 0.974 jumping 0.71 0.052 0.675 0.71 0.692 0.853 lying 0.521 0.069 0.502 0.521 0.511 0.777 standing 0.457 0.069 0.483 0.457 0.469 0.734 sitting 0.632 0.09 0.645 0.632 0.639 0.8 running 0.808 0.022 0.835 0.808 0.821 0.906 walking Weighted Avg. 0.642 0.061 0.642 0.642 0.642 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 577 203 0 8 6 11 45 59 | a = climbingdown 218 739 0 8 0 1 44 65 | b = climbingup 0 0 94 0 0 0 10 0 | c = jumping 7 6 0 654 65 130 59 0 | d = lying 4 1 0 68 428 141 179 1 | e = standing 8 9 0 165 136 395 152 0 | f = sitting 32 51 12 63 217 140 903 10 | g = running 81 70 0 3 1 0 7 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4496 64.5143 % Incorrectly Classified Instances 2473 35.4857 % Kappa statistic 0.5851 Mean absolute error 0.0922 Root mean squared error 0.2818 Relative absolute error 43.0877 % Root relative squared error 86.1732 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.057 0.629 0.648 0.638 0.835 climbingdown 0.711 0.057 0.694 0.711 0.702 0.857 climbingup 0.865 0.001 0.918 0.865 0.891 0.94 jumping 0.706 0.046 0.7 0.706 0.703 0.859 lying 0.512 0.065 0.513 0.512 0.513 0.772 standing 0.462 0.073 0.473 0.462 0.468 0.752 sitting 0.63 0.093 0.635 0.63 0.633 0.794 running 0.807 0.023 0.829 0.807 0.818 0.904 walking Weighted Avg. 0.645 0.061 0.645 0.645 0.645 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 589 204 0 5 1 7 44 59 | a = climbingdown 194 764 0 3 2 4 38 70 | b = climbingup 0 0 90 0 0 0 14 0 | c = jumping 6 5 0 650 55 153 51 1 | d = lying 8 5 0 59 421 135 194 0 | e = standing 10 4 0 147 139 400 165 0 | f = sitting 58 43 7 63 200 146 900 11 | g = running 71 76 1 1 2 1 11 682 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4427 63.5242 % Incorrectly Classified Instances 2542 36.4758 % Kappa statistic 0.5742 Mean absolute error 0.0952 Root mean squared error 0.2877 Relative absolute error 44.528 % Root relative squared error 87.9687 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.057 0.607 0.591 0.599 0.807 climbingdown 0.702 0.063 0.671 0.702 0.686 0.847 climbingup 0.894 0.001 0.903 0.894 0.899 0.982 jumping 0.705 0.051 0.677 0.705 0.69 0.848 lying 0.519 0.067 0.511 0.519 0.515 0.763 standing 0.494 0.079 0.471 0.494 0.482 0.753 sitting 0.604 0.081 0.657 0.604 0.629 0.785 running 0.8 0.027 0.804 0.8 0.802 0.906 walking Weighted Avg. 0.635 0.061 0.636 0.635 0.635 0.817 === Confusion Matrix === a b c d e f g h <-- classified as 537 236 1 9 5 10 40 70 | a = climbingdown 184 755 0 5 1 2 45 83 | b = climbingup 0 1 93 0 0 0 10 0 | c = jumping 4 12 0 649 65 133 58 0 | d = lying 4 2 0 62 427 161 163 3 | e = standing 10 5 0 162 132 428 128 1 | f = sitting 59 42 9 69 205 174 862 8 | g = running 86 72 0 3 1 1 6 676 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4415 63.3611 % Incorrectly Classified Instances 2553 36.6389 % Kappa statistic 0.5716 Mean absolute error 0.0955 Root mean squared error 0.2865 Relative absolute error 44.6502 % Root relative squared error 87.6269 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.615 0.056 0.623 0.615 0.619 0.821 climbingdown 0.696 0.063 0.667 0.696 0.681 0.846 climbingup 0.845 0.001 0.946 0.845 0.892 0.958 jumping 0.693 0.049 0.685 0.693 0.689 0.854 lying 0.467 0.066 0.488 0.467 0.477 0.755 standing 0.488 0.077 0.474 0.488 0.481 0.743 sitting 0.631 0.093 0.637 0.631 0.634 0.788 running 0.8 0.026 0.812 0.8 0.806 0.907 walking Weighted Avg. 0.634 0.063 0.634 0.634 0.634 0.818 === Confusion Matrix === a b c d e f g h <-- classified as 558 226 0 9 3 9 40 63 | a = climbingdown 199 748 0 3 3 4 35 83 | b = climbingup 0 0 87 0 0 0 16 0 | c = jumping 6 5 0 638 72 135 65 0 | d = lying 4 4 0 70 384 154 206 0 | e = standing 7 9 0 147 141 423 138 1 | f = sitting 52 48 4 64 184 165 901 10 | g = running 69 82 1 1 0 3 13 676 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4469 64.1361 % Incorrectly Classified Instances 2499 35.8639 % Kappa statistic 0.5811 Mean absolute error 0.0925 Root mean squared error 0.2827 Relative absolute error 43.2584 % Root relative squared error 86.4499 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.622 0.052 0.642 0.622 0.632 0.827 climbingdown 0.7 0.057 0.69 0.7 0.695 0.862 climbingup 0.913 0.002 0.879 0.913 0.895 0.973 jumping 0.693 0.049 0.684 0.693 0.688 0.843 lying 0.512 0.073 0.483 0.512 0.497 0.754 standing 0.475 0.076 0.471 0.475 0.473 0.741 sitting 0.62 0.088 0.645 0.62 0.632 0.803 running 0.832 0.022 0.837 0.832 0.834 0.917 walking Weighted Avg. 0.641 0.061 0.643 0.641 0.642 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 565 204 0 11 8 12 43 65 | a = climbingdown 208 752 0 2 2 6 44 61 | b = climbingup 0 0 94 1 0 0 8 0 | c = jumping 7 8 0 638 69 141 57 1 | d = lying 1 1 0 65 421 166 167 2 | e = standing 7 9 0 146 137 411 156 0 | f = sitting 39 48 11 69 231 136 885 8 | g = running 53 68 2 1 4 1 13 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4420 63.4328 % Incorrectly Classified Instances 2548 36.5672 % Kappa statistic 0.5728 Mean absolute error 0.0949 Root mean squared error 0.2863 Relative absolute error 44.3614 % Root relative squared error 87.5487 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.061 0.611 0.635 0.623 0.819 climbingdown 0.698 0.062 0.673 0.698 0.685 0.853 climbingup 0.942 0.002 0.89 0.942 0.915 0.974 jumping 0.68 0.054 0.658 0.68 0.669 0.84 lying 0.536 0.067 0.518 0.536 0.527 0.782 standing 0.453 0.072 0.471 0.453 0.461 0.741 sitting 0.605 0.091 0.631 0.605 0.618 0.784 running 0.798 0.02 0.846 0.798 0.821 0.908 walking Weighted Avg. 0.634 0.063 0.635 0.634 0.634 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 577 215 0 9 2 8 43 54 | a = climbingdown 214 750 0 8 5 7 33 58 | b = climbingup 1 0 97 0 0 0 5 0 | c = jumping 6 10 0 626 59 147 71 2 | d = lying 3 1 0 64 441 128 185 1 | e = standing 11 5 0 167 130 392 161 0 | f = sitting 58 48 11 76 213 150 863 8 | g = running 74 85 1 1 2 1 7 674 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4398 63.108 % Incorrectly Classified Instances 2571 36.892 % Kappa statistic 0.5691 Mean absolute error 0.0952 Root mean squared error 0.287 Relative absolute error 44.536 % Root relative squared error 87.7635 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.053 0.638 0.628 0.633 0.83 climbingdown 0.697 0.061 0.675 0.697 0.686 0.848 climbingup 0.874 0.002 0.849 0.874 0.861 0.973 jumping 0.684 0.048 0.683 0.684 0.683 0.844 lying 0.525 0.066 0.516 0.525 0.52 0.78 standing 0.46 0.084 0.438 0.46 0.449 0.734 sitting 0.59 0.094 0.618 0.59 0.604 0.782 running 0.812 0.023 0.828 0.812 0.82 0.909 walking Weighted Avg. 0.631 0.063 0.632 0.631 0.632 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 570 221 1 5 0 11 48 52 | a = climbingdown 198 749 0 7 2 6 38 75 | b = climbingup 0 1 90 0 0 0 12 0 | c = jumping 4 11 0 630 60 149 66 1 | d = lying 3 0 0 60 432 145 182 1 | e = standing 10 7 0 144 147 398 160 0 | f = sitting 42 50 15 76 192 196 843 14 | g = running 66 70 0 1 4 3 15 686 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4517 64.8156 % Incorrectly Classified Instances 2452 35.1844 % Kappa statistic 0.5885 Mean absolute error 0.0916 Root mean squared error 0.2802 Relative absolute error 42.8487 % Root relative squared error 85.692 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.052 0.65 0.64 0.645 0.835 climbingdown 0.715 0.063 0.673 0.715 0.694 0.857 climbingup 0.885 0.002 0.868 0.885 0.876 0.968 jumping 0.725 0.051 0.683 0.725 0.704 0.862 lying 0.526 0.063 0.529 0.526 0.527 0.773 standing 0.427 0.066 0.479 0.427 0.452 0.743 sitting 0.653 0.092 0.645 0.653 0.649 0.81 running 0.796 0.023 0.825 0.796 0.81 0.914 walking Weighted Avg. 0.648 0.061 0.646 0.648 0.647 0.83 === Confusion Matrix === a b c d e f g h <-- classified as 581 220 1 7 5 10 34 50 | a = climbingdown 188 769 0 8 0 1 25 84 | b = climbingup 0 0 92 0 0 0 12 0 | c = jumping 6 4 0 668 52 123 68 0 | d = lying 4 0 0 68 432 129 188 1 | e = standing 13 5 0 172 132 370 174 0 | f = sitting 34 55 11 55 195 138 932 8 | g = running 68 89 2 0 1 1 11 673 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4501 64.586 % Incorrectly Classified Instances 2468 35.414 % Kappa statistic 0.5864 Mean absolute error 0.0917 Root mean squared error 0.2815 Relative absolute error 42.878 % Root relative squared error 86.0802 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.637 0.052 0.647 0.637 0.642 0.829 climbingdown 0.704 0.057 0.693 0.704 0.699 0.863 climbingup 0.942 0.001 0.942 0.942 0.942 0.985 jumping 0.724 0.055 0.666 0.724 0.694 0.861 lying 0.535 0.066 0.519 0.535 0.527 0.772 standing 0.445 0.069 0.476 0.445 0.46 0.75 sitting 0.611 0.086 0.647 0.611 0.628 0.796 running 0.833 0.028 0.805 0.833 0.819 0.914 walking Weighted Avg. 0.646 0.06 0.644 0.646 0.645 0.828 === Confusion Matrix === a b c d e f g h <-- classified as 578 209 0 4 3 4 32 78 | a = climbingdown 191 757 0 8 0 6 39 74 | b = climbingup 0 0 98 0 0 0 6 0 | c = jumping 11 8 0 667 48 119 67 1 | d = lying 3 0 0 61 440 127 190 1 | e = standing 11 5 0 181 151 385 133 0 | f = sitting 39 48 5 79 202 167 872 16 | g = running 61 65 1 1 4 1 8 704 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4451 63.8686 % Incorrectly Classified Instances 2518 36.1314 % Kappa statistic 0.5781 Mean absolute error 0.0936 Root mean squared error 0.2842 Relative absolute error 43.7868 % Root relative squared error 86.9229 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.06 0.612 0.633 0.622 0.823 climbingdown 0.678 0.06 0.673 0.678 0.676 0.843 climbingup 0.962 0.002 0.862 0.962 0.909 0.979 jumping 0.704 0.051 0.676 0.704 0.69 0.853 lying 0.549 0.072 0.505 0.549 0.526 0.778 standing 0.452 0.065 0.497 0.452 0.474 0.75 sitting 0.617 0.086 0.65 0.617 0.633 0.796 running 0.8 0.027 0.806 0.8 0.803 0.903 walking Weighted Avg. 0.639 0.061 0.638 0.639 0.638 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 575 210 0 8 4 7 39 66 | a = climbingdown 213 729 0 4 2 3 37 87 | b = climbingup 0 0 100 0 0 0 3 1 | c = jumping 9 10 0 648 68 126 59 1 | d = lying 9 4 0 58 451 121 177 2 | e = standing 6 8 0 165 146 391 147 2 | f = sitting 52 43 16 74 222 136 881 4 | g = running 75 79 0 1 0 2 12 676 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4472 64.1699 % Incorrectly Classified Instances 2497 35.8301 % Kappa statistic 0.5815 Mean absolute error 0.0929 Root mean squared error 0.2838 Relative absolute error 43.4573 % Root relative squared error 86.7715 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.062 0.599 0.616 0.607 0.804 climbingdown 0.7 0.06 0.679 0.7 0.69 0.857 climbingup 0.894 0.001 0.949 0.894 0.921 0.955 jumping 0.691 0.048 0.686 0.691 0.688 0.847 lying 0.551 0.064 0.535 0.551 0.543 0.783 standing 0.477 0.077 0.469 0.477 0.473 0.747 sitting 0.629 0.082 0.665 0.629 0.646 0.8 running 0.788 0.025 0.811 0.788 0.8 0.903 walking Weighted Avg. 0.642 0.061 0.644 0.642 0.642 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 560 216 0 8 8 11 36 70 | a = climbingdown 212 753 0 3 1 4 29 73 | b = climbingup 1 0 93 0 0 0 10 0 | c = jumping 14 3 0 636 54 164 49 1 | d = lying 4 1 0 70 453 135 159 0 | e = standing 12 2 0 146 135 413 156 1 | f = sitting 56 50 5 63 194 152 898 10 | g = running 76 84 0 1 2 2 14 666 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4500 64.5717 % Incorrectly Classified Instances 2469 35.4283 % Kappa statistic 0.5857 Mean absolute error 0.0922 Root mean squared error 0.2821 Relative absolute error 43.1036 % Root relative squared error 86.2765 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.057 0.625 0.639 0.632 0.823 climbingdown 0.687 0.057 0.687 0.687 0.687 0.853 climbingup 0.846 0.001 0.946 0.846 0.893 0.968 jumping 0.693 0.045 0.7 0.693 0.696 0.856 lying 0.549 0.066 0.527 0.549 0.538 0.78 standing 0.444 0.069 0.478 0.444 0.46 0.741 sitting 0.649 0.093 0.643 0.649 0.646 0.801 running 0.82 0.027 0.807 0.82 0.813 0.917 walking Weighted Avg. 0.646 0.061 0.645 0.646 0.645 0.826 === Confusion Matrix === a b c d e f g h <-- classified as 581 198 0 4 3 3 47 73 | a = climbingdown 217 738 0 5 3 4 37 71 | b = climbingup 0 0 88 0 0 0 16 0 | c = jumping 10 10 0 638 51 142 69 1 | d = lying 0 1 0 46 451 140 181 3 | e = standing 11 9 0 163 141 384 155 2 | f = sitting 43 46 5 55 206 130 927 16 | g = running 67 73 0 1 0 1 10 693 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4482 64.3134 % Incorrectly Classified Instances 2487 35.6866 % Kappa statistic 0.5828 Mean absolute error 0.0929 Root mean squared error 0.2832 Relative absolute error 43.4589 % Root relative squared error 86.6102 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.056 0.639 0.663 0.651 0.841 climbingdown 0.7 0.057 0.691 0.7 0.696 0.848 climbingup 0.875 0.001 0.901 0.875 0.888 0.958 jumping 0.716 0.05 0.684 0.716 0.699 0.852 lying 0.529 0.066 0.518 0.529 0.523 0.776 standing 0.445 0.069 0.476 0.445 0.46 0.732 sitting 0.611 0.099 0.614 0.611 0.613 0.78 running 0.808 0.02 0.851 0.808 0.829 0.908 walking Weighted Avg. 0.643 0.062 0.643 0.643 0.643 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 603 190 0 5 3 7 43 58 | a = climbingdown 214 753 0 9 4 1 46 48 | b = climbingup 0 1 91 0 0 0 12 0 | c = jumping 6 17 0 659 64 111 63 1 | d = lying 6 2 0 55 435 136 187 1 | e = standing 8 5 0 161 131 385 175 0 | f = sitting 45 48 10 74 202 164 873 12 | g = running 61 73 0 1 1 4 22 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4485 64.3657 % Incorrectly Classified Instances 2483 35.6343 % Kappa statistic 0.5836 Mean absolute error 0.0925 Root mean squared error 0.2833 Relative absolute error 43.2686 % Root relative squared error 86.6216 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.056 0.627 0.623 0.625 0.819 climbingdown 0.714 0.058 0.691 0.714 0.703 0.854 climbingup 0.903 0.001 0.921 0.903 0.912 0.974 jumping 0.711 0.05 0.683 0.711 0.697 0.857 lying 0.511 0.064 0.517 0.511 0.514 0.767 standing 0.468 0.075 0.471 0.468 0.47 0.754 sitting 0.63 0.088 0.647 0.63 0.638 0.797 running 0.804 0.025 0.816 0.804 0.81 0.904 walking Weighted Avg. 0.644 0.061 0.643 0.644 0.643 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 566 217 0 10 2 9 41 64 | a = climbingdown 192 768 0 8 2 3 32 70 | b = climbingup 0 0 93 0 0 0 10 0 | c = jumping 8 12 0 655 58 141 47 0 | d = lying 4 1 0 63 420 139 193 2 | e = standing 9 2 0 161 133 405 154 1 | f = sitting 50 37 8 60 195 163 899 16 | g = running 74 74 0 2 3 0 13 679 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4465 64.0786 % Incorrectly Classified Instances 2503 35.9214 % Kappa statistic 0.5802 Mean absolute error 0.0933 Root mean squared error 0.2839 Relative absolute error 43.6127 % Root relative squared error 86.8202 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.053 0.643 0.634 0.639 0.828 climbingdown 0.688 0.06 0.676 0.688 0.682 0.855 climbingup 0.874 0.002 0.882 0.874 0.878 0.958 jumping 0.724 0.055 0.668 0.724 0.695 0.859 lying 0.493 0.06 0.523 0.493 0.507 0.758 standing 0.452 0.076 0.457 0.452 0.454 0.735 sitting 0.626 0.09 0.643 0.626 0.634 0.794 running 0.83 0.025 0.823 0.83 0.826 0.921 walking Weighted Avg. 0.641 0.061 0.639 0.641 0.64 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 576 217 0 6 6 6 34 63 | a = climbingdown 201 740 1 11 1 4 45 72 | b = climbingup 0 0 90 0 0 0 12 1 | c = jumping 5 8 0 667 46 137 57 1 | d = lying 7 1 0 68 406 163 178 0 | e = standing 7 9 0 176 125 391 156 2 | f = sitting 47 47 11 70 191 155 894 12 | g = running 53 73 0 1 2 0 15 701 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4476 64.2365 % Incorrectly Classified Instances 2492 35.7635 % Kappa statistic 0.5825 Mean absolute error 0.0933 Root mean squared error 0.2828 Relative absolute error 43.6313 % Root relative squared error 86.4783 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.051 0.654 0.644 0.649 0.823 climbingdown 0.712 0.057 0.695 0.712 0.703 0.864 climbingup 0.864 0.001 0.908 0.864 0.886 0.978 jumping 0.699 0.049 0.686 0.699 0.692 0.846 lying 0.521 0.075 0.484 0.521 0.502 0.761 standing 0.475 0.072 0.484 0.475 0.479 0.747 sitting 0.592 0.084 0.644 0.592 0.617 0.787 running 0.838 0.029 0.798 0.838 0.818 0.924 walking Weighted Avg. 0.642 0.06 0.642 0.642 0.642 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 585 189 0 7 4 11 35 77 | a = climbingdown 177 765 0 0 1 1 48 83 | b = climbingup 2 1 89 0 0 0 11 0 | c = jumping 7 8 0 644 76 125 59 2 | d = lying 9 4 0 58 429 147 175 1 | e = standing 8 7 0 148 158 411 133 1 | f = sitting 52 52 9 81 218 155 845 15 | g = running 54 74 0 1 1 0 7 708 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4494 64.4856 % Incorrectly Classified Instances 2475 35.5144 % Kappa statistic 0.5847 Mean absolute error 0.0923 Root mean squared error 0.2815 Relative absolute error 43.1731 % Root relative squared error 86.0765 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.609 0.057 0.616 0.609 0.612 0.816 climbingdown 0.695 0.057 0.69 0.695 0.692 0.856 climbingup 0.904 0.001 0.959 0.904 0.931 0.974 jumping 0.697 0.047 0.692 0.697 0.694 0.845 lying 0.519 0.066 0.511 0.519 0.515 0.777 standing 0.475 0.065 0.509 0.475 0.491 0.753 sitting 0.645 0.097 0.632 0.645 0.638 0.798 running 0.827 0.027 0.81 0.827 0.819 0.917 walking Weighted Avg. 0.645 0.061 0.644 0.645 0.644 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 553 215 1 9 7 5 42 76 | a = climbingdown 210 747 0 2 1 2 40 73 | b = climbingup 0 0 94 0 0 0 10 0 | c = jumping 8 6 0 642 70 127 66 2 | d = lying 8 1 0 49 427 128 208 1 | e = standing 4 9 0 151 138 411 151 2 | f = sitting 55 48 1 70 190 133 921 10 | g = running 60 57 2 5 2 1 19 699 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4488 64.3995 % Incorrectly Classified Instances 2481 35.6005 % Kappa statistic 0.5841 Mean absolute error 0.0929 Root mean squared error 0.2819 Relative absolute error 43.4385 % Root relative squared error 86.2052 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.06 0.619 0.651 0.635 0.832 climbingdown 0.679 0.058 0.68 0.679 0.68 0.846 climbingup 0.827 0.001 0.925 0.827 0.873 0.95 jumping 0.737 0.052 0.684 0.737 0.71 0.863 lying 0.538 0.07 0.508 0.538 0.522 0.767 standing 0.433 0.068 0.475 0.433 0.453 0.737 sitting 0.625 0.086 0.653 0.625 0.638 0.801 running 0.82 0.023 0.834 0.82 0.827 0.919 walking Weighted Avg. 0.644 0.061 0.644 0.644 0.643 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 591 217 0 4 5 5 40 46 | a = climbingdown 223 730 0 7 2 5 37 71 | b = climbingup 1 0 86 0 0 0 17 0 | c = jumping 11 6 0 679 54 120 49 2 | d = lying 5 4 0 67 442 133 169 2 | e = standing 11 4 0 164 164 375 148 0 | f = sitting 47 44 7 69 201 151 892 17 | g = running 65 68 0 2 2 0 15 693 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4379 62.8354 % Incorrectly Classified Instances 2590 37.1646 % Kappa statistic 0.5659 Mean absolute error 0.0959 Root mean squared error 0.2895 Relative absolute error 44.8287 % Root relative squared error 88.5307 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.63 0.063 0.598 0.63 0.614 0.826 climbingdown 0.668 0.056 0.684 0.668 0.676 0.844 climbingup 0.923 0.003 0.842 0.923 0.881 0.978 jumping 0.689 0.056 0.654 0.689 0.671 0.844 lying 0.505 0.063 0.517 0.505 0.511 0.766 standing 0.462 0.076 0.463 0.462 0.463 0.744 sitting 0.616 0.092 0.632 0.616 0.624 0.782 running 0.786 0.026 0.809 0.786 0.797 0.904 walking Weighted Avg. 0.628 0.063 0.629 0.628 0.628 0.817 === Confusion Matrix === a b c d e f g h <-- classified as 572 199 0 7 5 9 49 67 | a = climbingdown 224 718 0 7 1 10 44 71 | b = climbingup 0 0 96 0 0 0 8 0 | c = jumping 10 8 0 635 67 138 62 1 | d = lying 1 3 0 68 415 137 197 1 | e = standing 11 6 0 186 118 400 143 2 | f = sitting 49 34 18 68 196 169 879 15 | g = running 89 82 0 0 1 0 9 664 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4426 63.5098 % Incorrectly Classified Instances 2543 36.4902 % Kappa statistic 0.5739 Mean absolute error 0.0948 Root mean squared error 0.2852 Relative absolute error 44.3292 % Root relative squared error 87.2235 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.65 0.06 0.618 0.65 0.634 0.825 climbingdown 0.672 0.059 0.674 0.672 0.673 0.846 climbingup 0.875 0.001 0.901 0.875 0.888 0.954 jumping 0.729 0.053 0.678 0.729 0.703 0.86 lying 0.527 0.072 0.496 0.527 0.511 0.78 standing 0.425 0.071 0.459 0.425 0.441 0.731 sitting 0.612 0.085 0.65 0.612 0.63 0.785 running 0.801 0.026 0.812 0.801 0.806 0.901 walking Weighted Avg. 0.635 0.062 0.635 0.635 0.635 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 590 201 0 10 5 6 36 60 | a = climbingdown 219 722 0 9 3 2 34 86 | b = climbingup 0 0 91 0 0 0 13 0 | c = jumping 8 8 0 671 57 127 50 0 | d = lying 5 1 0 76 433 133 173 1 | e = standing 10 7 0 162 163 368 156 0 | f = sitting 50 49 9 60 212 164 874 10 | g = running 72 83 1 1 0 2 9 677 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4508 64.6865 % Incorrectly Classified Instances 2461 35.3135 % Kappa statistic 0.5873 Mean absolute error 0.092 Root mean squared error 0.2811 Relative absolute error 42.9992 % Root relative squared error 85.9488 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.056 0.636 0.649 0.642 0.838 climbingdown 0.695 0.059 0.681 0.695 0.688 0.853 climbingup 0.942 0.001 0.915 0.942 0.928 0.97 jumping 0.729 0.052 0.681 0.729 0.704 0.867 lying 0.519 0.069 0.501 0.519 0.51 0.773 standing 0.444 0.066 0.489 0.444 0.465 0.738 sitting 0.639 0.088 0.651 0.639 0.645 0.8 running 0.804 0.022 0.836 0.804 0.82 0.907 walking Weighted Avg. 0.647 0.06 0.646 0.647 0.646 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 590 204 0 10 7 7 42 49 | a = climbingdown 199 747 0 10 2 5 38 74 | b = climbingup 0 0 97 0 0 0 6 0 | c = jumping 10 7 0 671 60 107 65 1 | d = lying 8 4 0 74 427 122 187 1 | e = standing 13 8 0 160 157 384 143 0 | f = sitting 39 45 8 58 197 160 913 8 | g = running 69 82 1 2 3 1 8 679 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4454 63.9116 % Incorrectly Classified Instances 2515 36.0884 % Kappa statistic 0.5782 Mean absolute error 0.0933 Root mean squared error 0.2828 Relative absolute error 43.6437 % Root relative squared error 86.4953 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.056 0.625 0.62 0.623 0.824 climbingdown 0.678 0.057 0.683 0.678 0.681 0.85 climbingup 0.854 0.002 0.88 0.854 0.867 0.939 jumping 0.694 0.049 0.685 0.694 0.689 0.853 lying 0.496 0.063 0.513 0.496 0.504 0.768 standing 0.494 0.074 0.485 0.494 0.489 0.762 sitting 0.631 0.094 0.633 0.631 0.632 0.801 running 0.826 0.028 0.804 0.826 0.815 0.914 walking Weighted Avg. 0.639 0.062 0.638 0.639 0.639 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 564 213 1 4 5 9 45 68 | a = climbingdown 205 729 0 7 4 6 39 85 | b = climbingup 0 0 88 0 0 0 15 0 | c = jumping 11 6 0 639 58 142 64 1 | d = lying 7 0 0 74 408 131 202 1 | e = standing 8 6 0 145 136 427 143 0 | f = sitting 56 35 11 64 183 163 901 15 | g = running 51 78 0 0 2 2 14 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4442 63.7394 % Incorrectly Classified Instances 2527 36.2606 % Kappa statistic 0.5764 Mean absolute error 0.0941 Root mean squared error 0.2854 Relative absolute error 44.0154 % Root relative squared error 87.2891 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.614 0.057 0.617 0.614 0.615 0.826 climbingdown 0.687 0.059 0.68 0.687 0.684 0.842 climbingup 0.845 0.002 0.888 0.845 0.866 0.963 jumping 0.719 0.052 0.679 0.719 0.698 0.858 lying 0.533 0.067 0.517 0.533 0.525 0.777 standing 0.453 0.075 0.462 0.453 0.457 0.734 sitting 0.618 0.088 0.644 0.618 0.631 0.792 running 0.808 0.025 0.815 0.808 0.812 0.907 walking Weighted Avg. 0.637 0.062 0.637 0.637 0.637 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 558 216 0 10 4 7 48 66 | a = climbingdown 205 739 0 7 1 7 40 76 | b = climbingup 1 0 87 0 0 0 14 1 | c = jumping 8 3 0 662 61 130 55 2 | d = lying 2 3 0 68 439 148 163 0 | e = standing 4 4 0 160 151 392 154 0 | f = sitting 51 52 11 67 190 165 882 10 | g = running 76 69 0 1 3 0 13 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4467 64.1073 % Incorrectly Classified Instances 2501 35.8927 % Kappa statistic 0.5803 Mean absolute error 0.093 Root mean squared error 0.2839 Relative absolute error 43.4918 % Root relative squared error 86.8176 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.054 0.632 0.623 0.627 0.822 climbingdown 0.715 0.057 0.696 0.715 0.706 0.85 climbingup 0.903 0.001 0.93 0.903 0.916 0.959 jumping 0.686 0.046 0.692 0.686 0.689 0.849 lying 0.549 0.063 0.538 0.549 0.543 0.788 standing 0.444 0.076 0.454 0.444 0.449 0.735 sitting 0.619 0.099 0.617 0.619 0.618 0.782 running 0.814 0.024 0.823 0.814 0.819 0.908 walking Weighted Avg. 0.641 0.062 0.641 0.641 0.641 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 566 196 0 10 6 8 55 68 | a = climbingdown 194 769 0 3 3 1 36 69 | b = climbingup 0 0 93 0 0 0 10 0 | c = jumping 6 6 0 632 56 160 61 0 | d = lying 5 2 0 55 451 132 176 1 | e = standing 8 9 0 134 130 384 199 1 | f = sitting 54 46 7 77 193 158 884 9 | g = running 63 77 0 2 0 3 12 688 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4531 65.0258 % Incorrectly Classified Instances 2437 34.9742 % Kappa statistic 0.5916 Mean absolute error 0.0909 Root mean squared error 0.2809 Relative absolute error 42.5225 % Root relative squared error 85.8864 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.057 0.633 0.659 0.646 0.834 climbingdown 0.688 0.056 0.692 0.688 0.69 0.848 climbingup 0.933 0.001 0.915 0.933 0.924 0.975 jumping 0.712 0.05 0.684 0.712 0.698 0.855 lying 0.527 0.063 0.529 0.527 0.528 0.775 standing 0.482 0.072 0.487 0.482 0.484 0.743 sitting 0.621 0.085 0.652 0.621 0.636 0.796 running 0.832 0.025 0.823 0.832 0.828 0.919 walking Weighted Avg. 0.65 0.06 0.65 0.65 0.65 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 599 203 0 7 3 4 38 55 | a = climbingdown 214 740 0 6 3 5 30 77 | b = climbingup 0 0 97 0 0 0 7 0 | c = jumping 2 7 0 656 62 143 50 1 | d = lying 7 2 0 66 433 120 193 1 | e = standing 8 5 0 160 131 417 143 1 | f = sitting 51 50 9 64 185 166 886 16 | g = running 65 62 0 0 2 2 11 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4503 64.624 % Incorrectly Classified Instances 2465 35.376 % Kappa statistic 0.5866 Mean absolute error 0.0921 Root mean squared error 0.2812 Relative absolute error 43.0739 % Root relative squared error 85.9993 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.052 0.658 0.664 0.661 0.846 climbingdown 0.712 0.054 0.706 0.712 0.709 0.86 climbingup 0.865 0.002 0.849 0.865 0.857 0.947 jumping 0.711 0.05 0.683 0.711 0.697 0.856 lying 0.528 0.068 0.509 0.528 0.519 0.781 standing 0.455 0.069 0.482 0.455 0.468 0.752 sitting 0.61 0.096 0.621 0.61 0.615 0.781 running 0.819 0.023 0.831 0.819 0.825 0.91 walking Weighted Avg. 0.646 0.061 0.646 0.646 0.646 0.826 === Confusion Matrix === a b c d e f g h <-- classified as 603 189 0 5 4 6 44 57 | a = climbingdown 189 765 1 7 2 4 43 64 | b = climbingup 0 1 90 0 0 0 13 0 | c = jumping 3 7 0 655 64 121 68 3 | d = lying 5 2 0 64 434 135 179 3 | e = standing 5 4 0 154 134 394 175 0 | f = sitting 41 43 15 74 213 157 870 14 | g = running 70 73 0 0 1 1 8 692 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4400 63.1367 % Incorrectly Classified Instances 2569 36.8633 % Kappa statistic 0.5693 Mean absolute error 0.0949 Root mean squared error 0.286 Relative absolute error 44.3617 % Root relative squared error 87.455 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.059 0.615 0.627 0.621 0.833 climbingdown 0.686 0.064 0.66 0.686 0.673 0.851 climbingup 0.883 0.001 0.901 0.883 0.892 0.969 jumping 0.661 0.049 0.674 0.661 0.667 0.839 lying 0.516 0.07 0.496 0.516 0.506 0.774 standing 0.458 0.075 0.463 0.458 0.46 0.74 sitting 0.625 0.088 0.646 0.625 0.635 0.803 running 0.805 0.024 0.82 0.805 0.812 0.906 walking Weighted Avg. 0.631 0.063 0.632 0.631 0.632 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 570 236 0 7 3 7 35 51 | a = climbingdown 208 737 0 6 5 6 32 81 | b = climbingup 0 0 91 0 0 0 12 0 | c = jumping 15 10 0 609 60 162 65 0 | d = lying 7 2 0 73 425 136 178 2 | e = standing 9 9 0 151 143 396 155 2 | f = sitting 48 45 10 57 215 148 892 13 | g = running 70 77 0 1 5 1 11 680 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4462 64.0264 % Incorrectly Classified Instances 2507 35.9736 % Kappa statistic 0.5799 Mean absolute error 0.0934 Root mean squared error 0.2829 Relative absolute error 43.6543 % Root relative squared error 86.5222 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.061 0.615 0.652 0.633 0.847 climbingdown 0.665 0.057 0.679 0.665 0.672 0.844 climbingup 0.894 0.001 0.93 0.894 0.912 0.983 jumping 0.712 0.053 0.671 0.712 0.691 0.851 lying 0.541 0.069 0.51 0.541 0.525 0.773 standing 0.459 0.068 0.489 0.459 0.473 0.755 sitting 0.616 0.087 0.646 0.616 0.631 0.784 running 0.809 0.024 0.823 0.809 0.816 0.91 walking Weighted Avg. 0.64 0.061 0.641 0.64 0.64 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 593 193 1 11 5 6 39 61 | a = climbingdown 235 715 0 2 3 8 41 71 | b = climbingup 0 0 93 0 0 0 11 0 | c = jumping 10 12 0 656 57 130 53 3 | d = lying 3 2 0 65 445 112 194 1 | e = standing 10 4 0 186 132 397 136 0 | f = sitting 48 44 6 54 227 159 879 11 | g = running 65 83 0 3 3 0 7 684 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4428 63.5385 % Incorrectly Classified Instances 2541 36.4615 % Kappa statistic 0.5744 Mean absolute error 0.0946 Root mean squared error 0.2864 Relative absolute error 44.2533 % Root relative squared error 87.591 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.631 0.056 0.627 0.631 0.629 0.813 climbingdown 0.691 0.059 0.683 0.691 0.687 0.844 climbingup 0.885 0.003 0.8 0.885 0.84 0.958 jumping 0.72 0.052 0.677 0.72 0.698 0.86 lying 0.51 0.066 0.507 0.51 0.508 0.763 standing 0.466 0.074 0.472 0.466 0.469 0.743 sitting 0.589 0.087 0.635 0.589 0.611 0.785 running 0.82 0.028 0.8 0.82 0.81 0.911 walking Weighted Avg. 0.635 0.062 0.634 0.635 0.634 0.818 === Confusion Matrix === a b c d e f g h <-- classified as 574 203 0 6 7 6 44 69 | a = climbingdown 199 743 1 6 0 1 36 89 | b = climbingup 0 0 92 0 0 0 10 2 | c = jumping 10 4 0 663 45 138 60 1 | d = lying 6 3 0 69 419 148 175 2 | e = standing 8 8 0 170 125 403 148 3 | f = sitting 61 50 22 64 229 154 841 7 | g = running 58 77 0 1 2 4 10 693 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4469 64.1268 % Incorrectly Classified Instances 2500 35.8732 % Kappa statistic 0.5809 Mean absolute error 0.0931 Root mean squared error 0.2827 Relative absolute error 43.5143 % Root relative squared error 86.4425 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.641 0.057 0.627 0.641 0.634 0.835 climbingdown 0.687 0.062 0.668 0.687 0.677 0.845 climbingup 0.894 0.001 0.939 0.894 0.916 0.965 jumping 0.699 0.048 0.687 0.699 0.693 0.851 lying 0.53 0.067 0.516 0.53 0.523 0.783 standing 0.469 0.072 0.479 0.469 0.474 0.746 sitting 0.626 0.086 0.654 0.626 0.64 0.801 running 0.799 0.026 0.806 0.799 0.803 0.904 walking Weighted Avg. 0.641 0.061 0.642 0.641 0.641 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 583 211 0 12 1 6 36 60 | a = climbingdown 205 738 0 6 2 3 38 83 | b = climbingup 0 0 93 0 0 0 11 0 | c = jumping 10 12 0 644 65 136 51 3 | d = lying 4 4 0 55 436 142 179 2 | e = standing 9 8 0 147 151 406 144 1 | f = sitting 52 48 5 73 190 152 894 13 | g = running 67 84 1 0 0 3 15 675 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4530 65.0022 % Incorrectly Classified Instances 2439 34.9978 % Kappa statistic 0.5911 Mean absolute error 0.0915 Root mean squared error 0.2805 Relative absolute error 42.7843 % Root relative squared error 85.7612 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.055 0.641 0.659 0.65 0.833 climbingdown 0.698 0.056 0.693 0.698 0.695 0.851 climbingup 0.885 0.001 0.911 0.885 0.898 0.968 jumping 0.701 0.048 0.69 0.701 0.696 0.849 lying 0.541 0.063 0.533 0.541 0.537 0.784 standing 0.461 0.076 0.464 0.461 0.462 0.734 sitting 0.648 0.083 0.668 0.648 0.658 0.805 running 0.798 0.026 0.808 0.798 0.803 0.906 walking Weighted Avg. 0.65 0.059 0.65 0.65 0.65 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 599 199 0 5 2 5 34 65 | a = climbingdown 196 750 0 6 2 7 36 78 | b = climbingup 1 0 92 0 0 0 11 0 | c = jumping 5 11 0 646 58 154 47 0 | d = lying 3 2 0 62 445 130 179 1 | e = standing 13 7 0 152 157 399 137 1 | f = sitting 46 35 8 63 171 164 925 15 | g = running 72 79 1 2 0 1 16 674 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4404 63.1941 % Incorrectly Classified Instances 2565 36.8059 % Kappa statistic 0.5699 Mean absolute error 0.0951 Root mean squared error 0.2877 Relative absolute error 44.4721 % Root relative squared error 87.9653 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.059 0.612 0.618 0.615 0.816 climbingdown 0.7 0.064 0.665 0.7 0.682 0.844 climbingup 0.875 0.002 0.875 0.875 0.875 0.955 jumping 0.699 0.052 0.672 0.699 0.685 0.859 lying 0.495 0.071 0.483 0.495 0.489 0.746 standing 0.452 0.073 0.468 0.452 0.459 0.732 sitting 0.625 0.089 0.643 0.625 0.634 0.804 running 0.787 0.021 0.84 0.787 0.812 0.906 walking Weighted Avg. 0.632 0.063 0.633 0.632 0.632 0.818 === Confusion Matrix === a b c d e f g h <-- classified as 561 239 3 1 4 2 52 46 | a = climbingdown 203 753 0 4 4 8 36 67 | b = climbingup 1 0 91 0 0 0 12 0 | c = jumping 5 5 0 644 66 142 57 2 | d = lying 6 1 0 72 407 135 198 3 | e = standing 14 7 0 159 164 391 131 0 | f = sitting 51 39 10 79 192 156 892 9 | g = running 76 88 0 0 5 2 9 665 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4503 64.6147 % Incorrectly Classified Instances 2466 35.3853 % Kappa statistic 0.5863 Mean absolute error 0.0922 Root mean squared error 0.2823 Relative absolute error 43.1267 % Root relative squared error 86.3359 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.051 0.654 0.639 0.646 0.82 climbingdown 0.729 0.057 0.7 0.729 0.714 0.858 climbingup 0.885 0.002 0.876 0.885 0.88 0.94 jumping 0.707 0.052 0.675 0.707 0.691 0.85 lying 0.524 0.068 0.509 0.524 0.516 0.781 standing 0.426 0.067 0.476 0.426 0.449 0.739 sitting 0.63 0.095 0.632 0.63 0.631 0.791 running 0.825 0.024 0.823 0.825 0.824 0.908 walking Weighted Avg. 0.646 0.061 0.644 0.646 0.645 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 580 195 0 13 3 4 50 63 | a = climbingdown 175 784 0 6 2 4 39 65 | b = climbingup 0 1 92 0 0 0 11 0 | c = jumping 1 9 0 651 80 127 51 2 | d = lying 1 1 0 58 431 123 206 2 | e = standing 9 9 0 167 145 369 164 3 | f = sitting 53 49 12 66 185 149 899 15 | g = running 68 72 1 3 1 0 3 697 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4491 64.4518 % Incorrectly Classified Instances 2477 35.5482 % Kappa statistic 0.5846 Mean absolute error 0.0922 Root mean squared error 0.2817 Relative absolute error 43.0875 % Root relative squared error 86.1509 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.056 0.625 0.624 0.625 0.826 climbingdown 0.699 0.059 0.683 0.699 0.691 0.851 climbingup 0.864 0.001 0.957 0.864 0.908 0.945 jumping 0.71 0.052 0.676 0.71 0.693 0.864 lying 0.535 0.065 0.524 0.535 0.53 0.78 standing 0.47 0.072 0.481 0.47 0.475 0.755 sitting 0.624 0.089 0.643 0.624 0.633 0.794 running 0.819 0.023 0.832 0.819 0.825 0.907 walking Weighted Avg. 0.645 0.061 0.645 0.645 0.644 0.826 === Confusion Matrix === a b c d e f g h <-- classified as 567 216 1 6 5 3 40 70 | a = climbingdown 219 751 0 5 0 7 39 54 | b = climbingup 1 0 89 0 0 0 13 0 | c = jumping 6 5 1 654 59 131 65 0 | d = lying 4 1 0 65 440 139 172 1 | e = standing 6 3 0 171 132 407 147 0 | f = sitting 42 52 1 66 202 159 891 15 | g = running 62 71 1 0 1 0 18 692 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4474 64.2078 % Incorrectly Classified Instances 2494 35.7922 % Kappa statistic 0.5819 Mean absolute error 0.0925 Root mean squared error 0.2824 Relative absolute error 43.2692 % Root relative squared error 86.3469 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.059 0.621 0.646 0.634 0.822 climbingdown 0.683 0.054 0.696 0.683 0.689 0.859 climbingup 0.932 0.001 0.923 0.932 0.928 0.983 jumping 0.716 0.051 0.681 0.716 0.698 0.854 lying 0.515 0.067 0.507 0.515 0.511 0.774 standing 0.458 0.075 0.463 0.458 0.46 0.752 sitting 0.631 0.087 0.652 0.631 0.642 0.798 running 0.801 0.024 0.822 0.801 0.811 0.904 walking Weighted Avg. 0.642 0.061 0.643 0.642 0.642 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 587 190 0 7 5 6 50 63 | a = climbingdown 223 734 0 11 2 3 30 72 | b = climbingup 1 0 96 0 0 0 5 1 | c = jumping 5 6 0 659 64 145 42 0 | d = lying 4 2 0 64 424 141 188 0 | e = standing 17 2 0 152 148 396 149 1 | f = sitting 41 38 8 74 193 163 901 10 | g = running 67 83 0 1 0 1 16 677 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4494 64.4948 % Incorrectly Classified Instances 2474 35.5052 % Kappa statistic 0.5849 Mean absolute error 0.0922 Root mean squared error 0.2815 Relative absolute error 43.1299 % Root relative squared error 86.0757 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.058 0.623 0.638 0.63 0.82 climbingdown 0.679 0.058 0.68 0.679 0.68 0.856 climbingup 0.903 0.001 0.912 0.903 0.907 0.989 jumping 0.717 0.05 0.685 0.717 0.701 0.856 lying 0.526 0.064 0.524 0.526 0.525 0.781 standing 0.454 0.066 0.494 0.454 0.473 0.748 sitting 0.639 0.094 0.636 0.639 0.637 0.792 running 0.821 0.024 0.822 0.821 0.822 0.917 walking Weighted Avg. 0.645 0.061 0.643 0.645 0.644 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 579 217 0 10 8 6 40 48 | a = climbingdown 208 730 0 5 5 2 43 82 | b = climbingup 0 0 93 0 0 0 10 0 | c = jumping 5 7 0 660 63 123 62 1 | d = lying 4 3 0 63 433 130 190 0 | e = standing 10 3 0 156 139 393 163 1 | f = sitting 57 44 9 69 178 141 912 18 | g = running 67 69 0 0 1 0 14 694 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4525 64.9304 % Incorrectly Classified Instances 2444 35.0696 % Kappa statistic 0.5899 Mean absolute error 0.0911 Root mean squared error 0.2802 Relative absolute error 42.5849 % Root relative squared error 85.687 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.056 0.636 0.648 0.642 0.829 climbingdown 0.711 0.06 0.684 0.711 0.697 0.856 climbingup 0.922 0.001 0.95 0.922 0.936 0.985 jumping 0.718 0.049 0.692 0.718 0.705 0.86 lying 0.544 0.064 0.532 0.544 0.538 0.773 standing 0.449 0.068 0.483 0.449 0.466 0.754 sitting 0.638 0.093 0.638 0.638 0.638 0.799 running 0.792 0.021 0.838 0.792 0.814 0.907 walking Weighted Avg. 0.649 0.061 0.649 0.649 0.649 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 588 200 0 4 2 10 44 60 | a = climbingdown 195 764 0 3 1 5 51 56 | b = climbingup 0 0 95 0 0 0 8 0 | c = jumping 5 6 0 661 58 125 66 0 | d = lying 3 3 0 64 448 125 180 0 | e = standing 9 7 0 165 139 389 157 0 | f = sitting 51 46 5 58 193 151 911 13 | g = running 74 91 0 0 1 0 10 669 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4489 64.4138 % Incorrectly Classified Instances 2480 35.5862 % Kappa statistic 0.5843 Mean absolute error 0.0919 Root mean squared error 0.282 Relative absolute error 42.979 % Root relative squared error 86.2353 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.658 0.054 0.647 0.658 0.652 0.835 climbingdown 0.693 0.058 0.685 0.693 0.689 0.849 climbingup 0.913 0.001 0.922 0.913 0.918 0.982 jumping 0.68 0.051 0.669 0.68 0.674 0.848 lying 0.535 0.064 0.527 0.535 0.531 0.777 standing 0.465 0.077 0.462 0.465 0.463 0.743 sitting 0.626 0.086 0.652 0.626 0.639 0.795 running 0.815 0.025 0.819 0.815 0.817 0.916 walking Weighted Avg. 0.644 0.061 0.645 0.644 0.644 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 598 206 0 5 6 6 34 54 | a = climbingdown 200 745 0 10 1 2 34 83 | b = climbingup 0 0 95 0 0 0 9 0 | c = jumping 7 11 0 626 58 156 62 1 | d = lying 5 0 0 50 440 140 187 0 | e = standing 8 6 0 173 134 402 141 1 | f = sitting 39 51 7 71 194 159 894 13 | g = running 67 69 1 1 2 6 10 689 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4438 63.682 % Incorrectly Classified Instances 2531 36.318 % Kappa statistic 0.5754 Mean absolute error 0.0937 Root mean squared error 0.2861 Relative absolute error 43.7942 % Root relative squared error 87.4836 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.611 0.058 0.611 0.611 0.611 0.814 climbingdown 0.686 0.065 0.657 0.686 0.671 0.839 climbingup 0.865 0.001 0.938 0.865 0.9 0.981 jumping 0.684 0.048 0.685 0.684 0.684 0.861 lying 0.543 0.068 0.517 0.543 0.529 0.779 standing 0.435 0.074 0.454 0.435 0.444 0.73 sitting 0.646 0.089 0.653 0.646 0.65 0.799 running 0.806 0.023 0.832 0.806 0.819 0.909 walking Weighted Avg. 0.637 0.062 0.638 0.637 0.637 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 555 245 0 10 4 5 42 48 | a = climbingdown 203 737 0 9 0 4 51 71 | b = climbingup 0 0 90 0 0 0 14 0 | c = jumping 6 6 0 630 64 155 58 2 | d = lying 4 6 0 57 446 142 165 2 | e = standing 13 2 0 156 165 376 151 2 | f = sitting 56 47 6 57 183 143 923 13 | g = running 71 78 0 1 1 3 10 681 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4421 63.4381 % Incorrectly Classified Instances 2548 36.5619 % Kappa statistic 0.5729 Mean absolute error 0.0948 Root mean squared error 0.2864 Relative absolute error 44.3275 % Root relative squared error 87.5957 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.057 0.622 0.62 0.621 0.819 climbingdown 0.69 0.059 0.68 0.69 0.685 0.847 climbingup 0.875 0.001 0.901 0.875 0.888 0.95 jumping 0.686 0.054 0.661 0.686 0.673 0.853 lying 0.519 0.067 0.511 0.519 0.515 0.769 standing 0.474 0.072 0.482 0.474 0.478 0.748 sitting 0.604 0.091 0.631 0.604 0.617 0.783 running 0.82 0.027 0.805 0.82 0.812 0.91 walking Weighted Avg. 0.634 0.062 0.634 0.634 0.634 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 564 198 0 7 3 11 49 77 | a = climbingdown 216 742 0 4 0 5 30 78 | b = climbingup 0 0 91 0 0 0 12 1 | c = jumping 5 10 0 632 65 141 68 0 | d = lying 7 0 0 72 427 147 168 1 | e = standing 3 7 0 155 124 410 166 0 | f = sitting 51 58 8 86 215 137 862 11 | g = running 61 76 2 0 2 0 11 693 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4474 64.1986 % Incorrectly Classified Instances 2495 35.8014 % Kappa statistic 0.5816 Mean absolute error 0.0933 Root mean squared error 0.283 Relative absolute error 43.6358 % Root relative squared error 86.5405 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.052 0.642 0.623 0.632 0.823 climbingdown 0.708 0.058 0.689 0.708 0.698 0.857 climbingup 0.885 0.001 0.902 0.885 0.893 0.96 jumping 0.699 0.05 0.681 0.699 0.69 0.852 lying 0.506 0.062 0.523 0.506 0.515 0.772 standing 0.471 0.081 0.452 0.471 0.461 0.736 sitting 0.632 0.09 0.644 0.632 0.638 0.797 running 0.811 0.025 0.817 0.811 0.814 0.912 walking Weighted Avg. 0.642 0.061 0.642 0.642 0.642 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 566 215 1 7 3 7 36 74 | a = climbingdown 195 761 0 6 1 5 41 66 | b = climbingup 0 0 92 0 0 0 12 0 | c = jumping 8 8 0 644 48 157 55 1 | d = lying 7 0 0 49 416 156 194 0 | e = standing 5 5 0 164 133 407 149 2 | f = sitting 38 38 9 74 192 164 903 10 | g = running 63 77 0 2 2 4 12 685 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4433 63.6103 % Incorrectly Classified Instances 2536 36.3897 % Kappa statistic 0.5745 Mean absolute error 0.0942 Root mean squared error 0.286 Relative absolute error 44.0501 % Root relative squared error 87.4576 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.054 0.634 0.624 0.629 0.823 climbingdown 0.705 0.064 0.669 0.705 0.687 0.853 climbingup 0.885 0.002 0.868 0.885 0.876 0.968 jumping 0.698 0.052 0.67 0.698 0.684 0.845 lying 0.507 0.067 0.504 0.507 0.505 0.764 standing 0.436 0.068 0.477 0.436 0.455 0.725 sitting 0.638 0.094 0.637 0.638 0.638 0.794 running 0.791 0.026 0.808 0.791 0.799 0.901 walking Weighted Avg. 0.636 0.062 0.634 0.636 0.635 0.817 === Confusion Matrix === a b c d e f g h <-- classified as 567 213 1 10 2 2 49 65 | a = climbingdown 192 758 0 3 2 2 37 81 | b = climbingup 1 1 92 0 0 0 10 0 | c = jumping 8 9 0 643 74 125 60 2 | d = lying 5 3 0 79 417 134 184 0 | e = standing 11 12 0 153 146 377 164 2 | f = sitting 43 46 13 68 187 151 911 9 | g = running 67 91 0 4 0 0 15 668 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4377 62.8067 % Incorrectly Classified Instances 2592 37.1933 % Kappa statistic 0.5653 Mean absolute error 0.0963 Root mean squared error 0.2887 Relative absolute error 45.0198 % Root relative squared error 88.2982 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.057 0.622 0.628 0.625 0.823 climbingdown 0.715 0.062 0.677 0.715 0.696 0.869 climbingup 0.875 0.001 0.901 0.875 0.888 0.964 jumping 0.692 0.051 0.675 0.692 0.683 0.847 lying 0.489 0.075 0.464 0.489 0.476 0.744 standing 0.411 0.073 0.443 0.411 0.426 0.712 sitting 0.605 0.094 0.625 0.605 0.615 0.784 running 0.814 0.021 0.84 0.814 0.827 0.908 walking Weighted Avg. 0.628 0.064 0.628 0.628 0.628 0.815 === Confusion Matrix === a b c d e f g h <-- classified as 570 223 1 7 2 12 36 57 | a = climbingdown 207 769 0 5 1 5 27 61 | b = climbingup 0 1 91 0 0 0 12 0 | c = jumping 13 3 0 637 73 139 56 0 | d = lying 5 2 0 73 402 133 207 0 | e = standing 10 9 0 155 170 356 165 1 | f = sitting 41 63 8 66 216 158 864 12 | g = running 70 66 1 1 2 1 16 688 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4457 63.9638 % Incorrectly Classified Instances 2511 36.0362 % Kappa statistic 0.5791 Mean absolute error 0.0931 Root mean squared error 0.2838 Relative absolute error 43.5368 % Root relative squared error 86.7991 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.058 0.616 0.621 0.619 0.823 climbingdown 0.679 0.058 0.683 0.679 0.681 0.852 climbingup 0.864 0.001 0.908 0.864 0.886 0.958 jumping 0.695 0.05 0.678 0.695 0.686 0.85 lying 0.541 0.068 0.515 0.541 0.528 0.774 standing 0.484 0.073 0.484 0.484 0.484 0.756 sitting 0.622 0.084 0.655 0.622 0.638 0.794 running 0.807 0.029 0.796 0.807 0.801 0.906 walking Weighted Avg. 0.64 0.061 0.64 0.64 0.64 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 564 216 0 5 4 5 36 78 | a = climbingdown 212 730 0 6 4 0 41 82 | b = climbingup 0 0 89 0 0 0 14 0 | c = jumping 10 10 0 640 62 140 59 0 | d = lying 7 1 0 56 445 146 166 1 | e = standing 12 3 0 163 130 419 138 1 | f = sitting 43 31 9 73 216 155 888 13 | g = running 67 78 0 1 3 1 13 682 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4385 62.9305 % Incorrectly Classified Instances 2583 37.0695 % Kappa statistic 0.567 Mean absolute error 0.0958 Root mean squared error 0.2892 Relative absolute error 44.7908 % Root relative squared error 88.4456 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.065 0.599 0.652 0.624 0.828 climbingdown 0.673 0.056 0.685 0.673 0.679 0.83 climbingup 0.825 0.003 0.825 0.825 0.825 0.957 jumping 0.71 0.054 0.669 0.71 0.689 0.848 lying 0.507 0.067 0.505 0.507 0.506 0.754 standing 0.433 0.075 0.45 0.433 0.441 0.728 sitting 0.614 0.088 0.643 0.614 0.628 0.784 running 0.785 0.026 0.807 0.785 0.795 0.898 walking Weighted Avg. 0.629 0.063 0.629 0.629 0.629 0.811 === Confusion Matrix === a b c d e f g h <-- classified as 592 200 0 5 0 7 45 59 | a = climbingdown 214 723 0 6 1 5 42 84 | b = climbingup 2 1 85 0 0 0 15 0 | c = jumping 10 5 0 654 54 138 59 1 | d = lying 1 1 0 78 417 153 172 1 | e = standing 13 9 0 163 159 375 146 1 | f = sitting 62 40 18 72 193 153 876 13 | g = running 94 76 0 0 2 2 8 663 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4479 64.2796 % Incorrectly Classified Instances 2489 35.7204 % Kappa statistic 0.5828 Mean absolute error 0.0926 Root mean squared error 0.2825 Relative absolute error 43.3199 % Root relative squared error 86.3904 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.055 0.641 0.66 0.65 0.842 climbingdown 0.679 0.054 0.696 0.679 0.687 0.851 climbingup 0.893 0.002 0.868 0.893 0.88 0.974 jumping 0.696 0.047 0.694 0.696 0.695 0.853 lying 0.524 0.068 0.506 0.524 0.515 0.771 standing 0.47 0.074 0.474 0.47 0.472 0.745 sitting 0.623 0.09 0.641 0.623 0.632 0.797 running 0.817 0.028 0.803 0.817 0.81 0.913 walking Weighted Avg. 0.643 0.061 0.643 0.643 0.643 0.826 === Confusion Matrix === a b c d e f g h <-- classified as 599 183 1 6 6 6 34 73 | a = climbingdown 208 730 0 6 3 2 45 81 | b = climbingup 1 0 92 0 0 0 9 1 | c = jumping 10 7 0 641 62 134 65 2 | d = lying 4 2 0 55 431 139 191 1 | e = standing 16 2 0 162 134 407 142 3 | f = sitting 37 45 13 52 214 169 889 8 | g = running 60 80 0 1 1 1 12 690 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4396 63.0794 % Incorrectly Classified Instances 2573 36.9206 % Kappa statistic 0.5685 Mean absolute error 0.0955 Root mean squared error 0.2877 Relative absolute error 44.6386 % Root relative squared error 87.9881 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.057 0.622 0.628 0.625 0.836 climbingdown 0.687 0.062 0.67 0.687 0.678 0.847 climbingup 0.894 0.002 0.894 0.894 0.894 0.963 jumping 0.692 0.048 0.687 0.692 0.689 0.853 lying 0.503 0.069 0.493 0.503 0.498 0.755 standing 0.436 0.079 0.438 0.436 0.437 0.73 sitting 0.628 0.091 0.641 0.628 0.634 0.787 running 0.793 0.024 0.817 0.793 0.805 0.898 walking Weighted Avg. 0.631 0.063 0.632 0.631 0.631 0.817 === Confusion Matrix === a b c d e f g h <-- classified as 570 216 1 5 5 5 40 66 | a = climbingdown 214 738 0 3 1 6 51 62 | b = climbingup 0 0 93 0 0 0 11 0 | c = jumping 3 8 0 637 62 158 52 1 | d = lying 1 4 0 57 414 168 176 3 | e = standing 11 7 0 159 149 377 159 3 | f = sitting 49 40 9 64 208 146 897 15 | g = running 68 89 1 2 1 0 14 670 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4472 64.1699 % Incorrectly Classified Instances 2497 35.8301 % Kappa statistic 0.5812 Mean absolute error 0.0936 Root mean squared error 0.2843 Relative absolute error 43.7642 % Root relative squared error 86.9247 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.641 0.057 0.627 0.641 0.634 0.819 climbingdown 0.699 0.059 0.683 0.699 0.691 0.854 climbingup 0.865 0.001 0.928 0.865 0.896 0.974 jumping 0.726 0.047 0.701 0.726 0.714 0.86 lying 0.507 0.067 0.502 0.507 0.504 0.76 standing 0.466 0.073 0.475 0.466 0.47 0.739 sitting 0.618 0.094 0.629 0.618 0.624 0.794 running 0.801 0.021 0.84 0.801 0.82 0.907 walking Weighted Avg. 0.642 0.062 0.642 0.642 0.642 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 582 216 0 5 4 5 41 55 | a = climbingdown 207 751 1 8 3 6 41 58 | b = climbingup 0 0 90 0 0 0 13 1 | c = jumping 7 4 0 669 55 131 55 0 | d = lying 3 1 0 68 417 149 183 2 | e = standing 14 3 0 137 134 403 172 2 | f = sitting 46 44 6 66 217 155 883 11 | g = running 69 81 0 1 1 0 16 677 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4463 64.0408 % Incorrectly Classified Instances 2506 35.9592 % Kappa statistic 0.5801 Mean absolute error 0.0933 Root mean squared error 0.2841 Relative absolute error 43.6141 % Root relative squared error 86.8863 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.058 0.627 0.648 0.637 0.837 climbingdown 0.671 0.049 0.713 0.671 0.691 0.856 climbingup 0.913 0.002 0.862 0.913 0.887 0.959 jumping 0.681 0.047 0.688 0.681 0.684 0.847 lying 0.555 0.073 0.505 0.555 0.529 0.786 standing 0.452 0.072 0.471 0.452 0.461 0.746 sitting 0.616 0.093 0.631 0.616 0.623 0.783 running 0.833 0.027 0.811 0.833 0.822 0.916 walking Weighted Avg. 0.64 0.061 0.641 0.64 0.64 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 589 187 0 5 6 10 55 57 | a = climbingdown 213 721 1 4 1 2 46 87 | b = climbingup 1 0 94 0 0 0 8 0 | c = jumping 14 10 0 627 63 144 61 2 | d = lying 2 1 0 53 457 132 176 2 | e = standing 11 8 0 148 151 391 156 0 | f = sitting 35 36 14 72 225 150 880 16 | g = running 74 48 0 2 2 2 13 704 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4444 63.7681 % Incorrectly Classified Instances 2525 36.2319 % Kappa statistic 0.5764 Mean absolute error 0.0943 Root mean squared error 0.2864 Relative absolute error 44.0944 % Root relative squared error 87.5886 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.054 0.634 0.628 0.631 0.821 climbingdown 0.718 0.063 0.674 0.718 0.695 0.85 climbingup 0.874 0.002 0.882 0.874 0.878 0.958 jumping 0.717 0.049 0.69 0.717 0.703 0.855 lying 0.496 0.065 0.504 0.496 0.5 0.768 standing 0.446 0.073 0.463 0.446 0.454 0.731 sitting 0.623 0.095 0.629 0.623 0.626 0.785 running 0.789 0.023 0.827 0.789 0.808 0.904 walking Weighted Avg. 0.638 0.062 0.637 0.638 0.637 0.817 === Confusion Matrix === a b c d e f g h <-- classified as 571 222 0 8 5 5 43 55 | a = climbingdown 185 772 0 8 1 5 33 71 | b = climbingup 0 0 90 0 0 0 13 0 | c = jumping 10 4 0 660 57 133 56 1 | d = lying 6 2 0 62 408 134 209 1 | e = standing 11 1 0 157 157 386 154 0 | f = sitting 55 50 12 60 180 169 890 12 | g = running 63 94 0 2 2 1 16 667 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4480 64.2847 % Incorrectly Classified Instances 2489 35.7153 % Kappa statistic 0.5828 Mean absolute error 0.0924 Root mean squared error 0.2832 Relative absolute error 43.2075 % Root relative squared error 86.5894 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.058 0.623 0.644 0.633 0.83 climbingdown 0.7 0.06 0.682 0.7 0.691 0.856 climbingup 0.874 0.001 0.909 0.874 0.891 0.973 jumping 0.71 0.048 0.691 0.71 0.7 0.855 lying 0.519 0.065 0.518 0.519 0.519 0.763 standing 0.468 0.074 0.473 0.468 0.47 0.752 sitting 0.621 0.086 0.651 0.621 0.636 0.792 running 0.805 0.026 0.811 0.805 0.808 0.909 walking Weighted Avg. 0.643 0.061 0.643 0.643 0.643 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 585 206 0 3 5 6 35 69 | a = climbingdown 204 752 0 3 1 7 34 74 | b = climbingup 0 0 90 0 0 0 13 0 | c = jumping 8 5 0 654 66 126 60 2 | d = lying 8 3 0 50 427 151 182 1 | e = standing 7 5 0 171 135 405 143 0 | f = sitting 53 54 9 66 188 159 887 12 | g = running 74 78 0 0 2 2 9 680 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4406 63.2228 % Incorrectly Classified Instances 2563 36.7772 % Kappa statistic 0.5704 Mean absolute error 0.0948 Root mean squared error 0.287 Relative absolute error 44.3359 % Root relative squared error 87.7676 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.058 0.617 0.628 0.623 0.825 climbingdown 0.686 0.059 0.679 0.686 0.682 0.847 climbingup 0.883 0.002 0.883 0.883 0.883 0.967 jumping 0.724 0.052 0.681 0.724 0.702 0.861 lying 0.515 0.069 0.499 0.515 0.507 0.764 standing 0.442 0.073 0.463 0.442 0.452 0.747 sitting 0.599 0.091 0.629 0.599 0.614 0.783 running 0.802 0.026 0.807 0.802 0.805 0.907 walking Weighted Avg. 0.632 0.063 0.631 0.632 0.632 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 571 203 2 8 4 10 38 73 | a = climbingdown 203 737 1 5 1 8 47 73 | b = climbingup 0 0 91 0 0 0 12 0 | c = jumping 13 8 0 667 54 133 46 0 | d = lying 4 1 0 68 423 124 201 1 | e = standing 9 9 0 161 157 383 146 1 | f = sitting 60 44 9 70 208 167 856 14 | g = running 65 83 0 1 1 3 14 678 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4429 63.5529 % Incorrectly Classified Instances 2540 36.4471 % Kappa statistic 0.5743 Mean absolute error 0.0944 Root mean squared error 0.2854 Relative absolute error 44.1587 % Root relative squared error 87.2857 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.631 0.057 0.623 0.631 0.627 0.832 climbingdown 0.698 0.062 0.672 0.698 0.685 0.843 climbingup 0.923 0.002 0.889 0.923 0.906 0.97 jumping 0.682 0.054 0.657 0.682 0.669 0.836 lying 0.55 0.064 0.534 0.55 0.542 0.784 standing 0.449 0.074 0.463 0.449 0.456 0.747 sitting 0.608 0.087 0.642 0.608 0.624 0.786 running 0.796 0.026 0.811 0.796 0.804 0.907 walking Weighted Avg. 0.636 0.062 0.635 0.636 0.635 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 574 206 0 9 8 6 40 66 | a = climbingdown 203 750 0 9 2 3 25 83 | b = climbingup 0 0 96 0 0 0 8 0 | c = jumping 10 11 0 628 66 147 59 0 | d = lying 0 3 0 53 452 128 186 0 | e = standing 6 7 0 170 140 389 153 1 | f = sitting 56 60 12 87 174 164 867 7 | g = running 73 79 0 0 4 3 13 673 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4476 64.2365 % Incorrectly Classified Instances 2492 35.7635 % Kappa statistic 0.5823 Mean absolute error 0.0933 Root mean squared error 0.2838 Relative absolute error 43.643 % Root relative squared error 86.7721 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.057 0.625 0.638 0.631 0.832 climbingdown 0.701 0.062 0.673 0.701 0.687 0.844 climbingup 0.875 0.001 0.919 0.875 0.897 0.975 jumping 0.712 0.052 0.678 0.712 0.695 0.859 lying 0.554 0.063 0.541 0.554 0.547 0.781 standing 0.464 0.075 0.469 0.464 0.466 0.742 sitting 0.605 0.086 0.645 0.605 0.624 0.784 running 0.8 0.023 0.828 0.8 0.814 0.91 walking Weighted Avg. 0.642 0.061 0.643 0.642 0.642 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 579 210 0 4 9 6 38 62 | a = climbingdown 215 754 0 5 2 1 30 68 | b = climbingup 0 0 91 0 0 0 13 0 | c = jumping 6 9 0 656 51 134 65 0 | d = lying 6 4 0 62 455 129 166 0 | e = standing 6 11 0 166 129 402 152 0 | f = sitting 52 45 7 72 195 183 863 10 | g = running 63 88 1 3 0 3 11 676 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4479 64.2796 % Incorrectly Classified Instances 2489 35.7204 % Kappa statistic 0.5826 Mean absolute error 0.0931 Root mean squared error 0.2843 Relative absolute error 43.5281 % Root relative squared error 86.9432 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.062 0.61 0.652 0.63 0.825 climbingdown 0.665 0.053 0.696 0.665 0.68 0.836 climbingup 0.798 0.002 0.883 0.798 0.838 0.915 jumping 0.726 0.046 0.706 0.726 0.716 0.861 lying 0.518 0.067 0.51 0.518 0.514 0.762 standing 0.469 0.071 0.483 0.469 0.476 0.747 sitting 0.626 0.091 0.639 0.626 0.632 0.794 running 0.821 0.026 0.815 0.821 0.818 0.912 walking Weighted Avg. 0.643 0.061 0.643 0.643 0.643 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 592 192 0 6 5 6 39 68 | a = climbingdown 232 715 0 6 2 9 38 73 | b = climbingup 2 0 83 0 0 0 18 1 | c = jumping 10 7 0 669 58 128 49 0 | d = lying 7 0 0 51 426 139 197 2 | e = standing 6 6 0 156 137 406 154 0 | f = sitting 50 42 11 58 206 153 894 14 | g = running 71 66 0 2 1 0 11 694 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4443 63.7629 % Incorrectly Classified Instances 2525 36.2371 % Kappa statistic 0.5766 Mean absolute error 0.0945 Root mean squared error 0.2839 Relative absolute error 44.2012 % Root relative squared error 86.8297 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.053 0.643 0.634 0.639 0.837 climbingdown 0.684 0.06 0.674 0.684 0.679 0.845 climbingup 0.894 0.002 0.886 0.894 0.89 0.955 jumping 0.679 0.052 0.666 0.679 0.672 0.84 lying 0.541 0.068 0.517 0.541 0.529 0.77 standing 0.468 0.072 0.48 0.468 0.474 0.742 sitting 0.62 0.09 0.639 0.62 0.63 0.8 running 0.802 0.028 0.8 0.802 0.801 0.899 walking Weighted Avg. 0.638 0.062 0.638 0.638 0.638 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 576 203 1 7 1 7 52 61 | a = climbingdown 195 735 0 5 1 3 39 97 | b = climbingup 1 0 93 0 0 0 10 0 | c = jumping 4 10 0 625 61 148 72 1 | d = lying 8 0 0 68 445 128 171 2 | e = standing 9 6 0 165 140 405 140 0 | f = sitting 47 45 10 68 213 150 886 9 | g = running 56 91 1 1 0 2 16 678 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4515 64.7869 % Incorrectly Classified Instances 2454 35.2131 % Kappa statistic 0.5886 Mean absolute error 0.0919 Root mean squared error 0.2804 Relative absolute error 42.9527 % Root relative squared error 85.7387 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.055 0.633 0.633 0.633 0.83 climbingdown 0.689 0.061 0.673 0.689 0.681 0.841 climbingup 0.854 0.002 0.88 0.854 0.867 0.967 jumping 0.732 0.05 0.691 0.732 0.711 0.864 lying 0.541 0.067 0.52 0.541 0.53 0.776 standing 0.455 0.072 0.474 0.455 0.464 0.741 sitting 0.637 0.082 0.666 0.637 0.651 0.811 running 0.815 0.023 0.829 0.815 0.822 0.911 walking Weighted Avg. 0.648 0.06 0.648 0.648 0.648 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 575 202 0 10 3 14 51 53 | a = climbingdown 213 741 0 6 0 6 31 78 | b = climbingup 0 0 88 0 0 0 15 0 | c = jumping 10 11 0 674 46 131 49 0 | d = lying 8 6 0 68 445 140 154 2 | e = standing 8 4 0 158 155 394 146 1 | f = sitting 39 52 12 57 206 145 909 8 | g = running 56 85 0 2 1 2 10 689 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4458 63.969 % Incorrectly Classified Instances 2511 36.031 % Kappa statistic 0.579 Mean absolute error 0.0938 Root mean squared error 0.2832 Relative absolute error 43.8443 % Root relative squared error 86.6039 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.056 0.628 0.629 0.629 0.834 climbingdown 0.698 0.058 0.687 0.698 0.692 0.856 climbingup 0.913 0.002 0.896 0.913 0.905 0.979 jumping 0.701 0.056 0.656 0.701 0.678 0.845 lying 0.528 0.067 0.513 0.528 0.52 0.772 standing 0.45 0.068 0.483 0.45 0.466 0.734 sitting 0.626 0.09 0.642 0.626 0.634 0.797 running 0.802 0.025 0.817 0.802 0.81 0.906 walking Weighted Avg. 0.64 0.062 0.639 0.64 0.639 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 571 211 2 8 2 9 43 62 | a = climbingdown 199 750 0 5 4 5 32 80 | b = climbingup 0 0 95 0 0 0 9 0 | c = jumping 14 10 0 646 62 134 54 1 | d = lying 5 0 0 72 434 109 202 0 | e = standing 6 6 0 179 142 390 143 0 | f = sitting 39 40 9 75 202 160 894 9 | g = running 75 75 0 0 0 1 16 678 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4421 63.4381 % Incorrectly Classified Instances 2548 36.5619 % Kappa statistic 0.5728 Mean absolute error 0.0949 Root mean squared error 0.286 Relative absolute error 44.3557 % Root relative squared error 87.4565 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.058 0.619 0.627 0.623 0.821 climbingdown 0.681 0.058 0.683 0.681 0.682 0.849 climbingup 0.913 0.002 0.896 0.913 0.905 0.978 jumping 0.716 0.05 0.684 0.716 0.7 0.86 lying 0.517 0.069 0.499 0.517 0.508 0.766 standing 0.427 0.072 0.456 0.427 0.441 0.735 sitting 0.62 0.093 0.631 0.62 0.625 0.784 running 0.812 0.026 0.812 0.812 0.812 0.907 walking Weighted Avg. 0.634 0.063 0.633 0.634 0.634 0.818 === Confusion Matrix === a b c d e f g h <-- classified as 569 213 0 8 3 13 34 68 | a = climbingdown 199 732 1 6 0 8 52 77 | b = climbingup 1 0 95 0 0 0 8 0 | c = jumping 11 1 0 659 61 119 69 1 | d = lying 10 1 0 61 425 135 188 2 | e = standing 6 4 0 170 165 370 150 1 | f = sitting 50 54 10 58 195 166 885 10 | g = running 73 66 0 1 2 0 17 686 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4407 63.2372 % Incorrectly Classified Instances 2562 36.7628 % Kappa statistic 0.5701 Mean absolute error 0.0949 Root mean squared error 0.2858 Relative absolute error 44.3591 % Root relative squared error 87.4015 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.061 0.606 0.629 0.617 0.824 climbingdown 0.681 0.061 0.67 0.681 0.676 0.842 climbingup 0.904 0.001 0.913 0.904 0.908 0.989 jumping 0.693 0.051 0.673 0.693 0.683 0.849 lying 0.523 0.065 0.518 0.523 0.521 0.78 standing 0.44 0.068 0.477 0.44 0.458 0.743 sitting 0.624 0.099 0.62 0.624 0.622 0.795 running 0.793 0.024 0.818 0.793 0.805 0.906 walking Weighted Avg. 0.632 0.063 0.632 0.632 0.632 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 571 219 1 0 4 6 46 61 | a = climbingdown 221 732 0 1 3 5 42 71 | b = climbingup 1 0 94 0 0 0 9 0 | c = jumping 12 8 0 638 68 132 62 1 | d = lying 5 1 0 63 430 120 201 2 | e = standing 8 9 0 167 132 381 168 1 | f = sitting 52 42 8 77 192 153 891 13 | g = running 72 81 0 2 1 1 18 670 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4522 64.8874 % Incorrectly Classified Instances 2447 35.1126 % Kappa statistic 0.5897 Mean absolute error 0.0911 Root mean squared error 0.28 Relative absolute error 42.5966 % Root relative squared error 85.6167 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.053 0.65 0.659 0.654 0.838 climbingdown 0.696 0.056 0.693 0.696 0.695 0.846 climbingup 0.913 0.001 0.941 0.913 0.927 0.97 jumping 0.733 0.05 0.69 0.733 0.711 0.866 lying 0.519 0.069 0.5 0.519 0.51 0.771 standing 0.457 0.066 0.494 0.457 0.475 0.752 sitting 0.632 0.089 0.648 0.632 0.639 0.796 running 0.806 0.026 0.808 0.806 0.807 0.911 walking Weighted Avg. 0.649 0.06 0.648 0.649 0.648 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 598 185 1 4 3 7 47 63 | a = climbingdown 193 748 0 8 5 8 37 76 | b = climbingup 0 0 95 0 0 0 8 1 | c = jumping 5 10 0 675 57 121 52 1 | d = lying 7 2 0 74 427 128 182 2 | e = standing 2 9 0 152 148 396 159 0 | f = sitting 41 48 5 62 213 138 902 19 | g = running 74 77 0 3 1 3 6 681 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4436 63.6533 % Incorrectly Classified Instances 2533 36.3467 % Kappa statistic 0.5755 Mean absolute error 0.0941 Root mean squared error 0.2856 Relative absolute error 44.0108 % Root relative squared error 87.3454 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.615 0.059 0.612 0.615 0.613 0.821 climbingdown 0.708 0.068 0.657 0.708 0.681 0.853 climbingup 0.913 0.002 0.888 0.913 0.9 0.979 jumping 0.725 0.057 0.66 0.725 0.691 0.86 lying 0.518 0.067 0.51 0.518 0.514 0.759 standing 0.45 0.067 0.486 0.45 0.467 0.741 sitting 0.611 0.081 0.659 0.611 0.634 0.789 running 0.787 0.025 0.814 0.787 0.8 0.9 walking Weighted Avg. 0.637 0.062 0.636 0.637 0.636 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 559 241 0 5 4 6 39 55 | a = climbingdown 188 761 0 6 2 2 38 78 | b = climbingup 1 0 95 0 0 0 8 0 | c = jumping 12 3 0 668 70 125 43 0 | d = lying 2 2 0 78 426 131 177 6 | e = standing 23 12 0 179 121 389 138 3 | f = sitting 48 51 12 76 211 147 873 10 | g = running 81 89 0 0 1 1 8 665 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4502 64.6004 % Incorrectly Classified Instances 2467 35.3996 % Kappa statistic 0.5864 Mean absolute error 0.0916 Root mean squared error 0.2807 Relative absolute error 42.8297 % Root relative squared error 85.8348 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.055 0.64 0.657 0.648 0.831 climbingdown 0.703 0.052 0.71 0.703 0.707 0.861 climbingup 0.865 0.001 0.918 0.865 0.891 0.964 jumping 0.7 0.049 0.683 0.7 0.692 0.85 lying 0.543 0.073 0.498 0.543 0.519 0.779 standing 0.439 0.068 0.477 0.439 0.458 0.741 sitting 0.623 0.092 0.637 0.623 0.63 0.805 running 0.826 0.023 0.832 0.826 0.829 0.916 walking Weighted Avg. 0.646 0.061 0.646 0.646 0.646 0.828 === Confusion Matrix === a b c d e f g h <-- classified as 597 189 0 5 4 3 48 63 | a = climbingdown 208 756 0 8 3 5 34 61 | b = climbingup 1 0 90 0 0 0 13 0 | c = jumping 12 6 0 645 55 141 61 1 | d = lying 7 1 0 62 446 123 182 1 | e = standing 6 5 0 159 155 380 160 0 | f = sitting 40 38 8 65 232 140 890 15 | g = running 62 70 0 0 1 4 10 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4517 64.8249 % Incorrectly Classified Instances 2451 35.1751 % Kappa statistic 0.589 Mean absolute error 0.0914 Root mean squared error 0.2805 Relative absolute error 42.734 % Root relative squared error 85.7898 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.057 0.626 0.634 0.63 0.826 climbingdown 0.691 0.058 0.685 0.691 0.688 0.85 climbingup 0.913 0.002 0.87 0.913 0.891 0.977 jumping 0.708 0.047 0.696 0.708 0.702 0.86 lying 0.546 0.062 0.54 0.546 0.543 0.788 standing 0.487 0.07 0.495 0.487 0.491 0.744 sitting 0.625 0.09 0.643 0.625 0.634 0.791 running 0.817 0.026 0.813 0.817 0.815 0.917 walking Weighted Avg. 0.648 0.06 0.648 0.648 0.648 0.826 === Confusion Matrix === a b c d e f g h <-- classified as 576 205 0 7 4 6 47 64 | a = climbingdown 198 743 1 2 3 6 40 82 | b = climbingup 0 1 94 0 0 0 8 0 | c = jumping 10 5 0 652 59 135 57 3 | d = lying 3 3 0 72 449 116 178 1 | e = standing 9 10 0 134 138 421 153 0 | f = sitting 56 46 12 69 178 166 892 9 | g = running 68 71 1 1 1 0 13 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4455 63.9351 % Incorrectly Classified Instances 2513 36.0649 % Kappa statistic 0.5786 Mean absolute error 0.0933 Root mean squared error 0.2839 Relative absolute error 43.6073 % Root relative squared error 86.821 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.059 0.626 0.66 0.642 0.83 climbingdown 0.681 0.055 0.692 0.681 0.686 0.856 climbingup 0.854 0.001 0.907 0.854 0.88 0.963 jumping 0.699 0.056 0.655 0.699 0.676 0.846 lying 0.515 0.063 0.523 0.515 0.519 0.773 standing 0.447 0.069 0.477 0.447 0.462 0.743 sitting 0.624 0.09 0.64 0.624 0.632 0.787 running 0.815 0.028 0.803 0.815 0.809 0.912 walking Weighted Avg. 0.639 0.062 0.638 0.639 0.638 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 600 192 0 10 2 7 28 70 | a = climbingdown 215 732 0 5 2 2 36 83 | b = climbingup 1 0 88 0 0 0 14 0 | c = jumping 9 12 0 644 57 142 56 1 | d = lying 7 1 0 73 424 118 198 2 | e = standing 9 6 0 179 127 387 157 0 | f = sitting 49 46 9 72 195 152 891 13 | g = running 69 69 0 0 3 3 12 689 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4444 63.7773 % Incorrectly Classified Instances 2524 36.2227 % Kappa statistic 0.5767 Mean absolute error 0.0945 Root mean squared error 0.2856 Relative absolute error 44.1916 % Root relative squared error 87.3416 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.63 0.062 0.604 0.63 0.617 0.815 climbingdown 0.699 0.059 0.685 0.699 0.692 0.847 climbingup 0.893 0.001 0.902 0.893 0.898 0.959 jumping 0.708 0.056 0.659 0.708 0.683 0.852 lying 0.51 0.062 0.524 0.51 0.517 0.763 standing 0.432 0.073 0.456 0.432 0.444 0.732 sitting 0.638 0.085 0.658 0.638 0.648 0.804 running 0.795 0.025 0.813 0.795 0.804 0.904 walking Weighted Avg. 0.638 0.061 0.637 0.638 0.637 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 573 200 1 7 2 10 36 80 | a = climbingdown 221 751 0 5 1 4 31 62 | b = climbingup 0 1 92 0 0 0 10 0 | c = jumping 10 6 0 652 56 141 55 1 | d = lying 7 3 0 75 420 136 182 0 | e = standing 10 4 0 181 148 374 146 2 | f = sitting 56 50 6 67 173 155 910 10 | g = running 71 81 3 2 2 1 13 672 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4471 64.1555 % Incorrectly Classified Instances 2498 35.8445 % Kappa statistic 0.5814 Mean absolute error 0.0935 Root mean squared error 0.2832 Relative absolute error 43.7206 % Root relative squared error 86.6172 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.631 0.056 0.627 0.631 0.629 0.824 climbingdown 0.687 0.059 0.678 0.687 0.682 0.853 climbingup 0.883 0.002 0.883 0.883 0.883 0.97 jumping 0.702 0.052 0.673 0.702 0.688 0.855 lying 0.536 0.065 0.526 0.536 0.531 0.787 standing 0.492 0.076 0.48 0.492 0.486 0.758 sitting 0.609 0.085 0.649 0.609 0.628 0.785 running 0.809 0.024 0.82 0.809 0.815 0.911 walking Weighted Avg. 0.642 0.061 0.642 0.642 0.642 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 574 210 1 9 4 5 49 57 | a = climbingdown 209 738 0 7 2 4 39 76 | b = climbingup 0 0 91 0 0 0 12 0 | c = jumping 8 8 0 647 54 145 59 0 | d = lying 4 5 0 65 441 137 168 2 | e = standing 8 5 0 158 133 426 135 1 | f = sitting 35 49 10 74 205 171 870 14 | g = running 77 73 1 1 0 0 9 684 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4503 64.6147 % Incorrectly Classified Instances 2466 35.3853 % Kappa statistic 0.586 Mean absolute error 0.0919 Root mean squared error 0.2812 Relative absolute error 42.981 % Root relative squared error 85.9937 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.05 0.656 0.64 0.648 0.834 climbingdown 0.705 0.059 0.687 0.705 0.696 0.855 climbingup 0.904 0.001 0.913 0.904 0.908 0.968 jumping 0.702 0.05 0.683 0.702 0.693 0.856 lying 0.501 0.064 0.511 0.501 0.506 0.763 standing 0.44 0.071 0.467 0.44 0.453 0.738 sitting 0.662 0.096 0.64 0.662 0.651 0.805 running 0.811 0.024 0.822 0.811 0.816 0.911 walking Weighted Avg. 0.646 0.061 0.645 0.646 0.645 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 581 205 0 5 3 11 39 64 | a = climbingdown 194 758 0 8 3 1 40 71 | b = climbingup 1 0 94 0 0 0 9 0 | c = jumping 11 2 0 647 56 152 51 2 | d = lying 5 1 0 71 412 123 210 0 | e = standing 10 6 0 154 151 381 164 0 | f = sitting 30 45 9 62 181 145 945 11 | g = running 54 86 0 0 0 2 18 685 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4427 63.5242 % Incorrectly Classified Instances 2542 36.4758 % Kappa statistic 0.5742 Mean absolute error 0.0946 Root mean squared error 0.2858 Relative absolute error 44.2525 % Root relative squared error 87.4108 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.057 0.621 0.62 0.621 0.818 climbingdown 0.685 0.062 0.668 0.685 0.676 0.853 climbingup 0.875 0.001 0.919 0.875 0.897 0.953 jumping 0.699 0.052 0.673 0.699 0.686 0.843 lying 0.557 0.074 0.501 0.557 0.527 0.776 standing 0.449 0.071 0.473 0.449 0.461 0.729 sitting 0.597 0.084 0.648 0.597 0.621 0.788 running 0.821 0.026 0.813 0.821 0.817 0.916 walking Weighted Avg. 0.635 0.062 0.636 0.635 0.635 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 563 220 0 8 5 10 38 64 | a = climbingdown 215 736 0 3 3 4 31 83 | b = climbingup 0 0 91 0 0 0 13 0 | c = jumping 9 15 0 644 57 140 55 1 | d = lying 0 5 0 68 458 122 166 3 | e = standing 9 4 0 165 150 389 149 0 | f = sitting 53 44 8 67 239 156 852 9 | g = running 57 77 0 2 3 1 11 694 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4492 64.4569 % Incorrectly Classified Instances 2477 35.5431 % Kappa statistic 0.5848 Mean absolute error 0.0923 Root mean squared error 0.2825 Relative absolute error 43.147 % Root relative squared error 86.3727 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.662 0.057 0.635 0.662 0.648 0.829 climbingdown 0.699 0.055 0.698 0.699 0.698 0.852 climbingup 0.894 0.001 0.939 0.894 0.916 0.964 jumping 0.701 0.052 0.672 0.701 0.686 0.847 lying 0.513 0.067 0.505 0.513 0.509 0.768 standing 0.458 0.073 0.47 0.458 0.464 0.731 sitting 0.625 0.085 0.653 0.625 0.639 0.794 running 0.817 0.024 0.821 0.817 0.819 0.914 walking Weighted Avg. 0.645 0.06 0.645 0.645 0.644 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 601 191 0 10 3 5 41 57 | a = climbingdown 209 751 0 3 1 4 31 76 | b = climbingup 0 0 93 0 0 0 11 0 | c = jumping 13 7 0 646 57 142 55 1 | d = lying 4 0 0 72 422 143 181 1 | e = standing 10 8 0 165 139 397 147 0 | f = sitting 38 47 6 64 213 152 892 15 | g = running 72 72 0 2 0 2 7 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4472 64.1699 % Incorrectly Classified Instances 2497 35.8301 % Kappa statistic 0.5812 Mean absolute error 0.0933 Root mean squared error 0.2838 Relative absolute error 43.6224 % Root relative squared error 86.7797 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.057 0.618 0.617 0.617 0.817 climbingdown 0.698 0.065 0.661 0.698 0.679 0.851 climbingup 0.875 0.001 0.929 0.875 0.901 0.959 jumping 0.714 0.05 0.685 0.714 0.7 0.853 lying 0.515 0.064 0.518 0.515 0.517 0.766 standing 0.465 0.068 0.491 0.465 0.478 0.746 sitting 0.629 0.089 0.645 0.629 0.637 0.79 running 0.815 0.025 0.819 0.815 0.817 0.909 walking Weighted Avg. 0.642 0.061 0.641 0.642 0.641 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 560 233 0 5 7 7 39 57 | a = climbingdown 196 750 0 2 2 6 35 84 | b = climbingup 1 1 91 0 0 0 11 0 | c = jumping 5 11 0 658 57 119 69 2 | d = lying 4 1 0 76 424 138 178 2 | e = standing 10 11 0 147 139 403 155 1 | f = sitting 59 56 7 70 185 147 897 6 | g = running 71 72 0 2 4 0 7 689 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4462 64.0264 % Incorrectly Classified Instances 2507 35.9736 % Kappa statistic 0.5797 Mean absolute error 0.0932 Root mean squared error 0.2841 Relative absolute error 43.5551 % Root relative squared error 86.8839 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.054 0.633 0.619 0.626 0.82 climbingdown 0.706 0.06 0.681 0.706 0.693 0.848 climbingup 0.933 0.001 0.924 0.933 0.928 0.975 jumping 0.708 0.048 0.691 0.708 0.699 0.854 lying 0.501 0.069 0.493 0.501 0.497 0.764 standing 0.484 0.075 0.478 0.484 0.481 0.755 sitting 0.612 0.091 0.634 0.612 0.623 0.792 running 0.813 0.023 0.83 0.813 0.821 0.912 walking Weighted Avg. 0.64 0.062 0.641 0.64 0.64 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 562 219 0 8 7 7 45 60 | a = climbingdown 202 759 0 7 0 1 33 73 | b = climbingup 0 0 97 0 0 0 7 0 | c = jumping 8 7 0 652 64 129 61 0 | d = lying 4 2 0 50 412 142 212 1 | e = standing 4 9 0 154 149 419 129 1 | f = sitting 50 44 7 73 199 175 874 6 | g = running 58 75 1 0 4 3 17 687 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4448 63.8255 % Incorrectly Classified Instances 2521 36.1745 % Kappa statistic 0.5772 Mean absolute error 0.0938 Root mean squared error 0.2849 Relative absolute error 43.8416 % Root relative squared error 87.1258 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.625 0.063 0.6 0.625 0.612 0.813 climbingdown 0.707 0.061 0.678 0.707 0.692 0.861 climbingup 0.837 0.002 0.879 0.837 0.857 0.963 jumping 0.729 0.05 0.689 0.729 0.708 0.863 lying 0.533 0.07 0.505 0.533 0.519 0.777 standing 0.421 0.065 0.477 0.421 0.447 0.734 sitting 0.63 0.088 0.648 0.63 0.639 0.797 running 0.781 0.024 0.815 0.781 0.798 0.898 walking Weighted Avg. 0.638 0.062 0.637 0.638 0.637 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 568 222 0 4 3 6 35 71 | a = climbingdown 203 760 0 6 3 3 30 70 | b = climbingup 0 2 87 0 0 0 15 0 | c = jumping 9 9 1 671 59 119 53 0 | d = lying 7 2 0 70 438 123 182 0 | e = standing 15 7 0 158 162 364 156 3 | f = sitting 53 50 10 62 200 147 900 6 | g = running 92 69 1 3 2 1 17 660 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4557 65.399 % Incorrectly Classified Instances 2411 34.601 % Kappa statistic 0.5955 Mean absolute error 0.0902 Root mean squared error 0.2793 Relative absolute error 42.1704 % Root relative squared error 85.4184 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.058 0.636 0.671 0.653 0.844 climbingdown 0.676 0.054 0.697 0.676 0.686 0.842 climbingup 0.903 0.002 0.886 0.903 0.894 0.974 jumping 0.707 0.048 0.693 0.707 0.7 0.853 lying 0.536 0.062 0.538 0.536 0.537 0.783 standing 0.476 0.065 0.511 0.476 0.493 0.75 sitting 0.653 0.092 0.647 0.653 0.65 0.803 running 0.817 0.027 0.809 0.817 0.813 0.908 walking Weighted Avg. 0.654 0.059 0.653 0.654 0.653 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 610 185 0 6 1 5 36 66 | a = climbingdown 208 727 0 15 3 3 43 76 | b = climbingup 0 0 93 0 0 0 10 0 | c = jumping 11 3 0 651 51 136 66 3 | d = lying 6 1 0 53 441 127 193 1 | e = standing 10 7 0 151 134 412 150 1 | f = sitting 46 47 12 63 189 122 933 16 | g = running 68 73 0 1 1 2 10 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4443 63.7629 % Incorrectly Classified Instances 2525 36.2371 % Kappa statistic 0.5766 Mean absolute error 0.0942 Root mean squared error 0.2858 Relative absolute error 44.0663 % Root relative squared error 87.3881 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.611 0.055 0.624 0.611 0.617 0.832 climbingdown 0.697 0.064 0.666 0.697 0.681 0.841 climbingup 0.874 0.001 0.918 0.874 0.896 0.958 jumping 0.708 0.047 0.696 0.708 0.702 0.853 lying 0.532 0.073 0.492 0.532 0.511 0.766 standing 0.469 0.069 0.492 0.469 0.48 0.74 sitting 0.607 0.091 0.633 0.607 0.62 0.781 running 0.813 0.024 0.823 0.813 0.818 0.907 walking Weighted Avg. 0.638 0.062 0.638 0.638 0.638 0.817 === Confusion Matrix === a b c d e f g h <-- classified as 555 235 0 5 7 4 38 65 | a = climbingdown 201 749 0 4 1 5 45 70 | b = climbingup 0 1 90 0 0 0 12 0 | c = jumping 5 11 0 652 55 125 71 2 | d = lying 2 4 0 52 437 144 181 2 | e = standing 5 8 0 146 154 406 145 1 | f = sitting 50 47 7 77 233 139 867 8 | g = running 72 69 1 1 1 3 11 687 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4397 63.1028 % Incorrectly Classified Instances 2571 36.8972 % Kappa statistic 0.5689 Mean absolute error 0.0955 Root mean squared error 0.2875 Relative absolute error 44.6627 % Root relative squared error 87.921 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.597 0.058 0.608 0.597 0.603 0.808 climbingdown 0.693 0.058 0.685 0.693 0.689 0.85 climbingup 0.903 0.002 0.886 0.903 0.894 0.959 jumping 0.701 0.049 0.685 0.701 0.693 0.848 lying 0.505 0.069 0.495 0.505 0.5 0.768 standing 0.473 0.076 0.469 0.473 0.471 0.741 sitting 0.605 0.095 0.62 0.605 0.613 0.78 running 0.807 0.025 0.816 0.807 0.811 0.906 walking Weighted Avg. 0.631 0.063 0.631 0.631 0.631 0.815 === Confusion Matrix === a b c d e f g h <-- classified as 543 211 2 9 4 12 54 74 | a = climbingdown 216 745 0 10 0 5 31 68 | b = climbingup 1 0 93 0 0 0 9 0 | c = jumping 7 6 0 646 65 136 61 0 | d = lying 2 0 0 45 415 147 213 0 | e = standing 8 5 0 146 143 409 152 2 | f = sitting 43 48 10 85 209 159 864 10 | g = running 73 73 0 2 2 4 9 682 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4518 64.83 % Incorrectly Classified Instances 2451 35.17 % Kappa statistic 0.589 Mean absolute error 0.0918 Root mean squared error 0.2822 Relative absolute error 42.9187 % Root relative squared error 86.2976 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.65 0.055 0.64 0.65 0.645 0.84 climbingdown 0.713 0.06 0.684 0.713 0.698 0.85 climbingup 0.885 0.001 0.92 0.885 0.902 0.968 jumping 0.705 0.048 0.69 0.705 0.697 0.845 lying 0.522 0.069 0.502 0.522 0.512 0.757 standing 0.461 0.069 0.487 0.461 0.474 0.744 sitting 0.63 0.088 0.647 0.63 0.639 0.788 running 0.819 0.021 0.842 0.819 0.83 0.917 walking Weighted Avg. 0.648 0.06 0.648 0.648 0.648 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 591 209 0 2 2 9 39 57 | a = climbingdown 206 766 0 4 2 5 31 61 | b = climbingup 0 0 92 0 0 0 12 0 | c = jumping 7 9 0 649 73 124 59 0 | d = lying 9 3 0 56 429 134 191 0 | e = standing 8 7 0 159 139 399 151 2 | f = sitting 38 49 8 71 205 147 900 10 | g = running 64 77 0 0 4 1 7 692 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4508 64.6865 % Incorrectly Classified Instances 2461 35.3135 % Kappa statistic 0.5872 Mean absolute error 0.0913 Root mean squared error 0.2796 Relative absolute error 42.6663 % Root relative squared error 85.4922 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.064 0.605 0.651 0.627 0.84 climbingdown 0.669 0.055 0.69 0.669 0.679 0.84 climbingup 0.942 0.002 0.899 0.942 0.92 0.994 jumping 0.732 0.05 0.691 0.732 0.711 0.869 lying 0.518 0.063 0.524 0.518 0.521 0.783 standing 0.455 0.064 0.504 0.455 0.478 0.764 sitting 0.649 0.092 0.646 0.649 0.648 0.811 running 0.802 0.026 0.812 0.802 0.807 0.903 walking Weighted Avg. 0.647 0.061 0.645 0.647 0.646 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 592 192 0 6 3 7 41 68 | a = climbingdown 228 719 0 7 3 3 45 70 | b = climbingup 1 0 98 0 0 0 5 0 | c = jumping 8 4 0 674 58 119 57 1 | d = lying 4 2 0 63 426 125 200 2 | e = standing 12 6 0 170 137 394 145 1 | f = sitting 61 42 10 55 185 133 927 15 | g = running 72 77 1 0 1 1 15 678 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4405 63.2085 % Incorrectly Classified Instances 2564 36.7915 % Kappa statistic 0.5704 Mean absolute error 0.0947 Root mean squared error 0.2869 Relative absolute error 44.2888 % Root relative squared error 87.7301 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.626 0.063 0.598 0.626 0.612 0.808 climbingdown 0.694 0.062 0.672 0.694 0.683 0.85 climbingup 0.854 0.001 0.926 0.854 0.889 0.956 jumping 0.685 0.055 0.653 0.685 0.669 0.843 lying 0.539 0.067 0.518 0.539 0.528 0.782 standing 0.454 0.077 0.456 0.454 0.455 0.736 sitting 0.599 0.084 0.648 0.599 0.623 0.79 running 0.804 0.021 0.839 0.804 0.821 0.906 walking Weighted Avg. 0.632 0.062 0.634 0.632 0.633 0.818 === Confusion Matrix === a b c d e f g h <-- classified as 569 222 0 7 5 9 36 61 | a = climbingdown 220 746 0 11 1 6 38 53 | b = climbingup 0 1 88 0 0 0 14 0 | c = jumping 9 7 0 631 53 149 69 3 | d = lying 9 5 0 58 443 142 164 1 | e = standing 13 3 0 185 134 393 137 1 | f = sitting 51 51 7 73 218 161 856 11 | g = running 80 75 0 1 1 1 8 679 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4464 64.0551 % Incorrectly Classified Instances 2505 35.9449 % Kappa statistic 0.5801 Mean absolute error 0.0941 Root mean squared error 0.2837 Relative absolute error 43.9787 % Root relative squared error 86.7491 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.054 0.63 0.618 0.624 0.824 climbingdown 0.722 0.058 0.695 0.722 0.708 0.862 climbingup 0.845 0.002 0.888 0.845 0.866 0.956 jumping 0.704 0.053 0.667 0.704 0.685 0.849 lying 0.53 0.071 0.501 0.53 0.515 0.776 standing 0.447 0.075 0.46 0.447 0.453 0.741 sitting 0.616 0.085 0.652 0.616 0.634 0.789 running 0.815 0.023 0.83 0.815 0.823 0.911 walking Weighted Avg. 0.641 0.061 0.641 0.641 0.641 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 561 222 1 9 2 7 51 55 | a = climbingdown 179 776 1 7 2 6 34 70 | b = climbingup 0 1 87 0 0 0 15 0 | c = jumping 8 13 0 648 64 131 57 0 | d = lying 3 0 0 74 436 143 165 2 | e = standing 11 6 0 166 157 387 138 1 | f = sitting 52 33 9 65 209 167 880 13 | g = running 76 66 0 2 1 1 10 689 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4407 63.2372 % Incorrectly Classified Instances 2562 36.7628 % Kappa statistic 0.5706 Mean absolute error 0.0948 Root mean squared error 0.2873 Relative absolute error 44.3463 % Root relative squared error 87.8631 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.057 0.628 0.645 0.637 0.827 climbingdown 0.681 0.051 0.707 0.681 0.694 0.848 climbingup 0.893 0.001 0.92 0.893 0.906 0.96 jumping 0.71 0.053 0.671 0.71 0.69 0.853 lying 0.501 0.07 0.49 0.501 0.495 0.76 standing 0.455 0.076 0.46 0.455 0.458 0.739 sitting 0.593 0.094 0.619 0.593 0.606 0.774 running 0.817 0.028 0.8 0.817 0.808 0.91 walking Weighted Avg. 0.632 0.063 0.632 0.632 0.632 0.816 === Confusion Matrix === a b c d e f g h <-- classified as 586 181 0 11 7 10 45 68 | a = climbingdown 202 732 1 7 4 5 37 87 | b = climbingup 0 0 92 0 0 0 11 0 | c = jumping 11 8 0 654 61 131 55 1 | d = lying 5 2 0 57 412 138 209 0 | e = standing 7 5 0 168 144 394 148 0 | f = sitting 49 42 7 77 212 177 847 17 | g = running 73 65 0 0 0 1 16 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4464 64.0551 % Incorrectly Classified Instances 2505 35.9449 % Kappa statistic 0.5798 Mean absolute error 0.0936 Root mean squared error 0.2845 Relative absolute error 43.7823 % Root relative squared error 86.9928 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.051 0.646 0.624 0.635 0.825 climbingdown 0.71 0.062 0.677 0.71 0.693 0.853 climbingup 0.854 0.002 0.863 0.854 0.859 0.972 jumping 0.726 0.057 0.659 0.726 0.691 0.85 lying 0.518 0.064 0.52 0.518 0.519 0.768 standing 0.435 0.067 0.478 0.435 0.456 0.725 sitting 0.629 0.093 0.636 0.629 0.632 0.787 running 0.8 0.025 0.816 0.8 0.808 0.906 walking Weighted Avg. 0.641 0.062 0.639 0.641 0.639 0.818 === Confusion Matrix === a b c d e f g h <-- classified as 567 226 0 7 3 6 34 65 | a = climbingdown 184 763 1 9 3 2 41 72 | b = climbingup 0 0 88 0 0 0 15 0 | c = jumping 6 7 0 669 58 118 62 1 | d = lying 2 0 0 73 426 128 193 1 | e = standing 9 6 0 180 140 377 153 1 | f = sitting 42 45 13 74 188 156 898 12 | g = running 68 80 0 3 1 1 16 676 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4500 64.5717 % Incorrectly Classified Instances 2469 35.4283 % Kappa statistic 0.586 Mean absolute error 0.0927 Root mean squared error 0.2824 Relative absolute error 43.3658 % Root relative squared error 86.3449 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.055 0.633 0.634 0.634 0.821 climbingdown 0.7 0.062 0.675 0.7 0.687 0.848 climbingup 0.942 0.002 0.891 0.942 0.916 0.979 jumping 0.717 0.047 0.699 0.717 0.708 0.859 lying 0.526 0.063 0.527 0.526 0.527 0.772 standing 0.467 0.076 0.467 0.467 0.467 0.722 sitting 0.632 0.089 0.647 0.632 0.639 0.8 running 0.799 0.022 0.833 0.799 0.816 0.897 walking Weighted Avg. 0.646 0.061 0.646 0.646 0.646 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 576 216 0 6 4 8 48 50 | a = climbingdown 201 753 0 3 2 6 37 73 | b = climbingup 0 0 98 0 0 0 6 0 | c = jumping 3 5 0 660 45 146 61 1 | d = lying 5 2 0 67 432 145 170 1 | e = standing 12 8 0 149 132 404 161 0 | f = sitting 46 47 12 55 200 156 902 10 | g = running 67 85 0 4 4 0 10 675 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4486 64.38 % Incorrectly Classified Instances 2482 35.62 % Kappa statistic 0.5839 Mean absolute error 0.0922 Root mean squared error 0.2812 Relative absolute error 43.1041 % Root relative squared error 85.9854 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.65 0.055 0.637 0.65 0.643 0.841 climbingdown 0.712 0.054 0.705 0.712 0.708 0.859 climbingup 0.875 0.002 0.883 0.875 0.879 0.969 jumping 0.672 0.048 0.682 0.672 0.677 0.851 lying 0.541 0.068 0.517 0.541 0.529 0.775 standing 0.469 0.074 0.472 0.469 0.471 0.753 sitting 0.609 0.091 0.634 0.609 0.621 0.796 running 0.828 0.025 0.822 0.828 0.825 0.916 walking Weighted Avg. 0.644 0.061 0.644 0.644 0.644 0.828 === Confusion Matrix === a b c d e f g h <-- classified as 590 196 1 5 4 10 37 65 | a = climbingdown 185 765 0 7 0 5 46 67 | b = climbingup 0 0 91 0 0 0 13 0 | c = jumping 10 5 0 619 65 146 75 1 | d = lying 8 3 0 59 445 140 165 2 | e = standing 11 4 0 148 139 406 156 1 | f = sitting 57 46 10 69 207 153 870 16 | g = running 65 66 1 1 1 0 11 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4455 63.9351 % Incorrectly Classified Instances 2513 36.0649 % Kappa statistic 0.5782 Mean absolute error 0.0941 Root mean squared error 0.2849 Relative absolute error 43.9825 % Root relative squared error 87.1342 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.054 0.643 0.644 0.643 0.841 climbingdown 0.71 0.061 0.681 0.71 0.695 0.852 climbingup 0.885 0.001 0.92 0.885 0.902 0.954 jumping 0.687 0.052 0.667 0.687 0.677 0.842 lying 0.489 0.065 0.502 0.489 0.496 0.752 standing 0.453 0.071 0.474 0.453 0.463 0.738 sitting 0.648 0.092 0.643 0.648 0.645 0.805 running 0.786 0.026 0.805 0.786 0.795 0.898 walking Weighted Avg. 0.639 0.062 0.638 0.639 0.639 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 585 219 0 5 3 2 27 68 | a = climbingdown 177 763 0 4 4 6 41 80 | b = climbingup 0 0 92 0 0 0 11 1 | c = jumping 9 10 0 633 69 139 60 1 | d = lying 7 2 0 58 402 137 215 1 | e = standing 11 8 0 162 149 392 142 1 | f = sitting 44 34 8 87 171 150 924 9 | g = running 77 85 0 0 2 1 16 664 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4428 63.5476 % Incorrectly Classified Instances 2540 36.4524 % Kappa statistic 0.5744 Mean absolute error 0.0949 Root mean squared error 0.286 Relative absolute error 44.3871 % Root relative squared error 87.4654 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.058 0.622 0.64 0.631 0.829 climbingdown 0.67 0.058 0.677 0.67 0.673 0.84 climbingup 0.933 0.001 0.915 0.933 0.924 0.979 jumping 0.719 0.052 0.68 0.719 0.699 0.864 lying 0.527 0.072 0.494 0.527 0.51 0.768 standing 0.45 0.074 0.463 0.45 0.456 0.732 sitting 0.607 0.085 0.647 0.607 0.626 0.788 running 0.804 0.025 0.815 0.804 0.809 0.906 walking Weighted Avg. 0.635 0.062 0.636 0.635 0.636 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 582 202 2 7 5 14 42 55 | a = climbingdown 220 720 0 8 0 3 34 90 | b = climbingup 0 0 97 0 0 0 6 1 | c = jumping 9 7 0 662 56 133 54 0 | d = lying 3 2 0 62 433 144 177 1 | e = standing 11 6 0 173 144 389 142 0 | f = sitting 43 51 7 61 237 155 866 7 | g = running 68 76 0 1 2 2 17 679 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4442 63.7394 % Incorrectly Classified Instances 2527 36.2606 % Kappa statistic 0.5761 Mean absolute error 0.0946 Root mean squared error 0.2869 Relative absolute error 44.2165 % Root relative squared error 87.7418 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.056 0.631 0.638 0.635 0.825 climbingdown 0.707 0.058 0.689 0.707 0.698 0.853 climbingup 0.864 0.002 0.89 0.864 0.877 0.957 jumping 0.696 0.05 0.68 0.696 0.688 0.85 lying 0.49 0.063 0.511 0.49 0.5 0.75 standing 0.453 0.075 0.46 0.453 0.456 0.737 sitting 0.618 0.097 0.622 0.618 0.62 0.784 running 0.824 0.025 0.82 0.824 0.822 0.907 walking Weighted Avg. 0.637 0.062 0.636 0.637 0.637 0.816 === Confusion Matrix === a b c d e f g h <-- classified as 579 203 1 13 1 4 44 63 | a = climbingdown 194 760 0 6 1 2 34 78 | b = climbingup 0 0 89 0 0 0 14 0 | c = jumping 13 3 0 641 59 138 67 0 | d = lying 2 2 0 67 403 142 206 1 | e = standing 10 14 0 150 138 392 160 2 | f = sitting 55 46 10 65 187 174 882 9 | g = running 64 75 0 0 0 0 10 696 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4428 63.5385 % Incorrectly Classified Instances 2541 36.4615 % Kappa statistic 0.574 Mean absolute error 0.0945 Root mean squared error 0.2867 Relative absolute error 44.2059 % Root relative squared error 87.6664 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.055 0.629 0.623 0.626 0.815 climbingdown 0.679 0.062 0.665 0.679 0.672 0.833 climbingup 0.865 0.001 0.9 0.865 0.882 0.934 jumping 0.707 0.05 0.681 0.707 0.694 0.85 lying 0.514 0.073 0.485 0.514 0.499 0.762 standing 0.442 0.073 0.462 0.442 0.452 0.738 sitting 0.629 0.088 0.648 0.629 0.639 0.795 running 0.814 0.023 0.828 0.814 0.821 0.912 walking Weighted Avg. 0.635 0.062 0.636 0.635 0.635 0.816 === Confusion Matrix === a b c d e f g h <-- classified as 566 222 0 5 9 8 46 53 | a = climbingdown 208 730 0 9 4 2 47 75 | b = climbingup 2 0 90 0 0 0 12 0 | c = jumping 8 5 0 651 55 143 58 1 | d = lying 3 1 0 59 423 166 170 1 | e = standing 7 6 0 161 163 382 145 1 | f = sitting 45 50 10 70 217 125 898 12 | g = running 61 83 0 1 2 1 9 688 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4429 63.5529 % Incorrectly Classified Instances 2540 36.4471 % Kappa statistic 0.5739 Mean absolute error 0.0941 Root mean squared error 0.2855 Relative absolute error 43.9906 % Root relative squared error 87.3006 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.059 0.618 0.636 0.627 0.829 climbingdown 0.679 0.06 0.675 0.679 0.677 0.853 climbingup 0.904 0 0.969 0.904 0.935 0.978 jumping 0.696 0.047 0.693 0.696 0.694 0.853 lying 0.499 0.065 0.509 0.499 0.504 0.759 standing 0.468 0.074 0.474 0.468 0.471 0.738 sitting 0.622 0.096 0.626 0.622 0.624 0.791 running 0.808 0.027 0.805 0.808 0.807 0.911 walking Weighted Avg. 0.636 0.063 0.635 0.636 0.635 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 578 222 0 5 3 5 33 63 | a = climbingdown 218 730 0 4 3 2 31 87 | b = climbingup 1 0 94 0 0 0 9 0 | c = jumping 11 6 0 641 64 131 67 1 | d = lying 8 3 0 60 411 136 205 0 | e = standing 5 4 0 151 129 405 170 1 | f = sitting 44 44 3 64 196 176 887 13 | g = running 71 73 0 0 2 0 16 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4530 65.0022 % Incorrectly Classified Instances 2439 34.9978 % Kappa statistic 0.5912 Mean absolute error 0.0914 Root mean squared error 0.2804 Relative absolute error 42.7469 % Root relative squared error 85.7518 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.631 0.053 0.641 0.631 0.636 0.827 climbingdown 0.728 0.061 0.686 0.728 0.707 0.86 climbingup 0.942 0.002 0.891 0.942 0.916 0.975 jumping 0.708 0.045 0.703 0.708 0.706 0.851 lying 0.547 0.068 0.52 0.547 0.533 0.778 standing 0.473 0.071 0.485 0.473 0.479 0.747 sitting 0.613 0.088 0.642 0.613 0.627 0.793 running 0.815 0.022 0.836 0.815 0.826 0.911 walking Weighted Avg. 0.65 0.06 0.65 0.65 0.65 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 574 214 0 8 5 8 47 53 | a = climbingdown 175 783 0 6 2 5 36 68 | b = climbingup 1 0 98 0 0 0 5 0 | c = jumping 8 7 0 652 73 116 63 2 | d = lying 1 2 0 44 450 147 178 0 | e = standing 9 10 0 155 132 409 149 1 | f = sitting 57 54 10 61 202 158 875 11 | g = running 70 71 2 1 2 1 9 689 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4445 63.7825 % Incorrectly Classified Instances 2524 36.2175 % Kappa statistic 0.5771 Mean absolute error 0.0938 Root mean squared error 0.2834 Relative absolute error 43.8629 % Root relative squared error 86.6692 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.614 0.056 0.622 0.614 0.618 0.822 climbingdown 0.718 0.06 0.684 0.718 0.701 0.86 climbingup 0.856 0.001 0.899 0.856 0.877 0.95 jumping 0.724 0.051 0.682 0.724 0.702 0.862 lying 0.534 0.078 0.478 0.534 0.504 0.781 standing 0.424 0.068 0.47 0.424 0.446 0.726 sitting 0.604 0.083 0.652 0.604 0.627 0.799 running 0.817 0.025 0.818 0.817 0.817 0.913 walking Weighted Avg. 0.638 0.061 0.638 0.638 0.637 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 558 222 0 6 2 10 45 66 | a = climbingdown 199 772 1 5 1 5 22 70 | b = climbingup 0 0 89 0 0 0 15 0 | c = jumping 11 5 0 667 55 128 54 1 | d = lying 4 1 0 66 439 128 184 0 | e = standing 8 7 0 165 182 367 134 2 | f = sitting 48 42 9 69 240 142 863 15 | g = running 69 79 0 0 0 1 6 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4504 64.6291 % Incorrectly Classified Instances 2465 35.3709 % Kappa statistic 0.5866 Mean absolute error 0.0918 Root mean squared error 0.2812 Relative absolute error 42.9386 % Root relative squared error 85.9996 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.053 0.652 0.667 0.659 0.837 climbingdown 0.7 0.056 0.693 0.7 0.696 0.859 climbingup 0.865 0.002 0.882 0.865 0.874 0.964 jumping 0.711 0.049 0.69 0.711 0.701 0.857 lying 0.538 0.064 0.528 0.538 0.533 0.773 standing 0.427 0.074 0.449 0.427 0.438 0.74 sitting 0.629 0.091 0.639 0.629 0.634 0.803 running 0.819 0.024 0.824 0.819 0.821 0.913 walking Weighted Avg. 0.646 0.061 0.645 0.646 0.646 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 606 201 2 0 3 10 34 53 | a = climbingdown 195 752 0 3 0 8 35 82 | b = climbingup 0 0 90 0 0 0 14 0 | c = jumping 4 6 0 655 59 132 63 2 | d = lying 4 0 0 60 442 145 170 1 | e = standing 17 6 0 162 133 369 176 2 | f = sitting 44 51 10 68 196 153 898 8 | g = running 60 69 0 1 4 4 15 692 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4458 63.969 % Incorrectly Classified Instances 2511 36.031 % Kappa statistic 0.5788 Mean absolute error 0.0932 Root mean squared error 0.2836 Relative absolute error 43.5963 % Root relative squared error 86.7305 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.637 0.058 0.62 0.637 0.628 0.833 climbingdown 0.68 0.059 0.677 0.68 0.679 0.846 climbingup 0.894 0.001 0.921 0.894 0.907 0.961 jumping 0.683 0.05 0.673 0.683 0.678 0.844 lying 0.522 0.061 0.533 0.522 0.527 0.776 standing 0.461 0.073 0.472 0.461 0.466 0.739 sitting 0.641 0.093 0.64 0.641 0.641 0.803 running 0.808 0.026 0.811 0.808 0.81 0.905 walking Weighted Avg. 0.64 0.062 0.639 0.64 0.639 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 578 201 1 8 6 3 43 68 | a = climbingdown 222 731 0 6 1 5 32 78 | b = climbingup 0 1 93 0 0 0 10 0 | c = jumping 5 9 0 629 54 147 76 1 | d = lying 7 6 0 53 429 127 198 2 | e = standing 12 6 0 179 127 399 143 0 | f = sitting 45 45 7 55 187 163 916 10 | g = running 63 80 0 4 1 1 13 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4460 64.0069 % Incorrectly Classified Instances 2508 35.9931 % Kappa statistic 0.5791 Mean absolute error 0.093 Root mean squared error 0.2851 Relative absolute error 43.5039 % Root relative squared error 87.1971 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.06 0.618 0.644 0.631 0.827 climbingdown 0.673 0.059 0.676 0.673 0.675 0.843 climbingup 0.913 0.001 0.931 0.913 0.922 0.97 jumping 0.701 0.045 0.705 0.701 0.703 0.853 lying 0.523 0.067 0.51 0.523 0.517 0.765 standing 0.454 0.07 0.478 0.454 0.465 0.734 sitting 0.639 0.096 0.631 0.639 0.635 0.805 running 0.799 0.024 0.822 0.799 0.81 0.901 walking Weighted Avg. 0.64 0.062 0.64 0.64 0.64 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 585 206 0 7 3 8 39 60 | a = climbingdown 219 724 0 11 2 3 46 70 | b = climbingup 0 0 94 0 0 0 9 0 | c = jumping 7 7 0 646 59 130 71 1 | d = lying 2 2 0 61 430 134 191 2 | e = standing 10 11 0 140 143 393 169 0 | f = sitting 49 39 6 49 204 155 913 13 | g = running 74 82 1 2 2 0 9 675 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4426 63.5189 % Incorrectly Classified Instances 2542 36.4811 % Kappa statistic 0.5739 Mean absolute error 0.0947 Root mean squared error 0.2859 Relative absolute error 44.266 % Root relative squared error 87.4341 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.055 0.631 0.623 0.627 0.823 climbingdown 0.686 0.058 0.683 0.686 0.684 0.842 climbingup 0.932 0.002 0.873 0.932 0.901 0.974 jumping 0.718 0.054 0.668 0.718 0.692 0.846 lying 0.524 0.065 0.519 0.524 0.521 0.777 standing 0.433 0.077 0.443 0.433 0.438 0.726 sitting 0.604 0.091 0.632 0.604 0.617 0.79 running 0.826 0.025 0.821 0.826 0.824 0.919 walking Weighted Avg. 0.635 0.062 0.634 0.635 0.634 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 566 214 1 9 1 7 47 63 | a = climbingdown 202 737 0 13 0 6 40 77 | b = climbingup 0 0 96 0 0 0 7 0 | c = jumping 3 6 0 661 57 127 67 0 | d = lying 5 0 0 52 431 155 178 1 | e = standing 13 2 0 179 138 375 158 1 | f = sitting 48 47 12 74 202 173 862 10 | g = running 60 73 1 2 2 3 6 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4363 62.6148 % Incorrectly Classified Instances 2605 37.3852 % Kappa statistic 0.563 Mean absolute error 0.0964 Root mean squared error 0.2897 Relative absolute error 45.0941 % Root relative squared error 88.5791 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.06 0.606 0.618 0.612 0.81 climbingdown 0.672 0.06 0.672 0.672 0.672 0.841 climbingup 0.845 0.002 0.879 0.845 0.861 0.948 jumping 0.675 0.05 0.673 0.675 0.674 0.836 lying 0.512 0.066 0.509 0.512 0.511 0.771 standing 0.445 0.074 0.459 0.445 0.452 0.722 sitting 0.617 0.099 0.617 0.617 0.617 0.781 running 0.809 0.027 0.803 0.809 0.806 0.909 walking Weighted Avg. 0.626 0.064 0.626 0.626 0.626 0.811 === Confusion Matrix === a b c d e f g h <-- classified as 561 220 0 8 1 7 37 74 | a = climbingdown 224 722 1 7 5 5 34 77 | b = climbingup 0 1 87 0 0 0 14 1 | c = jumping 7 11 0 622 51 155 75 0 | d = lying 5 3 0 64 421 123 206 0 | e = standing 10 3 0 152 148 385 167 1 | f = sitting 46 47 11 70 196 162 881 15 | g = running 73 68 0 1 5 1 13 684 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 5 RUN: 0 FOLD: 0 Correctly Classified Instances 4262 63.5171 % Incorrectly Classified Instances 2448 36.4829 % Kappa statistic 0.5718 Mean absolute error 0.0946 Root mean squared error 0.2849 Relative absolute error 44.4225 % Root relative squared error 87.3097 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.043 0.626 0.64 0.633 0.826 climbingdown 0.661 0.049 0.652 0.661 0.657 0.833 climbingup 0.778 0.002 0.85 0.778 0.813 0.929 jumping 0.63 0.056 0.634 0.63 0.632 0.84 lying 0.449 0.074 0.455 0.449 0.452 0.728 standing 0.529 0.076 0.516 0.529 0.522 0.771 sitting 0.703 0.086 0.706 0.703 0.705 0.835 running 0.749 0.039 0.759 0.749 0.754 0.878 walking Weighted Avg. 0.635 0.062 0.636 0.635 0.635 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 439 120 5 0 2 5 18 97 | a = climbingdown 117 546 3 2 18 7 26 107 | b = climbingup 7 1 91 0 0 0 18 0 | c = jumping 4 10 0 567 58 209 51 1 | d = lying 4 13 1 60 366 141 230 1 | e = standing 3 8 0 201 120 472 86 3 | f = sitting 26 31 5 60 235 80 1071 16 | g = running 101 108 2 4 6 1 16 710 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4274 63.696 % Incorrectly Classified Instances 2436 36.304 % Kappa statistic 0.5745 Mean absolute error 0.094 Root mean squared error 0.2835 Relative absolute error 44.1392 % Root relative squared error 86.8697 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.65 0.047 0.609 0.65 0.629 0.83 climbingdown 0.653 0.047 0.66 0.653 0.656 0.831 climbingup 0.873 0.003 0.844 0.873 0.858 0.952 jumping 0.631 0.059 0.623 0.631 0.627 0.829 lying 0.466 0.077 0.457 0.466 0.461 0.744 standing 0.521 0.072 0.527 0.521 0.524 0.777 sitting 0.691 0.081 0.715 0.691 0.703 0.84 running 0.759 0.039 0.764 0.759 0.762 0.881 walking Weighted Avg. 0.637 0.061 0.638 0.637 0.637 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 446 123 5 0 5 3 19 85 | a = climbingdown 139 539 1 2 9 8 21 107 | b = climbingup 4 2 103 0 0 0 9 0 | c = jumping 2 6 1 568 65 202 53 3 | d = lying 5 22 1 63 380 112 226 7 | e = standing 5 12 1 218 109 465 78 4 | f = sitting 21 23 9 55 258 89 1053 16 | g = running 110 90 1 5 6 3 13 720 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4229 63.0253 % Incorrectly Classified Instances 2481 36.9747 % Kappa statistic 0.5661 Mean absolute error 0.0966 Root mean squared error 0.2852 Relative absolute error 45.3249 % Root relative squared error 87.3858 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.039 0.644 0.61 0.626 0.807 climbingdown 0.648 0.047 0.661 0.648 0.655 0.823 climbingup 0.847 0.004 0.781 0.847 0.813 0.939 jumping 0.644 0.063 0.612 0.644 0.628 0.847 lying 0.461 0.083 0.434 0.461 0.447 0.744 standing 0.496 0.064 0.541 0.496 0.517 0.772 sitting 0.681 0.092 0.684 0.681 0.683 0.825 running 0.78 0.041 0.759 0.78 0.769 0.882 walking Weighted Avg. 0.63 0.064 0.63 0.63 0.63 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 419 127 3 2 4 2 27 103 | a = climbingdown 125 535 1 4 12 10 29 109 | b = climbingup 1 0 100 0 0 0 16 1 | c = jumping 1 3 1 580 59 183 71 2 | d = lying 1 12 2 78 376 96 246 5 | e = standing 0 7 1 221 134 442 84 3 | f = sitting 22 26 17 58 271 80 1038 12 | g = running 82 99 3 5 10 4 6 739 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4256 63.4372 % Incorrectly Classified Instances 2453 36.5628 % Kappa statistic 0.5711 Mean absolute error 0.0951 Root mean squared error 0.2844 Relative absolute error 44.636 % Root relative squared error 87.1523 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.045 0.62 0.638 0.628 0.822 climbingdown 0.653 0.045 0.672 0.653 0.663 0.831 climbingup 0.829 0.003 0.815 0.829 0.822 0.943 jumping 0.629 0.057 0.632 0.629 0.63 0.837 lying 0.467 0.075 0.464 0.467 0.465 0.752 standing 0.512 0.076 0.509 0.512 0.511 0.771 sitting 0.69 0.087 0.701 0.69 0.696 0.825 running 0.766 0.041 0.752 0.766 0.759 0.886 walking Weighted Avg. 0.634 0.062 0.635 0.634 0.634 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 438 115 4 1 4 4 21 100 | a = climbingdown 121 539 2 3 18 13 19 110 | b = climbingup 6 0 97 0 1 0 12 1 | c = jumping 4 3 0 566 44 209 72 2 | d = lying 8 14 0 59 381 118 233 3 | e = standing 3 9 0 218 125 457 78 2 | f = sitting 22 33 13 47 243 93 1052 21 | g = running 105 89 3 2 6 3 14 726 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4254 63.4074 % Incorrectly Classified Instances 2455 36.5926 % Kappa statistic 0.5709 Mean absolute error 0.095 Root mean squared error 0.2852 Relative absolute error 44.6061 % Root relative squared error 87.3874 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.043 0.644 0.677 0.66 0.849 climbingdown 0.674 0.047 0.669 0.674 0.671 0.839 climbingup 0.803 0.002 0.879 0.803 0.839 0.914 jumping 0.646 0.054 0.649 0.646 0.647 0.849 lying 0.45 0.086 0.421 0.45 0.435 0.728 standing 0.513 0.073 0.52 0.513 0.517 0.768 sitting 0.673 0.088 0.693 0.673 0.683 0.821 running 0.747 0.037 0.768 0.747 0.757 0.883 walking Weighted Avg. 0.634 0.063 0.637 0.634 0.635 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 465 112 0 2 2 1 18 87 | a = climbingdown 122 556 0 3 15 8 24 97 | b = climbingup 3 1 94 0 0 1 16 2 | c = jumping 1 4 0 581 62 205 47 0 | d = lying 8 9 0 64 367 118 246 4 | e = standing 2 7 0 193 140 458 85 7 | f = sitting 25 30 13 51 276 87 1025 17 | g = running 96 112 0 1 10 3 18 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4281 63.8098 % Incorrectly Classified Instances 2428 36.1902 % Kappa statistic 0.5753 Mean absolute error 0.0943 Root mean squared error 0.2839 Relative absolute error 44.2476 % Root relative squared error 86.992 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.044 0.625 0.635 0.63 0.826 climbingdown 0.658 0.049 0.655 0.658 0.657 0.83 climbingup 0.829 0.001 0.915 0.829 0.87 0.923 jumping 0.634 0.064 0.606 0.634 0.62 0.822 lying 0.447 0.076 0.451 0.447 0.449 0.745 standing 0.547 0.071 0.543 0.547 0.545 0.798 sitting 0.701 0.084 0.711 0.701 0.706 0.831 running 0.751 0.036 0.774 0.751 0.762 0.883 walking Weighted Avg. 0.638 0.062 0.639 0.638 0.639 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 436 125 0 0 8 5 18 95 | a = climbingdown 133 543 0 6 15 6 24 98 | b = climbingup 1 2 97 0 0 0 15 2 | c = jumping 2 8 0 571 63 196 59 1 | d = lying 4 11 1 80 365 119 233 3 | e = standing 3 7 0 217 102 488 74 1 | f = sitting 17 25 7 66 250 82 1069 8 | g = running 102 108 1 3 7 3 12 712 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4215 62.8261 % Incorrectly Classified Instances 2494 37.1739 % Kappa statistic 0.5639 Mean absolute error 0.0958 Root mean squared error 0.2855 Relative absolute error 44.9536 % Root relative squared error 87.4772 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.662 0.047 0.618 0.662 0.639 0.843 climbingdown 0.64 0.047 0.658 0.64 0.649 0.829 climbingup 0.803 0.003 0.803 0.803 0.803 0.932 jumping 0.593 0.055 0.625 0.593 0.609 0.821 lying 0.445 0.078 0.443 0.445 0.444 0.745 standing 0.538 0.078 0.513 0.538 0.525 0.781 sitting 0.685 0.091 0.689 0.685 0.687 0.831 running 0.756 0.036 0.773 0.756 0.765 0.883 walking Weighted Avg. 0.628 0.064 0.63 0.628 0.629 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 455 112 2 2 3 1 22 90 | a = climbingdown 144 528 2 6 14 7 30 94 | b = climbingup 4 1 94 0 0 0 17 1 | c = jumping 4 7 1 534 66 214 72 2 | d = lying 4 17 0 63 363 139 224 6 | e = standing 6 6 0 184 119 480 93 4 | f = sitting 27 22 17 64 246 91 1044 13 | g = running 92 110 1 2 9 4 13 717 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4192 62.4832 % Incorrectly Classified Instances 2517 37.5168 % Kappa statistic 0.56 Mean absolute error 0.097 Root mean squared error 0.2883 Relative absolute error 45.5329 % Root relative squared error 88.3496 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.044 0.624 0.635 0.629 0.842 climbingdown 0.685 0.052 0.648 0.685 0.666 0.85 climbingup 0.829 0.002 0.874 0.829 0.851 0.935 jumping 0.618 0.066 0.591 0.618 0.604 0.819 lying 0.425 0.08 0.423 0.425 0.424 0.715 standing 0.484 0.071 0.51 0.484 0.497 0.774 sitting 0.678 0.085 0.7 0.678 0.689 0.825 running 0.765 0.038 0.77 0.765 0.767 0.885 walking Weighted Avg. 0.625 0.064 0.625 0.625 0.625 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 436 131 1 0 3 2 21 93 | a = climbingdown 122 565 0 6 12 9 19 92 | b = climbingup 3 4 97 0 1 0 11 1 | c = jumping 1 5 0 556 88 202 46 1 | d = lying 8 22 1 80 347 102 248 9 | e = standing 0 12 1 247 112 432 86 2 | f = sitting 28 30 10 51 254 98 1034 19 | g = running 101 103 1 1 3 2 12 725 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4194 62.513 % Incorrectly Classified Instances 2515 37.487 % Kappa statistic 0.5601 Mean absolute error 0.0967 Root mean squared error 0.2879 Relative absolute error 45.3832 % Root relative squared error 88.2021 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.041 0.629 0.608 0.618 0.821 climbingdown 0.67 0.049 0.658 0.67 0.664 0.839 climbingup 0.838 0.004 0.803 0.838 0.82 0.929 jumping 0.638 0.058 0.629 0.638 0.633 0.838 lying 0.421 0.084 0.409 0.421 0.415 0.714 standing 0.491 0.069 0.522 0.491 0.506 0.764 sitting 0.689 0.09 0.691 0.689 0.69 0.825 running 0.76 0.044 0.741 0.76 0.75 0.882 walking Weighted Avg. 0.625 0.064 0.625 0.625 0.625 0.816 === Confusion Matrix === a b c d e f g h <-- classified as 417 131 2 1 2 8 23 102 | a = climbingdown 101 553 4 7 8 7 27 118 | b = climbingup 3 1 98 1 0 0 13 1 | c = jumping 3 9 0 574 72 199 43 0 | d = lying 7 16 0 72 344 104 264 10 | e = standing 3 9 0 205 146 438 86 5 | f = sitting 26 27 17 52 260 76 1049 16 | g = running 103 95 1 1 9 7 12 721 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4235 63.1242 % Incorrectly Classified Instances 2474 36.8758 % Kappa statistic 0.5679 Mean absolute error 0.0957 Root mean squared error 0.2865 Relative absolute error 44.9027 % Root relative squared error 87.7867 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.042 0.642 0.653 0.647 0.834 climbingdown 0.665 0.05 0.653 0.665 0.659 0.833 climbingup 0.821 0.003 0.85 0.821 0.835 0.935 jumping 0.659 0.069 0.595 0.659 0.626 0.836 lying 0.446 0.077 0.444 0.446 0.445 0.731 standing 0.503 0.074 0.512 0.503 0.507 0.773 sitting 0.676 0.078 0.719 0.676 0.697 0.823 running 0.746 0.039 0.757 0.746 0.751 0.874 walking Weighted Avg. 0.631 0.062 0.633 0.631 0.632 0.818 === Confusion Matrix === a b c d e f g h <-- classified as 448 115 3 1 5 3 15 96 | a = climbingdown 129 549 2 5 11 7 12 110 | b = climbingup 2 2 96 2 0 0 13 2 | c = jumping 2 2 1 593 60 203 38 1 | d = lying 5 15 0 88 364 118 223 4 | e = standing 4 8 0 224 121 449 82 5 | f = sitting 21 31 10 82 246 95 1029 9 | g = running 87 119 1 1 12 2 19 707 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4215 62.8167 % Incorrectly Classified Instances 2495 37.1833 % Kappa statistic 0.5633 Mean absolute error 0.0963 Root mean squared error 0.288 Relative absolute error 45.2028 % Root relative squared error 88.2513 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.044 0.614 0.608 0.611 0.812 climbingdown 0.657 0.053 0.635 0.657 0.646 0.83 climbingup 0.812 0.002 0.888 0.812 0.848 0.928 jumping 0.648 0.06 0.626 0.648 0.637 0.843 lying 0.425 0.071 0.454 0.425 0.439 0.744 standing 0.497 0.072 0.516 0.497 0.506 0.755 sitting 0.708 0.091 0.696 0.708 0.702 0.836 running 0.746 0.044 0.735 0.746 0.741 0.876 walking Weighted Avg. 0.628 0.064 0.626 0.628 0.627 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 418 129 1 2 4 2 13 118 | a = climbingdown 124 542 0 1 13 7 27 111 | b = climbingup 2 1 95 0 0 0 18 1 | c = jumping 2 5 0 583 52 205 52 1 | d = lying 7 16 0 70 347 123 248 6 | e = standing 5 13 0 212 115 443 100 4 | f = sitting 20 36 11 60 228 75 1079 14 | g = running 103 112 0 3 5 4 14 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4254 63.3979 % Incorrectly Classified Instances 2456 36.6021 % Kappa statistic 0.5706 Mean absolute error 0.0951 Root mean squared error 0.2842 Relative absolute error 44.6588 % Root relative squared error 87.0909 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.042 0.639 0.655 0.647 0.838 climbingdown 0.639 0.045 0.666 0.639 0.652 0.834 climbingup 0.814 0.003 0.828 0.814 0.821 0.922 jumping 0.623 0.063 0.605 0.623 0.614 0.838 lying 0.46 0.077 0.452 0.46 0.456 0.737 standing 0.508 0.074 0.514 0.508 0.511 0.778 sitting 0.698 0.086 0.706 0.698 0.702 0.837 running 0.768 0.039 0.765 0.768 0.766 0.882 walking Weighted Avg. 0.634 0.062 0.635 0.634 0.634 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 449 119 2 0 4 1 20 91 | a = climbingdown 117 527 1 10 10 10 34 116 | b = climbingup 5 1 96 0 0 0 16 0 | c = jumping 2 6 0 560 69 214 48 0 | d = lying 5 11 0 73 376 116 231 5 | e = standing 4 6 1 222 120 454 83 3 | f = sitting 26 26 15 58 241 85 1064 9 | g = running 95 95 1 2 12 3 12 728 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4219 62.8763 % Incorrectly Classified Instances 2491 37.1237 % Kappa statistic 0.5647 Mean absolute error 0.0961 Root mean squared error 0.287 Relative absolute error 45.1054 % Root relative squared error 87.925 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.631 0.041 0.638 0.631 0.634 0.832 climbingdown 0.645 0.05 0.642 0.645 0.643 0.832 climbingup 0.856 0.003 0.821 0.856 0.838 0.937 jumping 0.644 0.059 0.627 0.644 0.636 0.83 lying 0.452 0.082 0.433 0.452 0.442 0.734 standing 0.515 0.07 0.529 0.515 0.522 0.784 sitting 0.678 0.086 0.698 0.678 0.688 0.823 running 0.749 0.042 0.747 0.749 0.748 0.885 walking Weighted Avg. 0.629 0.063 0.63 0.629 0.629 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 433 119 4 2 4 1 24 99 | a = climbingdown 113 532 5 6 13 8 31 117 | b = climbingup 1 2 101 0 1 0 12 1 | c = jumping 5 5 0 580 62 197 51 0 | d = lying 10 18 1 76 369 113 227 2 | e = standing 4 13 0 198 129 460 85 4 | f = sitting 24 23 11 62 266 86 1034 18 | g = running 89 117 1 1 8 4 18 710 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4261 63.5117 % Incorrectly Classified Instances 2448 36.4883 % Kappa statistic 0.5726 Mean absolute error 0.0942 Root mean squared error 0.2852 Relative absolute error 44.2437 % Root relative squared error 87.3905 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.044 0.638 0.676 0.657 0.85 climbingdown 0.673 0.048 0.665 0.673 0.669 0.844 climbingup 0.821 0.003 0.814 0.821 0.817 0.938 jumping 0.616 0.058 0.622 0.616 0.619 0.818 lying 0.469 0.083 0.438 0.469 0.453 0.744 standing 0.53 0.074 0.522 0.53 0.526 0.767 sitting 0.665 0.08 0.709 0.665 0.686 0.822 running 0.762 0.036 0.778 0.762 0.77 0.888 walking Weighted Avg. 0.635 0.061 0.638 0.635 0.636 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 464 115 7 0 6 2 11 81 | a = climbingdown 123 556 3 1 10 8 31 94 | b = climbingup 4 0 96 0 0 1 15 1 | c = jumping 0 4 0 554 72 205 63 2 | d = lying 7 13 0 74 383 125 209 5 | e = standing 3 9 1 209 120 473 74 3 | f = sitting 32 30 10 52 278 89 1013 20 | g = running 94 109 1 1 5 3 13 722 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4262 63.5266 % Incorrectly Classified Instances 2447 36.4734 % Kappa statistic 0.5728 Mean absolute error 0.0944 Root mean squared error 0.2846 Relative absolute error 44.3062 % Root relative squared error 87.2028 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.042 0.625 0.617 0.621 0.81 climbingdown 0.696 0.05 0.662 0.696 0.679 0.857 climbingup 0.829 0.004 0.789 0.829 0.808 0.93 jumping 0.64 0.061 0.617 0.64 0.628 0.839 lying 0.504 0.082 0.459 0.504 0.48 0.756 standing 0.511 0.071 0.526 0.511 0.518 0.779 sitting 0.669 0.078 0.717 0.669 0.692 0.83 running 0.744 0.038 0.762 0.744 0.753 0.87 walking Weighted Avg. 0.635 0.061 0.638 0.635 0.636 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 423 130 7 3 7 2 15 99 | a = climbingdown 113 575 1 6 11 5 21 94 | b = climbingup 4 1 97 0 0 0 15 0 | c = jumping 2 2 0 576 63 199 56 2 | d = lying 8 12 2 52 411 123 197 11 | e = standing 4 8 0 232 108 456 81 3 | f = sitting 23 31 15 60 286 79 1019 11 | g = running 100 109 1 4 9 3 17 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4262 63.5266 % Incorrectly Classified Instances 2447 36.4734 % Kappa statistic 0.5718 Mean absolute error 0.0941 Root mean squared error 0.2834 Relative absolute error 44.193 % Root relative squared error 86.8255 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.041 0.655 0.683 0.669 0.847 climbingdown 0.634 0.049 0.646 0.634 0.64 0.815 climbingup 0.786 0.003 0.836 0.786 0.811 0.914 jumping 0.682 0.062 0.631 0.682 0.656 0.837 lying 0.439 0.079 0.434 0.439 0.436 0.739 standing 0.484 0.063 0.539 0.484 0.51 0.778 sitting 0.691 0.094 0.684 0.691 0.688 0.839 running 0.761 0.037 0.771 0.761 0.766 0.883 walking Weighted Avg. 0.635 0.063 0.635 0.635 0.635 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 469 119 2 0 3 1 17 76 | a = climbingdown 124 523 2 12 14 5 30 115 | b = climbingup 5 0 92 0 0 1 18 1 | c = jumping 1 11 0 614 55 157 60 2 | d = lying 7 12 0 68 358 120 249 2 | e = standing 3 13 0 216 132 432 93 3 | f = sitting 21 27 12 60 255 81 1053 15 | g = running 86 105 2 3 8 4 19 721 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4201 62.6174 % Incorrectly Classified Instances 2508 37.3826 % Kappa statistic 0.5617 Mean absolute error 0.0967 Root mean squared error 0.287 Relative absolute error 45.3742 % Root relative squared error 87.9414 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.043 0.623 0.619 0.621 0.829 climbingdown 0.644 0.05 0.645 0.644 0.644 0.827 climbingup 0.838 0.004 0.778 0.838 0.807 0.936 jumping 0.611 0.06 0.612 0.611 0.612 0.834 lying 0.438 0.079 0.433 0.438 0.435 0.741 standing 0.509 0.075 0.51 0.509 0.509 0.756 sitting 0.684 0.084 0.705 0.684 0.694 0.834 running 0.785 0.042 0.754 0.785 0.769 0.887 walking Weighted Avg. 0.626 0.063 0.626 0.626 0.626 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 425 140 5 0 6 1 8 102 | a = climbingdown 122 531 2 8 15 10 20 117 | b = climbingup 1 1 98 0 1 0 14 2 | c = jumping 2 9 2 550 61 213 61 2 | d = lying 5 19 0 71 357 122 239 3 | e = standing 1 12 0 214 122 454 85 4 | f = sitting 31 25 19 54 254 86 1042 13 | g = running 95 86 0 1 9 5 8 744 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4189 62.4385 % Incorrectly Classified Instances 2520 37.5615 % Kappa statistic 0.5591 Mean absolute error 0.0964 Root mean squared error 0.2861 Relative absolute error 45.2599 % Root relative squared error 87.6579 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.04 0.648 0.643 0.646 0.833 climbingdown 0.648 0.046 0.662 0.648 0.655 0.839 climbingup 0.812 0.003 0.848 0.812 0.83 0.949 jumping 0.61 0.062 0.602 0.61 0.606 0.831 lying 0.438 0.082 0.424 0.438 0.431 0.736 standing 0.504 0.072 0.518 0.504 0.511 0.778 sitting 0.68 0.094 0.68 0.68 0.68 0.833 running 0.764 0.041 0.756 0.764 0.76 0.882 walking Weighted Avg. 0.624 0.065 0.625 0.624 0.625 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 442 114 3 3 3 1 18 103 | a = climbingdown 124 535 0 4 19 7 32 104 | b = climbingup 1 2 95 0 0 0 19 0 | c = jumping 2 9 0 549 62 227 48 3 | d = lying 8 11 1 72 357 101 263 3 | e = standing 2 14 0 219 114 450 88 5 | f = sitting 20 17 12 60 282 80 1037 16 | g = running 83 106 1 5 5 3 21 724 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4265 63.5713 % Incorrectly Classified Instances 2444 36.4287 % Kappa statistic 0.5735 Mean absolute error 0.0945 Root mean squared error 0.2842 Relative absolute error 44.346 % Root relative squared error 87.0982 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.039 0.663 0.67 0.666 0.839 climbingdown 0.652 0.047 0.661 0.652 0.656 0.84 climbingup 0.906 0.004 0.809 0.906 0.855 0.951 jumping 0.649 0.066 0.605 0.649 0.626 0.834 lying 0.479 0.081 0.45 0.479 0.464 0.752 standing 0.489 0.074 0.502 0.489 0.495 0.765 sitting 0.661 0.076 0.719 0.661 0.689 0.819 running 0.783 0.039 0.767 0.783 0.775 0.89 walking Weighted Avg. 0.636 0.061 0.638 0.636 0.636 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 460 120 1 4 4 1 18 79 | a = climbingdown 119 538 5 6 8 11 18 120 | b = climbingup 2 4 106 0 0 0 5 0 | c = jumping 1 12 0 584 66 180 55 2 | d = lying 4 9 0 75 391 139 196 2 | e = standing 5 7 1 232 118 436 88 5 | f = sitting 22 27 18 64 268 100 1008 17 | g = running 81 97 0 0 13 1 14 742 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4234 63.1093 % Incorrectly Classified Instances 2475 36.8907 % Kappa statistic 0.5671 Mean absolute error 0.0956 Root mean squared error 0.2865 Relative absolute error 44.8724 % Root relative squared error 87.783 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.043 0.619 0.607 0.613 0.81 climbingdown 0.669 0.055 0.63 0.669 0.649 0.83 climbingup 0.863 0.003 0.849 0.863 0.856 0.962 jumping 0.648 0.068 0.597 0.648 0.622 0.835 lying 0.446 0.074 0.456 0.446 0.451 0.736 standing 0.488 0.067 0.527 0.488 0.506 0.777 sitting 0.704 0.086 0.706 0.704 0.705 0.835 running 0.749 0.037 0.771 0.749 0.76 0.889 walking Weighted Avg. 0.631 0.063 0.63 0.631 0.63 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 417 143 0 2 5 3 17 100 | a = climbingdown 124 552 2 5 23 11 21 87 | b = climbingup 2 1 101 0 0 0 12 1 | c = jumping 1 10 0 583 60 189 56 1 | d = lying 6 16 0 72 364 111 243 5 | e = standing 2 12 0 244 107 435 84 8 | f = sitting 21 37 16 65 227 76 1072 9 | g = running 101 105 0 5 12 1 14 710 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4264 63.5469 % Incorrectly Classified Instances 2446 36.4531 % Kappa statistic 0.5722 Mean absolute error 0.0947 Root mean squared error 0.2857 Relative absolute error 44.4569 % Root relative squared error 87.5561 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.668 0.04 0.658 0.668 0.663 0.844 climbingdown 0.664 0.048 0.658 0.664 0.661 0.838 climbingup 0.821 0.002 0.865 0.821 0.842 0.929 jumping 0.616 0.059 0.617 0.616 0.616 0.825 lying 0.455 0.08 0.441 0.455 0.448 0.735 standing 0.526 0.07 0.534 0.526 0.53 0.777 sitting 0.69 0.091 0.691 0.69 0.69 0.826 running 0.754 0.037 0.77 0.754 0.762 0.883 walking Weighted Avg. 0.635 0.063 0.637 0.635 0.636 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 458 112 2 2 4 0 27 81 | a = climbingdown 114 548 0 5 14 11 21 112 | b = climbingup 4 2 96 0 0 0 14 1 | c = jumping 0 7 1 554 66 206 64 2 | d = lying 2 17 3 65 371 105 248 5 | e = standing 6 7 0 212 117 470 81 0 | f = sitting 20 28 9 60 258 85 1051 13 | g = running 92 112 0 0 11 3 15 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4199 62.5782 % Incorrectly Classified Instances 2511 37.4218 % Kappa statistic 0.5609 Mean absolute error 0.0966 Root mean squared error 0.2872 Relative absolute error 45.3657 % Root relative squared error 87.9951 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.045 0.622 0.656 0.638 0.844 climbingdown 0.655 0.048 0.657 0.655 0.656 0.824 climbingup 0.839 0.004 0.805 0.839 0.822 0.932 jumping 0.644 0.06 0.626 0.644 0.635 0.83 lying 0.426 0.082 0.419 0.426 0.423 0.727 standing 0.474 0.072 0.504 0.474 0.488 0.772 sitting 0.685 0.094 0.683 0.685 0.684 0.822 running 0.754 0.035 0.781 0.754 0.768 0.882 walking Weighted Avg. 0.626 0.064 0.626 0.626 0.626 0.818 === Confusion Matrix === a b c d e f g h <-- classified as 450 124 1 1 3 3 17 87 | a = climbingdown 130 540 4 4 10 11 25 101 | b = climbingup 3 2 99 0 1 0 13 0 | c = jumping 1 4 0 580 64 190 61 0 | d = lying 5 12 1 63 348 126 258 3 | e = standing 3 10 0 226 135 423 94 2 | f = sitting 26 34 16 52 264 81 1044 7 | g = running 106 96 2 1 6 5 17 715 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4196 62.5335 % Incorrectly Classified Instances 2514 37.4665 % Kappa statistic 0.5607 Mean absolute error 0.0966 Root mean squared error 0.2897 Relative absolute error 45.3373 % Root relative squared error 88.7711 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.043 0.625 0.627 0.626 0.838 climbingdown 0.68 0.049 0.659 0.68 0.669 0.839 climbingup 0.881 0.004 0.794 0.881 0.835 0.956 jumping 0.629 0.062 0.612 0.629 0.62 0.824 lying 0.436 0.082 0.423 0.436 0.429 0.724 standing 0.479 0.073 0.502 0.479 0.49 0.757 sitting 0.686 0.087 0.699 0.686 0.692 0.828 running 0.744 0.038 0.764 0.744 0.754 0.873 walking Weighted Avg. 0.625 0.064 0.626 0.625 0.625 0.816 === Confusion Matrix === a b c d e f g h <-- classified as 430 119 2 1 9 4 15 106 | a = climbingdown 121 562 1 4 15 10 19 94 | b = climbingup 2 0 104 0 0 0 12 0 | c = jumping 2 8 0 566 60 210 54 0 | d = lying 2 15 0 70 356 123 242 8 | e = standing 3 10 1 222 131 427 94 4 | f = sitting 27 28 21 61 263 72 1046 6 | g = running 101 111 2 1 8 5 15 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4191 62.4683 % Incorrectly Classified Instances 2518 37.5317 % Kappa statistic 0.56 Mean absolute error 0.0969 Root mean squared error 0.2869 Relative absolute error 45.4825 % Root relative squared error 87.9224 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.044 0.612 0.617 0.614 0.833 climbingdown 0.65 0.051 0.642 0.65 0.646 0.839 climbingup 0.778 0.003 0.835 0.778 0.805 0.9 jumping 0.636 0.06 0.62 0.636 0.628 0.837 lying 0.462 0.083 0.434 0.462 0.448 0.736 standing 0.49 0.073 0.508 0.49 0.499 0.769 sitting 0.673 0.083 0.705 0.673 0.689 0.83 running 0.768 0.041 0.754 0.768 0.761 0.891 walking Weighted Avg. 0.625 0.063 0.626 0.625 0.625 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 423 140 0 2 3 1 9 108 | a = climbingdown 132 537 3 3 5 8 29 109 | b = climbingup 5 0 91 0 1 0 18 2 | c = jumping 3 6 1 572 54 218 45 1 | d = lying 7 17 0 63 377 123 224 5 | e = standing 5 7 0 225 129 437 88 1 | f = sitting 33 23 13 56 293 68 1026 12 | g = running 83 107 1 2 6 5 16 728 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4308 64.2123 % Incorrectly Classified Instances 2401 35.7877 % Kappa statistic 0.5804 Mean absolute error 0.0937 Root mean squared error 0.2815 Relative absolute error 43.9828 % Root relative squared error 86.2585 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.041 0.654 0.671 0.662 0.843 climbingdown 0.664 0.044 0.677 0.664 0.671 0.837 climbingup 0.838 0.003 0.852 0.838 0.845 0.938 jumping 0.666 0.064 0.618 0.666 0.641 0.833 lying 0.464 0.079 0.449 0.464 0.456 0.744 standing 0.511 0.068 0.537 0.511 0.524 0.784 sitting 0.676 0.084 0.704 0.676 0.69 0.831 running 0.777 0.038 0.773 0.777 0.775 0.887 walking Weighted Avg. 0.642 0.061 0.643 0.642 0.642 0.826 === Confusion Matrix === a b c d e f g h <-- classified as 461 115 4 1 2 2 19 83 | a = climbingdown 110 548 1 3 15 9 31 108 | b = climbingup 2 0 98 0 0 0 16 1 | c = jumping 2 6 1 599 56 175 61 0 | d = lying 9 19 0 71 379 124 208 6 | e = standing 1 9 0 228 113 456 83 2 | f = sitting 23 27 11 64 269 83 1030 17 | g = running 97 85 0 3 11 0 15 737 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4271 63.6608 % Incorrectly Classified Instances 2438 36.3392 % Kappa statistic 0.5739 Mean absolute error 0.0947 Root mean squared error 0.2843 Relative absolute error 44.4416 % Root relative squared error 87.1231 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.626 0.043 0.622 0.626 0.624 0.836 climbingdown 0.68 0.05 0.655 0.68 0.667 0.836 climbingup 0.769 0.003 0.804 0.769 0.786 0.899 jumping 0.648 0.059 0.629 0.648 0.638 0.831 lying 0.491 0.081 0.455 0.491 0.473 0.755 standing 0.497 0.069 0.524 0.497 0.51 0.762 sitting 0.688 0.083 0.709 0.688 0.699 0.832 running 0.753 0.035 0.779 0.753 0.766 0.885 walking Weighted Avg. 0.637 0.062 0.639 0.637 0.637 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 430 129 2 5 3 1 18 99 | a = climbingdown 131 561 3 7 17 4 22 80 | b = climbingup 4 2 90 0 1 0 19 1 | c = jumping 4 7 0 583 71 181 52 2 | d = lying 4 17 1 61 401 118 213 1 | e = standing 3 12 0 209 133 443 90 2 | f = sitting 15 29 14 60 243 97 1049 17 | g = running 100 100 2 2 12 2 16 714 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4259 63.4819 % Incorrectly Classified Instances 2450 36.5181 % Kappa statistic 0.5712 Mean absolute error 0.0945 Root mean squared error 0.2838 Relative absolute error 44.3466 % Root relative squared error 86.9586 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.044 0.623 0.643 0.633 0.816 climbingdown 0.629 0.045 0.663 0.629 0.646 0.825 climbingup 0.761 0.003 0.809 0.761 0.784 0.936 jumping 0.631 0.063 0.607 0.631 0.619 0.83 lying 0.439 0.073 0.453 0.439 0.446 0.753 standing 0.528 0.068 0.545 0.528 0.536 0.778 sitting 0.711 0.089 0.701 0.711 0.706 0.838 running 0.768 0.042 0.75 0.768 0.759 0.886 walking Weighted Avg. 0.635 0.063 0.634 0.635 0.634 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 442 116 3 1 3 1 12 109 | a = climbingdown 144 519 2 3 10 9 24 114 | b = climbingup 6 1 89 0 0 0 20 1 | c = jumping 3 6 1 568 67 204 51 0 | d = lying 6 12 1 81 358 100 251 7 | e = standing 1 6 2 220 104 471 85 3 | f = sitting 21 23 11 62 239 75 1084 9 | g = running 86 100 1 1 9 4 19 728 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4168 62.1255 % Incorrectly Classified Instances 2541 37.8745 % Kappa statistic 0.5555 Mean absolute error 0.0972 Root mean squared error 0.2883 Relative absolute error 45.6106 % Root relative squared error 88.3374 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.047 0.603 0.629 0.616 0.834 climbingdown 0.657 0.054 0.631 0.657 0.644 0.828 climbingup 0.838 0.003 0.831 0.838 0.834 0.933 jumping 0.61 0.06 0.612 0.61 0.611 0.829 lying 0.42 0.076 0.434 0.42 0.427 0.743 standing 0.494 0.074 0.506 0.494 0.5 0.766 sitting 0.696 0.093 0.688 0.696 0.692 0.83 running 0.743 0.037 0.766 0.743 0.754 0.888 walking Weighted Avg. 0.621 0.065 0.621 0.621 0.621 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 432 139 2 1 2 1 12 98 | a = climbingdown 144 542 0 5 13 6 16 99 | b = climbingup 3 1 98 0 0 0 15 0 | c = jumping 5 5 0 548 57 227 56 1 | d = lying 7 17 0 63 343 119 267 1 | e = standing 2 9 0 221 121 441 96 2 | f = sitting 22 33 15 55 248 77 1060 14 | g = running 101 113 3 2 6 1 18 704 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4266 63.5862 % Incorrectly Classified Instances 2443 36.4138 % Kappa statistic 0.5729 Mean absolute error 0.0953 Root mean squared error 0.2835 Relative absolute error 44.735 % Root relative squared error 86.8789 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.043 0.64 0.677 0.658 0.842 climbingdown 0.659 0.042 0.685 0.659 0.672 0.837 climbingup 0.829 0.002 0.882 0.829 0.855 0.938 jumping 0.612 0.06 0.612 0.612 0.612 0.814 lying 0.458 0.078 0.449 0.458 0.453 0.742 standing 0.5 0.076 0.502 0.5 0.501 0.773 sitting 0.691 0.084 0.707 0.691 0.699 0.833 running 0.776 0.04 0.761 0.776 0.769 0.888 walking Weighted Avg. 0.636 0.062 0.637 0.636 0.636 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 465 105 2 1 3 4 16 91 | a = climbingdown 115 544 1 4 10 10 23 118 | b = climbingup 2 1 97 0 0 1 16 0 | c = jumping 2 4 0 551 70 210 60 3 | d = lying 8 15 0 67 374 124 226 3 | e = standing 3 10 0 218 130 446 84 1 | f = sitting 29 30 10 58 239 89 1053 15 | g = running 102 85 0 1 7 5 12 736 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4179 62.2895 % Incorrectly Classified Instances 2530 37.7105 % Kappa statistic 0.5582 Mean absolute error 0.0974 Root mean squared error 0.2879 Relative absolute error 45.741 % Root relative squared error 88.2096 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.041 0.649 0.656 0.653 0.843 climbingdown 0.669 0.048 0.659 0.669 0.664 0.84 climbingup 0.778 0.003 0.805 0.778 0.791 0.915 jumping 0.641 0.067 0.596 0.641 0.618 0.838 lying 0.428 0.081 0.422 0.428 0.425 0.726 standing 0.504 0.079 0.496 0.504 0.5 0.773 sitting 0.645 0.084 0.693 0.645 0.668 0.821 running 0.765 0.037 0.772 0.765 0.768 0.884 walking Weighted Avg. 0.623 0.064 0.625 0.623 0.624 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 451 122 2 4 6 3 20 79 | a = climbingdown 118 552 2 4 11 9 25 104 | b = climbingup 3 1 91 0 0 1 21 0 | c = jumping 2 8 0 577 58 199 54 2 | d = lying 2 12 0 88 350 128 231 6 | e = standing 6 10 0 232 117 450 76 1 | f = sitting 21 27 13 63 283 111 983 22 | g = running 92 105 5 0 5 7 9 725 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4227 62.9955 % Incorrectly Classified Instances 2483 37.0045 % Kappa statistic 0.5659 Mean absolute error 0.096 Root mean squared error 0.2874 Relative absolute error 45.0809 % Root relative squared error 88.0496 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.632 0.043 0.627 0.632 0.629 0.822 climbingdown 0.639 0.051 0.635 0.639 0.637 0.827 climbingup 0.803 0.004 0.797 0.803 0.8 0.941 jumping 0.603 0.057 0.619 0.603 0.611 0.827 lying 0.449 0.073 0.46 0.449 0.455 0.746 standing 0.563 0.075 0.537 0.563 0.55 0.787 sitting 0.681 0.09 0.691 0.681 0.686 0.818 running 0.762 0.041 0.754 0.762 0.758 0.883 walking Weighted Avg. 0.63 0.063 0.63 0.63 0.63 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 434 147 3 2 5 1 16 79 | a = climbingdown 122 527 1 5 12 7 20 131 | b = climbingup 2 1 94 0 0 0 20 0 | c = jumping 5 7 0 542 67 210 66 2 | d = lying 4 16 0 63 367 110 253 4 | e = standing 3 10 0 184 110 503 77 6 | f = sitting 22 24 19 76 231 101 1038 13 | g = running 100 98 1 4 5 5 13 722 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4248 63.3085 % Incorrectly Classified Instances 2462 36.6915 % Kappa statistic 0.5698 Mean absolute error 0.0951 Root mean squared error 0.2851 Relative absolute error 44.663 % Root relative squared error 87.3687 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.042 0.643 0.659 0.651 0.835 climbingdown 0.657 0.05 0.649 0.657 0.653 0.834 climbingup 0.805 0.003 0.841 0.805 0.823 0.926 jumping 0.653 0.056 0.643 0.653 0.648 0.839 lying 0.46 0.084 0.431 0.46 0.445 0.744 standing 0.489 0.071 0.514 0.489 0.501 0.764 sitting 0.676 0.087 0.696 0.676 0.686 0.828 running 0.769 0.037 0.772 0.769 0.771 0.888 walking Weighted Avg. 0.633 0.063 0.635 0.633 0.634 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 453 122 2 1 6 1 12 90 | a = climbingdown 131 542 1 4 16 10 27 94 | b = climbingup 3 2 95 0 1 0 17 0 | c = jumping 2 10 0 588 70 181 47 2 | d = lying 5 16 0 53 375 123 239 5 | e = standing 1 10 2 213 129 436 97 4 | f = sitting 22 26 11 52 268 95 1030 20 | g = running 87 107 2 3 6 3 11 729 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4191 62.459 % Incorrectly Classified Instances 2519 37.541 % Kappa statistic 0.5594 Mean absolute error 0.0966 Root mean squared error 0.2876 Relative absolute error 45.346 % Root relative squared error 88.1352 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.042 0.639 0.652 0.646 0.844 climbingdown 0.65 0.051 0.64 0.65 0.645 0.826 climbingup 0.873 0.004 0.805 0.873 0.837 0.947 jumping 0.644 0.068 0.595 0.644 0.619 0.837 lying 0.412 0.076 0.429 0.412 0.42 0.726 standing 0.482 0.067 0.524 0.482 0.502 0.764 sitting 0.694 0.095 0.683 0.694 0.689 0.827 running 0.738 0.037 0.765 0.738 0.751 0.875 walking Weighted Avg. 0.625 0.065 0.623 0.625 0.623 0.818 === Confusion Matrix === a b c d e f g h <-- classified as 448 122 5 3 4 1 13 91 | a = climbingdown 125 536 2 3 16 7 32 104 | b = climbingup 0 0 103 0 2 0 12 1 | c = jumping 1 10 1 580 62 177 67 2 | d = lying 7 19 0 78 336 123 247 6 | e = standing 1 7 0 240 110 430 102 2 | f = sitting 21 33 14 64 248 77 1058 9 | g = running 98 111 3 6 6 6 18 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4211 62.7664 % Incorrectly Classified Instances 2498 37.2336 % Kappa statistic 0.5633 Mean absolute error 0.096 Root mean squared error 0.2863 Relative absolute error 45.0618 % Root relative squared error 87.7246 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.045 0.62 0.645 0.632 0.845 climbingdown 0.676 0.051 0.652 0.676 0.664 0.839 climbingup 0.812 0.002 0.905 0.812 0.856 0.953 jumping 0.64 0.063 0.611 0.64 0.625 0.835 lying 0.466 0.08 0.445 0.466 0.455 0.753 standing 0.482 0.071 0.509 0.482 0.495 0.762 sitting 0.673 0.088 0.692 0.673 0.682 0.823 running 0.743 0.036 0.772 0.743 0.757 0.887 walking Weighted Avg. 0.628 0.064 0.63 0.628 0.628 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 443 121 0 3 6 1 18 95 | a = climbingdown 128 558 2 6 11 4 25 91 | b = climbingup 1 2 95 0 0 0 19 0 | c = jumping 0 5 0 576 61 201 57 0 | d = lying 5 14 0 56 380 132 223 6 | e = standing 1 12 0 231 119 430 99 0 | f = sitting 30 34 7 69 270 73 1025 16 | g = running 106 110 1 1 7 3 16 704 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4256 63.4372 % Incorrectly Classified Instances 2453 36.5628 % Kappa statistic 0.5713 Mean absolute error 0.0952 Root mean squared error 0.2843 Relative absolute error 44.6743 % Root relative squared error 87.1265 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.037 0.662 0.64 0.651 0.844 climbingdown 0.667 0.049 0.658 0.667 0.662 0.839 climbingup 0.812 0.003 0.812 0.812 0.812 0.914 jumping 0.687 0.063 0.628 0.687 0.656 0.85 lying 0.431 0.083 0.418 0.431 0.425 0.722 standing 0.485 0.068 0.522 0.485 0.503 0.775 sitting 0.667 0.084 0.7 0.667 0.683 0.816 running 0.792 0.04 0.763 0.792 0.777 0.895 walking Weighted Avg. 0.634 0.062 0.634 0.634 0.634 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 440 126 2 0 3 0 17 99 | a = climbingdown 109 550 1 7 11 11 23 113 | b = climbingup 3 4 95 0 1 0 14 0 | c = jumping 1 8 1 618 70 161 38 3 | d = lying 6 14 0 73 352 139 230 2 | e = standing 3 14 0 213 126 433 99 4 | f = sitting 29 29 18 73 268 78 1017 12 | g = running 74 91 0 0 11 7 14 751 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4250 63.3477 % Incorrectly Classified Instances 2459 36.6523 % Kappa statistic 0.5701 Mean absolute error 0.0951 Root mean squared error 0.2847 Relative absolute error 44.6533 % Root relative squared error 87.2292 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.039 0.657 0.656 0.657 0.834 climbingdown 0.687 0.05 0.658 0.687 0.672 0.847 climbingup 0.889 0.002 0.904 0.889 0.897 0.951 jumping 0.636 0.06 0.622 0.636 0.629 0.838 lying 0.456 0.08 0.44 0.456 0.448 0.737 standing 0.489 0.07 0.518 0.489 0.503 0.769 sitting 0.68 0.087 0.696 0.68 0.688 0.827 running 0.75 0.041 0.748 0.75 0.749 0.872 walking Weighted Avg. 0.633 0.063 0.634 0.633 0.633 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 451 103 1 0 4 4 19 105 | a = climbingdown 119 567 0 3 10 5 16 105 | b = climbingup 3 2 104 0 0 0 6 2 | c = jumping 2 7 0 572 59 193 65 2 | d = lying 9 16 0 55 372 115 244 5 | e = standing 2 5 0 227 131 436 88 3 | f = sitting 23 34 9 60 262 82 1037 17 | g = running 77 128 1 3 8 6 14 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4262 63.5266 % Incorrectly Classified Instances 2447 36.4734 % Kappa statistic 0.572 Mean absolute error 0.0946 Root mean squared error 0.2841 Relative absolute error 44.4228 % Root relative squared error 87.055 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.043 0.621 0.617 0.619 0.814 climbingdown 0.646 0.051 0.642 0.646 0.644 0.82 climbingup 0.769 0.003 0.841 0.769 0.804 0.913 jumping 0.673 0.063 0.622 0.673 0.647 0.844 lying 0.489 0.081 0.454 0.489 0.471 0.758 standing 0.478 0.061 0.546 0.478 0.51 0.772 sitting 0.694 0.086 0.703 0.694 0.699 0.829 running 0.766 0.039 0.763 0.766 0.764 0.888 walking Weighted Avg. 0.635 0.062 0.636 0.635 0.635 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 423 135 2 3 2 1 20 100 | a = climbingdown 129 534 0 9 16 10 25 103 | b = climbingup 6 3 90 0 0 0 15 3 | c = jumping 0 7 0 606 70 158 59 0 | d = lying 8 17 1 68 399 109 211 3 | e = standing 2 5 0 237 119 426 99 4 | f = sitting 22 30 13 50 266 72 1058 13 | g = running 91 101 1 1 6 4 18 726 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4245 63.2732 % Incorrectly Classified Instances 2464 36.7268 % Kappa statistic 0.5694 Mean absolute error 0.0953 Root mean squared error 0.2849 Relative absolute error 44.7432 % Root relative squared error 87.3119 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.043 0.625 0.634 0.63 0.823 climbingdown 0.654 0.053 0.636 0.654 0.645 0.828 climbingup 0.829 0.003 0.836 0.829 0.833 0.93 jumping 0.637 0.063 0.612 0.637 0.624 0.834 lying 0.468 0.073 0.47 0.468 0.469 0.759 standing 0.511 0.075 0.51 0.511 0.511 0.77 sitting 0.691 0.08 0.717 0.691 0.704 0.83 running 0.748 0.039 0.757 0.748 0.753 0.876 walking Weighted Avg. 0.633 0.062 0.634 0.633 0.633 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 435 119 4 4 4 4 21 95 | a = climbingdown 126 540 2 8 18 9 18 105 | b = climbingup 2 2 97 0 0 0 13 3 | c = jumping 4 5 0 573 61 215 41 1 | d = lying 3 22 1 62 382 119 222 5 | e = standing 5 8 0 223 111 456 87 2 | f = sitting 28 33 10 66 230 88 1053 16 | g = running 93 120 2 1 6 3 14 709 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4239 63.1838 % Incorrectly Classified Instances 2470 36.8162 % Kappa statistic 0.5684 Mean absolute error 0.0965 Root mean squared error 0.2859 Relative absolute error 45.3068 % Root relative squared error 87.5906 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.044 0.627 0.644 0.636 0.835 climbingdown 0.657 0.047 0.663 0.657 0.66 0.831 climbingup 0.812 0.003 0.841 0.812 0.826 0.932 jumping 0.67 0.064 0.618 0.67 0.643 0.842 lying 0.47 0.085 0.433 0.47 0.451 0.733 standing 0.47 0.068 0.513 0.47 0.491 0.767 sitting 0.684 0.081 0.714 0.684 0.698 0.834 running 0.751 0.039 0.762 0.751 0.756 0.877 walking Weighted Avg. 0.632 0.062 0.634 0.632 0.632 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 442 110 2 2 3 2 19 106 | a = climbingdown 126 542 2 4 18 12 33 88 | b = climbingup 4 0 95 0 0 0 16 2 | c = jumping 2 6 0 603 72 169 48 0 | d = lying 9 16 0 69 384 127 207 5 | e = standing 5 8 0 242 127 419 86 5 | f = sitting 21 21 13 56 271 83 1041 17 | g = running 96 115 1 0 11 4 9 713 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4266 63.5862 % Incorrectly Classified Instances 2443 36.4138 % Kappa statistic 0.5723 Mean absolute error 0.0942 Root mean squared error 0.2841 Relative absolute error 44.2265 % Root relative squared error 87.0505 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.039 0.655 0.644 0.65 0.827 climbingdown 0.69 0.048 0.67 0.69 0.68 0.854 climbingup 0.846 0.003 0.825 0.846 0.835 0.935 jumping 0.612 0.061 0.61 0.612 0.611 0.826 lying 0.431 0.079 0.431 0.431 0.431 0.727 standing 0.504 0.068 0.533 0.504 0.518 0.761 sitting 0.712 0.094 0.691 0.712 0.701 0.84 running 0.757 0.037 0.773 0.757 0.765 0.88 walking Weighted Avg. 0.636 0.063 0.635 0.636 0.635 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 442 113 3 2 5 2 15 104 | a = climbingdown 109 569 3 1 10 11 26 96 | b = climbingup 3 1 99 0 0 1 13 0 | c = jumping 4 5 1 551 81 190 67 1 | d = lying 2 14 0 67 352 106 275 1 | e = standing 2 11 0 224 125 450 79 2 | f = sitting 18 23 13 58 236 83 1085 7 | g = running 95 113 1 1 8 1 11 718 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4193 62.4888 % Incorrectly Classified Instances 2517 37.5112 % Kappa statistic 0.5604 Mean absolute error 0.0972 Root mean squared error 0.2891 Relative absolute error 45.6322 % Root relative squared error 88.5904 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.043 0.63 0.639 0.634 0.833 climbingdown 0.655 0.049 0.65 0.655 0.652 0.843 climbingup 0.856 0.003 0.835 0.856 0.845 0.952 jumping 0.639 0.065 0.604 0.639 0.621 0.836 lying 0.434 0.079 0.433 0.434 0.433 0.729 standing 0.494 0.077 0.496 0.494 0.495 0.752 sitting 0.672 0.081 0.709 0.672 0.69 0.822 running 0.758 0.041 0.752 0.758 0.755 0.879 walking Weighted Avg. 0.625 0.063 0.626 0.625 0.625 0.817 === Confusion Matrix === a b c d e f g h <-- classified as 439 122 2 0 3 2 19 100 | a = climbingdown 136 540 1 10 11 4 19 104 | b = climbingup 4 0 101 0 0 1 11 1 | c = jumping 2 6 2 575 55 206 53 1 | d = lying 7 18 0 71 354 137 227 2 | e = standing 2 7 0 231 120 441 80 11 | f = sitting 19 31 12 62 262 96 1024 18 | g = running 88 107 3 3 13 3 12 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4302 64.1133 % Incorrectly Classified Instances 2408 35.8867 % Kappa statistic 0.5794 Mean absolute error 0.0934 Root mean squared error 0.2812 Relative absolute error 43.8642 % Root relative squared error 86.1755 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.046 0.616 0.649 0.632 0.856 climbingdown 0.646 0.047 0.658 0.646 0.652 0.834 climbingup 0.829 0.003 0.843 0.829 0.836 0.928 jumping 0.668 0.058 0.639 0.668 0.653 0.843 lying 0.498 0.081 0.459 0.498 0.477 0.754 standing 0.501 0.071 0.52 0.501 0.51 0.786 sitting 0.696 0.077 0.727 0.696 0.711 0.843 running 0.75 0.035 0.777 0.75 0.763 0.881 walking Weighted Avg. 0.641 0.06 0.644 0.641 0.642 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 446 123 1 1 3 3 22 88 | a = climbingdown 137 534 2 5 15 7 29 97 | b = climbingup 6 1 97 0 0 1 11 1 | c = jumping 2 8 0 601 55 182 50 2 | d = lying 7 11 1 64 406 123 200 4 | e = standing 2 6 0 222 140 447 74 1 | f = sitting 18 24 14 45 260 92 1060 11 | g = running 106 105 0 2 6 5 13 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4266 63.5768 % Incorrectly Classified Instances 2444 36.4232 % Kappa statistic 0.5731 Mean absolute error 0.0949 Root mean squared error 0.2854 Relative absolute error 44.5563 % Root relative squared error 87.4365 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.662 0.045 0.626 0.662 0.644 0.842 climbingdown 0.659 0.049 0.655 0.659 0.657 0.828 climbingup 0.812 0.003 0.819 0.812 0.815 0.929 jumping 0.631 0.059 0.624 0.631 0.628 0.832 lying 0.477 0.08 0.452 0.477 0.464 0.744 standing 0.503 0.075 0.507 0.503 0.505 0.754 sitting 0.688 0.081 0.714 0.688 0.701 0.834 running 0.756 0.034 0.787 0.756 0.771 0.887 walking Weighted Avg. 0.636 0.061 0.638 0.636 0.637 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 455 118 2 2 5 2 26 77 | a = climbingdown 125 544 1 8 16 10 24 98 | b = climbingup 5 0 95 1 0 0 15 1 | c = jumping 2 5 1 568 71 202 51 0 | d = lying 8 15 0 75 389 125 201 3 | e = standing 5 19 0 196 130 449 92 1 | f = sitting 26 31 17 57 241 89 1049 14 | g = running 101 99 0 3 8 8 12 717 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4230 63.0496 % Incorrectly Classified Instances 2479 36.9504 % Kappa statistic 0.567 Mean absolute error 0.0958 Root mean squared error 0.2853 Relative absolute error 44.9867 % Root relative squared error 87.415 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.042 0.649 0.677 0.662 0.852 climbingdown 0.675 0.049 0.659 0.675 0.667 0.838 climbingup 0.855 0.002 0.885 0.855 0.87 0.953 jumping 0.602 0.056 0.623 0.602 0.612 0.817 lying 0.471 0.09 0.42 0.471 0.444 0.738 standing 0.506 0.075 0.51 0.506 0.508 0.774 sitting 0.669 0.083 0.704 0.669 0.686 0.833 running 0.751 0.036 0.776 0.751 0.763 0.879 walking Weighted Avg. 0.63 0.063 0.635 0.63 0.632 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 465 107 3 2 11 1 13 85 | a = climbingdown 126 557 2 2 14 6 23 95 | b = climbingup 4 2 100 0 0 0 9 2 | c = jumping 2 3 0 541 72 217 61 3 | d = lying 8 16 1 56 384 130 216 5 | e = standing 2 7 1 207 130 452 93 1 | f = sitting 27 32 6 57 294 74 1019 15 | g = running 83 121 0 3 9 6 14 712 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4236 63.1391 % Incorrectly Classified Instances 2473 36.8609 % Kappa statistic 0.5677 Mean absolute error 0.0952 Root mean squared error 0.2842 Relative absolute error 44.6715 % Root relative squared error 87.0757 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.041 0.643 0.644 0.644 0.83 climbingdown 0.636 0.055 0.618 0.636 0.627 0.83 climbingup 0.821 0.002 0.889 0.821 0.853 0.93 jumping 0.668 0.068 0.603 0.668 0.634 0.84 lying 0.433 0.077 0.439 0.433 0.436 0.739 standing 0.486 0.069 0.521 0.486 0.503 0.777 sitting 0.688 0.082 0.711 0.688 0.7 0.835 running 0.776 0.038 0.771 0.776 0.774 0.887 walking Weighted Avg. 0.631 0.063 0.631 0.631 0.631 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 442 141 0 3 3 4 13 80 | a = climbingdown 133 525 0 6 14 14 26 107 | b = climbingup 4 2 96 0 0 0 15 0 | c = jumping 3 8 0 601 75 173 39 1 | d = lying 5 21 0 81 353 125 226 5 | e = standing 5 11 0 246 103 434 91 3 | f = sitting 18 34 11 59 253 77 1049 23 | g = running 77 108 1 1 3 6 16 736 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4236 63.1391 % Incorrectly Classified Instances 2473 36.8609 % Kappa statistic 0.5677 Mean absolute error 0.0957 Root mean squared error 0.285 Relative absolute error 44.9353 % Root relative squared error 87.328 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.04 0.642 0.634 0.638 0.812 climbingdown 0.652 0.047 0.662 0.652 0.657 0.836 climbingup 0.803 0.004 0.79 0.803 0.797 0.924 jumping 0.604 0.061 0.604 0.604 0.604 0.814 lying 0.509 0.087 0.447 0.509 0.476 0.752 standing 0.473 0.068 0.517 0.473 0.494 0.758 sitting 0.688 0.085 0.703 0.688 0.696 0.839 running 0.779 0.039 0.769 0.779 0.774 0.887 walking Weighted Avg. 0.631 0.063 0.633 0.631 0.632 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 435 131 2 0 5 1 18 94 | a = climbingdown 127 538 3 3 16 7 25 106 | b = climbingup 2 1 94 0 0 0 19 1 | c = jumping 2 3 1 544 84 198 68 0 | d = lying 3 13 0 58 415 116 209 2 | e = standing 5 5 0 236 128 422 90 6 | f = sitting 22 24 17 57 271 71 1049 13 | g = running 82 98 2 2 10 2 14 739 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4281 63.8098 % Incorrectly Classified Instances 2428 36.1902 % Kappa statistic 0.5762 Mean absolute error 0.0946 Root mean squared error 0.283 Relative absolute error 44.4154 % Root relative squared error 86.718 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.641 0.041 0.641 0.641 0.641 0.837 climbingdown 0.658 0.049 0.652 0.658 0.655 0.835 climbingup 0.821 0.003 0.807 0.821 0.814 0.924 jumping 0.658 0.061 0.625 0.658 0.641 0.85 lying 0.524 0.083 0.467 0.524 0.494 0.762 standing 0.494 0.073 0.511 0.494 0.503 0.772 sitting 0.673 0.073 0.732 0.673 0.701 0.833 running 0.755 0.04 0.758 0.755 0.757 0.876 walking Weighted Avg. 0.638 0.06 0.642 0.638 0.639 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 440 125 4 1 3 3 14 96 | a = climbingdown 123 543 2 4 12 10 21 110 | b = climbingup 1 2 96 0 0 0 15 3 | c = jumping 4 8 0 592 55 189 51 1 | d = lying 7 11 0 72 428 120 178 1 | e = standing 3 6 0 214 145 441 79 4 | f = sitting 19 26 14 62 268 97 1025 13 | g = running 89 112 3 2 5 3 18 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4225 62.9751 % Incorrectly Classified Instances 2484 37.0249 % Kappa statistic 0.566 Mean absolute error 0.0955 Root mean squared error 0.286 Relative absolute error 44.848 % Root relative squared error 87.6231 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.045 0.621 0.655 0.637 0.841 climbingdown 0.678 0.047 0.67 0.678 0.674 0.846 climbingup 0.88 0.003 0.858 0.88 0.869 0.95 jumping 0.636 0.06 0.62 0.636 0.628 0.836 lying 0.427 0.081 0.424 0.427 0.425 0.725 standing 0.509 0.073 0.518 0.509 0.514 0.777 sitting 0.669 0.087 0.692 0.669 0.681 0.821 running 0.758 0.038 0.768 0.758 0.763 0.883 walking Weighted Avg. 0.63 0.063 0.63 0.63 0.63 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 449 115 3 4 3 2 14 96 | a = climbingdown 135 559 1 8 10 5 18 89 | b = climbingup 2 2 103 0 0 0 10 0 | c = jumping 1 5 0 572 62 211 49 0 | d = lying 5 18 0 57 349 121 262 5 | e = standing 2 8 1 210 129 454 84 4 | f = sitting 25 28 12 70 264 82 1020 23 | g = running 104 99 0 2 7 1 16 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4264 63.5564 % Incorrectly Classified Instances 2445 36.4436 % Kappa statistic 0.5727 Mean absolute error 0.0951 Root mean squared error 0.2833 Relative absolute error 44.6641 % Root relative squared error 86.7949 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.041 0.643 0.654 0.648 0.848 climbingdown 0.679 0.049 0.66 0.679 0.669 0.843 climbingup 0.821 0.003 0.835 0.821 0.828 0.948 jumping 0.641 0.06 0.622 0.641 0.631 0.842 lying 0.487 0.082 0.451 0.487 0.468 0.749 standing 0.481 0.067 0.523 0.481 0.501 0.766 sitting 0.691 0.082 0.712 0.691 0.701 0.833 running 0.742 0.041 0.75 0.742 0.746 0.884 walking Weighted Avg. 0.636 0.062 0.637 0.636 0.636 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 449 105 5 0 1 3 15 109 | a = climbingdown 111 560 1 4 10 7 31 101 | b = climbingup 2 1 96 0 0 0 18 0 | c = jumping 3 5 0 577 66 192 52 5 | d = lying 3 16 1 64 398 109 220 6 | e = standing 5 4 0 223 147 429 82 2 | f = sitting 25 41 9 59 251 75 1052 11 | g = running 100 117 3 1 10 6 8 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4154 61.9168 % Incorrectly Classified Instances 2555 38.0832 % Kappa statistic 0.5541 Mean absolute error 0.0981 Root mean squared error 0.2893 Relative absolute error 46.0542 % Root relative squared error 88.6429 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.039 0.662 0.667 0.664 0.852 climbingdown 0.68 0.051 0.653 0.68 0.666 0.837 climbingup 0.822 0.003 0.808 0.822 0.815 0.931 jumping 0.612 0.062 0.605 0.612 0.609 0.821 lying 0.445 0.092 0.4 0.445 0.421 0.73 standing 0.493 0.077 0.497 0.493 0.495 0.76 sitting 0.636 0.083 0.693 0.636 0.663 0.821 running 0.754 0.038 0.764 0.754 0.759 0.876 walking Weighted Avg. 0.619 0.064 0.623 0.619 0.621 0.817 === Confusion Matrix === a b c d e f g h <-- classified as 458 126 2 0 5 0 12 84 | a = climbingdown 108 561 1 6 7 8 17 117 | b = climbingup 5 0 97 0 2 0 12 2 | c = jumping 2 3 0 551 81 208 55 0 | d = lying 6 15 1 72 363 136 219 4 | e = standing 3 5 0 213 132 440 98 1 | f = sitting 23 36 17 67 306 92 969 13 | g = running 87 113 2 1 12 2 16 715 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4262 63.5171 % Incorrectly Classified Instances 2448 36.4829 % Kappa statistic 0.5725 Mean absolute error 0.0947 Root mean squared error 0.2828 Relative absolute error 44.477 % Root relative squared error 86.6537 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.04 0.644 0.639 0.641 0.822 climbingdown 0.645 0.05 0.644 0.645 0.644 0.825 climbingup 0.907 0.003 0.823 0.907 0.863 0.952 jumping 0.681 0.064 0.624 0.681 0.651 0.846 lying 0.472 0.081 0.447 0.472 0.459 0.753 standing 0.465 0.07 0.506 0.465 0.485 0.77 sitting 0.691 0.077 0.724 0.691 0.707 0.841 running 0.757 0.041 0.753 0.757 0.755 0.884 walking Weighted Avg. 0.635 0.061 0.636 0.635 0.635 0.826 === Confusion Matrix === a b c d e f g h <-- classified as 439 115 8 1 6 2 20 96 | a = climbingdown 129 532 1 11 10 12 18 112 | b = climbingup 2 2 107 0 0 0 6 1 | c = jumping 0 10 0 613 64 177 35 1 | d = lying 3 9 0 64 385 128 218 9 | e = standing 6 10 0 235 133 415 90 3 | f = sitting 17 26 13 57 260 84 1053 14 | g = running 86 122 1 1 4 2 14 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4327 64.4858 % Incorrectly Classified Instances 2383 35.5142 % Kappa statistic 0.5834 Mean absolute error 0.0925 Root mean squared error 0.2802 Relative absolute error 43.402 % Root relative squared error 85.8551 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.039 0.655 0.64 0.648 0.835 climbingdown 0.696 0.048 0.672 0.696 0.684 0.851 climbingup 0.788 0.003 0.823 0.788 0.805 0.939 jumping 0.649 0.058 0.633 0.649 0.641 0.836 lying 0.464 0.081 0.443 0.464 0.453 0.744 standing 0.51 0.067 0.54 0.51 0.525 0.775 sitting 0.692 0.085 0.704 0.692 0.698 0.834 running 0.788 0.036 0.784 0.788 0.786 0.893 walking Weighted Avg. 0.645 0.061 0.645 0.645 0.645 0.828 === Confusion Matrix === a b c d e f g h <-- classified as 440 132 1 1 3 1 17 92 | a = climbingdown 116 574 2 5 17 4 20 87 | b = climbingup 2 2 93 0 0 2 18 1 | c = jumping 1 6 0 584 68 191 48 2 | d = lying 4 16 0 66 379 112 234 5 | e = standing 3 9 1 202 129 455 91 2 | f = sitting 26 20 16 62 253 75 1055 17 | g = running 80 95 0 2 7 2 15 747 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4178 62.2653 % Incorrectly Classified Instances 2532 37.7347 % Kappa statistic 0.5575 Mean absolute error 0.0979 Root mean squared error 0.2893 Relative absolute error 45.9462 % Root relative squared error 88.6611 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.63 0.041 0.637 0.63 0.634 0.822 climbingdown 0.652 0.046 0.663 0.652 0.658 0.829 climbingup 0.795 0.003 0.816 0.795 0.805 0.908 jumping 0.618 0.064 0.6 0.618 0.609 0.822 lying 0.469 0.086 0.43 0.469 0.449 0.735 standing 0.495 0.078 0.494 0.495 0.495 0.768 sitting 0.679 0.085 0.701 0.679 0.69 0.827 running 0.736 0.038 0.76 0.736 0.748 0.867 walking Weighted Avg. 0.623 0.064 0.626 0.623 0.624 0.814 === Confusion Matrix === a b c d e f g h <-- classified as 433 120 6 0 6 3 21 98 | a = climbingdown 116 538 1 6 12 10 39 103 | b = climbingup 5 1 93 0 0 0 14 4 | c = jumping 0 6 1 556 73 222 41 1 | d = lying 4 5 1 68 383 119 232 4 | e = standing 3 4 1 239 131 442 73 0 | f = sitting 21 29 9 51 280 89 1035 10 | g = running 98 108 2 6 6 9 21 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4243 63.2434 % Incorrectly Classified Instances 2466 36.7566 % Kappa statistic 0.5692 Mean absolute error 0.095 Root mean squared error 0.2849 Relative absolute error 44.6168 % Root relative squared error 87.3033 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.045 0.619 0.649 0.633 0.836 climbingdown 0.648 0.049 0.648 0.648 0.648 0.826 climbingup 0.855 0.003 0.813 0.855 0.833 0.943 jumping 0.66 0.061 0.627 0.66 0.643 0.841 lying 0.453 0.079 0.442 0.453 0.448 0.735 standing 0.515 0.069 0.534 0.515 0.524 0.785 sitting 0.675 0.085 0.7 0.675 0.687 0.829 running 0.75 0.038 0.766 0.75 0.758 0.872 walking Weighted Avg. 0.632 0.062 0.633 0.632 0.633 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 445 122 1 1 6 3 17 91 | a = climbingdown 138 535 2 2 16 12 19 101 | b = climbingup 1 0 100 0 0 0 16 0 | c = jumping 2 8 2 594 57 177 56 4 | d = lying 7 12 0 72 370 105 244 6 | e = standing 2 11 0 226 113 460 76 5 | f = sitting 24 29 18 50 266 99 1028 10 | g = running 100 108 0 2 9 6 12 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4252 63.3776 % Incorrectly Classified Instances 2457 36.6224 % Kappa statistic 0.57 Mean absolute error 0.0953 Root mean squared error 0.2833 Relative absolute error 44.7508 % Root relative squared error 86.8216 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.046 0.619 0.653 0.635 0.831 climbingdown 0.665 0.05 0.653 0.665 0.659 0.829 climbingup 0.752 0.003 0.838 0.752 0.793 0.915 jumping 0.653 0.055 0.648 0.653 0.651 0.833 lying 0.441 0.081 0.43 0.441 0.435 0.749 standing 0.52 0.063 0.56 0.52 0.539 0.785 sitting 0.692 0.096 0.68 0.692 0.686 0.837 running 0.739 0.037 0.767 0.739 0.753 0.872 walking Weighted Avg. 0.634 0.063 0.635 0.634 0.634 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 448 126 5 1 3 1 16 86 | a = climbingdown 118 549 2 8 14 8 22 104 | b = climbingup 6 1 88 0 0 0 21 1 | c = jumping 3 5 0 588 69 168 67 0 | d = lying 2 15 0 55 360 112 263 10 | e = standing 4 12 0 193 123 464 93 3 | f = sitting 30 28 9 60 260 74 1054 9 | g = running 113 105 1 2 9 2 15 701 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4272 63.6757 % Incorrectly Classified Instances 2437 36.3243 % Kappa statistic 0.5743 Mean absolute error 0.094 Root mean squared error 0.2836 Relative absolute error 44.1482 % Root relative squared error 86.8958 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.042 0.641 0.655 0.648 0.841 climbingdown 0.696 0.05 0.661 0.696 0.678 0.841 climbingup 0.778 0.003 0.835 0.778 0.805 0.908 jumping 0.658 0.064 0.615 0.658 0.636 0.839 lying 0.465 0.082 0.441 0.465 0.453 0.745 standing 0.473 0.067 0.521 0.473 0.496 0.763 sitting 0.68 0.078 0.718 0.68 0.699 0.832 running 0.767 0.039 0.762 0.767 0.764 0.884 walking Weighted Avg. 0.637 0.061 0.638 0.637 0.637 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 449 122 3 0 6 1 8 97 | a = climbingdown 112 574 3 6 10 5 15 100 | b = climbingup 10 3 91 0 0 0 13 0 | c = jumping 5 5 0 592 63 179 54 2 | d = lying 5 23 0 65 380 119 223 2 | e = standing 3 8 0 238 130 422 83 8 | f = sitting 25 30 10 60 264 80 1037 18 | g = running 91 103 2 2 8 4 11 727 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4209 62.7366 % Incorrectly Classified Instances 2500 37.2634 % Kappa statistic 0.5635 Mean absolute error 0.0967 Root mean squared error 0.2866 Relative absolute error 45.3812 % Root relative squared error 87.8105 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.044 0.631 0.657 0.644 0.833 climbingdown 0.641 0.051 0.636 0.641 0.639 0.824 climbingup 0.838 0.002 0.883 0.838 0.86 0.944 jumping 0.612 0.059 0.618 0.612 0.615 0.834 lying 0.499 0.088 0.44 0.499 0.468 0.756 standing 0.519 0.074 0.518 0.519 0.518 0.77 sitting 0.665 0.079 0.713 0.665 0.688 0.835 running 0.733 0.038 0.76 0.733 0.747 0.872 walking Weighted Avg. 0.627 0.063 0.633 0.627 0.63 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 451 122 1 2 4 2 20 84 | a = climbingdown 127 529 2 6 10 12 23 116 | b = climbingup 1 1 98 0 0 0 17 0 | c = jumping 2 4 0 551 69 228 46 0 | d = lying 5 25 1 72 408 99 204 3 | e = standing 3 4 0 204 135 463 81 2 | f = sitting 24 34 6 56 288 88 1014 14 | g = running 102 113 3 1 14 2 18 695 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4236 63.1391 % Incorrectly Classified Instances 2473 36.8609 % Kappa statistic 0.5675 Mean absolute error 0.0962 Root mean squared error 0.286 Relative absolute error 45.1698 % Root relative squared error 87.6455 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.046 0.617 0.655 0.636 0.852 climbingdown 0.632 0.046 0.657 0.632 0.644 0.822 climbingup 0.812 0.004 0.792 0.812 0.802 0.911 jumping 0.645 0.062 0.618 0.645 0.631 0.836 lying 0.441 0.08 0.434 0.441 0.437 0.739 standing 0.502 0.069 0.529 0.502 0.515 0.765 sitting 0.7 0.087 0.702 0.7 0.701 0.826 running 0.753 0.037 0.768 0.753 0.76 0.883 walking Weighted Avg. 0.631 0.063 0.632 0.631 0.631 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 450 114 4 4 2 1 17 95 | a = climbingdown 147 522 2 7 16 9 26 97 | b = climbingup 5 1 95 0 1 0 14 1 | c = jumping 2 8 0 580 59 192 58 0 | d = lying 7 11 0 68 360 120 245 5 | e = standing 0 8 0 223 126 448 83 4 | f = sitting 20 18 19 54 257 75 1067 14 | g = running 98 112 0 3 9 2 10 714 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4181 62.3193 % Incorrectly Classified Instances 2528 37.6807 % Kappa statistic 0.5582 Mean absolute error 0.0977 Root mean squared error 0.2884 Relative absolute error 45.8596 % Root relative squared error 88.3676 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.045 0.63 0.675 0.652 0.845 climbingdown 0.644 0.049 0.65 0.644 0.647 0.823 climbingup 0.812 0.003 0.805 0.812 0.809 0.917 jumping 0.616 0.068 0.584 0.616 0.599 0.823 lying 0.429 0.08 0.427 0.429 0.428 0.733 standing 0.488 0.074 0.503 0.488 0.495 0.766 sitting 0.68 0.087 0.696 0.68 0.688 0.824 running 0.755 0.035 0.782 0.755 0.768 0.889 walking Weighted Avg. 0.623 0.064 0.624 0.623 0.623 0.818 === Confusion Matrix === a b c d e f g h <-- classified as 464 120 4 2 2 4 14 77 | a = climbingdown 131 532 0 5 21 10 24 103 | b = climbingup 3 1 95 0 1 0 16 1 | c = jumping 5 4 0 554 68 205 63 1 | d = lying 4 13 0 82 350 119 246 2 | e = standing 7 9 2 238 120 435 78 3 | f = sitting 31 27 16 65 248 88 1035 13 | g = running 92 112 1 3 9 4 11 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4232 63.0794 % Incorrectly Classified Instances 2477 36.9206 % Kappa statistic 0.5674 Mean absolute error 0.0954 Root mean squared error 0.2867 Relative absolute error 44.7843 % Root relative squared error 87.8583 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.042 0.638 0.645 0.642 0.837 climbingdown 0.69 0.051 0.654 0.69 0.671 0.853 climbingup 0.829 0.003 0.808 0.829 0.819 0.957 jumping 0.638 0.062 0.616 0.638 0.627 0.829 lying 0.46 0.081 0.439 0.46 0.449 0.74 standing 0.504 0.074 0.511 0.504 0.508 0.775 sitting 0.671 0.082 0.706 0.671 0.688 0.818 running 0.74 0.036 0.771 0.74 0.755 0.885 walking Weighted Avg. 0.631 0.062 0.633 0.631 0.632 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 443 117 5 3 5 5 16 93 | a = climbingdown 111 569 1 4 16 6 21 97 | b = climbingup 3 1 97 0 0 0 15 1 | c = jumping 3 8 1 574 64 189 59 2 | d = lying 12 17 1 50 375 136 222 3 | e = standing 4 10 1 223 120 450 81 3 | f = sitting 27 22 14 76 264 88 1022 10 | g = running 91 126 0 2 10 7 11 702 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4297 64.0387 % Incorrectly Classified Instances 2413 35.9613 % Kappa statistic 0.5782 Mean absolute error 0.0934 Root mean squared error 0.2825 Relative absolute error 43.8373 % Root relative squared error 86.5509 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.042 0.634 0.646 0.64 0.835 climbingdown 0.663 0.05 0.652 0.663 0.657 0.829 climbingup 0.788 0.002 0.869 0.788 0.827 0.891 jumping 0.659 0.058 0.638 0.659 0.648 0.843 lying 0.479 0.075 0.47 0.479 0.474 0.751 standing 0.525 0.071 0.531 0.525 0.528 0.785 sitting 0.682 0.084 0.703 0.682 0.692 0.826 running 0.763 0.039 0.765 0.763 0.764 0.885 walking Weighted Avg. 0.64 0.061 0.641 0.64 0.641 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 443 121 1 0 4 3 17 97 | a = climbingdown 128 547 1 7 11 14 20 97 | b = climbingup 5 0 93 0 0 1 16 3 | c = jumping 3 5 2 593 56 192 49 0 | d = lying 4 14 0 61 391 107 236 4 | e = standing 4 10 0 213 107 468 86 4 | f = sitting 22 30 10 54 257 95 1039 17 | g = running 90 112 0 1 6 2 14 723 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4198 62.5633 % Incorrectly Classified Instances 2512 37.4367 % Kappa statistic 0.561 Mean absolute error 0.0965 Root mean squared error 0.2882 Relative absolute error 45.3002 % Root relative squared error 88.3029 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.042 0.637 0.649 0.643 0.845 climbingdown 0.678 0.05 0.653 0.678 0.665 0.845 climbingup 0.829 0.002 0.858 0.829 0.843 0.927 jumping 0.613 0.063 0.603 0.613 0.608 0.82 lying 0.443 0.08 0.435 0.443 0.439 0.735 standing 0.496 0.076 0.499 0.496 0.497 0.768 sitting 0.682 0.087 0.698 0.682 0.69 0.833 running 0.738 0.037 0.764 0.738 0.751 0.875 walking Weighted Avg. 0.626 0.064 0.627 0.626 0.626 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 446 123 1 2 3 3 16 93 | a = climbingdown 106 559 2 7 10 11 29 101 | b = climbingup 3 1 97 0 0 0 16 0 | c = jumping 2 9 0 552 62 211 62 2 | d = lying 8 8 0 69 362 130 236 4 | e = standing 2 14 0 235 122 443 76 1 | f = sitting 26 29 11 49 267 87 1039 15 | g = running 107 113 2 2 7 3 14 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4240 63.1893 % Incorrectly Classified Instances 2470 36.8107 % Kappa statistic 0.5681 Mean absolute error 0.0953 Root mean squared error 0.2848 Relative absolute error 44.744 % Root relative squared error 87.2789 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.622 0.044 0.617 0.622 0.619 0.829 climbingdown 0.644 0.045 0.67 0.644 0.656 0.833 climbingup 0.846 0.003 0.811 0.846 0.828 0.943 jumping 0.62 0.061 0.613 0.62 0.616 0.83 lying 0.441 0.075 0.448 0.441 0.444 0.739 standing 0.495 0.078 0.493 0.495 0.494 0.771 sitting 0.705 0.083 0.714 0.705 0.71 0.845 running 0.79 0.041 0.758 0.79 0.774 0.894 walking Weighted Avg. 0.632 0.062 0.631 0.632 0.631 0.826 === Confusion Matrix === a b c d e f g h <-- classified as 427 117 3 2 4 3 20 111 | a = climbingdown 131 531 4 3 20 6 23 107 | b = climbingup 3 1 99 0 0 0 12 2 | c = jumping 1 9 0 558 69 216 47 0 | d = lying 9 13 0 72 360 142 219 2 | e = standing 2 14 0 216 120 442 98 1 | f = sitting 27 21 16 58 225 86 1074 16 | g = running 92 87 0 2 5 2 11 749 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4229 63.0347 % Incorrectly Classified Instances 2480 36.9653 % Kappa statistic 0.5666 Mean absolute error 0.0962 Root mean squared error 0.286 Relative absolute error 45.1736 % Root relative squared error 87.6425 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.041 0.65 0.665 0.658 0.834 climbingdown 0.669 0.049 0.655 0.669 0.662 0.837 climbingup 0.778 0.003 0.82 0.778 0.798 0.91 jumping 0.619 0.06 0.615 0.619 0.617 0.82 lying 0.471 0.083 0.439 0.471 0.454 0.742 standing 0.51 0.071 0.524 0.51 0.517 0.77 sitting 0.657 0.089 0.684 0.657 0.671 0.813 running 0.771 0.036 0.777 0.771 0.774 0.892 walking Weighted Avg. 0.63 0.063 0.632 0.63 0.631 0.817 === Confusion Matrix === a b c d e f g h <-- classified as 457 122 3 0 4 1 23 77 | a = climbingdown 105 552 0 6 17 5 32 108 | b = climbingup 6 3 91 0 1 0 16 0 | c = jumping 1 3 1 557 70 185 83 0 | d = lying 11 18 0 52 384 131 215 5 | e = standing 7 11 2 219 117 455 80 1 | f = sitting 21 37 13 70 272 90 1002 19 | g = running 95 97 1 1 9 1 13 731 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4221 62.9155 % Incorrectly Classified Instances 2488 37.0845 % Kappa statistic 0.5648 Mean absolute error 0.0961 Root mean squared error 0.2864 Relative absolute error 45.1195 % Root relative squared error 87.7463 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.045 0.636 0.686 0.66 0.854 climbingdown 0.646 0.046 0.664 0.646 0.655 0.833 climbingup 0.821 0.003 0.807 0.821 0.814 0.933 jumping 0.643 0.063 0.614 0.643 0.628 0.834 lying 0.42 0.078 0.428 0.42 0.424 0.725 standing 0.475 0.073 0.501 0.475 0.488 0.758 sitting 0.694 0.092 0.689 0.694 0.691 0.828 running 0.757 0.035 0.78 0.757 0.768 0.879 walking Weighted Avg. 0.629 0.064 0.628 0.629 0.629 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 471 106 2 1 3 5 19 80 | a = climbingdown 139 533 0 7 8 9 28 101 | b = climbingup 3 1 96 0 0 1 16 0 | c = jumping 3 5 0 579 66 202 43 2 | d = lying 8 24 0 59 343 121 256 5 | e = standing 5 6 0 236 124 424 94 3 | f = sitting 18 25 21 61 247 83 1057 12 | g = running 94 103 0 0 10 2 21 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4242 63.2285 % Incorrectly Classified Instances 2467 36.7715 % Kappa statistic 0.5686 Mean absolute error 0.0954 Root mean squared error 0.2861 Relative absolute error 44.7689 % Root relative squared error 87.651 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.626 0.039 0.647 0.626 0.636 0.819 climbingdown 0.672 0.054 0.636 0.672 0.653 0.831 climbingup 0.838 0.003 0.845 0.838 0.841 0.933 jumping 0.638 0.061 0.619 0.638 0.628 0.824 lying 0.469 0.077 0.456 0.469 0.463 0.755 standing 0.483 0.077 0.489 0.483 0.486 0.753 sitting 0.708 0.083 0.714 0.708 0.711 0.842 running 0.731 0.036 0.771 0.731 0.75 0.869 walking Weighted Avg. 0.632 0.062 0.634 0.632 0.633 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 430 138 1 1 5 2 22 88 | a = climbingdown 115 554 1 6 11 8 29 101 | b = climbingup 3 2 98 0 0 2 12 0 | c = jumping 1 5 0 574 66 200 52 2 | d = lying 5 12 0 76 383 131 206 3 | e = standing 4 12 0 217 130 431 97 1 | f = sitting 14 23 15 53 235 94 1079 11 | g = running 93 125 1 0 9 13 14 693 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4263 63.5415 % Incorrectly Classified Instances 2446 36.4585 % Kappa statistic 0.5724 Mean absolute error 0.0952 Root mean squared error 0.2839 Relative absolute error 44.6858 % Root relative squared error 86.997 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.042 0.636 0.643 0.64 0.842 climbingdown 0.681 0.047 0.67 0.681 0.675 0.846 climbingup 0.821 0.002 0.857 0.821 0.838 0.937 jumping 0.662 0.062 0.622 0.662 0.642 0.843 lying 0.482 0.083 0.444 0.482 0.462 0.743 standing 0.494 0.063 0.544 0.494 0.518 0.775 sitting 0.676 0.088 0.694 0.676 0.685 0.829 running 0.742 0.039 0.76 0.742 0.751 0.877 walking Weighted Avg. 0.635 0.062 0.637 0.635 0.636 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 442 113 3 2 1 2 20 104 | a = climbingdown 113 562 1 6 8 8 32 95 | b = climbingup 1 3 96 1 0 0 16 0 | c = jumping 2 4 0 596 74 166 55 3 | d = lying 2 12 0 64 393 108 231 6 | e = standing 7 10 0 227 126 441 81 0 | f = sitting 26 26 10 59 276 83 1030 14 | g = running 102 109 2 3 7 2 20 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4228 63.0198 % Incorrectly Classified Instances 2481 36.9802 % Kappa statistic 0.5664 Mean absolute error 0.0951 Root mean squared error 0.2837 Relative absolute error 44.6328 % Root relative squared error 86.9335 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.041 0.637 0.633 0.635 0.843 climbingdown 0.69 0.048 0.67 0.69 0.68 0.851 climbingup 0.812 0.003 0.819 0.812 0.815 0.915 jumping 0.65 0.059 0.632 0.65 0.641 0.843 lying 0.439 0.084 0.421 0.439 0.43 0.741 standing 0.498 0.075 0.505 0.498 0.501 0.769 sitting 0.682 0.084 0.705 0.682 0.694 0.839 running 0.741 0.04 0.754 0.741 0.747 0.879 walking Weighted Avg. 0.63 0.063 0.632 0.63 0.631 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 434 121 1 1 4 5 15 105 | a = climbingdown 119 570 1 2 13 6 18 97 | b = climbingup 4 1 95 0 0 0 17 0 | c = jumping 0 9 0 585 59 192 54 1 | d = lying 8 9 1 73 358 140 222 5 | e = standing 4 8 0 211 128 444 94 3 | f = sitting 11 20 17 51 279 88 1040 18 | g = running 101 113 1 2 10 4 15 702 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4300 64.093 % Incorrectly Classified Instances 2409 35.907 % Kappa statistic 0.5788 Mean absolute error 0.0936 Root mean squared error 0.283 Relative absolute error 43.9222 % Root relative squared error 86.7126 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.042 0.639 0.657 0.648 0.834 climbingdown 0.7 0.052 0.652 0.7 0.675 0.854 climbingup 0.821 0.002 0.857 0.821 0.838 0.948 jumping 0.634 0.061 0.617 0.634 0.625 0.825 lying 0.466 0.074 0.465 0.466 0.465 0.748 standing 0.508 0.068 0.535 0.508 0.521 0.776 sitting 0.707 0.083 0.715 0.707 0.711 0.839 running 0.732 0.037 0.763 0.732 0.747 0.87 walking Weighted Avg. 0.641 0.061 0.641 0.641 0.641 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 451 112 2 3 6 1 19 92 | a = climbingdown 120 578 3 7 6 4 20 88 | b = climbingup 7 0 96 0 0 0 12 2 | c = jumping 2 4 0 571 67 196 58 2 | d = lying 7 20 0 57 380 114 229 9 | e = standing 3 14 0 228 111 453 81 2 | f = sitting 29 25 9 56 233 75 1077 20 | g = running 87 133 2 4 14 4 10 694 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4233 63.0944 % Incorrectly Classified Instances 2476 36.9056 % Kappa statistic 0.5677 Mean absolute error 0.0963 Root mean squared error 0.2864 Relative absolute error 45.1909 % Root relative squared error 87.7644 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.668 0.044 0.634 0.668 0.651 0.843 climbingdown 0.676 0.049 0.658 0.676 0.667 0.84 climbingup 0.814 0.003 0.835 0.814 0.824 0.92 jumping 0.612 0.058 0.62 0.612 0.616 0.829 lying 0.469 0.081 0.445 0.469 0.457 0.745 standing 0.537 0.078 0.512 0.537 0.524 0.785 sitting 0.661 0.081 0.706 0.661 0.683 0.815 running 0.74 0.037 0.767 0.74 0.753 0.87 walking Weighted Avg. 0.631 0.062 0.635 0.631 0.632 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 458 115 1 1 2 2 12 95 | a = climbingdown 116 558 1 4 15 7 29 95 | b = climbingup 4 0 96 0 0 0 15 3 | c = jumping 2 4 0 550 79 213 49 2 | d = lying 5 18 0 61 383 122 220 7 | e = standing 2 11 1 207 107 479 84 1 | f = sitting 24 35 13 62 268 105 1007 10 | g = running 111 107 3 2 7 7 10 702 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4140 61.699 % Incorrectly Classified Instances 2570 38.301 % Kappa statistic 0.551 Mean absolute error 0.0989 Root mean squared error 0.2912 Relative absolute error 46.4085 % Root relative squared error 89.2287 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.047 0.599 0.619 0.608 0.82 climbingdown 0.646 0.05 0.643 0.646 0.644 0.823 climbingup 0.752 0.003 0.8 0.752 0.775 0.917 jumping 0.633 0.062 0.612 0.633 0.622 0.834 lying 0.449 0.087 0.417 0.449 0.432 0.731 standing 0.457 0.075 0.482 0.457 0.469 0.758 sitting 0.678 0.083 0.705 0.678 0.691 0.827 running 0.756 0.039 0.763 0.756 0.759 0.879 walking Weighted Avg. 0.617 0.064 0.619 0.617 0.618 0.815 === Confusion Matrix === a b c d e f g h <-- classified as 425 139 6 3 4 4 14 92 | a = climbingdown 140 533 1 6 13 9 20 103 | b = climbingup 4 3 88 1 0 0 15 6 | c = jumping 3 5 0 570 71 207 41 3 | d = lying 8 12 1 56 366 135 234 4 | e = standing 5 8 0 241 133 408 94 3 | f = sitting 28 21 13 55 283 79 1033 12 | g = running 97 108 1 0 7 5 14 717 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4285 63.8599 % Incorrectly Classified Instances 2425 36.1401 % Kappa statistic 0.5763 Mean absolute error 0.0943 Root mean squared error 0.2843 Relative absolute error 44.2776 % Root relative squared error 87.1153 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.045 0.633 0.675 0.654 0.845 climbingdown 0.672 0.047 0.665 0.672 0.668 0.834 climbingup 0.805 0.003 0.833 0.805 0.819 0.912 jumping 0.661 0.063 0.619 0.661 0.639 0.837 lying 0.475 0.077 0.46 0.475 0.468 0.752 standing 0.483 0.068 0.521 0.483 0.501 0.763 sitting 0.688 0.082 0.712 0.688 0.7 0.832 running 0.749 0.038 0.765 0.749 0.757 0.887 walking Weighted Avg. 0.639 0.061 0.639 0.639 0.639 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 464 112 0 1 2 4 12 92 | a = climbingdown 134 554 0 4 11 9 22 91 | b = climbingup 4 2 95 0 0 1 14 2 | c = jumping 2 9 1 595 73 174 43 3 | d = lying 5 10 0 53 388 110 244 6 | e = standing 4 7 0 248 124 431 75 3 | f = sitting 26 22 17 58 240 92 1048 21 | g = running 94 117 1 2 5 6 13 710 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4302 64.1133 % Incorrectly Classified Instances 2408 35.8867 % Kappa statistic 0.5794 Mean absolute error 0.0927 Root mean squared error 0.2815 Relative absolute error 43.5012 % Root relative squared error 86.2418 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.042 0.648 0.681 0.664 0.844 climbingdown 0.668 0.052 0.644 0.668 0.656 0.84 climbingup 0.831 0.003 0.845 0.831 0.838 0.922 jumping 0.662 0.059 0.635 0.662 0.649 0.85 lying 0.478 0.08 0.453 0.478 0.465 0.748 standing 0.491 0.065 0.538 0.491 0.513 0.766 sitting 0.686 0.081 0.713 0.686 0.699 0.838 running 0.755 0.039 0.763 0.755 0.759 0.878 walking Weighted Avg. 0.641 0.061 0.642 0.641 0.641 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 468 120 2 1 5 0 9 82 | a = climbingdown 124 551 0 5 7 4 22 112 | b = climbingup 1 0 98 1 1 0 15 2 | c = jumping 1 8 0 596 71 181 40 3 | d = lying 8 15 0 57 390 105 233 8 | e = standing 2 11 0 221 136 438 84 0 | f = sitting 21 39 14 57 249 83 1045 16 | g = running 97 111 2 0 2 3 17 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4266 63.5862 % Incorrectly Classified Instances 2443 36.4138 % Kappa statistic 0.5726 Mean absolute error 0.094 Root mean squared error 0.2826 Relative absolute error 44.1106 % Root relative squared error 86.59 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.043 0.642 0.68 0.661 0.845 climbingdown 0.67 0.043 0.686 0.67 0.678 0.838 climbingup 0.838 0.003 0.838 0.838 0.838 0.933 jumping 0.616 0.063 0.601 0.616 0.608 0.828 lying 0.434 0.077 0.438 0.434 0.436 0.741 standing 0.508 0.071 0.523 0.508 0.515 0.779 sitting 0.697 0.093 0.688 0.697 0.692 0.832 running 0.765 0.034 0.79 0.765 0.777 0.885 walking Weighted Avg. 0.636 0.063 0.636 0.636 0.636 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 467 113 3 2 6 2 15 79 | a = climbingdown 128 553 0 4 11 5 27 97 | b = climbingup 4 1 98 0 0 0 13 1 | c = jumping 1 5 1 554 72 198 67 2 | d = lying 7 17 0 61 354 122 255 0 | e = standing 1 8 0 232 104 453 92 2 | f = sitting 17 23 13 64 254 79 1062 12 | g = running 102 86 2 5 8 7 13 725 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4225 62.9751 % Incorrectly Classified Instances 2484 37.0249 % Kappa statistic 0.5663 Mean absolute error 0.0956 Root mean squared error 0.2862 Relative absolute error 44.8676 % Root relative squared error 87.6919 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.04 0.651 0.651 0.651 0.831 climbingdown 0.692 0.051 0.654 0.692 0.673 0.846 climbingup 0.821 0.002 0.873 0.821 0.846 0.953 jumping 0.653 0.064 0.614 0.653 0.633 0.838 lying 0.483 0.087 0.436 0.483 0.458 0.739 standing 0.481 0.07 0.513 0.481 0.497 0.772 sitting 0.645 0.083 0.695 0.645 0.669 0.82 running 0.756 0.036 0.773 0.756 0.765 0.876 walking Weighted Avg. 0.63 0.063 0.633 0.63 0.631 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 447 131 3 1 1 2 17 85 | a = climbingdown 109 571 0 9 13 5 28 90 | b = climbingup 1 0 96 0 1 0 18 1 | c = jumping 1 8 0 588 60 186 54 3 | d = lying 6 13 0 63 394 109 227 4 | e = standing 3 12 1 239 123 429 78 7 | f = sitting 25 30 10 54 300 102 983 20 | g = running 95 108 0 3 12 3 10 717 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4328 64.5104 % Incorrectly Classified Instances 2381 35.4896 % Kappa statistic 0.5839 Mean absolute error 0.0925 Root mean squared error 0.2808 Relative absolute error 43.406 % Root relative squared error 86.0371 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.041 0.653 0.675 0.664 0.853 climbingdown 0.672 0.051 0.649 0.672 0.66 0.835 climbingup 0.821 0.001 0.914 0.821 0.865 0.926 jumping 0.642 0.06 0.623 0.642 0.632 0.835 lying 0.486 0.079 0.459 0.486 0.472 0.75 standing 0.527 0.064 0.559 0.527 0.542 0.789 sitting 0.694 0.08 0.719 0.694 0.707 0.84 running 0.751 0.039 0.76 0.751 0.755 0.877 walking Weighted Avg. 0.645 0.06 0.647 0.645 0.646 0.829 === Confusion Matrix === a b c d e f g h <-- classified as 463 119 0 0 2 1 7 94 | a = climbingdown 118 554 0 4 13 7 24 105 | b = climbingup 2 3 96 0 0 0 16 0 | c = jumping 2 4 1 578 73 182 56 4 | d = lying 3 23 0 67 397 100 222 5 | e = standing 2 15 0 214 110 470 77 4 | f = sitting 21 22 7 62 262 79 1058 13 | g = running 98 114 1 3 7 2 11 712 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4213 62.7962 % Incorrectly Classified Instances 2496 37.2038 % Kappa statistic 0.5636 Mean absolute error 0.0964 Root mean squared error 0.2871 Relative absolute error 45.2781 % Root relative squared error 87.9807 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.044 0.615 0.62 0.617 0.83 climbingdown 0.667 0.05 0.649 0.667 0.658 0.832 climbingup 0.812 0.003 0.812 0.812 0.812 0.924 jumping 0.646 0.063 0.614 0.646 0.629 0.835 lying 0.449 0.074 0.457 0.449 0.453 0.741 standing 0.487 0.075 0.5 0.487 0.493 0.768 sitting 0.686 0.086 0.701 0.686 0.694 0.83 running 0.754 0.04 0.757 0.754 0.755 0.882 walking Weighted Avg. 0.628 0.063 0.628 0.628 0.628 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 425 135 3 2 4 1 17 99 | a = climbingdown 125 550 3 3 11 8 23 102 | b = climbingup 1 0 95 1 0 0 18 2 | c = jumping 2 3 0 581 53 215 44 2 | d = lying 5 12 1 71 367 114 242 5 | e = standing 4 9 1 220 127 434 95 2 | f = sitting 36 22 12 68 231 91 1046 18 | g = running 93 116 2 0 10 5 7 715 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4197 62.5578 % Incorrectly Classified Instances 2512 37.4422 % Kappa statistic 0.5609 Mean absolute error 0.0965 Root mean squared error 0.2874 Relative absolute error 45.3228 % Root relative squared error 88.059 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.647 0.046 0.614 0.647 0.63 0.835 climbingdown 0.651 0.052 0.64 0.651 0.645 0.824 climbingup 0.803 0.003 0.81 0.803 0.807 0.925 jumping 0.642 0.065 0.604 0.642 0.623 0.83 lying 0.45 0.078 0.446 0.45 0.448 0.737 standing 0.484 0.067 0.526 0.484 0.504 0.773 sitting 0.676 0.089 0.692 0.676 0.684 0.816 running 0.752 0.039 0.762 0.752 0.757 0.88 walking Weighted Avg. 0.626 0.064 0.626 0.626 0.625 0.816 === Confusion Matrix === a b c d e f g h <-- classified as 444 123 0 1 1 2 22 93 | a = climbingdown 133 538 4 5 10 8 18 110 | b = climbingup 5 2 94 0 1 0 15 0 | c = jumping 3 9 0 578 60 192 58 0 | d = lying 4 13 0 88 368 106 236 2 | e = standing 0 16 0 226 116 432 99 3 | f = sitting 24 41 17 53 265 78 1030 15 | g = running 110 99 1 6 5 3 11 713 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4281 63.8098 % Incorrectly Classified Instances 2428 36.1902 % Kappa statistic 0.5757 Mean absolute error 0.0939 Root mean squared error 0.2838 Relative absolute error 44.0796 % Root relative squared error 86.9626 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.043 0.629 0.64 0.634 0.816 climbingdown 0.643 0.049 0.65 0.643 0.646 0.832 climbingup 0.838 0.003 0.824 0.838 0.831 0.939 jumping 0.641 0.061 0.621 0.641 0.631 0.828 lying 0.468 0.078 0.453 0.468 0.46 0.736 standing 0.522 0.07 0.534 0.522 0.528 0.785 sitting 0.687 0.082 0.712 0.687 0.699 0.829 running 0.782 0.038 0.773 0.782 0.778 0.892 walking Weighted Avg. 0.638 0.061 0.639 0.638 0.638 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 439 126 1 4 4 2 18 92 | a = climbingdown 134 531 1 5 11 6 31 107 | b = climbingup 4 0 98 0 1 0 14 0 | c = jumping 1 5 1 577 85 176 55 0 | d = lying 4 18 0 69 382 129 212 2 | e = standing 3 9 0 215 121 466 77 2 | f = sitting 29 29 18 59 235 92 1047 14 | g = running 84 99 0 0 5 2 17 741 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4252 63.3776 % Incorrectly Classified Instances 2457 36.6224 % Kappa statistic 0.57 Mean absolute error 0.0949 Root mean squared error 0.2839 Relative absolute error 44.5438 % Root relative squared error 86.9967 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.042 0.634 0.642 0.638 0.837 climbingdown 0.676 0.046 0.672 0.676 0.674 0.839 climbingup 0.795 0.003 0.838 0.795 0.816 0.913 jumping 0.643 0.066 0.6 0.643 0.621 0.827 lying 0.469 0.079 0.45 0.469 0.46 0.751 standing 0.436 0.064 0.513 0.436 0.471 0.757 sitting 0.713 0.09 0.699 0.713 0.706 0.842 running 0.764 0.038 0.767 0.764 0.765 0.882 walking Weighted Avg. 0.634 0.063 0.633 0.634 0.633 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 441 120 5 4 2 1 23 91 | a = climbingdown 112 558 0 4 11 10 24 106 | b = climbingup 2 1 93 0 0 1 19 1 | c = jumping 1 6 0 578 88 173 51 2 | d = lying 11 11 2 55 383 97 251 6 | e = standing 3 8 0 264 143 389 83 3 | f = sitting 20 35 10 59 218 85 1086 11 | g = running 106 91 1 0 6 3 17 724 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4224 62.9508 % Incorrectly Classified Instances 2486 37.0492 % Kappa statistic 0.5654 Mean absolute error 0.0957 Root mean squared error 0.285 Relative absolute error 44.9076 % Root relative squared error 87.3234 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.042 0.64 0.655 0.647 0.851 climbingdown 0.679 0.052 0.648 0.679 0.663 0.841 climbingup 0.821 0.003 0.842 0.821 0.831 0.927 jumping 0.637 0.065 0.603 0.637 0.619 0.826 lying 0.417 0.082 0.414 0.417 0.415 0.729 standing 0.492 0.073 0.509 0.492 0.501 0.781 sitting 0.692 0.086 0.703 0.692 0.697 0.834 running 0.75 0.032 0.796 0.75 0.772 0.883 walking Weighted Avg. 0.63 0.063 0.631 0.63 0.63 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 450 131 2 1 5 2 18 78 | a = climbingdown 126 560 1 2 17 9 26 84 | b = climbingup 2 1 96 0 0 1 13 4 | c = jumping 2 9 0 573 70 189 57 0 | d = lying 9 19 0 72 340 124 244 8 | e = standing 1 9 1 237 126 439 78 1 | f = sitting 20 20 13 62 253 94 1054 8 | g = running 93 115 1 3 11 4 10 712 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4200 62.5931 % Incorrectly Classified Instances 2510 37.4069 % Kappa statistic 0.5614 Mean absolute error 0.096 Root mean squared error 0.2864 Relative absolute error 45.0636 % Root relative squared error 87.7712 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.041 0.64 0.643 0.641 0.84 climbingdown 0.63 0.051 0.632 0.63 0.631 0.828 climbingup 0.856 0.003 0.849 0.856 0.852 0.943 jumping 0.64 0.059 0.627 0.64 0.633 0.835 lying 0.464 0.087 0.425 0.464 0.444 0.752 standing 0.514 0.064 0.552 0.514 0.532 0.782 sitting 0.673 0.086 0.697 0.673 0.685 0.825 running 0.736 0.046 0.724 0.736 0.73 0.87 walking Weighted Avg. 0.626 0.064 0.628 0.626 0.627 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 441 116 3 1 3 1 21 100 | a = climbingdown 120 520 2 3 22 5 25 128 | b = climbingup 3 1 101 0 0 0 11 2 | c = jumping 2 6 0 576 65 189 58 4 | d = lying 4 20 0 69 379 107 235 2 | e = standing 2 9 0 206 137 459 73 7 | f = sitting 25 35 12 61 276 66 1026 23 | g = running 92 116 1 3 9 5 24 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4298 64.0537 % Incorrectly Classified Instances 2412 35.9463 % Kappa statistic 0.5783 Mean absolute error 0.0937 Root mean squared error 0.2825 Relative absolute error 43.9785 % Root relative squared error 86.5597 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.65 0.042 0.64 0.65 0.645 0.836 climbingdown 0.662 0.05 0.65 0.662 0.656 0.833 climbingup 0.814 0.003 0.807 0.814 0.81 0.948 jumping 0.674 0.06 0.637 0.674 0.655 0.844 lying 0.462 0.077 0.455 0.462 0.459 0.755 standing 0.49 0.066 0.533 0.49 0.511 0.773 sitting 0.701 0.086 0.705 0.701 0.703 0.838 running 0.758 0.037 0.769 0.758 0.764 0.882 walking Weighted Avg. 0.641 0.061 0.64 0.641 0.64 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 446 120 2 0 3 3 20 92 | a = climbingdown 131 546 1 9 15 4 20 99 | b = climbingup 1 2 96 0 1 0 18 0 | c = jumping 2 5 1 607 54 188 39 4 | d = lying 6 20 2 60 377 105 240 6 | e = standing 1 9 2 226 114 438 97 6 | f = sitting 16 28 13 51 258 80 1069 9 | g = running 94 110 2 0 6 4 13 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4188 62.4236 % Incorrectly Classified Instances 2521 37.5764 % Kappa statistic 0.5595 Mean absolute error 0.0972 Root mean squared error 0.2877 Relative absolute error 45.6142 % Root relative squared error 88.1688 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.662 0.047 0.614 0.662 0.637 0.844 climbingdown 0.65 0.053 0.633 0.65 0.642 0.838 climbingup 0.821 0.003 0.842 0.821 0.831 0.923 jumping 0.652 0.061 0.622 0.652 0.637 0.836 lying 0.449 0.084 0.426 0.449 0.437 0.735 standing 0.485 0.064 0.536 0.485 0.509 0.774 sitting 0.676 0.086 0.697 0.676 0.686 0.831 running 0.723 0.041 0.745 0.723 0.733 0.862 walking Weighted Avg. 0.624 0.064 0.626 0.624 0.625 0.821 === Confusion Matrix === a b c d e f g h <-- classified as 454 124 1 1 3 1 9 93 | a = climbingdown 129 537 0 6 12 7 18 117 | b = climbingup 5 2 96 0 0 0 14 0 | c = jumping 1 7 0 587 70 163 71 1 | d = lying 7 17 1 65 366 116 240 4 | e = standing 5 11 1 233 127 433 80 2 | f = sitting 29 28 14 49 274 82 1030 18 | g = running 109 122 1 2 8 6 15 685 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4219 62.8857 % Incorrectly Classified Instances 2490 37.1143 % Kappa statistic 0.5651 Mean absolute error 0.0967 Root mean squared error 0.2865 Relative absolute error 45.3996 % Root relative squared error 87.781 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.63 0.042 0.631 0.63 0.63 0.833 climbingdown 0.684 0.045 0.679 0.684 0.682 0.848 climbingup 0.795 0.003 0.83 0.795 0.812 0.925 jumping 0.661 0.067 0.604 0.661 0.631 0.832 lying 0.45 0.092 0.404 0.45 0.426 0.719 standing 0.464 0.066 0.518 0.464 0.49 0.768 sitting 0.661 0.081 0.707 0.661 0.683 0.824 running 0.786 0.037 0.775 0.786 0.781 0.892 walking Weighted Avg. 0.629 0.063 0.632 0.629 0.63 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 432 121 5 4 6 5 13 100 | a = climbingdown 124 565 0 3 15 6 22 91 | b = climbingup 4 1 93 0 0 0 18 1 | c = jumping 2 7 1 595 65 185 43 2 | d = lying 8 17 0 74 367 115 229 6 | e = standing 3 6 0 244 140 414 84 1 | f = sitting 17 29 13 62 308 72 1008 15 | g = running 95 86 0 3 8 2 9 745 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4223 62.9453 % Incorrectly Classified Instances 2486 37.0547 % Kappa statistic 0.5653 Mean absolute error 0.0953 Root mean squared error 0.2854 Relative absolute error 44.7588 % Root relative squared error 87.4434 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.043 0.629 0.639 0.634 0.833 climbingdown 0.657 0.051 0.642 0.657 0.649 0.83 climbingup 0.778 0.003 0.82 0.778 0.798 0.904 jumping 0.644 0.068 0.595 0.644 0.619 0.833 lying 0.461 0.077 0.453 0.461 0.457 0.753 standing 0.467 0.068 0.512 0.467 0.489 0.773 sitting 0.692 0.086 0.704 0.692 0.698 0.831 running 0.764 0.037 0.772 0.764 0.768 0.886 walking Weighted Avg. 0.629 0.063 0.629 0.629 0.629 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 439 130 2 5 3 1 16 91 | a = climbingdown 119 542 1 7 13 9 24 110 | b = climbingup 5 4 91 0 0 0 15 2 | c = jumping 2 5 0 580 69 192 52 0 | d = lying 4 16 0 70 376 108 240 2 | e = standing 5 12 1 250 119 417 85 3 | f = sitting 24 32 16 63 244 85 1054 6 | g = running 100 103 0 0 6 3 12 724 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4220 62.9006 % Incorrectly Classified Instances 2489 37.0994 % Kappa statistic 0.5652 Mean absolute error 0.0955 Root mean squared error 0.2868 Relative absolute error 44.8411 % Root relative squared error 87.8686 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.044 0.628 0.656 0.642 0.833 climbingdown 0.644 0.049 0.648 0.644 0.646 0.833 climbingup 0.829 0.003 0.822 0.829 0.826 0.929 jumping 0.659 0.065 0.612 0.659 0.635 0.845 lying 0.453 0.081 0.437 0.453 0.445 0.752 standing 0.49 0.071 0.515 0.49 0.502 0.767 sitting 0.682 0.081 0.713 0.682 0.697 0.826 running 0.741 0.04 0.753 0.741 0.747 0.877 walking Weighted Avg. 0.629 0.063 0.63 0.629 0.629 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 451 112 4 1 0 4 21 94 | a = climbingdown 128 531 3 7 18 9 21 108 | b = climbingup 2 2 97 0 0 0 14 2 | c = jumping 2 4 0 593 71 179 49 2 | d = lying 5 17 0 67 370 128 222 7 | e = standing 2 19 0 234 120 437 79 1 | f = sitting 18 28 14 65 256 88 1039 16 | g = running 110 107 0 2 11 3 13 702 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4206 62.6919 % Incorrectly Classified Instances 2503 37.3081 % Kappa statistic 0.5625 Mean absolute error 0.0968 Root mean squared error 0.2872 Relative absolute error 45.4503 % Root relative squared error 87.9926 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.045 0.618 0.635 0.626 0.83 climbingdown 0.653 0.05 0.648 0.653 0.651 0.836 climbingup 0.795 0.003 0.845 0.795 0.819 0.913 jumping 0.648 0.064 0.612 0.648 0.63 0.831 lying 0.446 0.082 0.431 0.446 0.438 0.732 standing 0.489 0.072 0.511 0.489 0.5 0.759 sitting 0.682 0.085 0.702 0.682 0.692 0.828 running 0.755 0.037 0.77 0.755 0.763 0.879 walking Weighted Avg. 0.627 0.063 0.628 0.627 0.627 0.817 === Confusion Matrix === a b c d e f g h <-- classified as 436 129 1 4 3 2 20 92 | a = climbingdown 136 539 2 6 16 5 27 94 | b = climbingup 7 0 93 0 0 0 17 0 | c = jumping 3 3 0 583 82 188 38 3 | d = lying 8 17 0 60 364 125 240 3 | e = standing 2 12 0 225 125 436 90 2 | f = sitting 21 24 11 73 245 90 1039 20 | g = running 93 108 3 1 10 7 10 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4302 64.1228 % Incorrectly Classified Instances 2407 35.8772 % Kappa statistic 0.5793 Mean absolute error 0.0933 Root mean squared error 0.2821 Relative absolute error 43.7892 % Root relative squared error 86.4533 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.043 0.646 0.684 0.665 0.845 climbingdown 0.664 0.047 0.667 0.664 0.665 0.843 climbingup 0.821 0.002 0.857 0.821 0.838 0.928 jumping 0.638 0.059 0.627 0.638 0.632 0.833 lying 0.461 0.079 0.448 0.461 0.455 0.749 standing 0.511 0.072 0.523 0.511 0.517 0.782 sitting 0.692 0.082 0.713 0.692 0.702 0.832 running 0.767 0.037 0.773 0.767 0.77 0.884 walking Weighted Avg. 0.641 0.061 0.642 0.641 0.642 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 470 111 1 1 3 1 12 88 | a = climbingdown 127 548 1 7 8 4 26 104 | b = climbingup 4 2 96 1 0 0 14 0 | c = jumping 1 8 0 574 67 202 45 3 | d = lying 5 19 0 61 377 112 241 2 | e = standing 5 9 1 207 134 456 76 4 | f = sitting 25 23 12 64 241 91 1054 13 | g = running 90 102 1 1 11 6 10 727 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4180 62.3044 % Incorrectly Classified Instances 2529 37.6956 % Kappa statistic 0.5579 Mean absolute error 0.0977 Root mean squared error 0.2896 Relative absolute error 45.8788 % Root relative squared error 88.7464 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.048 0.61 0.656 0.633 0.843 climbingdown 0.664 0.05 0.649 0.664 0.657 0.835 climbingup 0.744 0.003 0.798 0.744 0.77 0.885 jumping 0.644 0.067 0.599 0.644 0.621 0.828 lying 0.452 0.078 0.444 0.452 0.448 0.734 standing 0.473 0.07 0.508 0.473 0.49 0.768 sitting 0.675 0.091 0.686 0.675 0.681 0.827 running 0.733 0.034 0.781 0.733 0.756 0.88 walking Weighted Avg. 0.623 0.064 0.624 0.623 0.623 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 451 120 3 3 2 1 17 90 | a = climbingdown 131 548 2 9 11 5 34 85 | b = climbingup 6 3 87 0 1 0 20 0 | c = jumping 2 10 1 579 57 193 56 1 | d = lying 4 9 0 67 369 111 253 4 | e = standing 3 12 1 245 125 422 82 2 | f = sitting 23 30 13 62 258 96 1029 13 | g = running 119 112 2 1 8 2 9 695 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4225 62.9657 % Incorrectly Classified Instances 2485 37.0343 % Kappa statistic 0.5661 Mean absolute error 0.0958 Root mean squared error 0.2864 Relative absolute error 44.9949 % Root relative squared error 87.7478 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.041 0.648 0.659 0.653 0.838 climbingdown 0.674 0.05 0.655 0.674 0.664 0.844 climbingup 0.795 0.004 0.795 0.795 0.795 0.922 jumping 0.63 0.061 0.617 0.63 0.623 0.833 lying 0.452 0.086 0.42 0.452 0.435 0.728 standing 0.518 0.074 0.519 0.518 0.519 0.779 sitting 0.657 0.082 0.701 0.657 0.678 0.821 running 0.764 0.036 0.779 0.764 0.771 0.889 walking Weighted Avg. 0.63 0.063 0.633 0.63 0.631 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 452 132 1 0 3 3 15 80 | a = climbingdown 110 556 0 4 17 13 24 101 | b = climbingup 2 2 93 1 0 0 18 1 | c = jumping 5 6 1 567 63 205 53 0 | d = lying 3 18 1 79 369 121 221 5 | e = standing 2 6 1 206 131 462 79 5 | f = sitting 18 45 16 59 290 81 1001 14 | g = running 106 84 4 3 5 5 17 725 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4265 63.5618 % Incorrectly Classified Instances 2445 36.4382 % Kappa statistic 0.5725 Mean absolute error 0.0946 Root mean squared error 0.2846 Relative absolute error 44.3919 % Root relative squared error 87.2066 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.662 0.04 0.651 0.662 0.657 0.844 climbingdown 0.674 0.053 0.641 0.674 0.657 0.84 climbingup 0.812 0.003 0.848 0.812 0.83 0.918 jumping 0.632 0.057 0.63 0.632 0.631 0.828 lying 0.483 0.078 0.463 0.483 0.473 0.76 standing 0.498 0.072 0.516 0.498 0.507 0.761 sitting 0.692 0.087 0.7 0.692 0.696 0.829 running 0.734 0.037 0.767 0.734 0.75 0.877 walking Weighted Avg. 0.636 0.062 0.637 0.636 0.636 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 454 130 4 1 3 2 14 78 | a = climbingdown 113 557 0 5 16 6 26 103 | b = climbingup 3 3 95 0 1 0 13 2 | c = jumping 2 7 1 569 61 199 58 3 | d = lying 3 15 0 61 395 111 230 2 | e = standing 1 6 1 222 119 444 93 6 | f = sitting 23 37 10 42 250 90 1055 17 | g = running 98 114 1 3 9 8 19 696 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4200 62.5931 % Incorrectly Classified Instances 2510 37.4069 % Kappa statistic 0.5606 Mean absolute error 0.0963 Root mean squared error 0.2882 Relative absolute error 45.2287 % Root relative squared error 88.3166 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.63 0.041 0.634 0.63 0.632 0.834 climbingdown 0.654 0.054 0.629 0.654 0.641 0.825 climbingup 0.821 0.003 0.821 0.821 0.821 0.931 jumping 0.609 0.061 0.609 0.609 0.609 0.833 lying 0.411 0.078 0.422 0.411 0.417 0.731 standing 0.498 0.072 0.513 0.498 0.505 0.761 sitting 0.717 0.093 0.694 0.717 0.705 0.836 running 0.75 0.036 0.775 0.75 0.762 0.878 walking Weighted Avg. 0.626 0.064 0.625 0.626 0.625 0.819 === Confusion Matrix === a b c d e f g h <-- classified as 432 138 5 1 4 2 17 87 | a = climbingdown 130 540 0 4 12 11 31 98 | b = climbingup 2 2 96 0 0 0 16 1 | c = jumping 1 5 0 548 76 214 55 1 | d = lying 1 17 2 75 336 116 268 2 | e = standing 5 18 0 212 130 444 79 4 | f = sitting 18 23 12 57 232 76 1093 13 | g = running 92 116 2 3 6 2 16 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4237 63.154 % Incorrectly Classified Instances 2472 36.846 % Kappa statistic 0.5681 Mean absolute error 0.0961 Root mean squared error 0.2853 Relative absolute error 45.135 % Root relative squared error 87.411 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.046 0.614 0.649 0.631 0.826 climbingdown 0.65 0.042 0.682 0.65 0.665 0.837 climbingup 0.831 0.003 0.81 0.831 0.82 0.937 jumping 0.636 0.06 0.623 0.636 0.629 0.833 lying 0.485 0.085 0.442 0.485 0.463 0.743 standing 0.475 0.072 0.503 0.475 0.489 0.759 sitting 0.682 0.082 0.709 0.682 0.695 0.824 running 0.766 0.039 0.762 0.766 0.764 0.894 walking Weighted Avg. 0.632 0.062 0.634 0.632 0.632 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 445 108 2 2 6 1 26 96 | a = climbingdown 132 536 1 6 15 7 26 102 | b = climbingup 5 3 98 0 0 0 11 1 | c = jumping 1 6 1 572 70 188 62 0 | d = lying 10 14 0 64 396 140 190 2 | e = standing 5 8 1 212 143 424 94 5 | f = sitting 27 21 16 61 259 79 1040 21 | g = running 100 90 2 1 7 4 18 726 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4232 63.0794 % Incorrectly Classified Instances 2477 36.9206 % Kappa statistic 0.5667 Mean absolute error 0.0952 Root mean squared error 0.2852 Relative absolute error 44.6758 % Root relative squared error 87.3975 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.038 0.656 0.629 0.642 0.832 climbingdown 0.675 0.048 0.664 0.675 0.669 0.841 climbingup 0.847 0.002 0.885 0.847 0.866 0.943 jumping 0.653 0.065 0.607 0.653 0.629 0.845 lying 0.423 0.079 0.426 0.423 0.424 0.722 standing 0.483 0.071 0.511 0.483 0.497 0.77 sitting 0.69 0.087 0.7 0.69 0.695 0.829 running 0.768 0.043 0.747 0.768 0.757 0.885 walking Weighted Avg. 0.631 0.063 0.63 0.631 0.63 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 432 122 4 1 2 2 11 113 | a = climbingdown 114 557 0 6 15 4 21 108 | b = climbingup 1 1 100 0 0 1 15 0 | c = jumping 1 4 0 587 53 195 57 2 | d = lying 10 16 0 72 345 133 238 2 | e = standing 2 6 0 242 120 431 87 4 | f = sitting 19 27 9 58 267 74 1052 18 | g = running 80 106 0 1 8 3 22 728 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4217 62.8559 % Incorrectly Classified Instances 2492 37.1441 % Kappa statistic 0.564 Mean absolute error 0.0954 Root mean squared error 0.2872 Relative absolute error 44.8066 % Root relative squared error 88.0063 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.046 0.601 0.604 0.603 0.814 climbingdown 0.658 0.051 0.645 0.658 0.651 0.834 climbingup 0.846 0.002 0.868 0.846 0.857 0.949 jumping 0.622 0.056 0.631 0.622 0.627 0.832 lying 0.457 0.079 0.445 0.457 0.451 0.743 standing 0.513 0.073 0.52 0.513 0.517 0.769 sitting 0.701 0.089 0.698 0.701 0.699 0.84 running 0.739 0.039 0.757 0.739 0.748 0.885 walking Weighted Avg. 0.629 0.064 0.629 0.629 0.629 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 415 136 5 0 1 3 26 101 | a = climbingdown 139 543 1 4 13 8 23 94 | b = climbingup 4 1 99 0 0 0 12 1 | c = jumping 0 5 0 560 61 207 64 3 | d = lying 7 12 0 73 373 109 234 8 | e = standing 3 10 0 202 130 458 87 2 | f = sitting 18 25 8 47 253 89 1068 16 | g = running 104 110 1 1 8 6 17 701 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4222 62.9304 % Incorrectly Classified Instances 2487 37.0696 % Kappa statistic 0.5655 Mean absolute error 0.096 Root mean squared error 0.2858 Relative absolute error 45.0831 % Root relative squared error 87.5597 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.04 0.646 0.639 0.642 0.821 climbingdown 0.641 0.053 0.63 0.641 0.635 0.818 climbingup 0.795 0.003 0.802 0.795 0.798 0.935 jumping 0.619 0.059 0.62 0.619 0.619 0.829 lying 0.488 0.081 0.454 0.488 0.47 0.749 standing 0.5 0.077 0.498 0.5 0.499 0.77 sitting 0.679 0.079 0.717 0.679 0.697 0.826 running 0.765 0.04 0.758 0.765 0.761 0.881 walking Weighted Avg. 0.629 0.062 0.632 0.629 0.63 0.818 === Confusion Matrix === a b c d e f g h <-- classified as 439 121 2 1 5 4 13 102 | a = climbingdown 127 529 2 7 13 11 26 110 | b = climbingup 3 3 93 0 1 0 17 0 | c = jumping 3 10 0 557 64 222 42 2 | d = lying 4 11 1 57 398 121 219 5 | e = standing 2 13 1 211 136 446 81 2 | f = sitting 22 33 17 64 254 88 1035 11 | g = running 80 120 0 2 6 4 11 725 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4238 63.1689 % Incorrectly Classified Instances 2471 36.8311 % Kappa statistic 0.5681 Mean absolute error 0.0951 Root mean squared error 0.2847 Relative absolute error 44.6387 % Root relative squared error 87.2219 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.044 0.628 0.654 0.641 0.835 climbingdown 0.636 0.047 0.655 0.636 0.645 0.826 climbingup 0.803 0.003 0.817 0.803 0.81 0.937 jumping 0.632 0.062 0.613 0.632 0.623 0.827 lying 0.483 0.083 0.445 0.483 0.463 0.742 standing 0.479 0.071 0.507 0.479 0.493 0.777 sitting 0.694 0.084 0.708 0.694 0.701 0.841 running 0.763 0.036 0.778 0.763 0.77 0.89 walking Weighted Avg. 0.632 0.062 0.634 0.632 0.632 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 449 126 5 1 5 1 18 82 | a = climbingdown 133 525 1 11 16 7 24 108 | b = climbingup 2 0 94 0 0 0 21 0 | c = jumping 1 8 0 569 63 202 56 1 | d = lying 2 12 0 73 394 118 215 2 | e = standing 4 14 0 221 136 427 86 4 | f = sitting 17 25 15 50 265 86 1057 9 | g = running 107 92 0 3 6 1 16 723 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4268 63.616 % Incorrectly Classified Instances 2441 36.384 % Kappa statistic 0.5734 Mean absolute error 0.094 Root mean squared error 0.2825 Relative absolute error 44.1467 % Root relative squared error 86.568 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.04 0.645 0.635 0.64 0.833 climbingdown 0.659 0.052 0.642 0.659 0.65 0.843 climbingup 0.795 0.002 0.853 0.795 0.823 0.916 jumping 0.664 0.061 0.627 0.664 0.645 0.849 lying 0.46 0.081 0.441 0.46 0.45 0.746 standing 0.516 0.071 0.526 0.516 0.521 0.789 sitting 0.68 0.08 0.713 0.68 0.696 0.835 running 0.765 0.038 0.768 0.765 0.766 0.884 walking Weighted Avg. 0.636 0.062 0.638 0.636 0.637 0.829 === Confusion Matrix === a b c d e f g h <-- classified as 436 132 3 2 4 3 20 87 | a = climbingdown 118 544 0 5 11 18 23 106 | b = climbingup 4 3 93 0 0 0 16 1 | c = jumping 1 10 0 598 62 178 47 4 | d = lying 4 16 0 66 375 121 229 5 | e = standing 4 9 0 234 114 461 69 2 | f = sitting 23 24 10 46 276 94 1036 14 | g = running 86 110 3 2 8 1 13 725 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4294 64.0036 % Incorrectly Classified Instances 2415 35.9964 % Kappa statistic 0.5778 Mean absolute error 0.094 Root mean squared error 0.2817 Relative absolute error 44.1429 % Root relative squared error 86.313 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.043 0.629 0.645 0.637 0.829 climbingdown 0.646 0.05 0.643 0.646 0.644 0.823 climbingup 0.795 0.003 0.802 0.795 0.798 0.922 jumping 0.644 0.054 0.648 0.644 0.646 0.852 lying 0.461 0.074 0.464 0.461 0.462 0.749 standing 0.544 0.073 0.534 0.544 0.539 0.785 sitting 0.692 0.085 0.704 0.692 0.698 0.835 running 0.769 0.038 0.769 0.769 0.769 0.88 walking Weighted Avg. 0.64 0.061 0.64 0.64 0.64 0.826 === Confusion Matrix === a b c d e f g h <-- classified as 443 135 3 3 1 1 18 83 | a = climbingdown 129 533 4 2 8 10 27 112 | b = climbingup 5 1 93 0 0 0 16 2 | c = jumping 1 8 0 580 68 196 46 1 | d = lying 3 14 0 61 376 124 233 5 | e = standing 4 10 0 193 108 486 90 2 | f = sitting 32 23 13 56 243 88 1054 14 | g = running 87 105 3 0 6 5 13 729 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 6 RUN: 0 FOLD: 0 Correctly Classified Instances 4056 69.1207 % Incorrectly Classified Instances 1812 30.8793 % Kappa statistic 0.6409 Mean absolute error 0.0797 Root mean squared error 0.2637 Relative absolute error 37.0867 % Root relative squared error 80.418 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.047 0.634 0.639 0.636 0.821 climbingdown 0.566 0.059 0.566 0.566 0.566 0.796 climbingup 0.837 0.002 0.882 0.837 0.859 0.951 jumping 0.688 0.054 0.69 0.688 0.689 0.851 lying 0.679 0.06 0.662 0.679 0.67 0.859 standing 0.59 0.073 0.593 0.59 0.592 0.815 sitting 0.917 0.012 0.934 0.917 0.925 0.959 running 0.7 0.051 0.7 0.7 0.7 0.861 walking Weighted Avg. 0.691 0.05 0.692 0.691 0.692 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 426 124 0 4 12 4 6 91 | a = climbingdown 136 397 0 1 4 7 5 152 | b = climbingup 0 0 82 0 0 0 16 0 | c = jumping 2 3 0 603 82 182 2 2 | d = lying 10 2 0 86 587 158 18 3 | e = standing 3 9 0 178 166 530 6 6 | f = sitting 12 7 11 1 30 11 830 3 | g = running 83 159 0 1 6 2 6 601 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4041 68.865 % Incorrectly Classified Instances 1827 31.135 % Kappa statistic 0.638 Mean absolute error 0.081 Root mean squared error 0.2652 Relative absolute error 37.6995 % Root relative squared error 80.8835 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.052 0.603 0.613 0.608 0.798 climbingdown 0.568 0.059 0.565 0.568 0.567 0.807 climbingup 0.898 0.002 0.88 0.898 0.889 0.965 jumping 0.697 0.052 0.701 0.697 0.699 0.862 lying 0.689 0.064 0.649 0.689 0.668 0.838 standing 0.561 0.073 0.581 0.561 0.571 0.805 sitting 0.916 0.011 0.939 0.916 0.927 0.957 running 0.706 0.048 0.717 0.706 0.712 0.859 walking Weighted Avg. 0.689 0.05 0.69 0.689 0.689 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 409 133 1 4 6 5 9 100 | a = climbingdown 147 399 0 1 5 13 6 131 | b = climbingup 1 0 88 0 0 0 9 0 | c = jumping 3 3 0 611 86 168 4 1 | d = lying 6 4 0 73 595 163 21 2 | e = standing 4 9 0 179 196 504 3 3 | f = sitting 14 10 11 2 27 10 829 2 | g = running 94 148 0 1 2 5 2 606 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4040 68.848 % Incorrectly Classified Instances 1828 31.152 % Kappa statistic 0.6378 Mean absolute error 0.0815 Root mean squared error 0.2637 Relative absolute error 37.9002 % Root relative squared error 80.4418 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.053 0.599 0.619 0.609 0.813 climbingdown 0.57 0.056 0.581 0.57 0.576 0.823 climbingup 0.838 0.002 0.874 0.838 0.856 0.945 jumping 0.684 0.048 0.712 0.684 0.698 0.852 lying 0.668 0.059 0.662 0.668 0.665 0.85 standing 0.586 0.076 0.581 0.586 0.584 0.81 sitting 0.912 0.014 0.922 0.912 0.917 0.956 running 0.719 0.053 0.698 0.719 0.708 0.87 walking Weighted Avg. 0.688 0.05 0.689 0.688 0.689 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 413 123 1 1 5 7 15 102 | a = climbingdown 143 400 0 1 2 3 2 151 | b = climbingup 3 1 83 0 0 0 12 0 | c = jumping 4 6 0 599 91 173 2 1 | d = lying 12 4 0 70 577 179 19 3 | e = standing 5 6 0 169 170 526 17 4 | f = sitting 16 9 11 1 25 12 825 6 | g = running 93 139 0 0 1 5 3 617 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4076 69.4733 % Incorrectly Classified Instances 1791 30.5267 % Kappa statistic 0.6449 Mean absolute error 0.0802 Root mean squared error 0.2625 Relative absolute error 37.3054 % Root relative squared error 80.0548 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.603 0.046 0.627 0.603 0.615 0.803 climbingdown 0.566 0.053 0.593 0.566 0.579 0.799 climbingup 0.867 0.002 0.876 0.867 0.872 0.975 jumping 0.699 0.058 0.681 0.699 0.69 0.859 lying 0.698 0.062 0.659 0.698 0.678 0.852 standing 0.544 0.069 0.587 0.544 0.564 0.792 sitting 0.937 0.013 0.93 0.937 0.933 0.968 running 0.747 0.052 0.711 0.747 0.728 0.873 walking Weighted Avg. 0.695 0.05 0.693 0.695 0.693 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 402 136 0 1 13 5 14 96 | a = climbingdown 129 397 3 1 4 3 6 159 | b = climbingup 0 1 85 0 0 0 12 0 | c = jumping 2 1 0 612 79 178 4 0 | d = lying 4 3 0 87 603 144 22 1 | e = standing 4 6 0 195 194 488 6 4 | f = sitting 7 10 9 3 18 9 848 1 | g = running 93 115 0 0 4 5 0 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4042 68.8938 % Incorrectly Classified Instances 1825 31.1062 % Kappa statistic 0.6382 Mean absolute error 0.0812 Root mean squared error 0.2647 Relative absolute error 37.751 % Root relative squared error 80.7204 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.601 0.05 0.607 0.601 0.604 0.812 climbingdown 0.571 0.063 0.551 0.571 0.561 0.81 climbingup 0.837 0.001 0.921 0.837 0.877 0.925 jumping 0.683 0.055 0.685 0.683 0.684 0.847 lying 0.669 0.054 0.68 0.669 0.674 0.845 standing 0.606 0.073 0.6 0.606 0.603 0.819 sitting 0.929 0.011 0.938 0.929 0.933 0.963 running 0.696 0.053 0.693 0.696 0.694 0.862 walking Weighted Avg. 0.689 0.05 0.69 0.689 0.69 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 401 131 0 0 9 4 11 111 | a = climbingdown 151 401 0 1 1 4 4 140 | b = climbingup 1 1 82 0 0 0 14 0 | c = jumping 4 2 1 598 82 185 2 2 | d = lying 6 7 0 99 578 156 16 2 | e = standing 0 11 0 170 160 544 8 4 | f = sitting 14 6 6 4 19 9 841 6 | g = running 84 169 0 1 1 5 1 597 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4136 70.496 % Incorrectly Classified Instances 1731 29.504 % Kappa statistic 0.6569 Mean absolute error 0.0776 Root mean squared error 0.2578 Relative absolute error 36.1079 % Root relative squared error 78.623 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.051 0.599 0.592 0.596 0.795 climbingdown 0.598 0.056 0.593 0.598 0.596 0.815 climbingup 0.847 0.002 0.892 0.847 0.869 0.954 jumping 0.703 0.053 0.7 0.703 0.702 0.864 lying 0.72 0.059 0.678 0.72 0.698 0.862 standing 0.583 0.065 0.62 0.583 0.601 0.81 sitting 0.928 0.01 0.944 0.928 0.936 0.97 running 0.742 0.048 0.728 0.742 0.735 0.873 walking Weighted Avg. 0.705 0.047 0.705 0.705 0.705 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 395 151 2 1 7 3 7 101 | a = climbingdown 141 420 1 3 3 6 2 126 | b = climbingup 2 0 83 0 0 0 13 0 | c = jumping 2 3 0 616 92 162 1 0 | d = lying 5 6 0 75 622 137 15 4 | e = standing 3 9 0 184 168 523 6 4 | f = sitting 12 7 7 1 24 11 840 3 | g = running 99 112 0 0 2 2 6 637 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4111 70.0699 % Incorrectly Classified Instances 1756 29.9301 % Kappa statistic 0.6519 Mean absolute error 0.0787 Root mean squared error 0.2604 Relative absolute error 36.6082 % Root relative squared error 79.4107 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.045 0.625 0.591 0.608 0.82 climbingdown 0.606 0.058 0.585 0.606 0.596 0.803 climbingup 0.776 0.003 0.817 0.776 0.796 0.944 jumping 0.671 0.048 0.711 0.671 0.691 0.855 lying 0.698 0.055 0.686 0.698 0.692 0.856 standing 0.617 0.076 0.593 0.617 0.605 0.812 sitting 0.927 0.014 0.924 0.927 0.925 0.959 running 0.737 0.048 0.727 0.737 0.732 0.873 walking Weighted Avg. 0.701 0.048 0.701 0.701 0.701 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 394 148 1 4 5 5 13 97 | a = climbingdown 123 425 3 2 0 10 8 130 | b = climbingup 1 2 76 0 0 0 19 0 | c = jumping 1 0 0 588 82 202 3 0 | d = lying 6 4 0 87 603 145 16 3 | e = standing 8 10 0 142 170 554 7 7 | f = sitting 9 9 13 3 16 15 838 1 | g = running 88 128 0 1 3 3 3 633 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4083 69.5926 % Incorrectly Classified Instances 1784 30.4074 % Kappa statistic 0.6465 Mean absolute error 0.0798 Root mean squared error 0.2622 Relative absolute error 37.1008 % Root relative squared error 79.9729 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.611 0.05 0.612 0.611 0.611 0.814 climbingdown 0.595 0.059 0.578 0.595 0.586 0.799 climbingup 0.908 0.002 0.873 0.908 0.89 0.975 jumping 0.685 0.058 0.676 0.685 0.68 0.854 lying 0.671 0.053 0.687 0.671 0.679 0.841 standing 0.594 0.074 0.591 0.594 0.592 0.807 sitting 0.92 0.011 0.938 0.92 0.929 0.959 running 0.727 0.046 0.729 0.727 0.728 0.868 walking Weighted Avg. 0.696 0.049 0.697 0.696 0.696 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 408 147 0 6 6 5 9 87 | a = climbingdown 134 417 0 2 4 3 7 134 | b = climbingup 1 1 89 0 0 0 7 0 | c = jumping 1 5 0 600 79 186 4 1 | d = lying 8 2 0 96 579 164 13 1 | e = standing 9 5 0 182 154 533 13 2 | f = sitting 17 10 13 1 17 7 833 7 | g = running 89 134 0 1 4 4 2 624 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4039 68.8427 % Incorrectly Classified Instances 1828 31.1573 % Kappa statistic 0.6377 Mean absolute error 0.0808 Root mean squared error 0.2646 Relative absolute error 37.5951 % Root relative squared error 80.7049 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.051 0.595 0.579 0.587 0.793 climbingdown 0.567 0.059 0.565 0.567 0.566 0.809 climbingup 0.827 0.003 0.835 0.827 0.831 0.936 jumping 0.701 0.055 0.689 0.701 0.695 0.866 lying 0.709 0.062 0.666 0.709 0.687 0.85 standing 0.566 0.07 0.594 0.566 0.58 0.808 sitting 0.927 0.008 0.952 0.927 0.94 0.965 running 0.7 0.054 0.692 0.7 0.696 0.861 walking Weighted Avg. 0.688 0.05 0.689 0.688 0.688 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 386 157 2 0 4 9 6 103 | a = climbingdown 131 398 3 4 4 9 2 151 | b = climbingup 0 1 81 0 0 0 16 0 | c = jumping 4 2 0 613 82 171 2 1 | d = lying 4 1 0 82 613 150 11 3 | e = standing 3 4 0 188 189 508 5 1 | f = sitting 10 5 11 2 24 5 839 9 | g = running 111 137 0 1 5 3 0 601 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4120 70.2233 % Incorrectly Classified Instances 1747 29.7767 % Kappa statistic 0.6536 Mean absolute error 0.0785 Root mean squared error 0.2596 Relative absolute error 36.5277 % Root relative squared error 79.1648 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.625 0.049 0.621 0.625 0.623 0.82 climbingdown 0.56 0.05 0.604 0.56 0.581 0.794 climbingup 0.847 0.002 0.883 0.847 0.865 0.948 jumping 0.706 0.054 0.694 0.706 0.7 0.864 lying 0.693 0.055 0.685 0.693 0.689 0.859 standing 0.601 0.072 0.601 0.601 0.601 0.817 sitting 0.929 0.014 0.925 0.929 0.927 0.965 running 0.733 0.05 0.716 0.733 0.724 0.872 walking Weighted Avg. 0.702 0.048 0.701 0.702 0.702 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 417 131 0 4 6 3 18 88 | a = climbingdown 134 393 1 2 3 8 12 149 | b = climbingup 0 1 83 0 0 0 14 0 | c = jumping 2 1 0 618 71 178 5 0 | d = lying 6 3 0 92 599 149 13 2 | e = standing 4 6 0 171 168 540 6 3 | f = sitting 5 3 10 2 22 14 841 8 | g = running 103 113 0 1 5 7 0 629 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4047 68.9673 % Incorrectly Classified Instances 1821 31.0327 % Kappa statistic 0.6391 Mean absolute error 0.081 Root mean squared error 0.2643 Relative absolute error 37.661 % Root relative squared error 80.6233 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.057 0.577 0.604 0.59 0.809 climbingdown 0.544 0.06 0.552 0.544 0.548 0.792 climbingup 0.867 0.001 0.934 0.867 0.899 0.949 jumping 0.688 0.053 0.696 0.688 0.692 0.856 lying 0.681 0.061 0.658 0.681 0.669 0.856 standing 0.602 0.072 0.603 0.602 0.603 0.823 sitting 0.933 0.009 0.948 0.933 0.94 0.969 running 0.7 0.048 0.715 0.7 0.707 0.862 walking Weighted Avg. 0.69 0.05 0.691 0.69 0.69 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 403 150 0 1 5 7 12 89 | a = climbingdown 150 382 2 5 5 7 6 145 | b = climbingup 3 2 85 0 0 0 8 0 | c = jumping 1 2 0 603 96 171 3 0 | d = lying 11 3 0 90 588 159 13 0 | e = standing 2 4 0 165 179 541 3 4 | f = sitting 22 6 4 1 18 8 844 2 | g = running 106 143 0 1 2 4 1 601 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4004 68.2345 % Incorrectly Classified Instances 1864 31.7655 % Kappa statistic 0.6306 Mean absolute error 0.0824 Root mean squared error 0.267 Relative absolute error 38.319 % Root relative squared error 81.4307 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.054 0.586 0.595 0.591 0.81 climbingdown 0.587 0.06 0.569 0.587 0.578 0.806 climbingup 0.796 0.003 0.839 0.796 0.817 0.932 jumping 0.687 0.056 0.682 0.687 0.684 0.846 lying 0.672 0.057 0.672 0.672 0.672 0.837 standing 0.568 0.073 0.584 0.568 0.576 0.803 sitting 0.925 0.013 0.928 0.925 0.926 0.964 running 0.684 0.053 0.689 0.684 0.687 0.849 walking Weighted Avg. 0.682 0.051 0.683 0.682 0.683 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 397 140 0 4 7 5 4 110 | a = climbingdown 122 412 0 2 8 6 7 145 | b = climbingup 1 1 78 0 0 0 18 0 | c = jumping 3 3 0 602 79 184 4 1 | d = lying 10 3 0 92 581 156 19 3 | e = standing 16 12 0 180 168 510 10 2 | f = sitting 9 13 15 1 21 5 837 4 | g = running 119 140 0 2 0 7 3 587 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4038 68.8139 % Incorrectly Classified Instances 1830 31.1861 % Kappa statistic 0.6372 Mean absolute error 0.0819 Root mean squared error 0.2659 Relative absolute error 38.1186 % Root relative squared error 81.114 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.055 0.571 0.57 0.571 0.797 climbingdown 0.534 0.057 0.562 0.534 0.548 0.787 climbingup 0.857 0.001 0.913 0.857 0.884 0.947 jumping 0.676 0.054 0.688 0.676 0.682 0.851 lying 0.688 0.058 0.671 0.688 0.679 0.844 standing 0.591 0.072 0.598 0.591 0.595 0.807 sitting 0.94 0.015 0.921 0.94 0.93 0.964 running 0.736 0.051 0.713 0.736 0.724 0.868 walking Weighted Avg. 0.688 0.05 0.687 0.688 0.687 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 380 153 1 2 6 0 16 109 | a = climbingdown 162 375 2 8 3 8 9 135 | b = climbingup 1 0 84 0 0 0 13 0 | c = jumping 3 5 0 592 84 186 4 2 | d = lying 8 5 0 79 594 155 20 3 | e = standing 3 5 0 177 172 531 8 2 | f = sitting 6 7 5 3 23 6 850 4 | g = running 102 117 0 0 3 2 3 632 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4055 69.1154 % Incorrectly Classified Instances 1812 30.8846 % Kappa statistic 0.6408 Mean absolute error 0.0809 Root mean squared error 0.2636 Relative absolute error 37.6294 % Root relative squared error 80.413 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.593 0.048 0.613 0.593 0.603 0.8 climbingdown 0.559 0.064 0.542 0.559 0.551 0.806 climbingup 0.857 0.002 0.884 0.857 0.87 0.948 jumping 0.699 0.053 0.698 0.699 0.698 0.855 lying 0.67 0.06 0.659 0.67 0.664 0.844 standing 0.605 0.067 0.619 0.605 0.612 0.824 sitting 0.922 0.011 0.938 0.922 0.93 0.962 running 0.718 0.053 0.698 0.718 0.708 0.867 walking Weighted Avg. 0.691 0.05 0.692 0.691 0.691 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 396 149 0 0 9 8 7 99 | a = climbingdown 141 392 1 2 2 3 4 156 | b = climbingup 0 0 84 0 0 0 14 0 | c = jumping 3 5 0 612 92 161 2 1 | d = lying 12 4 0 97 578 153 17 2 | e = standing 6 6 0 164 168 543 8 3 | f = sitting 16 10 10 2 22 5 834 6 | g = running 72 157 0 0 6 4 3 616 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4044 68.9279 % Incorrectly Classified Instances 1823 31.0721 % Kappa statistic 0.6386 Mean absolute error 0.0805 Root mean squared error 0.2644 Relative absolute error 37.4662 % Root relative squared error 80.6504 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.051 0.609 0.618 0.614 0.822 climbingdown 0.585 0.058 0.577 0.585 0.581 0.811 climbingup 0.798 0.001 0.919 0.798 0.854 0.929 jumping 0.669 0.054 0.684 0.669 0.676 0.853 lying 0.682 0.056 0.678 0.682 0.68 0.85 standing 0.587 0.077 0.578 0.587 0.583 0.808 sitting 0.91 0.014 0.921 0.91 0.916 0.954 running 0.72 0.049 0.714 0.72 0.717 0.864 walking Weighted Avg. 0.689 0.05 0.691 0.689 0.69 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 412 142 0 2 8 3 7 93 | a = climbingdown 130 410 1 0 4 4 10 142 | b = climbingup 0 1 79 0 0 0 19 0 | c = jumping 1 1 0 585 76 208 4 0 | d = lying 10 5 0 85 589 154 19 2 | e = standing 8 7 0 177 164 527 9 6 | f = sitting 17 9 6 5 25 15 824 4 | g = running 98 135 0 1 3 0 3 618 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3990 68.0075 % Incorrectly Classified Instances 1877 31.9925 % Kappa statistic 0.6281 Mean absolute error 0.0832 Root mean squared error 0.2682 Relative absolute error 38.6847 % Root relative squared error 81.8168 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.054 0.586 0.595 0.59 0.799 climbingdown 0.558 0.066 0.535 0.558 0.546 0.796 climbingup 0.837 0.002 0.854 0.837 0.845 0.959 jumping 0.685 0.056 0.683 0.685 0.684 0.85 lying 0.704 0.063 0.657 0.704 0.68 0.852 standing 0.551 0.069 0.592 0.551 0.571 0.802 sitting 0.92 0.012 0.931 0.92 0.926 0.959 running 0.681 0.049 0.706 0.681 0.693 0.845 walking Weighted Avg. 0.68 0.051 0.681 0.68 0.68 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 397 153 0 3 11 6 8 89 | a = climbingdown 146 392 0 3 7 6 3 145 | b = climbingup 2 1 82 0 0 0 13 0 | c = jumping 2 5 0 599 85 180 3 1 | d = lying 8 5 0 87 608 135 21 0 | e = standing 6 7 0 184 189 495 12 5 | f = sitting 14 8 14 1 22 10 833 3 | g = running 103 162 0 0 3 4 2 584 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4051 69.0472 % Incorrectly Classified Instances 1816 30.9528 % Kappa statistic 0.6401 Mean absolute error 0.0807 Root mean squared error 0.2642 Relative absolute error 37.5432 % Root relative squared error 80.5746 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.601 0.054 0.586 0.601 0.594 0.797 climbingdown 0.568 0.059 0.568 0.568 0.568 0.787 climbingup 0.857 0.002 0.894 0.857 0.875 0.95 jumping 0.674 0.05 0.702 0.674 0.688 0.857 lying 0.667 0.058 0.667 0.667 0.667 0.851 standing 0.62 0.075 0.6 0.62 0.61 0.813 sitting 0.928 0.014 0.926 0.928 0.927 0.97 running 0.705 0.049 0.713 0.705 0.709 0.854 walking Weighted Avg. 0.69 0.05 0.691 0.69 0.691 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 401 141 0 1 2 4 14 104 | a = climbingdown 155 399 1 1 5 5 5 131 | b = climbingup 2 0 84 0 0 0 12 0 | c = jumping 3 3 0 590 92 184 4 0 | d = lying 11 8 0 85 576 165 15 4 | e = standing 3 3 0 158 161 556 13 3 | f = sitting 6 10 9 2 25 11 840 2 | g = running 103 138 0 3 3 2 4 605 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4046 68.962 % Incorrectly Classified Instances 1821 31.038 % Kappa statistic 0.639 Mean absolute error 0.0819 Root mean squared error 0.2654 Relative absolute error 38.1058 % Root relative squared error 80.9345 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.586 0.042 0.642 0.586 0.613 0.805 climbingdown 0.587 0.06 0.571 0.587 0.579 0.813 climbingup 0.867 0.002 0.859 0.867 0.863 0.954 jumping 0.686 0.06 0.669 0.686 0.678 0.861 lying 0.67 0.056 0.676 0.67 0.673 0.84 standing 0.581 0.076 0.58 0.581 0.581 0.803 sitting 0.917 0.014 0.925 0.917 0.921 0.957 running 0.731 0.052 0.706 0.731 0.718 0.867 walking Weighted Avg. 0.69 0.05 0.69 0.69 0.69 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 391 149 1 1 5 5 11 104 | a = climbingdown 121 412 0 1 2 6 10 150 | b = climbingup 0 2 85 0 0 0 11 0 | c = jumping 1 3 0 601 78 186 6 1 | d = lying 10 5 0 81 579 163 24 2 | e = standing 1 7 0 206 158 521 3 1 | f = sitting 4 2 13 8 30 15 830 3 | g = running 81 141 0 0 5 2 2 627 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4144 70.6324 % Incorrectly Classified Instances 1723 29.3676 % Kappa statistic 0.6585 Mean absolute error 0.0778 Root mean squared error 0.2575 Relative absolute error 36.1854 % Root relative squared error 78.5531 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.046 0.646 0.649 0.648 0.818 climbingdown 0.604 0.054 0.604 0.604 0.604 0.812 climbingup 0.827 0.002 0.862 0.827 0.844 0.952 jumping 0.691 0.051 0.703 0.691 0.697 0.861 lying 0.69 0.057 0.675 0.69 0.682 0.851 standing 0.602 0.072 0.6 0.602 0.601 0.817 sitting 0.931 0.013 0.929 0.931 0.93 0.966 running 0.725 0.046 0.732 0.725 0.728 0.857 walking Weighted Avg. 0.706 0.047 0.707 0.706 0.706 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 433 116 0 1 7 6 12 92 | a = climbingdown 129 424 1 4 5 7 5 127 | b = climbingup 0 1 81 0 0 0 16 0 | c = jumping 1 5 0 605 84 177 4 0 | d = lying 7 5 0 75 596 160 20 1 | e = standing 6 10 0 170 165 540 3 3 | f = sitting 7 6 12 4 22 6 843 5 | g = running 87 135 0 2 4 4 4 622 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4071 69.3881 % Incorrectly Classified Instances 1796 30.6119 % Kappa statistic 0.6441 Mean absolute error 0.0802 Root mean squared error 0.2629 Relative absolute error 37.3115 % Root relative squared error 80.1715 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.622 0.054 0.598 0.622 0.61 0.809 climbingdown 0.553 0.061 0.551 0.553 0.552 0.78 climbingup 0.867 0.002 0.859 0.867 0.863 0.945 jumping 0.708 0.053 0.701 0.708 0.705 0.859 lying 0.684 0.053 0.69 0.684 0.687 0.844 standing 0.6 0.073 0.596 0.6 0.598 0.82 sitting 0.928 0.011 0.94 0.928 0.934 0.968 running 0.692 0.048 0.714 0.692 0.703 0.851 walking Weighted Avg. 0.694 0.049 0.695 0.694 0.694 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 415 134 1 3 11 4 6 93 | a = climbingdown 151 388 1 1 7 6 9 139 | b = climbingup 1 0 85 0 0 0 12 0 | c = jumping 2 5 2 620 69 176 2 0 | d = lying 12 4 0 74 591 165 17 1 | e = standing 7 8 0 182 154 538 6 2 | f = sitting 5 12 10 3 22 10 840 3 | g = running 101 153 0 1 3 4 2 594 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4033 68.7287 % Incorrectly Classified Instances 1835 31.2713 % Kappa statistic 0.6364 Mean absolute error 0.0811 Root mean squared error 0.2638 Relative absolute error 37.7014 % Root relative squared error 80.4676 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.594 0.055 0.579 0.594 0.586 0.817 climbingdown 0.554 0.061 0.553 0.554 0.554 0.798 climbingup 0.888 0.001 0.916 0.888 0.902 0.968 jumping 0.685 0.05 0.704 0.685 0.694 0.866 lying 0.684 0.053 0.689 0.684 0.686 0.865 standing 0.6 0.08 0.576 0.6 0.588 0.81 sitting 0.926 0.008 0.952 0.926 0.939 0.966 running 0.692 0.053 0.69 0.692 0.691 0.862 walking Weighted Avg. 0.687 0.05 0.69 0.687 0.688 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 396 151 0 2 3 6 8 101 | a = climbingdown 144 389 0 0 4 10 3 152 | b = climbingup 1 1 87 0 0 0 9 0 | c = jumping 2 2 0 600 82 186 3 1 | d = lying 8 5 0 72 591 175 11 2 | e = standing 4 11 0 177 154 539 7 6 | f = sitting 11 8 8 1 20 14 837 5 | g = running 118 136 0 0 4 6 1 594 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4017 68.456 % Incorrectly Classified Instances 1851 31.544 % Kappa statistic 0.6331 Mean absolute error 0.082 Root mean squared error 0.2655 Relative absolute error 38.1565 % Root relative squared error 80.9873 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.052 0.606 0.618 0.612 0.819 climbingdown 0.577 0.058 0.575 0.577 0.576 0.806 climbingup 0.776 0.002 0.864 0.776 0.817 0.907 jumping 0.668 0.054 0.686 0.668 0.677 0.851 lying 0.67 0.064 0.645 0.67 0.658 0.84 standing 0.563 0.071 0.588 0.563 0.576 0.801 sitting 0.945 0.015 0.92 0.945 0.932 0.969 running 0.698 0.051 0.699 0.698 0.699 0.857 walking Weighted Avg. 0.685 0.051 0.684 0.685 0.684 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 412 140 0 2 2 4 12 95 | a = climbingdown 124 405 3 2 1 9 5 153 | b = climbingup 0 0 76 0 0 0 22 0 | c = jumping 4 2 1 585 102 179 2 1 | d = lying 11 6 0 91 579 154 20 3 | e = standing 9 6 0 169 196 506 10 2 | f = sitting 10 4 8 3 16 5 855 4 | g = running 110 141 0 1 1 3 3 599 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4073 69.4104 % Incorrectly Classified Instances 1795 30.5896 % Kappa statistic 0.6443 Mean absolute error 0.0799 Root mean squared error 0.2619 Relative absolute error 37.1798 % Root relative squared error 79.8677 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.047 0.619 0.595 0.607 0.808 climbingdown 0.585 0.06 0.572 0.585 0.578 0.803 climbingup 0.848 0.002 0.884 0.848 0.866 0.945 jumping 0.696 0.053 0.696 0.696 0.696 0.858 lying 0.693 0.059 0.669 0.693 0.681 0.852 standing 0.582 0.071 0.598 0.582 0.59 0.817 sitting 0.918 0.012 0.931 0.918 0.924 0.96 running 0.721 0.051 0.707 0.721 0.714 0.863 walking Weighted Avg. 0.694 0.049 0.694 0.694 0.694 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 397 145 2 3 7 5 9 99 | a = climbingdown 126 411 0 1 2 8 7 147 | b = climbingup 0 0 84 0 0 0 15 0 | c = jumping 2 4 0 609 91 164 4 1 | d = lying 11 2 0 79 599 159 12 2 | e = standing 6 4 0 178 170 523 13 4 | f = sitting 13 9 9 4 23 13 831 3 | g = running 86 144 0 1 3 3 2 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4070 69.3711 % Incorrectly Classified Instances 1797 30.6289 % Kappa statistic 0.6439 Mean absolute error 0.0797 Root mean squared error 0.2628 Relative absolute error 37.0796 % Root relative squared error 80.1465 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.054 0.602 0.642 0.621 0.826 climbingdown 0.584 0.056 0.586 0.584 0.585 0.797 climbingup 0.796 0.002 0.876 0.796 0.834 0.926 jumping 0.71 0.057 0.687 0.71 0.698 0.861 lying 0.682 0.062 0.657 0.682 0.669 0.846 standing 0.565 0.069 0.597 0.565 0.58 0.792 sitting 0.916 0.013 0.929 0.916 0.923 0.957 running 0.709 0.043 0.737 0.709 0.723 0.867 walking Weighted Avg. 0.694 0.049 0.695 0.694 0.694 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 428 130 1 3 9 3 5 88 | a = climbingdown 149 410 2 2 5 4 10 120 | b = climbingup 0 1 78 0 0 0 19 0 | c = jumping 2 1 0 621 78 170 2 1 | d = lying 12 6 0 93 589 155 8 1 | e = standing 9 5 0 181 179 507 13 4 | f = sitting 10 9 8 1 36 9 829 3 | g = running 101 138 0 3 1 1 6 608 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4066 69.3029 % Incorrectly Classified Instances 1801 30.6971 % Kappa statistic 0.6429 Mean absolute error 0.0805 Root mean squared error 0.2629 Relative absolute error 37.4516 % Root relative squared error 80.1767 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.049 0.607 0.591 0.599 0.805 climbingdown 0.574 0.055 0.588 0.574 0.581 0.783 climbingup 0.786 0.001 0.906 0.786 0.842 0.928 jumping 0.702 0.057 0.683 0.702 0.692 0.863 lying 0.696 0.06 0.666 0.696 0.681 0.858 standing 0.568 0.069 0.598 0.568 0.583 0.815 sitting 0.924 0.012 0.935 0.924 0.929 0.96 running 0.734 0.053 0.702 0.734 0.718 0.86 walking Weighted Avg. 0.693 0.05 0.693 0.693 0.693 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 394 138 0 1 8 5 10 111 | a = climbingdown 133 403 1 3 3 4 7 148 | b = climbingup 3 0 77 0 0 0 18 0 | c = jumping 4 4 0 615 74 174 4 1 | d = lying 9 5 0 87 601 150 10 1 | e = standing 1 5 0 191 184 510 5 2 | f = sitting 13 6 7 3 26 10 836 4 | g = running 92 124 0 1 7 0 4 630 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4065 69.2858 % Incorrectly Classified Instances 1802 30.7142 % Kappa statistic 0.6428 Mean absolute error 0.0802 Root mean squared error 0.2628 Relative absolute error 37.3168 % Root relative squared error 80.1609 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.631 0.054 0.601 0.631 0.616 0.822 climbingdown 0.563 0.057 0.573 0.563 0.568 0.808 climbingup 0.745 0.001 0.901 0.745 0.816 0.919 jumping 0.682 0.054 0.687 0.682 0.684 0.846 lying 0.722 0.061 0.672 0.722 0.696 0.864 standing 0.567 0.069 0.599 0.567 0.582 0.809 sitting 0.923 0.013 0.928 0.923 0.925 0.96 running 0.712 0.048 0.719 0.712 0.715 0.858 walking Weighted Avg. 0.693 0.05 0.693 0.693 0.693 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 421 135 0 2 9 4 9 87 | a = climbingdown 149 395 0 3 3 4 8 139 | b = climbingup 1 3 73 0 0 0 21 0 | c = jumping 2 4 0 597 83 187 3 0 | d = lying 7 2 0 83 624 132 14 2 | e = standing 6 6 0 180 182 509 8 7 | f = sitting 14 5 8 4 25 10 835 4 | g = running 100 139 0 0 2 4 2 611 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4127 70.3426 % Incorrectly Classified Instances 1740 29.6574 % Kappa statistic 0.6551 Mean absolute error 0.0779 Root mean squared error 0.2584 Relative absolute error 36.2376 % Root relative squared error 78.8245 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.6 0.055 0.584 0.6 0.592 0.798 climbingdown 0.583 0.055 0.59 0.583 0.587 0.808 climbingup 0.857 0.001 0.933 0.857 0.894 0.974 jumping 0.716 0.051 0.71 0.716 0.713 0.865 lying 0.711 0.058 0.681 0.711 0.695 0.861 standing 0.592 0.068 0.61 0.592 0.601 0.824 sitting 0.924 0.01 0.944 0.924 0.934 0.962 running 0.728 0.046 0.731 0.728 0.73 0.87 walking Weighted Avg. 0.703 0.048 0.704 0.703 0.704 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 401 143 0 4 6 5 8 101 | a = climbingdown 160 409 1 3 6 5 6 111 | b = climbingup 0 0 84 0 0 0 14 0 | c = jumping 0 4 0 627 76 166 2 1 | d = lying 6 2 0 73 614 149 14 6 | e = standing 6 8 0 173 171 531 3 5 | f = sitting 12 7 5 1 27 11 836 6 | g = running 102 120 0 2 2 4 3 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4006 68.2802 % Incorrectly Classified Instances 1861 31.7198 % Kappa statistic 0.6311 Mean absolute error 0.0823 Root mean squared error 0.266 Relative absolute error 38.3001 % Root relative squared error 81.1255 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.047 0.624 0.61 0.617 0.811 climbingdown 0.573 0.06 0.563 0.573 0.568 0.797 climbingup 0.847 0.002 0.874 0.847 0.86 0.965 jumping 0.664 0.057 0.671 0.664 0.668 0.845 lying 0.678 0.067 0.636 0.678 0.656 0.842 standing 0.544 0.071 0.58 0.544 0.561 0.806 sitting 0.924 0.013 0.929 0.924 0.926 0.964 running 0.725 0.051 0.711 0.725 0.718 0.871 walking Weighted Avg. 0.683 0.051 0.683 0.683 0.682 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 407 143 0 0 7 2 8 100 | a = climbingdown 140 402 1 1 4 4 4 146 | b = climbingup 0 0 83 0 0 0 15 0 | c = jumping 3 3 0 582 113 174 1 0 | d = lying 7 4 0 81 586 160 24 2 | e = standing 6 9 0 199 185 488 8 2 | f = sitting 11 5 11 4 25 10 836 3 | g = running 78 148 0 0 2 4 4 622 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4080 69.5415 % Incorrectly Classified Instances 1787 30.4585 % Kappa statistic 0.6458 Mean absolute error 0.0802 Root mean squared error 0.2622 Relative absolute error 37.297 % Root relative squared error 79.9745 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.047 0.625 0.613 0.619 0.813 climbingdown 0.6 0.057 0.588 0.6 0.594 0.807 climbingup 0.857 0.001 0.923 0.857 0.889 0.958 jumping 0.674 0.054 0.684 0.674 0.679 0.852 lying 0.684 0.06 0.662 0.684 0.673 0.849 standing 0.573 0.075 0.579 0.573 0.576 0.8 sitting 0.935 0.011 0.941 0.935 0.938 0.968 running 0.728 0.048 0.723 0.728 0.725 0.865 walking Weighted Avg. 0.695 0.049 0.696 0.695 0.696 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 409 142 0 3 10 0 12 91 | a = climbingdown 124 421 2 3 1 5 5 141 | b = climbingup 0 2 84 0 0 0 12 0 | c = jumping 3 6 0 590 78 198 1 0 | d = lying 10 2 0 83 591 163 14 1 | e = standing 4 8 0 178 188 514 3 2 | f = sitting 7 9 5 5 23 5 846 5 | g = running 97 126 0 0 2 2 6 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4065 69.2858 % Incorrectly Classified Instances 1802 30.7142 % Kappa statistic 0.6428 Mean absolute error 0.0806 Root mean squared error 0.2635 Relative absolute error 37.4817 % Root relative squared error 80.3657 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.051 0.615 0.633 0.624 0.818 climbingdown 0.585 0.055 0.591 0.585 0.588 0.808 climbingup 0.857 0.001 0.913 0.857 0.884 0.968 jumping 0.674 0.057 0.676 0.674 0.675 0.839 lying 0.691 0.059 0.671 0.691 0.681 0.849 standing 0.561 0.071 0.586 0.561 0.573 0.798 sitting 0.937 0.012 0.933 0.937 0.935 0.966 running 0.711 0.051 0.706 0.711 0.708 0.859 walking Weighted Avg. 0.693 0.05 0.692 0.693 0.693 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 422 125 0 1 6 4 3 106 | a = climbingdown 144 411 0 2 3 7 2 133 | b = climbingup 1 1 84 0 0 0 12 0 | c = jumping 0 3 0 590 89 189 2 3 | d = lying 5 3 0 80 597 146 31 2 | e = standing 4 10 0 197 169 503 10 4 | f = sitting 9 3 8 2 23 6 848 6 | g = running 101 139 0 1 3 3 1 610 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4027 68.6264 % Incorrectly Classified Instances 1841 31.3736 % Kappa statistic 0.6353 Mean absolute error 0.0824 Root mean squared error 0.2659 Relative absolute error 38.3421 % Root relative squared error 81.0992 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.055 0.584 0.604 0.594 0.816 climbingdown 0.588 0.065 0.552 0.588 0.569 0.806 climbingup 0.878 0.002 0.887 0.878 0.882 0.953 jumping 0.689 0.055 0.688 0.689 0.689 0.857 lying 0.691 0.063 0.655 0.691 0.673 0.846 standing 0.571 0.07 0.597 0.571 0.584 0.809 sitting 0.914 0.009 0.946 0.914 0.93 0.958 running 0.681 0.045 0.72 0.681 0.7 0.848 walking Weighted Avg. 0.686 0.05 0.689 0.686 0.687 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 403 155 0 1 7 6 5 90 | a = climbingdown 147 412 0 3 3 4 3 129 | b = climbingup 3 0 86 0 0 0 9 0 | c = jumping 2 4 0 604 84 175 5 2 | d = lying 5 3 0 96 597 147 13 3 | e = standing 8 7 0 169 189 513 11 1 | f = sitting 11 14 11 4 26 10 827 2 | g = running 111 151 0 1 5 5 1 585 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4095 69.7853 % Incorrectly Classified Instances 1773 30.2147 % Kappa statistic 0.6486 Mean absolute error 0.0794 Root mean squared error 0.2616 Relative absolute error 36.9356 % Root relative squared error 79.7967 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.047 0.63 0.62 0.625 0.82 climbingdown 0.581 0.054 0.593 0.581 0.587 0.81 climbingup 0.827 0.003 0.844 0.827 0.835 0.956 jumping 0.693 0.055 0.689 0.693 0.691 0.863 lying 0.681 0.055 0.68 0.681 0.681 0.847 standing 0.575 0.075 0.581 0.575 0.578 0.803 sitting 0.93 0.013 0.93 0.93 0.93 0.964 running 0.745 0.05 0.72 0.745 0.732 0.872 walking Weighted Avg. 0.698 0.049 0.697 0.698 0.697 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 414 127 1 1 2 10 5 108 | a = climbingdown 137 408 1 4 5 5 9 133 | b = climbingup 1 0 81 0 0 0 16 0 | c = jumping 2 7 0 607 75 183 2 0 | d = lying 5 6 0 84 588 158 20 2 | e = standing 8 6 0 181 175 516 7 5 | f = sitting 9 6 13 4 18 12 842 1 | g = running 81 128 0 0 2 4 4 639 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4050 69.0184 % Incorrectly Classified Instances 1818 30.9816 % Kappa statistic 0.6397 Mean absolute error 0.0813 Root mean squared error 0.2659 Relative absolute error 37.8157 % Root relative squared error 81.0909 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.598 0.049 0.608 0.598 0.603 0.808 climbingdown 0.58 0.06 0.568 0.58 0.574 0.806 climbingup 0.838 0.002 0.874 0.838 0.856 0.946 jumping 0.687 0.053 0.696 0.687 0.692 0.848 lying 0.674 0.059 0.664 0.674 0.669 0.848 standing 0.59 0.073 0.593 0.59 0.591 0.807 sitting 0.927 0.012 0.931 0.927 0.929 0.963 running 0.71 0.051 0.703 0.71 0.706 0.852 walking Weighted Avg. 0.69 0.05 0.691 0.69 0.69 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 399 145 0 4 3 4 12 100 | a = climbingdown 129 407 1 1 4 5 7 148 | b = climbingup 1 1 83 0 0 0 14 0 | c = jumping 3 8 0 602 89 169 4 1 | d = lying 4 4 0 82 582 176 15 1 | e = standing 4 9 0 175 169 529 7 4 | f = sitting 13 4 11 1 28 6 839 3 | g = running 103 138 0 0 2 3 3 609 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4082 69.5756 % Incorrectly Classified Instances 1785 30.4244 % Kappa statistic 0.6462 Mean absolute error 0.0798 Root mean squared error 0.2617 Relative absolute error 37.1152 % Root relative squared error 79.8345 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.603 0.046 0.627 0.603 0.615 0.81 climbingdown 0.567 0.061 0.558 0.567 0.563 0.791 climbingup 0.898 0.002 0.871 0.898 0.884 0.965 jumping 0.716 0.059 0.682 0.716 0.699 0.856 lying 0.666 0.057 0.67 0.666 0.668 0.855 standing 0.571 0.068 0.602 0.571 0.586 0.804 sitting 0.933 0.012 0.936 0.933 0.934 0.963 running 0.741 0.049 0.721 0.741 0.731 0.875 walking Weighted Avg. 0.696 0.049 0.695 0.696 0.695 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 402 151 0 3 5 7 9 90 | a = climbingdown 139 398 0 2 5 5 5 148 | b = climbingup 0 1 88 0 0 0 9 0 | c = jumping 1 5 0 627 81 157 5 0 | d = lying 10 5 0 94 575 159 18 3 | e = standing 5 7 0 193 171 512 9 0 | f = sitting 5 13 13 0 18 7 844 5 | g = running 79 133 0 0 3 4 3 636 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4098 69.8483 % Incorrectly Classified Instances 1769 30.1517 % Kappa statistic 0.6492 Mean absolute error 0.0795 Root mean squared error 0.2609 Relative absolute error 36.9682 % Root relative squared error 79.5719 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.048 0.621 0.61 0.616 0.813 climbingdown 0.574 0.058 0.575 0.574 0.574 0.799 climbingup 0.776 0.002 0.884 0.776 0.826 0.927 jumping 0.701 0.053 0.7 0.701 0.701 0.867 lying 0.694 0.055 0.684 0.694 0.689 0.852 standing 0.591 0.069 0.606 0.591 0.599 0.82 sitting 0.936 0.013 0.929 0.936 0.932 0.964 running 0.724 0.053 0.702 0.724 0.713 0.867 walking Weighted Avg. 0.698 0.049 0.698 0.698 0.698 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 407 133 2 1 7 3 9 105 | a = climbingdown 129 403 0 5 2 6 5 152 | b = climbingup 1 2 76 0 0 0 19 0 | c = jumping 4 4 0 614 80 174 0 0 | d = lying 6 5 0 80 600 149 24 0 | e = standing 7 5 0 177 167 530 6 5 | f = sitting 12 7 8 0 18 11 847 2 | g = running 89 142 0 0 3 1 2 621 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4126 70.3255 % Incorrectly Classified Instances 1741 29.6745 % Kappa statistic 0.6549 Mean absolute error 0.0779 Root mean squared error 0.258 Relative absolute error 36.2333 % Root relative squared error 78.6971 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.052 0.617 0.654 0.635 0.833 climbingdown 0.577 0.054 0.59 0.577 0.584 0.81 climbingup 0.857 0.001 0.913 0.857 0.884 0.947 jumping 0.682 0.055 0.686 0.682 0.684 0.851 lying 0.709 0.059 0.675 0.709 0.692 0.861 standing 0.591 0.069 0.608 0.591 0.6 0.814 sitting 0.924 0.011 0.936 0.924 0.93 0.964 running 0.728 0.043 0.744 0.728 0.736 0.87 walking Weighted Avg. 0.703 0.048 0.704 0.703 0.704 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 436 132 1 0 8 3 11 76 | a = climbingdown 150 405 0 2 7 8 3 127 | b = climbingup 0 0 84 0 0 0 14 0 | c = jumping 4 3 0 597 80 186 3 3 | d = lying 7 4 0 92 613 132 14 2 | e = standing 3 4 0 175 171 530 10 4 | f = sitting 14 9 6 4 28 5 836 3 | g = running 93 129 1 0 1 7 2 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4099 69.8653 % Incorrectly Classified Instances 1768 30.1347 % Kappa statistic 0.6496 Mean absolute error 0.0794 Root mean squared error 0.26 Relative absolute error 36.9547 % Root relative squared error 79.3014 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.631 0.053 0.603 0.631 0.617 0.821 climbingdown 0.577 0.058 0.577 0.577 0.577 0.8 climbingup 0.827 0.002 0.9 0.827 0.862 0.93 jumping 0.7 0.049 0.714 0.7 0.707 0.867 lying 0.683 0.053 0.688 0.683 0.686 0.854 standing 0.602 0.078 0.582 0.602 0.592 0.808 sitting 0.926 0.016 0.916 0.926 0.921 0.959 running 0.712 0.041 0.748 0.712 0.73 0.864 walking Weighted Avg. 0.699 0.049 0.7 0.699 0.699 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 421 142 0 1 6 8 9 80 | a = climbingdown 153 405 0 3 1 6 16 118 | b = climbingup 0 0 81 0 0 0 17 0 | c = jumping 2 1 0 613 78 178 3 1 | d = lying 5 3 0 71 590 177 17 1 | e = standing 7 6 0 166 162 541 12 4 | f = sitting 8 7 9 4 20 17 837 2 | g = running 102 138 0 1 0 3 3 611 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4060 69.2006 % Incorrectly Classified Instances 1807 30.7994 % Kappa statistic 0.6419 Mean absolute error 0.0805 Root mean squared error 0.2641 Relative absolute error 37.4599 % Root relative squared error 80.5624 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.603 0.048 0.618 0.603 0.61 0.813 climbingdown 0.6 0.054 0.601 0.6 0.6 0.822 climbingup 0.867 0.003 0.833 0.867 0.85 0.967 jumping 0.686 0.057 0.677 0.686 0.681 0.853 lying 0.666 0.059 0.66 0.666 0.663 0.832 standing 0.569 0.076 0.576 0.569 0.573 0.799 sitting 0.923 0.01 0.941 0.923 0.932 0.964 running 0.735 0.05 0.715 0.735 0.725 0.866 walking Weighted Avg. 0.692 0.05 0.692 0.692 0.692 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 402 125 0 3 12 3 8 114 | a = climbingdown 133 421 4 4 3 6 4 127 | b = climbingup 0 0 85 0 0 0 13 0 | c = jumping 3 5 0 600 79 184 3 1 | d = lying 8 3 0 91 575 172 13 2 | e = standing 4 10 0 185 177 511 8 3 | f = sitting 14 9 13 2 19 9 835 4 | g = running 87 128 0 1 6 2 3 631 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4021 68.5359 % Incorrectly Classified Instances 1846 31.4641 % Kappa statistic 0.634 Mean absolute error 0.0815 Root mean squared error 0.2666 Relative absolute error 37.8998 % Root relative squared error 81.3074 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.051 0.602 0.606 0.604 0.808 climbingdown 0.578 0.058 0.578 0.578 0.578 0.802 climbingup 0.816 0.001 0.909 0.816 0.86 0.957 jumping 0.691 0.059 0.672 0.691 0.682 0.855 lying 0.69 0.059 0.668 0.69 0.679 0.849 standing 0.551 0.072 0.582 0.551 0.566 0.801 sitting 0.925 0.013 0.93 0.925 0.927 0.962 running 0.697 0.053 0.694 0.697 0.695 0.855 walking Weighted Avg. 0.685 0.051 0.685 0.685 0.685 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 404 134 0 1 5 2 11 110 | a = climbingdown 132 406 0 2 6 3 6 147 | b = climbingup 1 0 80 0 0 0 17 0 | c = jumping 4 1 0 605 76 188 0 1 | d = lying 3 6 0 91 596 152 16 0 | e = standing 5 8 0 193 185 495 10 2 | f = sitting 11 8 8 8 22 7 837 4 | g = running 111 140 0 0 2 4 3 598 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4036 68.7915 % Incorrectly Classified Instances 1831 31.2085 % Kappa statistic 0.6372 Mean absolute error 0.0811 Root mean squared error 0.2651 Relative absolute error 37.7403 % Root relative squared error 80.8521 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.057 0.58 0.613 0.596 0.799 climbingdown 0.526 0.055 0.563 0.526 0.544 0.787 climbingup 0.867 0.003 0.833 0.867 0.85 0.951 jumping 0.696 0.049 0.713 0.696 0.705 0.861 lying 0.715 0.066 0.653 0.715 0.683 0.852 standing 0.562 0.071 0.588 0.562 0.575 0.802 sitting 0.899 0.012 0.93 0.899 0.915 0.945 running 0.73 0.049 0.72 0.73 0.725 0.866 walking Weighted Avg. 0.688 0.05 0.689 0.688 0.688 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 409 147 0 1 10 3 8 89 | a = climbingdown 171 369 1 1 4 4 9 142 | b = climbingup 1 0 85 0 0 0 12 0 | c = jumping 2 5 0 610 84 173 1 1 | d = lying 5 3 0 69 618 151 17 1 | e = standing 4 5 0 168 200 505 11 5 | f = sitting 10 8 16 6 27 18 814 6 | g = running 103 118 0 0 3 5 3 626 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4082 69.5637 % Incorrectly Classified Instances 1786 30.4363 % Kappa statistic 0.6459 Mean absolute error 0.0798 Root mean squared error 0.2627 Relative absolute error 37.1173 % Root relative squared error 80.1334 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.585 0.048 0.608 0.585 0.596 0.799 climbingdown 0.554 0.054 0.581 0.554 0.567 0.798 climbingup 0.796 0.002 0.886 0.796 0.839 0.937 jumping 0.716 0.058 0.684 0.716 0.699 0.856 lying 0.683 0.058 0.672 0.683 0.677 0.848 standing 0.586 0.065 0.618 0.586 0.601 0.814 sitting 0.929 0.011 0.939 0.929 0.934 0.962 running 0.747 0.057 0.691 0.747 0.718 0.869 walking Weighted Avg. 0.696 0.049 0.695 0.696 0.695 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 390 135 1 1 6 5 6 123 | a = climbingdown 143 389 1 2 2 8 2 155 | b = climbingup 1 0 78 0 0 0 19 0 | c = jumping 4 2 0 627 81 157 5 0 | d = lying 13 2 0 90 590 144 20 5 | e = standing 4 6 0 194 165 526 1 2 | f = sitting 12 3 8 2 32 5 841 2 | g = running 74 132 0 1 2 6 2 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4084 69.5978 % Incorrectly Classified Instances 1784 30.4022 % Kappa statistic 0.6464 Mean absolute error 0.0796 Root mean squared error 0.2622 Relative absolute error 37.0292 % Root relative squared error 79.9794 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.612 0.049 0.617 0.612 0.614 0.814 climbingdown 0.583 0.053 0.598 0.583 0.59 0.813 climbingup 0.816 0.002 0.851 0.816 0.833 0.942 jumping 0.701 0.053 0.698 0.701 0.699 0.859 lying 0.663 0.058 0.662 0.663 0.663 0.837 standing 0.589 0.073 0.592 0.589 0.59 0.809 sitting 0.925 0.013 0.928 0.925 0.926 0.964 running 0.739 0.051 0.714 0.739 0.726 0.866 walking Weighted Avg. 0.696 0.049 0.696 0.696 0.696 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 408 123 1 2 6 4 9 114 | a = climbingdown 141 409 2 1 6 3 8 132 | b = climbingup 0 1 80 0 0 0 17 0 | c = jumping 5 3 0 614 78 175 1 0 | d = lying 10 3 0 89 573 171 18 0 | e = standing 9 2 0 170 174 529 10 4 | f = sitting 10 7 11 3 25 8 837 4 | g = running 78 136 0 1 3 4 2 634 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4092 69.7342 % Incorrectly Classified Instances 1776 30.2658 % Kappa statistic 0.648 Mean absolute error 0.08 Root mean squared error 0.2621 Relative absolute error 37.2067 % Root relative squared error 79.9478 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.051 0.604 0.604 0.604 0.802 climbingdown 0.591 0.058 0.58 0.591 0.585 0.81 climbingup 0.848 0.001 0.933 0.848 0.889 0.941 jumping 0.678 0.057 0.677 0.678 0.677 0.856 lying 0.708 0.058 0.678 0.708 0.693 0.856 standing 0.596 0.068 0.614 0.596 0.605 0.807 sitting 0.918 0.012 0.932 0.918 0.925 0.954 running 0.722 0.047 0.726 0.722 0.724 0.861 walking Weighted Avg. 0.697 0.049 0.698 0.697 0.698 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 403 149 1 4 6 6 7 91 | a = climbingdown 134 414 0 1 2 6 5 139 | b = climbingup 2 0 84 0 0 0 13 0 | c = jumping 3 1 0 594 103 173 2 0 | d = lying 10 3 0 84 611 136 19 0 | e = standing 5 6 0 190 148 535 13 1 | f = sitting 10 10 5 3 29 14 831 3 | g = running 100 131 0 2 2 2 2 620 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4078 69.5074 % Incorrectly Classified Instances 1789 30.4926 % Kappa statistic 0.6452 Mean absolute error 0.0802 Root mean squared error 0.262 Relative absolute error 37.3013 % Root relative squared error 79.9074 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.594 0.046 0.624 0.594 0.608 0.802 climbingdown 0.568 0.055 0.583 0.568 0.575 0.802 climbingup 0.806 0.002 0.878 0.806 0.84 0.949 jumping 0.704 0.054 0.696 0.704 0.7 0.861 lying 0.674 0.062 0.652 0.674 0.663 0.843 standing 0.589 0.071 0.6 0.589 0.594 0.807 sitting 0.923 0.013 0.93 0.923 0.926 0.962 running 0.748 0.052 0.713 0.748 0.73 0.872 walking Weighted Avg. 0.695 0.049 0.695 0.695 0.695 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 396 134 0 2 9 5 9 112 | a = climbingdown 140 398 1 2 6 9 7 138 | b = climbingup 1 2 79 0 0 0 16 0 | c = jumping 1 1 0 617 85 170 2 0 | d = lying 7 8 0 94 582 157 15 1 | e = standing 3 5 0 169 179 529 11 2 | f = sitting 11 6 10 3 25 10 835 5 | g = running 76 129 0 0 6 2 3 642 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4053 69.0813 % Incorrectly Classified Instances 1814 30.9187 % Kappa statistic 0.6404 Mean absolute error 0.0806 Root mean squared error 0.2638 Relative absolute error 37.4948 % Root relative squared error 80.4627 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.612 0.051 0.605 0.612 0.609 0.812 climbingdown 0.58 0.055 0.589 0.58 0.584 0.816 climbingup 0.796 0.002 0.886 0.796 0.839 0.936 jumping 0.695 0.057 0.684 0.695 0.689 0.869 lying 0.707 0.065 0.653 0.707 0.679 0.853 standing 0.551 0.067 0.596 0.551 0.572 0.801 sitting 0.919 0.012 0.933 0.919 0.926 0.962 running 0.716 0.05 0.709 0.716 0.712 0.861 walking Weighted Avg. 0.691 0.05 0.691 0.691 0.691 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 409 124 1 0 5 10 10 109 | a = climbingdown 149 407 0 2 2 4 5 133 | b = climbingup 3 0 78 1 0 0 16 0 | c = jumping 3 2 1 609 102 156 2 1 | d = lying 2 7 0 72 611 152 17 3 | e = standing 6 5 0 201 182 494 6 3 | f = sitting 12 12 8 4 28 6 831 3 | g = running 92 134 0 2 5 7 4 614 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4056 69.1324 % Incorrectly Classified Instances 1811 30.8676 % Kappa statistic 0.641 Mean absolute error 0.0812 Root mean squared error 0.2642 Relative absolute error 37.7818 % Root relative squared error 80.5869 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.598 0.058 0.572 0.598 0.585 0.803 climbingdown 0.581 0.055 0.59 0.581 0.585 0.802 climbingup 0.806 0.002 0.888 0.806 0.845 0.955 jumping 0.688 0.053 0.696 0.688 0.692 0.857 lying 0.682 0.057 0.675 0.682 0.679 0.847 standing 0.586 0.078 0.576 0.586 0.581 0.804 sitting 0.934 0.012 0.934 0.934 0.934 0.964 running 0.707 0.045 0.73 0.707 0.718 0.855 walking Weighted Avg. 0.691 0.05 0.693 0.691 0.692 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 399 135 1 4 6 6 11 105 | a = climbingdown 156 408 0 5 5 9 5 114 | b = climbingup 4 0 79 0 0 0 15 0 | c = jumping 0 2 0 603 73 195 2 1 | d = lying 7 4 0 85 589 167 11 1 | e = standing 3 10 0 164 179 526 13 2 | f = sitting 12 9 9 3 18 7 845 2 | g = running 117 124 0 2 2 3 3 607 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4143 70.6153 % Incorrectly Classified Instances 1724 29.3847 % Kappa statistic 0.6583 Mean absolute error 0.0773 Root mean squared error 0.2578 Relative absolute error 35.9476 % Root relative squared error 78.6294 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.6 0.052 0.598 0.6 0.599 0.796 climbingdown 0.608 0.05 0.625 0.608 0.617 0.822 climbingup 0.878 0.002 0.878 0.878 0.878 0.959 jumping 0.697 0.052 0.701 0.697 0.699 0.852 lying 0.723 0.059 0.678 0.723 0.7 0.857 standing 0.576 0.065 0.615 0.576 0.595 0.804 sitting 0.933 0.011 0.941 0.933 0.937 0.969 running 0.738 0.051 0.714 0.738 0.726 0.87 walking Weighted Avg. 0.706 0.047 0.706 0.706 0.706 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 400 127 1 2 6 3 10 118 | a = climbingdown 139 427 0 2 1 6 7 120 | b = climbingup 0 0 86 0 0 0 12 0 | c = jumping 5 1 0 611 90 167 1 1 | d = lying 7 2 0 75 625 141 13 1 | e = standing 5 6 0 178 179 517 7 5 | f = sitting 10 5 11 3 18 6 844 8 | g = running 103 115 0 0 3 1 3 633 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4051 69.0472 % Incorrectly Classified Instances 1816 30.9528 % Kappa statistic 0.6402 Mean absolute error 0.081 Root mean squared error 0.2643 Relative absolute error 37.6831 % Root relative squared error 80.6095 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.051 0.607 0.618 0.612 0.817 climbingdown 0.578 0.063 0.554 0.578 0.566 0.798 climbingup 0.847 0.003 0.838 0.847 0.843 0.954 jumping 0.689 0.055 0.687 0.689 0.688 0.85 lying 0.698 0.057 0.68 0.698 0.689 0.855 standing 0.573 0.068 0.603 0.573 0.588 0.805 sitting 0.915 0.013 0.929 0.915 0.922 0.959 running 0.7 0.049 0.71 0.7 0.705 0.854 walking Weighted Avg. 0.69 0.05 0.691 0.69 0.691 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 412 144 0 3 11 3 11 83 | a = climbingdown 138 406 1 2 2 4 4 145 | b = climbingup 0 0 83 0 0 0 15 0 | c = jumping 2 6 0 604 95 166 3 0 | d = lying 5 7 0 80 603 153 15 1 | e = standing 9 11 0 187 154 514 14 8 | f = sitting 10 10 15 2 22 9 828 9 | g = running 103 149 0 1 0 3 1 601 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4148 70.7005 % Incorrectly Classified Instances 1719 29.2995 % Kappa statistic 0.6592 Mean absolute error 0.0774 Root mean squared error 0.2576 Relative absolute error 35.9832 % Root relative squared error 78.5787 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.046 0.632 0.619 0.626 0.828 climbingdown 0.598 0.058 0.583 0.598 0.591 0.815 climbingup 0.827 0.001 0.91 0.827 0.866 0.938 jumping 0.712 0.052 0.704 0.712 0.708 0.866 lying 0.707 0.055 0.689 0.707 0.698 0.854 standing 0.591 0.067 0.615 0.591 0.603 0.816 sitting 0.933 0.011 0.937 0.933 0.935 0.965 running 0.728 0.049 0.719 0.728 0.724 0.873 walking Weighted Avg. 0.707 0.047 0.707 0.707 0.707 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 413 132 2 2 9 6 5 98 | a = climbingdown 126 420 3 3 5 5 5 135 | b = climbingup 0 2 81 0 0 0 15 0 | c = jumping 1 4 0 623 76 169 2 0 | d = lying 10 5 0 73 611 140 25 0 | e = standing 5 7 0 183 163 531 5 4 | f = sitting 13 6 3 1 21 10 844 7 | g = running 85 144 0 0 2 2 0 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4071 69.3881 % Incorrectly Classified Instances 1796 30.6119 % Kappa statistic 0.644 Mean absolute error 0.0803 Root mean squared error 0.2621 Relative absolute error 37.3659 % Root relative squared error 79.9275 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.05 0.611 0.616 0.613 0.808 climbingdown 0.597 0.059 0.578 0.597 0.587 0.824 climbingup 0.827 0.002 0.9 0.827 0.862 0.927 jumping 0.694 0.057 0.68 0.694 0.687 0.863 lying 0.705 0.059 0.672 0.705 0.688 0.861 standing 0.565 0.07 0.594 0.565 0.579 0.8 sitting 0.927 0.008 0.954 0.927 0.941 0.965 running 0.697 0.05 0.705 0.697 0.701 0.851 walking Weighted Avg. 0.694 0.049 0.695 0.694 0.694 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 411 136 0 4 6 5 7 98 | a = climbingdown 123 419 1 7 5 2 2 143 | b = climbingup 4 0 81 0 0 0 13 0 | c = jumping 4 7 0 607 68 185 1 3 | d = lying 8 7 0 86 609 144 9 1 | e = standing 7 7 0 183 186 507 6 2 | f = sitting 8 6 8 4 30 7 839 3 | g = running 108 143 0 1 2 4 2 598 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4084 69.5978 % Incorrectly Classified Instances 1784 30.4022 % Kappa statistic 0.6464 Mean absolute error 0.0796 Root mean squared error 0.2623 Relative absolute error 37.005 % Root relative squared error 79.9967 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.052 0.609 0.627 0.618 0.821 climbingdown 0.553 0.059 0.562 0.553 0.557 0.792 climbingup 0.816 0.002 0.899 0.816 0.856 0.945 jumping 0.715 0.057 0.686 0.715 0.7 0.859 lying 0.694 0.059 0.669 0.694 0.681 0.853 standing 0.572 0.066 0.609 0.572 0.59 0.803 sitting 0.919 0.011 0.94 0.919 0.93 0.961 running 0.73 0.048 0.725 0.73 0.727 0.872 walking Weighted Avg. 0.696 0.049 0.697 0.696 0.696 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 418 148 0 4 5 3 6 83 | a = climbingdown 151 388 0 1 6 7 3 146 | b = climbingup 1 0 80 0 0 0 17 0 | c = jumping 2 1 0 626 88 156 2 1 | d = lying 5 3 0 93 600 149 13 1 | e = standing 10 7 0 183 169 514 11 4 | f = sitting 7 11 8 4 27 13 832 3 | g = running 92 133 1 1 2 2 1 626 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4132 70.4158 % Incorrectly Classified Instances 1736 29.5842 % Kappa statistic 0.6561 Mean absolute error 0.0775 Root mean squared error 0.2584 Relative absolute error 36.051 % Root relative squared error 78.8253 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.051 0.624 0.655 0.639 0.821 climbingdown 0.597 0.059 0.579 0.597 0.588 0.806 climbingup 0.847 0.002 0.865 0.847 0.856 0.957 jumping 0.71 0.054 0.698 0.71 0.704 0.868 lying 0.681 0.058 0.67 0.681 0.675 0.842 standing 0.606 0.064 0.63 0.606 0.618 0.823 sitting 0.916 0.014 0.923 0.916 0.92 0.955 running 0.711 0.042 0.745 0.711 0.727 0.86 walking Weighted Avg. 0.704 0.047 0.705 0.704 0.705 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 437 126 1 2 12 2 13 74 | a = climbingdown 149 419 1 0 2 2 3 126 | b = climbingup 0 0 83 0 0 0 15 0 | c = jumping 4 5 0 622 85 158 2 0 | d = lying 8 5 0 86 588 149 26 2 | e = standing 3 6 0 176 161 544 6 2 | f = sitting 13 11 11 5 26 5 829 5 | g = running 86 152 0 0 3 3 4 610 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4020 68.5072 % Incorrectly Classified Instances 1848 31.4928 % Kappa statistic 0.6337 Mean absolute error 0.0825 Root mean squared error 0.2673 Relative absolute error 38.3843 % Root relative squared error 81.5194 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.055 0.58 0.595 0.588 0.805 climbingdown 0.528 0.06 0.546 0.528 0.537 0.797 climbingup 0.818 0.002 0.9 0.818 0.857 0.958 jumping 0.717 0.052 0.706 0.717 0.711 0.865 lying 0.686 0.052 0.694 0.686 0.69 0.856 standing 0.587 0.073 0.591 0.587 0.589 0.799 sitting 0.927 0.012 0.934 0.927 0.931 0.967 running 0.682 0.059 0.664 0.682 0.673 0.832 walking Weighted Avg. 0.685 0.051 0.685 0.685 0.685 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 397 134 0 3 5 2 13 113 | a = climbingdown 143 371 1 0 4 7 3 173 | b = climbingup 1 0 81 0 0 0 17 0 | c = jumping 2 2 0 628 67 173 4 0 | d = lying 6 2 0 75 592 172 14 2 | e = standing 9 9 0 177 167 527 7 2 | f = sitting 18 5 8 6 15 8 838 6 | g = running 108 157 0 1 3 3 1 586 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4064 69.2688 % Incorrectly Classified Instances 1803 30.7312 % Kappa statistic 0.6426 Mean absolute error 0.0803 Root mean squared error 0.2625 Relative absolute error 37.3662 % Root relative squared error 80.0624 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.05 0.613 0.619 0.616 0.82 climbingdown 0.573 0.055 0.584 0.573 0.578 0.804 climbingup 0.867 0.001 0.934 0.867 0.899 0.959 jumping 0.688 0.055 0.686 0.688 0.687 0.856 lying 0.656 0.056 0.669 0.656 0.662 0.842 standing 0.595 0.078 0.579 0.595 0.587 0.81 sitting 0.928 0.011 0.936 0.928 0.932 0.965 running 0.723 0.049 0.715 0.723 0.719 0.864 walking Weighted Avg. 0.693 0.05 0.694 0.693 0.693 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 413 124 1 2 8 10 11 98 | a = climbingdown 141 402 0 3 2 9 4 141 | b = climbingup 2 0 85 0 0 0 11 0 | c = jumping 2 2 0 603 81 187 1 0 | d = lying 10 2 0 98 567 171 16 0 | e = standing 4 8 0 170 163 534 13 5 | f = sitting 14 9 5 3 23 8 840 3 | g = running 88 141 0 0 4 4 1 620 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4100 69.8824 % Incorrectly Classified Instances 1767 30.1176 % Kappa statistic 0.6496 Mean absolute error 0.0792 Root mean squared error 0.2609 Relative absolute error 36.8595 % Root relative squared error 79.568 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.048 0.622 0.616 0.619 0.821 climbingdown 0.597 0.053 0.603 0.597 0.6 0.811 climbingup 0.796 0.002 0.897 0.796 0.843 0.935 jumping 0.668 0.053 0.687 0.668 0.677 0.842 lying 0.684 0.056 0.678 0.684 0.681 0.849 standing 0.595 0.076 0.587 0.595 0.591 0.804 sitting 0.933 0.013 0.927 0.933 0.93 0.968 running 0.744 0.048 0.725 0.744 0.734 0.878 walking Weighted Avg. 0.699 0.049 0.699 0.699 0.699 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 411 135 0 1 5 2 10 103 | a = climbingdown 134 419 0 5 3 7 4 130 | b = climbingup 0 0 78 0 0 0 20 0 | c = jumping 1 4 0 585 82 196 7 1 | d = lying 9 3 0 78 591 163 18 2 | e = standing 4 4 0 182 161 534 6 6 | f = sitting 9 8 9 1 28 6 844 0 | g = running 93 122 0 0 2 2 1 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4082 69.5756 % Incorrectly Classified Instances 1785 30.4244 % Kappa statistic 0.6462 Mean absolute error 0.0797 Root mean squared error 0.2621 Relative absolute error 37.0878 % Root relative squared error 79.9342 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.047 0.629 0.624 0.627 0.816 climbingdown 0.56 0.054 0.583 0.56 0.571 0.8 climbingup 0.867 0.002 0.859 0.867 0.863 0.972 jumping 0.7 0.053 0.698 0.7 0.699 0.863 lying 0.676 0.056 0.674 0.676 0.675 0.848 standing 0.581 0.074 0.587 0.581 0.584 0.811 sitting 0.924 0.013 0.928 0.924 0.926 0.958 running 0.739 0.053 0.704 0.739 0.721 0.875 walking Weighted Avg. 0.696 0.049 0.695 0.696 0.695 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 416 136 0 1 4 4 11 95 | a = climbingdown 127 393 3 2 3 7 3 164 | b = climbingup 1 0 85 0 0 0 12 0 | c = jumping 3 3 0 613 79 174 4 0 | d = lying 3 5 0 80 584 167 22 3 | e = standing 7 6 0 178 175 521 9 1 | f = sitting 12 10 10 4 19 10 836 4 | g = running 92 121 1 0 2 4 4 634 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4106 69.9847 % Incorrectly Classified Instances 1761 30.0153 % Kappa statistic 0.651 Mean absolute error 0.0787 Root mean squared error 0.2603 Relative absolute error 36.6272 % Root relative squared error 79.4061 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.053 0.608 0.636 0.622 0.823 climbingdown 0.6 0.055 0.599 0.6 0.599 0.815 climbingup 0.806 0.002 0.859 0.806 0.832 0.96 jumping 0.695 0.054 0.693 0.695 0.694 0.864 lying 0.683 0.059 0.666 0.683 0.674 0.843 standing 0.593 0.069 0.607 0.593 0.6 0.812 sitting 0.923 0.012 0.935 0.923 0.929 0.96 running 0.718 0.045 0.732 0.718 0.725 0.868 walking Weighted Avg. 0.7 0.048 0.701 0.7 0.7 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 424 135 1 0 6 3 3 95 | a = climbingdown 138 421 0 3 3 10 6 121 | b = climbingup 3 0 79 0 0 0 16 0 | c = jumping 3 3 0 609 80 177 4 0 | d = lying 9 5 0 98 590 137 22 3 | e = standing 3 5 0 166 181 532 7 3 | f = sitting 8 9 12 2 21 15 835 3 | g = running 109 125 0 1 5 2 0 616 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4079 69.5245 % Incorrectly Classified Instances 1788 30.4755 % Kappa statistic 0.6457 Mean absolute error 0.08 Root mean squared error 0.2626 Relative absolute error 37.2329 % Root relative squared error 80.0996 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.049 0.613 0.606 0.609 0.808 climbingdown 0.593 0.058 0.581 0.593 0.587 0.811 climbingup 0.867 0.002 0.859 0.867 0.863 0.952 jumping 0.673 0.051 0.699 0.673 0.686 0.852 lying 0.714 0.068 0.646 0.714 0.678 0.854 standing 0.563 0.068 0.6 0.563 0.581 0.798 sitting 0.93 0.011 0.939 0.93 0.935 0.963 running 0.723 0.047 0.726 0.723 0.724 0.866 walking Weighted Avg. 0.695 0.049 0.696 0.695 0.695 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 404 147 2 4 11 4 12 83 | a = climbingdown 135 416 0 3 4 3 4 137 | b = climbingup 1 1 85 0 0 0 11 0 | c = jumping 3 2 0 589 91 187 2 1 | d = lying 5 5 0 80 617 137 16 4 | e = standing 3 11 0 163 200 506 9 6 | f = sitting 6 6 12 3 26 7 842 3 | g = running 102 128 0 1 6 0 1 620 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4029 68.6722 % Incorrectly Classified Instances 1838 31.3278 % Kappa statistic 0.6358 Mean absolute error 0.0816 Root mean squared error 0.2649 Relative absolute error 37.9486 % Root relative squared error 80.8012 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.056 0.57 0.582 0.576 0.786 climbingdown 0.573 0.055 0.584 0.573 0.579 0.809 climbingup 0.867 0.003 0.817 0.867 0.842 0.974 jumping 0.686 0.055 0.684 0.686 0.685 0.863 lying 0.671 0.054 0.682 0.671 0.676 0.851 standing 0.595 0.073 0.595 0.595 0.595 0.802 sitting 0.918 0.011 0.936 0.918 0.927 0.959 running 0.709 0.054 0.691 0.709 0.7 0.859 walking Weighted Avg. 0.687 0.05 0.687 0.687 0.687 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 389 141 1 1 6 8 11 111 | a = climbingdown 137 402 1 2 2 4 8 145 | b = climbingup 1 0 85 0 0 0 12 0 | c = jumping 2 4 0 600 84 180 4 1 | d = lying 16 7 0 90 580 155 12 4 | e = standing 3 11 0 179 161 534 8 2 | f = sitting 11 5 17 4 17 11 831 9 | g = running 123 118 0 1 1 5 2 608 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4084 69.6097 % Incorrectly Classified Instances 1783 30.3903 % Kappa statistic 0.6466 Mean absolute error 0.0797 Root mean squared error 0.2612 Relative absolute error 37.0824 % Root relative squared error 79.6765 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.609 0.05 0.61 0.609 0.609 0.82 climbingdown 0.581 0.061 0.563 0.581 0.572 0.799 climbingup 0.816 0.002 0.87 0.816 0.842 0.931 jumping 0.691 0.053 0.695 0.691 0.693 0.866 lying 0.709 0.053 0.699 0.709 0.704 0.868 standing 0.6 0.071 0.603 0.6 0.602 0.81 sitting 0.924 0.011 0.94 0.924 0.932 0.96 running 0.697 0.051 0.699 0.697 0.698 0.863 walking Weighted Avg. 0.696 0.049 0.697 0.696 0.697 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 406 142 1 0 3 5 9 101 | a = climbingdown 129 407 2 2 3 9 5 144 | b = climbingup 2 1 80 0 0 0 14 1 | c = jumping 1 4 0 605 79 185 2 0 | d = lying 8 3 0 84 613 142 12 2 | e = standing 8 14 0 178 148 539 7 4 | f = sitting 9 8 8 1 28 10 836 5 | g = running 103 144 1 1 3 4 4 598 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4091 69.7171 % Incorrectly Classified Instances 1777 30.2829 % Kappa statistic 0.6478 Mean absolute error 0.0799 Root mean squared error 0.2626 Relative absolute error 37.155 % Root relative squared error 80.0844 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.599 0.053 0.591 0.599 0.595 0.806 climbingdown 0.581 0.054 0.594 0.581 0.587 0.806 climbingup 0.806 0.002 0.868 0.806 0.836 0.937 jumping 0.694 0.052 0.699 0.694 0.696 0.856 lying 0.685 0.062 0.655 0.685 0.67 0.844 standing 0.584 0.066 0.615 0.584 0.599 0.818 sitting 0.939 0.015 0.919 0.939 0.929 0.97 running 0.735 0.046 0.731 0.735 0.733 0.866 walking Weighted Avg. 0.697 0.049 0.696 0.697 0.696 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 400 133 1 2 3 5 14 110 | a = climbingdown 160 408 0 1 3 5 10 115 | b = climbingup 1 1 79 0 0 0 17 0 | c = jumping 1 2 0 607 92 167 4 2 | d = lying 7 3 0 94 592 144 23 1 | e = standing 5 8 0 162 189 524 7 3 | f = sitting 6 7 11 2 24 4 850 1 | g = running 97 125 0 1 1 3 0 631 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4093 69.7512 % Incorrectly Classified Instances 1775 30.2488 % Kappa statistic 0.6482 Mean absolute error 0.0793 Root mean squared error 0.2606 Relative absolute error 36.8953 % Root relative squared error 79.4773 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.637 0.052 0.61 0.637 0.623 0.832 climbingdown 0.556 0.053 0.586 0.556 0.57 0.796 climbingup 0.776 0.002 0.874 0.776 0.822 0.945 jumping 0.699 0.055 0.689 0.699 0.694 0.865 lying 0.709 0.059 0.674 0.709 0.691 0.856 standing 0.568 0.068 0.6 0.568 0.584 0.809 sitting 0.928 0.012 0.934 0.928 0.931 0.966 running 0.731 0.049 0.719 0.731 0.725 0.869 walking Weighted Avg. 0.698 0.049 0.697 0.698 0.697 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 425 128 1 4 4 3 7 95 | a = climbingdown 146 390 1 4 3 9 4 145 | b = climbingup 0 1 76 0 0 0 21 0 | c = jumping 10 2 0 612 80 171 0 1 | d = lying 6 4 0 77 613 146 17 1 | e = standing 6 3 0 186 184 510 8 1 | f = sitting 12 11 9 3 25 3 840 2 | g = running 92 127 0 2 0 8 2 627 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4151 70.7396 % Incorrectly Classified Instances 1717 29.2604 % Kappa statistic 0.6597 Mean absolute error 0.0768 Root mean squared error 0.2558 Relative absolute error 35.7004 % Root relative squared error 78.0334 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.051 0.621 0.655 0.637 0.829 climbingdown 0.542 0.054 0.578 0.542 0.56 0.802 climbingup 0.828 0.002 0.901 0.828 0.863 0.95 jumping 0.741 0.053 0.711 0.741 0.726 0.891 lying 0.728 0.061 0.673 0.728 0.699 0.868 standing 0.568 0.058 0.638 0.568 0.601 0.815 sitting 0.922 0.011 0.939 0.922 0.93 0.96 running 0.734 0.05 0.715 0.734 0.725 0.869 walking Weighted Avg. 0.707 0.047 0.707 0.707 0.707 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 437 138 1 1 1 4 6 79 | a = climbingdown 143 380 0 3 2 6 7 160 | b = climbingup 0 1 82 0 0 0 15 1 | c = jumping 4 2 0 649 87 133 1 0 | d = lying 5 1 0 76 629 134 15 4 | e = standing 7 6 0 180 185 510 8 2 | f = sitting 10 8 8 4 28 8 834 5 | g = running 98 121 0 0 3 4 2 630 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4082 69.5756 % Incorrectly Classified Instances 1785 30.4244 % Kappa statistic 0.6462 Mean absolute error 0.0794 Root mean squared error 0.2618 Relative absolute error 36.9161 % Root relative squared error 79.8457 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.631 0.051 0.615 0.631 0.623 0.826 climbingdown 0.579 0.054 0.592 0.579 0.585 0.806 climbingup 0.847 0.001 0.912 0.847 0.878 0.958 jumping 0.702 0.056 0.687 0.702 0.695 0.855 lying 0.678 0.06 0.66 0.678 0.669 0.845 standing 0.571 0.071 0.594 0.571 0.582 0.795 sitting 0.922 0.012 0.934 0.922 0.928 0.96 running 0.728 0.048 0.721 0.728 0.724 0.875 walking Weighted Avg. 0.696 0.049 0.696 0.696 0.696 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 421 124 0 0 6 8 8 100 | a = climbingdown 140 406 0 4 5 5 7 134 | b = climbingup 1 0 83 0 0 0 14 0 | c = jumping 3 4 0 615 84 168 2 0 | d = lying 4 4 0 91 585 158 20 1 | e = standing 6 8 0 182 180 513 6 3 | f = sitting 10 12 8 2 25 10 834 4 | g = running 100 128 0 1 1 2 2 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4009 68.3313 % Incorrectly Classified Instances 1858 31.6687 % Kappa statistic 0.6319 Mean absolute error 0.0824 Root mean squared error 0.2677 Relative absolute error 38.3306 % Root relative squared error 81.6544 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.603 0.056 0.581 0.603 0.592 0.815 climbingdown 0.583 0.06 0.567 0.583 0.575 0.795 climbingup 0.878 0.003 0.811 0.878 0.843 0.975 jumping 0.711 0.06 0.676 0.711 0.693 0.858 lying 0.679 0.059 0.664 0.679 0.672 0.843 standing 0.549 0.069 0.588 0.549 0.568 0.802 sitting 0.909 0.013 0.929 0.909 0.919 0.957 running 0.684 0.046 0.717 0.684 0.7 0.854 walking Weighted Avg. 0.683 0.051 0.684 0.683 0.683 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 402 142 0 2 12 4 13 92 | a = climbingdown 146 409 0 2 2 5 6 132 | b = climbingup 0 1 86 0 0 0 11 0 | c = jumping 5 2 0 623 83 162 1 0 | d = lying 8 3 0 82 587 167 15 2 | e = standing 10 8 0 206 169 493 7 5 | f = sitting 13 8 20 6 29 5 822 1 | g = running 108 148 0 1 2 2 10 587 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4102 69.9165 % Incorrectly Classified Instances 1765 30.0835 % Kappa statistic 0.6501 Mean absolute error 0.0792 Root mean squared error 0.2599 Relative absolute error 36.861 % Root relative squared error 79.2653 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.048 0.615 0.592 0.604 0.823 climbingdown 0.601 0.061 0.573 0.601 0.587 0.812 climbingup 0.827 0.001 0.91 0.827 0.866 0.964 jumping 0.71 0.06 0.676 0.71 0.693 0.864 lying 0.688 0.057 0.676 0.688 0.682 0.851 standing 0.6 0.064 0.627 0.6 0.613 0.819 sitting 0.922 0.012 0.933 0.922 0.927 0.959 running 0.718 0.047 0.726 0.718 0.722 0.867 walking Weighted Avg. 0.699 0.049 0.7 0.699 0.699 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 395 149 0 2 6 7 6 102 | a = climbingdown 129 422 1 6 5 10 7 122 | b = climbingup 3 0 81 0 0 0 14 0 | c = jumping 2 1 0 622 84 164 3 0 | d = lying 7 3 0 110 594 132 18 0 | e = standing 6 7 0 179 153 538 8 6 | f = sitting 13 10 7 0 32 6 834 3 | g = running 87 144 0 1 5 1 4 616 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4054 69.0983 % Incorrectly Classified Instances 1813 30.9017 % Kappa statistic 0.6407 Mean absolute error 0.0812 Root mean squared error 0.2646 Relative absolute error 37.7652 % Root relative squared error 80.6942 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.056 0.584 0.613 0.598 0.808 climbingdown 0.544 0.057 0.565 0.544 0.554 0.787 climbingup 0.888 0.003 0.853 0.888 0.87 0.979 jumping 0.666 0.051 0.697 0.666 0.681 0.851 lying 0.699 0.059 0.672 0.699 0.685 0.853 standing 0.6 0.073 0.596 0.6 0.598 0.817 sitting 0.923 0.011 0.939 0.923 0.931 0.964 running 0.718 0.049 0.715 0.718 0.716 0.857 walking Weighted Avg. 0.691 0.05 0.692 0.691 0.691 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 409 143 1 0 12 2 11 89 | a = climbingdown 165 382 1 1 2 1 7 143 | b = climbingup 0 0 87 0 0 0 11 0 | c = jumping 6 3 0 583 81 201 2 0 | d = lying 5 3 0 85 604 151 14 2 | e = standing 6 4 0 165 173 538 6 5 | f = sitting 9 6 13 2 26 7 835 7 | g = running 100 135 0 0 1 3 3 616 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4090 69.7119 % Incorrectly Classified Instances 1777 30.2881 % Kappa statistic 0.6479 Mean absolute error 0.0791 Root mean squared error 0.2611 Relative absolute error 36.7812 % Root relative squared error 79.6384 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.052 0.603 0.616 0.609 0.827 climbingdown 0.59 0.059 0.576 0.59 0.583 0.817 climbingup 0.888 0.002 0.888 0.888 0.888 0.955 jumping 0.707 0.054 0.696 0.707 0.701 0.854 lying 0.683 0.056 0.679 0.683 0.681 0.852 standing 0.591 0.07 0.604 0.591 0.598 0.805 sitting 0.917 0.011 0.94 0.917 0.928 0.966 running 0.71 0.048 0.716 0.71 0.713 0.855 walking Weighted Avg. 0.697 0.049 0.698 0.697 0.698 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 411 145 0 1 2 2 11 95 | a = climbingdown 137 414 1 1 2 8 2 137 | b = climbingup 2 1 87 0 0 0 8 0 | c = jumping 9 3 0 619 75 165 4 1 | d = lying 6 4 0 91 590 156 15 2 | e = standing 2 6 0 175 170 530 12 2 | f = sitting 10 13 10 0 26 12 830 4 | g = running 105 133 0 2 4 4 1 609 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4074 69.4392 % Incorrectly Classified Instances 1793 30.5608 % Kappa statistic 0.6446 Mean absolute error 0.08 Root mean squared error 0.2629 Relative absolute error 37.202 % Root relative squared error 80.1999 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.597 0.052 0.595 0.597 0.596 0.802 climbingdown 0.561 0.061 0.555 0.561 0.558 0.788 climbingup 0.796 0.002 0.876 0.796 0.834 0.95 jumping 0.699 0.049 0.716 0.699 0.707 0.871 lying 0.696 0.058 0.674 0.696 0.685 0.857 standing 0.596 0.072 0.598 0.596 0.597 0.804 sitting 0.929 0.013 0.929 0.929 0.929 0.963 running 0.717 0.047 0.722 0.717 0.719 0.86 walking Weighted Avg. 0.694 0.049 0.695 0.694 0.695 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 398 158 1 6 6 6 9 83 | a = climbingdown 135 394 1 6 3 11 4 148 | b = climbingup 1 1 78 0 0 0 18 0 | c = jumping 3 5 0 612 77 178 0 1 | d = lying 11 5 0 83 601 145 19 0 | e = standing 13 7 0 148 183 535 7 4 | f = sitting 13 5 9 0 22 14 841 1 | g = running 95 135 0 0 0 6 7 615 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4090 69.7119 % Incorrectly Classified Instances 1777 30.2881 % Kappa statistic 0.6477 Mean absolute error 0.0792 Root mean squared error 0.261 Relative absolute error 36.817 % Root relative squared error 79.598 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.045 0.645 0.639 0.642 0.824 climbingdown 0.578 0.056 0.583 0.578 0.581 0.812 climbingup 0.796 0.003 0.83 0.796 0.813 0.955 jumping 0.706 0.054 0.697 0.706 0.701 0.872 lying 0.662 0.055 0.674 0.662 0.668 0.841 standing 0.595 0.073 0.595 0.595 0.595 0.817 sitting 0.918 0.012 0.934 0.918 0.926 0.962 running 0.728 0.054 0.699 0.728 0.713 0.871 walking Weighted Avg. 0.697 0.049 0.698 0.697 0.697 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 426 127 1 1 6 4 10 92 | a = climbingdown 116 406 1 4 2 2 5 166 | b = climbingup 1 2 78 0 0 0 17 0 | c = jumping 3 4 0 618 78 168 2 2 | d = lying 6 8 0 80 572 178 18 2 | e = standing 2 9 0 177 166 534 5 5 | f = sitting 11 11 14 5 22 9 831 2 | g = running 95 129 0 2 3 2 2 625 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4146 70.6544 % Incorrectly Classified Instances 1722 29.3456 % Kappa statistic 0.6587 Mean absolute error 0.0778 Root mean squared error 0.2573 Relative absolute error 36.1844 % Root relative squared error 78.4705 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.045 0.631 0.595 0.613 0.799 climbingdown 0.623 0.058 0.594 0.623 0.608 0.827 climbingup 0.878 0.001 0.915 0.878 0.896 0.948 jumping 0.705 0.055 0.691 0.705 0.698 0.856 lying 0.708 0.056 0.687 0.708 0.697 0.86 standing 0.594 0.069 0.608 0.594 0.601 0.815 sitting 0.92 0.012 0.932 0.92 0.926 0.961 running 0.734 0.045 0.739 0.734 0.736 0.87 walking Weighted Avg. 0.707 0.047 0.707 0.707 0.707 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 397 140 0 2 9 7 11 101 | a = climbingdown 127 437 0 3 6 9 6 114 | b = climbingup 0 0 86 0 0 0 12 0 | c = jumping 0 4 0 618 75 173 5 1 | d = lying 6 4 0 85 612 143 11 3 | e = standing 4 8 0 182 156 533 14 1 | f = sitting 12 11 8 3 29 6 833 3 | g = running 83 132 0 1 4 6 2 630 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4057 69.1377 % Incorrectly Classified Instances 1811 30.8623 % Kappa statistic 0.641 Mean absolute error 0.0811 Root mean squared error 0.264 Relative absolute error 37.7359 % Root relative squared error 80.5282 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.6 0.054 0.587 0.6 0.593 0.798 climbingdown 0.54 0.056 0.567 0.54 0.553 0.787 climbingup 0.857 0.002 0.894 0.857 0.875 0.943 jumping 0.688 0.053 0.695 0.688 0.692 0.852 lying 0.683 0.052 0.693 0.683 0.688 0.855 standing 0.605 0.075 0.593 0.605 0.599 0.811 sitting 0.92 0.013 0.928 0.92 0.924 0.963 running 0.728 0.053 0.702 0.728 0.715 0.865 walking Weighted Avg. 0.691 0.05 0.692 0.691 0.691 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 400 139 0 4 4 9 14 97 | a = climbingdown 153 379 0 4 4 6 4 152 | b = climbingup 3 1 84 0 0 0 10 0 | c = jumping 2 1 0 603 73 195 1 1 | d = lying 5 4 0 84 590 155 23 3 | e = standing 8 7 0 171 153 543 9 7 | f = sitting 16 6 10 2 25 8 833 5 | g = running 95 132 0 0 2 0 4 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4079 69.5126 % Incorrectly Classified Instances 1789 30.4874 % Kappa statistic 0.6454 Mean absolute error 0.0802 Root mean squared error 0.263 Relative absolute error 37.319 % Root relative squared error 80.2069 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.047 0.622 0.604 0.613 0.826 climbingdown 0.591 0.058 0.581 0.591 0.586 0.808 climbingup 0.828 0.001 0.921 0.828 0.872 0.951 jumping 0.676 0.048 0.712 0.676 0.693 0.859 lying 0.708 0.062 0.664 0.708 0.685 0.85 standing 0.598 0.072 0.6 0.598 0.599 0.801 sitting 0.922 0.014 0.922 0.922 0.922 0.962 running 0.705 0.052 0.7 0.705 0.703 0.855 walking Weighted Avg. 0.695 0.049 0.696 0.695 0.695 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 403 128 2 1 7 4 7 115 | a = climbingdown 124 415 0 3 3 4 15 138 | b = climbingup 1 0 82 0 0 0 16 0 | c = jumping 5 3 0 592 82 190 3 1 | d = lying 8 4 0 78 612 143 19 0 | e = standing 1 6 0 157 187 536 8 2 | f = sitting 14 9 5 1 28 11 834 3 | g = running 92 149 0 0 3 6 3 605 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4069 69.354 % Incorrectly Classified Instances 1798 30.646 % Kappa statistic 0.6436 Mean absolute error 0.0797 Root mean squared error 0.2614 Relative absolute error 37.0775 % Root relative squared error 79.7354 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.051 0.616 0.639 0.627 0.828 climbingdown 0.585 0.059 0.572 0.585 0.579 0.808 climbingup 0.765 0.002 0.893 0.765 0.824 0.936 jumping 0.692 0.051 0.703 0.692 0.697 0.856 lying 0.705 0.066 0.649 0.705 0.676 0.854 standing 0.555 0.067 0.599 0.555 0.576 0.812 sitting 0.933 0.013 0.931 0.933 0.932 0.967 running 0.699 0.047 0.719 0.699 0.709 0.859 walking Weighted Avg. 0.694 0.049 0.694 0.694 0.693 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 426 138 1 1 11 4 7 79 | a = climbingdown 131 411 0 0 5 5 1 149 | b = climbingup 1 2 75 0 0 0 20 0 | c = jumping 5 4 0 606 95 164 1 1 | d = lying 13 7 0 70 609 145 17 3 | e = standing 10 6 0 184 187 498 11 1 | f = sitting 5 8 8 0 28 11 844 1 | g = running 101 142 0 1 4 4 6 600 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4131 70.4108 % Incorrectly Classified Instances 1736 29.5892 % Kappa statistic 0.6558 Mean absolute error 0.0783 Root mean squared error 0.2588 Relative absolute error 36.4353 % Root relative squared error 78.9408 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.049 0.636 0.664 0.65 0.841 climbingdown 0.584 0.05 0.612 0.584 0.598 0.812 climbingup 0.827 0.001 0.92 0.827 0.871 0.941 jumping 0.682 0.056 0.681 0.682 0.681 0.847 lying 0.675 0.055 0.679 0.675 0.677 0.846 standing 0.601 0.071 0.603 0.601 0.602 0.811 sitting 0.943 0.012 0.933 0.943 0.938 0.971 running 0.728 0.049 0.718 0.728 0.723 0.865 walking Weighted Avg. 0.704 0.048 0.704 0.704 0.704 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 443 109 0 1 5 2 9 98 | a = climbingdown 139 410 0 1 4 8 7 133 | b = climbingup 2 0 81 0 0 0 15 0 | c = jumping 7 7 0 597 81 182 2 0 | d = lying 5 1 0 105 583 152 17 1 | e = standing 3 4 0 169 168 539 7 7 | f = sitting 8 9 7 4 13 5 853 6 | g = running 89 130 0 0 4 6 4 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4061 69.2177 % Incorrectly Classified Instances 1806 30.7823 % Kappa statistic 0.642 Mean absolute error 0.0805 Root mean squared error 0.2635 Relative absolute error 37.4264 % Root relative squared error 80.3569 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.049 0.626 0.644 0.635 0.829 climbingdown 0.56 0.057 0.57 0.56 0.565 0.79 climbingup 0.847 0.002 0.883 0.847 0.865 0.964 jumping 0.678 0.055 0.682 0.678 0.68 0.855 lying 0.701 0.061 0.667 0.701 0.684 0.854 standing 0.585 0.074 0.588 0.585 0.587 0.803 sitting 0.918 0.011 0.938 0.918 0.928 0.96 running 0.699 0.048 0.715 0.699 0.707 0.856 walking Weighted Avg. 0.692 0.05 0.693 0.692 0.693 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 430 117 1 3 8 4 8 97 | a = climbingdown 148 393 1 4 5 11 10 130 | b = climbingup 1 1 83 0 0 0 13 0 | c = jumping 4 3 0 594 77 196 2 0 | d = lying 7 1 0 99 606 135 14 2 | e = standing 2 7 0 167 183 525 5 8 | f = sitting 13 7 9 4 24 15 830 2 | g = running 82 160 0 0 6 7 3 600 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4049 69.0131 % Incorrectly Classified Instances 1818 30.9869 % Kappa statistic 0.6398 Mean absolute error 0.0812 Root mean squared error 0.2636 Relative absolute error 37.7886 % Root relative squared error 80.391 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.053 0.594 0.607 0.6 0.809 climbingdown 0.569 0.056 0.582 0.569 0.575 0.796 climbingup 0.898 0.003 0.815 0.898 0.854 0.958 jumping 0.672 0.051 0.696 0.672 0.684 0.852 lying 0.671 0.058 0.667 0.671 0.669 0.853 standing 0.596 0.075 0.591 0.596 0.593 0.808 sitting 0.923 0.01 0.941 0.923 0.932 0.958 running 0.72 0.053 0.701 0.72 0.71 0.857 walking Weighted Avg. 0.69 0.05 0.691 0.69 0.69 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 405 136 0 0 6 8 4 108 | a = climbingdown 141 399 3 0 3 6 4 145 | b = climbingup 0 1 88 0 0 0 9 0 | c = jumping 2 3 0 589 91 186 3 2 | d = lying 12 4 0 86 580 163 18 1 | e = standing 4 7 0 167 166 535 12 7 | f = sitting 14 8 17 4 24 2 835 1 | g = running 104 128 0 0 0 6 2 618 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4045 68.9449 % Incorrectly Classified Instances 1822 31.0551 % Kappa statistic 0.6389 Mean absolute error 0.0812 Root mean squared error 0.265 Relative absolute error 37.7788 % Root relative squared error 80.8413 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.571 0.053 0.581 0.571 0.576 0.785 climbingdown 0.563 0.06 0.561 0.563 0.562 0.796 climbingup 0.847 0.003 0.847 0.847 0.847 0.973 jumping 0.696 0.057 0.683 0.696 0.69 0.863 lying 0.681 0.056 0.677 0.681 0.679 0.844 standing 0.589 0.071 0.601 0.589 0.595 0.804 sitting 0.92 0.013 0.929 0.92 0.925 0.962 running 0.73 0.049 0.719 0.73 0.724 0.871 walking Weighted Avg. 0.689 0.05 0.689 0.689 0.689 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 381 152 1 2 10 4 10 107 | a = climbingdown 159 395 3 2 1 5 8 128 | b = climbingup 0 1 83 0 0 0 14 0 | c = jumping 2 2 0 610 82 177 3 0 | d = lying 5 4 0 97 588 148 17 5 | e = standing 9 8 0 181 160 529 9 2 | f = sitting 12 7 11 1 24 14 833 3 | g = running 88 135 0 0 3 3 3 626 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4084 69.6097 % Incorrectly Classified Instances 1783 30.3903 % Kappa statistic 0.6465 Mean absolute error 0.0798 Root mean squared error 0.2629 Relative absolute error 37.1082 % Root relative squared error 80.1726 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.05 0.608 0.607 0.608 0.804 climbingdown 0.558 0.055 0.579 0.558 0.569 0.796 climbingup 0.878 0.001 0.915 0.878 0.896 0.965 jumping 0.701 0.051 0.708 0.701 0.704 0.86 lying 0.676 0.053 0.688 0.676 0.682 0.848 standing 0.605 0.079 0.581 0.605 0.593 0.812 sitting 0.923 0.01 0.941 0.923 0.932 0.961 running 0.73 0.054 0.7 0.73 0.715 0.861 walking Weighted Avg. 0.696 0.049 0.697 0.696 0.696 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 405 137 1 0 5 2 9 108 | a = climbingdown 145 392 1 1 1 6 6 150 | b = climbingup 1 0 86 0 0 0 11 0 | c = jumping 1 2 0 613 70 188 1 0 | d = lying 10 1 0 75 584 176 16 2 | e = standing 6 4 0 172 164 543 7 2 | f = sitting 11 10 6 3 22 12 835 6 | g = running 87 131 0 2 3 7 2 626 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4049 69.0131 % Incorrectly Classified Instances 1818 30.9869 % Kappa statistic 0.6396 Mean absolute error 0.0813 Root mean squared error 0.2645 Relative absolute error 37.8073 % Root relative squared error 80.6809 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.059 0.572 0.616 0.593 0.814 climbingdown 0.533 0.054 0.574 0.533 0.552 0.787 climbingup 0.806 0.002 0.888 0.806 0.845 0.959 jumping 0.709 0.052 0.705 0.709 0.707 0.865 lying 0.667 0.054 0.679 0.667 0.673 0.847 standing 0.601 0.075 0.592 0.601 0.597 0.807 sitting 0.93 0.015 0.921 0.93 0.926 0.969 running 0.707 0.049 0.712 0.707 0.709 0.857 walking Weighted Avg. 0.69 0.05 0.69 0.69 0.69 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 411 137 1 2 5 10 10 91 | a = climbingdown 166 374 0 1 5 6 6 144 | b = climbingup 0 0 79 0 0 0 19 0 | c = jumping 2 3 0 620 73 173 3 1 | d = lying 13 1 0 79 576 170 20 4 | e = standing 5 4 0 175 161 540 8 5 | f = sitting 14 3 9 2 24 10 842 1 | g = running 108 130 0 1 4 3 6 607 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4058 69.1547 % Incorrectly Classified Instances 1810 30.8453 % Kappa statistic 0.6413 Mean absolute error 0.0803 Root mean squared error 0.2643 Relative absolute error 37.3477 % Root relative squared error 80.6096 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.054 0.588 0.606 0.597 0.812 climbingdown 0.587 0.055 0.591 0.587 0.589 0.805 climbingup 0.816 0.002 0.86 0.816 0.838 0.944 jumping 0.7 0.059 0.674 0.7 0.686 0.867 lying 0.688 0.054 0.687 0.688 0.687 0.856 standing 0.562 0.072 0.586 0.562 0.574 0.799 sitting 0.916 0.014 0.922 0.916 0.919 0.959 running 0.724 0.047 0.726 0.724 0.725 0.861 walking Weighted Avg. 0.692 0.05 0.692 0.692 0.692 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 404 137 0 2 6 3 14 101 | a = climbingdown 155 412 0 2 2 10 6 115 | b = climbingup 0 0 80 0 0 0 18 0 | c = jumping 5 7 0 613 69 179 3 0 | d = lying 6 2 0 96 594 148 16 2 | e = standing 7 5 0 192 168 505 10 11 | f = sitting 9 7 13 4 25 13 829 5 | g = running 101 127 0 1 1 4 3 621 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4111 70.0579 % Incorrectly Classified Instances 1757 29.9421 % Kappa statistic 0.6517 Mean absolute error 0.0792 Root mean squared error 0.2605 Relative absolute error 36.8279 % Root relative squared error 79.4443 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.609 0.048 0.618 0.609 0.613 0.821 climbingdown 0.595 0.057 0.585 0.595 0.59 0.807 climbingup 0.816 0.001 0.93 0.816 0.87 0.942 jumping 0.704 0.056 0.686 0.704 0.695 0.854 lying 0.682 0.053 0.69 0.682 0.686 0.85 standing 0.585 0.071 0.599 0.585 0.592 0.797 sitting 0.931 0.011 0.938 0.931 0.935 0.963 running 0.737 0.05 0.718 0.737 0.727 0.876 walking Weighted Avg. 0.701 0.048 0.701 0.701 0.701 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 406 139 0 0 9 2 10 101 | a = climbingdown 134 418 0 1 1 7 5 136 | b = climbingup 3 1 80 1 0 0 13 0 | c = jumping 3 3 0 617 83 167 2 1 | d = lying 8 6 0 80 589 165 15 1 | e = standing 5 8 0 196 149 525 10 4 | f = sitting 8 9 6 2 21 10 843 6 | g = running 90 130 0 2 2 1 1 633 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4072 69.3933 % Incorrectly Classified Instances 1796 30.6067 % Kappa statistic 0.6441 Mean absolute error 0.0802 Root mean squared error 0.2618 Relative absolute error 37.2979 % Root relative squared error 79.8337 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.594 0.052 0.594 0.594 0.594 0.813 climbingdown 0.587 0.055 0.591 0.587 0.589 0.83 climbingup 0.859 0.002 0.867 0.859 0.863 0.958 jumping 0.658 0.053 0.684 0.658 0.671 0.847 lying 0.705 0.061 0.666 0.705 0.685 0.859 standing 0.611 0.073 0.602 0.611 0.606 0.814 sitting 0.924 0.009 0.949 0.924 0.936 0.969 running 0.711 0.049 0.712 0.711 0.711 0.871 walking Weighted Avg. 0.694 0.049 0.695 0.694 0.694 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 396 138 0 1 12 7 9 104 | a = climbingdown 143 412 1 1 3 6 4 132 | b = climbingup 1 1 85 0 0 0 12 0 | c = jumping 4 2 0 576 104 189 1 0 | d = lying 4 3 0 84 609 149 13 2 | e = standing 4 7 0 177 155 548 3 3 | f = sitting 7 6 12 2 28 8 836 6 | g = running 108 128 0 1 4 4 3 610 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4009 68.3313 % Incorrectly Classified Instances 1858 31.6687 % Kappa statistic 0.6317 Mean absolute error 0.082 Root mean squared error 0.2672 Relative absolute error 38.1371 % Root relative squared error 81.4933 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.057 0.575 0.595 0.585 0.825 climbingdown 0.531 0.058 0.553 0.531 0.542 0.782 climbingup 0.898 0.001 0.936 0.898 0.917 0.966 jumping 0.654 0.059 0.66 0.654 0.657 0.835 lying 0.693 0.058 0.675 0.693 0.684 0.846 standing 0.571 0.074 0.58 0.571 0.576 0.803 sitting 0.936 0.01 0.945 0.936 0.941 0.968 running 0.723 0.051 0.709 0.723 0.716 0.867 walking Weighted Avg. 0.683 0.051 0.683 0.683 0.683 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 397 150 0 3 3 6 7 101 | a = climbingdown 164 373 1 3 2 9 8 142 | b = climbingup 0 0 88 0 0 0 10 0 | c = jumping 6 5 0 573 86 199 3 4 | d = lying 7 4 0 97 599 141 12 4 | e = standing 4 8 0 188 174 512 9 2 | f = sitting 13 4 5 4 22 9 847 1 | g = running 100 130 0 0 2 6 0 620 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4069 69.354 % Incorrectly Classified Instances 1798 30.646 % Kappa statistic 0.6437 Mean absolute error 0.0803 Root mean squared error 0.2625 Relative absolute error 37.3285 % Root relative squared error 80.0494 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.615 0.05 0.612 0.615 0.613 0.817 climbingdown 0.581 0.058 0.576 0.581 0.579 0.811 climbingup 0.898 0.003 0.854 0.898 0.876 0.955 jumping 0.659 0.053 0.685 0.659 0.672 0.845 lying 0.692 0.063 0.654 0.692 0.673 0.859 standing 0.611 0.071 0.608 0.611 0.61 0.821 sitting 0.913 0.011 0.939 0.913 0.925 0.958 running 0.716 0.047 0.723 0.716 0.719 0.868 walking Weighted Avg. 0.694 0.049 0.695 0.694 0.694 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 410 149 1 5 3 6 5 88 | a = climbingdown 132 408 1 2 3 8 6 142 | b = climbingup 1 0 88 0 0 0 9 0 | c = jumping 1 4 0 577 111 178 5 0 | d = lying 10 2 0 85 598 149 20 0 | e = standing 4 5 0 166 165 548 8 1 | f = sitting 13 8 13 5 27 9 826 4 | g = running 99 132 0 2 7 3 1 614 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4110 70.0528 % Incorrectly Classified Instances 1757 29.9472 % Kappa statistic 0.6517 Mean absolute error 0.0786 Root mean squared error 0.2596 Relative absolute error 36.5818 % Root relative squared error 79.1759 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.588 0.052 0.59 0.588 0.589 0.8 climbingdown 0.562 0.061 0.554 0.562 0.558 0.805 climbingup 0.847 0.001 0.912 0.847 0.878 0.974 jumping 0.718 0.05 0.716 0.718 0.717 0.872 lying 0.688 0.055 0.682 0.688 0.685 0.85 standing 0.614 0.068 0.621 0.614 0.617 0.817 sitting 0.933 0.012 0.933 0.933 0.933 0.968 running 0.726 0.047 0.725 0.726 0.726 0.868 walking Weighted Avg. 0.701 0.048 0.701 0.701 0.701 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 392 156 1 3 7 2 13 93 | a = climbingdown 153 394 0 2 3 5 9 135 | b = climbingup 0 2 83 0 0 0 13 0 | c = jumping 3 4 0 629 72 166 1 1 | d = lying 8 5 0 83 594 153 20 1 | e = standing 8 9 0 160 163 551 3 4 | f = sitting 11 5 7 1 28 7 844 2 | g = running 89 136 0 1 4 3 2 623 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4024 68.587 % Incorrectly Classified Instances 1843 31.413 % Kappa statistic 0.6346 Mean absolute error 0.0818 Root mean squared error 0.2664 Relative absolute error 38.0389 % Root relative squared error 81.2434 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.611 0.047 0.624 0.611 0.617 0.826 climbingdown 0.581 0.06 0.566 0.581 0.573 0.794 climbingup 0.745 0.003 0.82 0.745 0.781 0.926 jumping 0.673 0.054 0.686 0.673 0.68 0.853 lying 0.661 0.059 0.661 0.661 0.661 0.847 standing 0.58 0.076 0.578 0.58 0.579 0.805 sitting 0.922 0.014 0.924 0.922 0.923 0.962 running 0.724 0.052 0.706 0.724 0.715 0.866 walking Weighted Avg. 0.686 0.051 0.686 0.686 0.686 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 408 140 1 1 9 2 6 101 | a = climbingdown 130 407 2 3 4 3 3 149 | b = climbingup 3 0 73 0 0 0 22 0 | c = jumping 5 4 0 589 86 189 2 0 | d = lying 6 5 0 86 571 175 21 0 | e = standing 9 7 0 179 170 521 11 1 | f = sitting 11 9 13 0 22 9 834 7 | g = running 82 147 0 0 2 2 4 621 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4047 68.979 % Incorrectly Classified Instances 1820 31.021 % Kappa statistic 0.6393 Mean absolute error 0.0816 Root mean squared error 0.2642 Relative absolute error 37.9548 % Root relative squared error 80.5756 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.054 0.604 0.646 0.624 0.823 climbingdown 0.53 0.054 0.571 0.53 0.55 0.799 climbingup 0.806 0.003 0.806 0.806 0.806 0.945 jumping 0.696 0.056 0.684 0.696 0.69 0.856 lying 0.684 0.059 0.669 0.684 0.676 0.847 standing 0.573 0.069 0.599 0.573 0.586 0.815 sitting 0.913 0.011 0.94 0.913 0.926 0.957 running 0.727 0.053 0.7 0.727 0.714 0.861 walking Weighted Avg. 0.69 0.05 0.69 0.69 0.69 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 431 132 1 2 4 1 3 93 | a = climbingdown 150 372 2 1 6 3 3 165 | b = climbingup 0 2 79 0 0 0 17 0 | c = jumping 2 4 0 609 80 177 3 0 | d = lying 9 4 0 88 591 154 17 1 | e = standing 7 7 0 186 173 515 6 4 | f = sitting 11 8 16 4 28 8 826 4 | g = running 104 122 0 0 2 2 4 624 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4069 69.354 % Incorrectly Classified Instances 1798 30.646 % Kappa statistic 0.6436 Mean absolute error 0.0804 Root mean squared error 0.2636 Relative absolute error 37.4028 % Root relative squared error 80.4079 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.05 0.612 0.619 0.615 0.808 climbingdown 0.561 0.059 0.564 0.561 0.563 0.804 climbingup 0.847 0.001 0.933 0.847 0.888 0.936 jumping 0.703 0.058 0.681 0.703 0.692 0.852 lying 0.696 0.055 0.686 0.696 0.691 0.856 standing 0.568 0.071 0.592 0.568 0.58 0.802 sitting 0.931 0.014 0.923 0.931 0.927 0.962 running 0.71 0.048 0.716 0.71 0.713 0.86 walking Weighted Avg. 0.694 0.05 0.693 0.694 0.693 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 413 137 2 0 8 5 14 88 | a = climbingdown 149 394 0 2 2 7 6 142 | b = climbingup 2 1 83 0 0 0 12 0 | c = jumping 2 5 0 616 71 179 2 1 | d = lying 2 4 0 85 601 146 23 2 | e = standing 3 2 0 196 172 510 10 5 | f = sitting 11 13 4 2 17 12 843 3 | g = running 93 142 0 3 5 3 3 609 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4096 69.8142 % Incorrectly Classified Instances 1771 30.1858 % Kappa statistic 0.6489 Mean absolute error 0.0792 Root mean squared error 0.26 Relative absolute error 36.8451 % Root relative squared error 79.31 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.048 0.626 0.628 0.627 0.824 climbingdown 0.561 0.056 0.579 0.561 0.57 0.801 climbingup 0.847 0.002 0.892 0.847 0.869 0.932 jumping 0.717 0.052 0.709 0.717 0.713 0.872 lying 0.682 0.059 0.667 0.682 0.674 0.85 standing 0.579 0.069 0.603 0.579 0.591 0.807 sitting 0.921 0.012 0.932 0.921 0.927 0.96 running 0.734 0.054 0.701 0.734 0.717 0.873 walking Weighted Avg. 0.698 0.049 0.698 0.698 0.698 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 419 124 0 3 7 3 7 104 | a = climbingdown 138 394 1 0 6 4 4 155 | b = climbingup 1 1 83 0 0 0 13 0 | c = jumping 1 2 0 628 81 162 2 0 | d = lying 4 4 0 87 589 159 18 3 | e = standing 6 11 0 166 175 520 15 5 | f = sitting 14 11 9 2 23 10 833 2 | g = running 86 134 0 0 2 4 2 630 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4104 69.9387 % Incorrectly Classified Instances 1764 30.0613 % Kappa statistic 0.6504 Mean absolute error 0.0793 Root mean squared error 0.2587 Relative absolute error 36.9075 % Root relative squared error 78.895 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.051 0.615 0.634 0.624 0.835 climbingdown 0.563 0.057 0.572 0.563 0.567 0.799 climbingup 0.786 0.003 0.819 0.786 0.802 0.915 jumping 0.692 0.049 0.711 0.692 0.701 0.852 lying 0.725 0.062 0.67 0.725 0.696 0.867 standing 0.582 0.064 0.621 0.582 0.601 0.828 sitting 0.926 0.011 0.939 0.926 0.933 0.963 running 0.718 0.051 0.705 0.718 0.711 0.872 walking Weighted Avg. 0.699 0.048 0.7 0.699 0.699 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 423 132 0 0 4 4 6 98 | a = climbingdown 146 395 0 1 1 4 4 151 | b = climbingup 1 2 77 0 0 0 18 0 | c = jumping 4 0 0 606 90 173 3 0 | d = lying 9 7 0 79 626 125 16 2 | e = standing 6 8 0 164 189 523 5 3 | f = sitting 6 7 17 2 25 6 838 4 | g = running 93 140 0 0 0 7 2 616 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4020 68.5072 % Incorrectly Classified Instances 1848 31.4928 % Kappa statistic 0.6336 Mean absolute error 0.0818 Root mean squared error 0.2669 Relative absolute error 38.0456 % Root relative squared error 81.4189 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.603 0.047 0.621 0.603 0.612 0.828 climbingdown 0.57 0.058 0.57 0.57 0.57 0.804 climbingup 0.796 0.002 0.897 0.796 0.843 0.936 jumping 0.672 0.059 0.668 0.672 0.67 0.847 lying 0.685 0.065 0.646 0.685 0.665 0.848 standing 0.572 0.069 0.6 0.572 0.586 0.803 sitting 0.915 0.013 0.925 0.915 0.92 0.959 running 0.719 0.053 0.7 0.719 0.71 0.857 walking Weighted Avg. 0.685 0.051 0.685 0.685 0.685 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 402 139 0 0 8 5 10 103 | a = climbingdown 121 400 0 2 10 7 7 155 | b = climbingup 2 0 78 0 0 0 18 0 | c = jumping 4 7 0 589 98 172 5 1 | d = lying 9 2 0 94 592 150 16 1 | e = standing 5 5 0 190 172 514 10 2 | f = sitting 11 9 9 5 35 6 828 2 | g = running 93 140 0 2 2 3 1 617 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4040 68.848 % Incorrectly Classified Instances 1828 31.152 % Kappa statistic 0.6378 Mean absolute error 0.0811 Root mean squared error 0.2646 Relative absolute error 37.7134 % Root relative squared error 80.699 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.052 0.6 0.607 0.604 0.822 climbingdown 0.566 0.062 0.554 0.566 0.56 0.803 climbingup 0.838 0.002 0.902 0.838 0.869 0.948 jumping 0.721 0.057 0.689 0.721 0.705 0.859 lying 0.671 0.06 0.658 0.671 0.664 0.839 standing 0.558 0.067 0.599 0.558 0.578 0.806 sitting 0.939 0.012 0.935 0.939 0.937 0.966 running 0.69 0.05 0.704 0.69 0.697 0.854 walking Weighted Avg. 0.688 0.05 0.688 0.688 0.688 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 405 145 1 1 6 5 13 91 | a = climbingdown 145 397 1 1 6 2 3 146 | b = climbingup 1 0 83 0 0 0 15 0 | c = jumping 4 5 0 632 81 151 2 1 | d = lying 5 4 0 97 580 162 14 2 | e = standing 7 9 0 181 186 501 8 6 | f = sitting 7 6 7 3 20 9 850 3 | g = running 101 150 0 2 3 6 4 592 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4032 68.7234 % Incorrectly Classified Instances 1835 31.2766 % Kappa statistic 0.6363 Mean absolute error 0.0821 Root mean squared error 0.2659 Relative absolute error 38.1706 % Root relative squared error 81.1165 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.048 0.624 0.618 0.621 0.819 climbingdown 0.573 0.058 0.573 0.573 0.573 0.809 climbingup 0.837 0.002 0.872 0.837 0.854 0.968 jumping 0.664 0.059 0.662 0.664 0.663 0.841 lying 0.688 0.059 0.667 0.688 0.677 0.848 standing 0.571 0.073 0.586 0.571 0.579 0.804 sitting 0.926 0.011 0.939 0.926 0.933 0.964 running 0.71 0.053 0.697 0.71 0.703 0.856 walking Weighted Avg. 0.687 0.051 0.688 0.687 0.687 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 413 134 0 3 7 5 8 98 | a = climbingdown 125 402 3 2 4 3 2 160 | b = climbingup 0 0 82 0 0 0 16 0 | c = jumping 3 6 0 581 90 194 1 0 | d = lying 6 4 0 101 594 144 13 2 | e = standing 4 10 0 189 170 513 10 2 | f = sitting 12 8 9 2 22 11 838 3 | g = running 99 137 0 0 4 5 4 609 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4113 70.104 % Incorrectly Classified Instances 1754 29.896 % Kappa statistic 0.6523 Mean absolute error 0.0784 Root mean squared error 0.2595 Relative absolute error 36.4852 % Root relative squared error 79.152 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.053 0.612 0.649 0.63 0.824 climbingdown 0.551 0.051 0.595 0.551 0.572 0.802 climbingup 0.816 0.002 0.889 0.816 0.851 0.949 jumping 0.697 0.052 0.703 0.697 0.7 0.862 lying 0.691 0.054 0.688 0.691 0.689 0.854 standing 0.594 0.072 0.598 0.594 0.596 0.813 sitting 0.93 0.015 0.921 0.93 0.926 0.963 running 0.735 0.05 0.718 0.735 0.727 0.879 walking Weighted Avg. 0.701 0.048 0.7 0.701 0.701 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 433 121 0 1 6 2 11 93 | a = climbingdown 149 387 1 2 2 6 6 149 | b = climbingup 4 0 80 0 0 0 14 0 | c = jumping 1 1 0 610 63 194 5 1 | d = lying 7 2 0 82 597 148 26 2 | e = standing 9 2 0 167 178 533 7 2 | f = sitting 18 8 9 5 17 5 842 1 | g = running 86 129 0 1 5 3 3 631 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4107 70.0017 % Incorrectly Classified Instances 1760 29.9983 % Kappa statistic 0.6512 Mean absolute error 0.0792 Root mean squared error 0.2603 Relative absolute error 36.8418 % Root relative squared error 79.4078 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.049 0.624 0.636 0.63 0.83 climbingdown 0.58 0.051 0.607 0.58 0.593 0.81 climbingup 0.918 0.002 0.882 0.918 0.9 0.974 jumping 0.712 0.06 0.675 0.712 0.693 0.86 lying 0.688 0.055 0.685 0.688 0.687 0.854 standing 0.561 0.071 0.588 0.561 0.574 0.802 sitting 0.927 0.01 0.944 0.927 0.935 0.969 running 0.729 0.051 0.712 0.729 0.72 0.861 walking Weighted Avg. 0.7 0.049 0.7 0.7 0.7 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 424 120 2 2 6 2 8 103 | a = climbingdown 135 407 1 3 6 4 3 143 | b = climbingup 0 2 90 0 0 0 6 0 | c = jumping 1 0 1 624 72 176 2 0 | d = lying 7 5 0 95 594 145 17 0 | e = standing 9 5 0 199 166 503 11 4 | f = sitting 10 6 8 1 22 16 839 3 | g = running 94 125 0 0 1 10 3 626 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4073 69.4222 % Incorrectly Classified Instances 1794 30.5778 % Kappa statistic 0.6444 Mean absolute error 0.0809 Root mean squared error 0.2645 Relative absolute error 37.6267 % Root relative squared error 80.6657 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.049 0.621 0.627 0.624 0.804 climbingdown 0.577 0.057 0.579 0.577 0.578 0.782 climbingup 0.867 0.002 0.876 0.867 0.872 0.959 jumping 0.687 0.058 0.675 0.687 0.681 0.849 lying 0.664 0.055 0.675 0.664 0.669 0.84 standing 0.588 0.074 0.59 0.588 0.589 0.803 sitting 0.93 0.013 0.928 0.93 0.929 0.967 running 0.723 0.047 0.725 0.723 0.724 0.866 walking Weighted Avg. 0.694 0.049 0.694 0.694 0.694 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 418 135 1 5 8 8 10 82 | a = climbingdown 149 405 1 0 2 2 6 137 | b = climbingup 0 1 85 0 0 0 12 0 | c = jumping 1 3 0 602 91 177 1 1 | d = lying 5 4 0 94 574 167 20 0 | e = standing 3 8 0 185 153 527 12 9 | f = sitting 7 8 10 6 17 9 842 6 | g = running 90 135 0 0 6 3 4 620 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4131 70.4108 % Incorrectly Classified Instances 1736 29.5892 % Kappa statistic 0.6559 Mean absolute error 0.0774 Root mean squared error 0.2584 Relative absolute error 36.0028 % Root relative squared error 78.808 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.052 0.613 0.639 0.626 0.82 climbingdown 0.591 0.053 0.601 0.591 0.596 0.812 climbingup 0.796 0.002 0.857 0.796 0.825 0.929 jumping 0.724 0.052 0.708 0.724 0.716 0.87 lying 0.685 0.057 0.677 0.685 0.681 0.845 standing 0.586 0.069 0.606 0.586 0.596 0.809 sitting 0.917 0.015 0.92 0.917 0.919 0.955 running 0.734 0.044 0.741 0.734 0.738 0.871 walking Weighted Avg. 0.704 0.048 0.704 0.704 0.704 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 426 126 1 2 6 8 5 93 | a = climbingdown 151 415 1 2 3 9 7 114 | b = climbingup 1 1 78 0 0 0 17 1 | c = jumping 3 4 0 634 72 159 3 1 | d = lying 7 2 0 76 592 156 27 4 | e = standing 4 10 0 177 171 526 6 3 | f = sitting 15 4 11 4 27 10 830 4 | g = running 88 128 0 1 4 0 7 630 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4050 69.0302 % Incorrectly Classified Instances 1817 30.9698 % Kappa statistic 0.6398 Mean absolute error 0.0805 Root mean squared error 0.2636 Relative absolute error 37.451 % Root relative squared error 80.3889 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.615 0.052 0.602 0.615 0.608 0.821 climbingdown 0.566 0.056 0.577 0.566 0.571 0.809 climbingup 0.816 0.002 0.879 0.816 0.847 0.939 jumping 0.685 0.057 0.68 0.685 0.683 0.853 lying 0.682 0.058 0.669 0.682 0.675 0.84 standing 0.573 0.071 0.592 0.573 0.582 0.802 sitting 0.917 0.014 0.923 0.917 0.92 0.955 running 0.734 0.05 0.718 0.734 0.726 0.879 walking Weighted Avg. 0.69 0.05 0.69 0.69 0.69 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 410 145 0 3 6 4 8 91 | a = climbingdown 138 397 0 2 2 9 6 148 | b = climbingup 2 0 80 0 0 0 15 1 | c = jumping 3 2 0 600 88 180 3 0 | d = lying 9 6 0 88 589 145 24 3 | e = standing 5 8 0 187 171 514 9 3 | f = sitting 21 4 11 2 21 14 830 2 | g = running 93 126 0 0 3 2 4 630 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4132 70.4278 % Incorrectly Classified Instances 1735 29.5722 % Kappa statistic 0.656 Mean absolute error 0.0776 Root mean squared error 0.2591 Relative absolute error 36.0938 % Root relative squared error 79.033 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.049 0.619 0.618 0.618 0.798 climbingdown 0.553 0.056 0.573 0.553 0.563 0.783 climbingup 0.888 0.001 0.956 0.888 0.921 0.958 jumping 0.712 0.053 0.703 0.712 0.707 0.863 lying 0.672 0.057 0.672 0.672 0.672 0.847 standing 0.608 0.069 0.616 0.608 0.612 0.822 sitting 0.934 0.009 0.947 0.934 0.94 0.967 running 0.758 0.051 0.72 0.758 0.738 0.88 walking Weighted Avg. 0.704 0.048 0.704 0.704 0.704 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 412 136 0 1 8 10 9 91 | a = climbingdown 133 388 0 3 3 12 5 158 | b = climbingup 1 0 87 0 0 0 10 0 | c = jumping 4 7 0 624 78 161 1 1 | d = lying 10 7 0 102 581 150 14 0 | e = standing 8 9 0 157 170 546 6 2 | f = sitting 19 10 4 1 21 4 844 1 | g = running 79 120 0 0 3 4 2 650 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 7 RUN: 0 FOLD: 0 Correctly Classified Instances 4386 70.4578 % Incorrectly Classified Instances 1839 29.5422 % Kappa statistic 0.6571 Mean absolute error 0.0776 Root mean squared error 0.2572 Relative absolute error 36.0162 % Root relative squared error 78.3824 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.041 0.707 0.726 0.716 0.881 climbingdown 0.732 0.04 0.74 0.732 0.736 0.878 climbingup 0.886 0.003 0.865 0.886 0.876 0.97 jumping 0.679 0.061 0.649 0.679 0.664 0.848 lying 0.557 0.081 0.537 0.557 0.547 0.781 standing 0.465 0.078 0.497 0.465 0.481 0.768 sitting 0.892 0.015 0.918 0.892 0.905 0.951 running 0.845 0.024 0.848 0.845 0.846 0.922 walking Weighted Avg. 0.705 0.048 0.705 0.705 0.705 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 547 129 0 1 9 3 6 58 | a = climbingdown 141 613 0 6 5 1 5 67 | b = climbingup 1 0 109 0 0 0 13 0 | c = jumping 3 0 0 602 121 155 6 0 | d = lying 11 6 0 118 502 227 36 1 | e = standing 1 7 0 188 263 411 13 0 | f = sitting 9 6 17 12 34 29 894 1 | g = running 61 67 0 0 0 1 1 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4354 69.9438 % Incorrectly Classified Instances 1871 30.0562 % Kappa statistic 0.6511 Mean absolute error 0.0781 Root mean squared error 0.2594 Relative absolute error 36.2707 % Root relative squared error 79.0523 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.036 0.736 0.724 0.73 0.873 climbingdown 0.736 0.041 0.737 0.736 0.737 0.88 climbingup 0.854 0.002 0.89 0.854 0.871 0.932 jumping 0.664 0.069 0.614 0.664 0.638 0.836 lying 0.528 0.072 0.555 0.528 0.541 0.778 standing 0.437 0.091 0.442 0.437 0.44 0.742 sitting 0.901 0.016 0.916 0.901 0.908 0.947 running 0.875 0.022 0.858 0.875 0.866 0.938 walking Weighted Avg. 0.699 0.049 0.699 0.699 0.699 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 545 136 2 1 5 6 4 54 | a = climbingdown 132 617 3 1 11 4 5 65 | b = climbingup 2 1 105 0 0 0 15 0 | c = jumping 5 4 0 589 93 189 7 0 | d = lying 6 9 0 111 476 263 36 0 | e = standing 4 4 0 238 236 386 15 0 | f = sitting 3 8 8 18 35 25 903 2 | g = running 43 58 0 1 2 0 1 733 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4398 70.6506 % Incorrectly Classified Instances 1827 29.3494 % Kappa statistic 0.6593 Mean absolute error 0.0763 Root mean squared error 0.2566 Relative absolute error 35.4216 % Root relative squared error 78.1823 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.041 0.704 0.713 0.708 0.858 climbingdown 0.742 0.039 0.749 0.742 0.746 0.888 climbingup 0.846 0.002 0.874 0.846 0.86 0.953 jumping 0.673 0.057 0.663 0.673 0.668 0.836 lying 0.59 0.084 0.545 0.59 0.567 0.801 standing 0.446 0.075 0.496 0.446 0.47 0.761 sitting 0.905 0.018 0.907 0.905 0.906 0.951 running 0.841 0.025 0.839 0.841 0.84 0.92 walking Weighted Avg. 0.707 0.047 0.706 0.707 0.706 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 537 131 0 0 7 3 5 70 | a = climbingdown 135 622 0 2 6 6 6 61 | b = climbingup 0 0 104 0 0 0 19 0 | c = jumping 2 1 0 597 119 157 11 0 | d = lying 8 11 0 107 532 213 30 0 | e = standing 5 3 0 187 273 394 20 1 | f = sitting 5 5 15 8 37 22 907 3 | g = running 71 57 0 0 3 0 2 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4378 70.3293 % Incorrectly Classified Instances 1847 29.6707 % Kappa statistic 0.6556 Mean absolute error 0.0774 Root mean squared error 0.2579 Relative absolute error 35.936 % Root relative squared error 78.5783 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.042 0.702 0.714 0.708 0.863 climbingdown 0.753 0.043 0.729 0.753 0.741 0.884 climbingup 0.911 0.002 0.918 0.911 0.914 0.98 jumping 0.682 0.064 0.639 0.682 0.66 0.844 lying 0.567 0.082 0.537 0.567 0.552 0.78 standing 0.438 0.074 0.496 0.438 0.465 0.752 sitting 0.893 0.016 0.912 0.893 0.903 0.945 running 0.835 0.021 0.859 0.835 0.847 0.921 walking Weighted Avg. 0.703 0.048 0.703 0.703 0.703 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 538 146 1 0 9 0 5 55 | a = climbingdown 135 630 0 3 9 1 7 52 | b = climbingup 0 1 112 0 0 0 10 0 | c = jumping 2 1 0 605 116 148 14 1 | d = lying 12 8 0 121 510 222 27 0 | e = standing 7 3 0 203 262 387 19 2 | f = sitting 9 6 9 15 41 22 896 5 | g = running 63 69 0 0 2 0 4 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4316 69.3445 % Incorrectly Classified Instances 1908 30.6555 % Kappa statistic 0.6441 Mean absolute error 0.0794 Root mean squared error 0.2623 Relative absolute error 36.8863 % Root relative squared error 79.9399 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.041 0.696 0.682 0.689 0.837 climbingdown 0.717 0.043 0.724 0.717 0.721 0.862 climbingup 0.877 0.002 0.899 0.877 0.888 0.979 jumping 0.673 0.056 0.664 0.673 0.669 0.844 lying 0.56 0.083 0.532 0.56 0.546 0.786 standing 0.444 0.087 0.457 0.444 0.45 0.749 sitting 0.898 0.016 0.917 0.898 0.907 0.945 running 0.837 0.028 0.824 0.837 0.83 0.917 walking Weighted Avg. 0.693 0.049 0.694 0.693 0.694 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 514 148 0 2 10 1 8 71 | a = climbingdown 138 601 1 2 11 6 6 73 | b = climbingup 1 0 107 0 0 0 14 0 | c = jumping 1 1 0 596 104 178 6 0 | d = lying 5 4 0 103 504 255 27 2 | e = standing 1 3 0 187 280 392 19 1 | f = sitting 12 8 11 7 36 25 901 3 | g = running 67 65 0 0 2 1 2 701 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4385 70.4531 % Incorrectly Classified Instances 1839 29.5469 % Kappa statistic 0.657 Mean absolute error 0.0765 Root mean squared error 0.2571 Relative absolute error 35.5317 % Root relative squared error 78.3633 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.04 0.714 0.725 0.72 0.881 climbingdown 0.742 0.041 0.737 0.742 0.74 0.877 climbingup 0.91 0.002 0.917 0.91 0.914 0.98 jumping 0.642 0.062 0.631 0.642 0.636 0.828 lying 0.544 0.078 0.543 0.544 0.544 0.783 standing 0.479 0.085 0.482 0.479 0.48 0.752 sitting 0.902 0.013 0.928 0.902 0.915 0.947 running 0.857 0.022 0.86 0.857 0.858 0.935 walking Weighted Avg. 0.705 0.048 0.706 0.705 0.705 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 547 151 0 2 2 1 2 49 | a = climbingdown 131 622 1 3 6 4 7 64 | b = climbingup 3 1 111 0 0 0 7 0 | c = jumping 1 1 0 569 128 178 9 0 | d = lying 14 8 0 123 490 243 21 1 | e = standing 4 6 0 193 234 423 22 1 | f = sitting 6 2 9 11 40 28 905 2 | g = running 60 53 0 1 3 1 2 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4400 70.6941 % Incorrectly Classified Instances 1824 29.3059 % Kappa statistic 0.6598 Mean absolute error 0.0766 Root mean squared error 0.2566 Relative absolute error 35.5571 % Root relative squared error 78.196 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.038 0.723 0.716 0.719 0.868 climbingdown 0.736 0.042 0.73 0.736 0.733 0.878 climbingup 0.902 0.002 0.902 0.902 0.902 0.98 jumping 0.703 0.055 0.679 0.703 0.691 0.856 lying 0.538 0.078 0.538 0.538 0.538 0.777 standing 0.499 0.084 0.497 0.499 0.498 0.77 sitting 0.88 0.014 0.923 0.88 0.901 0.944 running 0.838 0.027 0.828 0.838 0.833 0.919 walking Weighted Avg. 0.707 0.047 0.709 0.707 0.708 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 539 138 0 0 6 4 1 65 | a = climbingdown 129 617 2 0 11 2 2 75 | b = climbingup 0 1 110 0 0 0 10 1 | c = jumping 4 2 0 623 102 147 7 1 | d = lying 5 5 0 106 484 268 32 0 | e = standing 2 4 0 171 245 441 20 0 | f = sitting 6 7 10 18 50 25 883 4 | g = running 61 71 0 0 1 1 2 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4330 69.5694 % Incorrectly Classified Instances 1894 30.4306 % Kappa statistic 0.6468 Mean absolute error 0.0787 Root mean squared error 0.2613 Relative absolute error 36.5653 % Root relative squared error 79.6394 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.048 0.667 0.693 0.68 0.84 climbingdown 0.727 0.049 0.699 0.727 0.713 0.878 climbingup 0.927 0.001 0.927 0.927 0.927 0.98 jumping 0.704 0.062 0.655 0.704 0.679 0.855 lying 0.542 0.078 0.539 0.542 0.541 0.766 standing 0.452 0.075 0.499 0.452 0.475 0.765 sitting 0.902 0.016 0.916 0.902 0.909 0.949 running 0.797 0.025 0.834 0.797 0.815 0.912 walking Weighted Avg. 0.696 0.049 0.695 0.696 0.695 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 522 161 0 1 3 2 6 58 | a = climbingdown 147 609 0 1 7 2 5 67 | b = climbingup 0 1 114 0 0 0 8 0 | c = jumping 2 2 0 624 104 143 10 1 | d = lying 14 10 0 122 488 234 30 2 | e = standing 6 3 0 197 259 399 18 0 | f = sitting 11 5 9 7 42 19 905 5 | g = running 81 80 0 1 2 0 6 669 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4382 70.4049 % Incorrectly Classified Instances 1842 29.5951 % Kappa statistic 0.6564 Mean absolute error 0.0774 Root mean squared error 0.2588 Relative absolute error 35.9164 % Root relative squared error 78.8785 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.035 0.739 0.709 0.724 0.864 climbingdown 0.732 0.044 0.722 0.732 0.727 0.869 climbingup 0.886 0.002 0.908 0.886 0.897 0.968 jumping 0.68 0.058 0.661 0.68 0.67 0.835 lying 0.542 0.079 0.536 0.542 0.539 0.774 standing 0.464 0.082 0.482 0.464 0.473 0.766 sitting 0.91 0.018 0.906 0.91 0.908 0.95 running 0.851 0.026 0.835 0.851 0.843 0.925 walking Weighted Avg. 0.704 0.048 0.703 0.704 0.703 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 534 135 0 0 9 3 6 66 | a = climbingdown 126 613 0 4 11 4 9 71 | b = climbingup 0 0 109 0 0 0 14 0 | c = jumping 0 3 0 603 116 153 12 0 | d = lying 10 10 0 112 488 249 29 2 | e = standing 5 8 0 185 253 409 22 0 | f = sitting 3 4 11 8 32 30 912 2 | g = running 45 76 0 0 1 0 3 714 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4360 70.0514 % Incorrectly Classified Instances 1864 29.9486 % Kappa statistic 0.6523 Mean absolute error 0.0779 Root mean squared error 0.2594 Relative absolute error 36.1781 % Root relative squared error 79.058 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.044 0.697 0.741 0.718 0.877 climbingdown 0.736 0.04 0.739 0.736 0.738 0.879 climbingup 0.805 0.001 0.943 0.805 0.868 0.941 jumping 0.672 0.058 0.66 0.672 0.666 0.835 lying 0.534 0.082 0.525 0.534 0.53 0.773 standing 0.45 0.083 0.472 0.45 0.461 0.759 sitting 0.908 0.018 0.906 0.908 0.907 0.953 running 0.837 0.022 0.857 0.837 0.847 0.919 walking Weighted Avg. 0.701 0.048 0.701 0.701 0.7 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 558 128 0 3 5 3 0 56 | a = climbingdown 153 617 0 3 2 3 7 53 | b = climbingup 1 0 99 0 0 0 23 0 | c = jumping 2 2 0 596 118 158 11 0 | d = lying 9 12 0 116 481 253 27 2 | e = standing 7 3 0 179 268 397 24 4 | f = sitting 6 6 5 5 41 27 910 2 | g = running 65 67 1 1 1 0 2 702 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4378 70.3293 % Incorrectly Classified Instances 1847 29.6707 % Kappa statistic 0.6557 Mean absolute error 0.077 Root mean squared error 0.2581 Relative absolute error 35.7533 % Root relative squared error 78.6454 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.041 0.709 0.73 0.719 0.871 climbingdown 0.746 0.042 0.734 0.746 0.74 0.872 climbingup 0.911 0.002 0.889 0.911 0.9 0.98 jumping 0.669 0.062 0.643 0.669 0.656 0.838 lying 0.537 0.084 0.52 0.537 0.528 0.767 standing 0.455 0.082 0.477 0.455 0.465 0.752 sitting 0.897 0.012 0.937 0.897 0.916 0.95 running 0.851 0.019 0.873 0.851 0.862 0.928 walking Weighted Avg. 0.703 0.048 0.705 0.703 0.704 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 550 146 0 2 11 1 3 40 | a = climbingdown 135 625 0 5 6 6 2 59 | b = climbingup 1 0 112 0 0 0 9 1 | c = jumping 1 4 0 593 115 171 2 1 | d = lying 16 7 0 135 483 232 27 0 | e = standing 6 4 0 178 278 401 15 0 | f = sitting 5 7 14 9 35 30 900 3 | g = running 62 59 0 0 1 0 3 714 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4363 70.0884 % Incorrectly Classified Instances 1862 29.9116 % Kappa statistic 0.6527 Mean absolute error 0.0777 Root mean squared error 0.2572 Relative absolute error 36.0574 % Root relative squared error 78.3803 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.043 0.691 0.691 0.691 0.865 climbingdown 0.723 0.042 0.727 0.723 0.725 0.878 climbingup 0.878 0.002 0.9 0.878 0.889 0.972 jumping 0.676 0.064 0.636 0.676 0.655 0.832 lying 0.563 0.077 0.552 0.563 0.557 0.797 standing 0.454 0.079 0.487 0.454 0.47 0.761 sitting 0.908 0.017 0.911 0.908 0.91 0.954 running 0.847 0.023 0.853 0.847 0.85 0.93 walking Weighted Avg. 0.701 0.048 0.7 0.701 0.7 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 520 160 0 0 6 1 8 58 | a = climbingdown 147 606 0 3 11 2 4 65 | b = climbingup 0 0 108 0 0 0 15 0 | c = jumping 0 1 0 600 106 172 8 0 | d = lying 8 6 0 124 507 225 30 0 | e = standing 4 3 0 208 247 400 20 0 | f = sitting 5 8 12 6 41 20 911 0 | g = running 69 50 0 3 1 1 4 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4402 70.7149 % Incorrectly Classified Instances 1823 29.2851 % Kappa statistic 0.66 Mean absolute error 0.0767 Root mean squared error 0.2574 Relative absolute error 35.6324 % Root relative squared error 78.4419 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.041 0.701 0.705 0.703 0.863 climbingdown 0.739 0.041 0.736 0.739 0.737 0.878 climbingup 0.911 0.001 0.957 0.911 0.933 0.972 jumping 0.7 0.062 0.653 0.7 0.676 0.839 lying 0.556 0.08 0.539 0.556 0.547 0.781 standing 0.441 0.072 0.501 0.441 0.469 0.735 sitting 0.917 0.018 0.906 0.917 0.911 0.956 running 0.846 0.024 0.846 0.846 0.846 0.923 walking Weighted Avg. 0.707 0.047 0.705 0.707 0.706 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 531 137 0 0 11 2 7 65 | a = climbingdown 135 619 1 3 9 4 8 59 | b = climbingup 0 0 112 0 0 0 10 1 | c = jumping 5 5 0 621 109 139 8 0 | d = lying 7 17 0 124 500 216 36 0 | e = standing 6 1 0 197 264 389 24 1 | f = sitting 5 6 4 6 33 26 920 3 | g = running 68 56 0 0 2 0 3 710 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4336 69.6546 % Incorrectly Classified Instances 1889 30.3454 % Kappa statistic 0.6477 Mean absolute error 0.0794 Root mean squared error 0.2611 Relative absolute error 36.8575 % Root relative squared error 79.5699 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.039 0.709 0.699 0.704 0.868 climbingdown 0.734 0.042 0.733 0.734 0.733 0.875 climbingup 0.878 0.002 0.908 0.878 0.893 0.961 jumping 0.672 0.063 0.64 0.672 0.655 0.835 lying 0.526 0.075 0.543 0.526 0.534 0.773 standing 0.463 0.085 0.473 0.463 0.468 0.763 sitting 0.907 0.02 0.899 0.907 0.903 0.956 running 0.834 0.027 0.826 0.834 0.83 0.918 walking Weighted Avg. 0.697 0.049 0.695 0.697 0.696 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 526 147 1 1 4 0 4 70 | a = climbingdown 129 615 0 5 5 7 8 69 | b = climbingup 0 0 108 0 0 0 15 0 | c = jumping 1 0 0 595 127 157 5 1 | d = lying 7 5 0 112 473 258 43 2 | e = standing 1 5 0 210 230 409 25 3 | f = sitting 4 7 10 7 31 32 910 2 | g = running 74 60 0 0 1 2 2 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4439 71.3207 % Incorrectly Classified Instances 1785 28.6793 % Kappa statistic 0.6671 Mean absolute error 0.075 Root mean squared error 0.2546 Relative absolute error 34.8136 % Root relative squared error 77.5942 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.041 0.704 0.714 0.709 0.868 climbingdown 0.75 0.041 0.741 0.75 0.745 0.887 climbingup 0.902 0.001 0.932 0.902 0.917 0.98 jumping 0.681 0.059 0.658 0.681 0.669 0.84 lying 0.565 0.08 0.545 0.565 0.555 0.776 standing 0.477 0.071 0.526 0.477 0.5 0.756 sitting 0.913 0.016 0.916 0.913 0.915 0.954 running 0.852 0.024 0.846 0.852 0.849 0.928 walking Weighted Avg. 0.713 0.046 0.712 0.713 0.712 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 538 143 0 1 2 3 5 62 | a = climbingdown 137 628 1 1 5 1 4 60 | b = climbingup 1 0 110 0 0 0 11 0 | c = jumping 1 2 0 603 130 140 10 0 | d = lying 11 9 0 117 509 216 38 1 | e = standing 7 3 0 184 251 421 15 2 | f = sitting 8 5 7 9 35 18 916 5 | g = running 61 58 0 1 2 1 1 714 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4349 69.8747 % Incorrectly Classified Instances 1875 30.1253 % Kappa statistic 0.6503 Mean absolute error 0.0789 Root mean squared error 0.2609 Relative absolute error 36.6179 % Root relative squared error 79.5046 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.043 0.698 0.72 0.709 0.87 climbingdown 0.726 0.038 0.748 0.726 0.737 0.874 climbingup 0.836 0.002 0.887 0.836 0.861 0.932 jumping 0.655 0.056 0.661 0.655 0.658 0.841 lying 0.56 0.084 0.529 0.56 0.544 0.779 standing 0.462 0.083 0.479 0.462 0.471 0.751 sitting 0.902 0.016 0.914 0.902 0.908 0.951 running 0.834 0.027 0.826 0.834 0.83 0.913 walking Weighted Avg. 0.699 0.049 0.7 0.699 0.699 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 543 121 0 2 10 3 5 70 | a = climbingdown 138 608 0 6 6 7 1 72 | b = climbingup 1 0 102 0 0 0 19 0 | c = jumping 3 0 0 580 114 178 11 0 | d = lying 15 9 0 111 505 232 27 2 | e = standing 2 6 0 172 276 408 19 0 | f = sitting 9 5 13 7 40 21 904 3 | g = running 67 64 0 0 3 2 3 699 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4268 68.5733 % Incorrectly Classified Instances 1956 31.4267 % Kappa statistic 0.6352 Mean absolute error 0.0809 Root mean squared error 0.2649 Relative absolute error 37.5778 % Root relative squared error 80.7422 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.041 0.698 0.696 0.697 0.858 climbingdown 0.717 0.048 0.701 0.717 0.709 0.866 climbingup 0.918 0.001 0.933 0.918 0.926 0.963 jumping 0.639 0.064 0.625 0.639 0.632 0.822 lying 0.532 0.081 0.525 0.532 0.528 0.769 standing 0.441 0.085 0.461 0.441 0.451 0.756 sitting 0.903 0.018 0.904 0.903 0.904 0.949 running 0.825 0.026 0.83 0.825 0.827 0.918 walking Weighted Avg. 0.686 0.051 0.685 0.686 0.685 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 525 156 0 2 6 2 3 60 | a = climbingdown 142 601 0 4 7 1 9 74 | b = climbingup 0 1 112 1 0 0 8 0 | c = jumping 0 6 0 566 122 182 9 1 | d = lying 10 12 0 116 479 244 39 1 | e = standing 3 6 0 208 252 389 25 0 | f = sitting 2 4 8 8 45 24 905 6 | g = running 70 71 0 1 1 1 3 691 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4374 70.2763 % Incorrectly Classified Instances 1850 29.7237 % Kappa statistic 0.655 Mean absolute error 0.0773 Root mean squared error 0.2593 Relative absolute error 35.9016 % Root relative squared error 79.0154 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.042 0.703 0.72 0.711 0.863 climbingdown 0.736 0.04 0.74 0.736 0.738 0.878 climbingup 0.902 0.003 0.867 0.902 0.884 0.967 jumping 0.694 0.067 0.634 0.694 0.663 0.837 lying 0.573 0.08 0.549 0.573 0.561 0.777 standing 0.437 0.074 0.495 0.437 0.464 0.753 sitting 0.886 0.016 0.915 0.886 0.901 0.945 running 0.833 0.024 0.842 0.833 0.837 0.919 walking Weighted Avg. 0.703 0.048 0.702 0.703 0.702 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 542 131 0 1 6 2 5 66 | a = climbingdown 146 617 2 4 5 0 1 63 | b = climbingup 1 0 111 0 0 0 11 0 | c = jumping 4 1 0 616 106 153 7 0 | d = lying 7 7 0 128 516 205 36 1 | e = standing 4 6 0 211 259 386 17 0 | f = sitting 3 4 14 12 47 33 888 1 | g = running 64 68 1 0 1 1 5 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4362 70.0835 % Incorrectly Classified Instances 1862 29.9165 % Kappa statistic 0.6527 Mean absolute error 0.0781 Root mean squared error 0.2592 Relative absolute error 36.2553 % Root relative squared error 78.988 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.038 0.71 0.676 0.693 0.864 climbingdown 0.767 0.047 0.716 0.767 0.741 0.881 climbingup 0.878 0.002 0.885 0.878 0.882 0.951 jumping 0.696 0.06 0.659 0.696 0.677 0.847 lying 0.552 0.084 0.525 0.552 0.538 0.784 standing 0.455 0.073 0.507 0.455 0.48 0.752 sitting 0.886 0.017 0.909 0.886 0.897 0.942 running 0.833 0.025 0.836 0.833 0.834 0.916 walking Weighted Avg. 0.701 0.048 0.7 0.701 0.7 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 509 168 0 1 10 0 2 63 | a = climbingdown 110 643 1 4 5 4 4 67 | b = climbingup 0 0 108 0 0 0 15 0 | c = jumping 3 5 0 617 124 130 8 0 | d = lying 6 8 0 111 497 237 36 5 | e = standing 2 6 0 192 259 402 22 0 | f = sitting 11 7 13 11 50 20 888 2 | g = running 76 61 0 0 1 0 2 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4377 70.3246 % Incorrectly Classified Instances 1847 29.6754 % Kappa statistic 0.6555 Mean absolute error 0.0772 Root mean squared error 0.2576 Relative absolute error 35.8553 % Root relative squared error 78.4913 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.041 0.709 0.722 0.716 0.87 climbingdown 0.739 0.039 0.747 0.739 0.743 0.873 climbingup 0.862 0.002 0.876 0.862 0.869 0.96 jumping 0.622 0.055 0.654 0.622 0.638 0.822 lying 0.581 0.082 0.546 0.581 0.563 0.794 standing 0.488 0.085 0.488 0.488 0.488 0.769 sitting 0.896 0.015 0.922 0.896 0.909 0.948 running 0.84 0.027 0.83 0.84 0.835 0.919 walking Weighted Avg. 0.703 0.048 0.705 0.703 0.704 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 544 126 1 3 7 1 1 70 | a = climbingdown 134 619 0 2 9 4 2 68 | b = climbingup 1 1 106 0 1 0 14 0 | c = jumping 2 2 1 552 121 194 13 2 | d = lying 12 7 0 101 523 235 22 0 | e = standing 4 5 0 171 251 431 21 0 | f = sitting 5 5 12 15 44 19 898 4 | g = running 65 64 1 0 1 0 3 704 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4358 70.008 % Incorrectly Classified Instances 1867 29.992 % Kappa statistic 0.6518 Mean absolute error 0.0779 Root mean squared error 0.2596 Relative absolute error 36.1877 % Root relative squared error 79.1133 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.039 0.717 0.712 0.714 0.871 climbingdown 0.742 0.041 0.74 0.742 0.741 0.872 climbingup 0.846 0.003 0.86 0.846 0.852 0.962 jumping 0.655 0.057 0.658 0.655 0.656 0.838 lying 0.517 0.082 0.517 0.517 0.517 0.767 standing 0.485 0.086 0.483 0.485 0.484 0.758 sitting 0.903 0.019 0.902 0.903 0.903 0.951 running 0.853 0.023 0.852 0.853 0.853 0.923 walking Weighted Avg. 0.7 0.048 0.7 0.7 0.7 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 536 134 1 2 6 2 8 64 | a = climbingdown 132 622 0 5 15 4 3 57 | b = climbingup 0 0 104 0 0 0 19 0 | c = jumping 5 4 0 581 132 161 4 0 | d = lying 7 9 0 117 466 268 33 1 | e = standing 2 4 0 173 246 428 29 0 | f = sitting 10 6 15 5 36 23 906 2 | g = running 56 62 1 0 1 1 2 715 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4402 70.7149 % Incorrectly Classified Instances 1823 29.2851 % Kappa statistic 0.6601 Mean absolute error 0.0764 Root mean squared error 0.2573 Relative absolute error 35.4694 % Root relative squared error 78.4186 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.039 0.717 0.714 0.716 0.865 climbingdown 0.747 0.045 0.72 0.747 0.733 0.873 climbingup 0.919 0.002 0.883 0.919 0.9 0.972 jumping 0.667 0.065 0.631 0.667 0.649 0.835 lying 0.574 0.077 0.559 0.574 0.567 0.793 standing 0.456 0.076 0.499 0.456 0.477 0.754 sitting 0.907 0.013 0.932 0.907 0.92 0.954 running 0.839 0.024 0.844 0.839 0.842 0.921 walking Weighted Avg. 0.707 0.047 0.707 0.707 0.707 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 538 146 2 1 8 0 2 56 | a = climbingdown 128 626 0 2 4 5 4 69 | b = climbingup 1 1 113 0 0 0 7 1 | c = jumping 3 1 0 591 124 158 8 1 | d = lying 9 11 0 119 517 218 25 1 | e = standing 5 6 0 215 235 403 19 0 | f = sitting 6 4 13 8 37 23 910 2 | g = running 60 74 0 0 0 0 1 704 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4410 70.8434 % Incorrectly Classified Instances 1815 29.1566 % Kappa statistic 0.6615 Mean absolute error 0.0762 Root mean squared error 0.2577 Relative absolute error 35.3904 % Root relative squared error 78.5314 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.037 0.724 0.705 0.715 0.865 climbingdown 0.754 0.043 0.731 0.754 0.742 0.875 climbingup 0.878 0.002 0.915 0.878 0.896 0.948 jumping 0.684 0.06 0.652 0.684 0.668 0.847 lying 0.569 0.077 0.555 0.569 0.562 0.784 standing 0.446 0.082 0.474 0.446 0.459 0.741 sitting 0.915 0.017 0.911 0.915 0.913 0.953 running 0.845 0.02 0.867 0.845 0.856 0.922 walking Weighted Avg. 0.708 0.047 0.708 0.708 0.708 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 531 150 0 2 6 5 6 53 | a = climbingdown 137 632 0 2 10 2 5 50 | b = climbingup 0 0 108 0 0 0 15 0 | c = jumping 0 2 0 606 110 163 5 0 | d = lying 3 10 0 103 512 238 33 1 | e = standing 4 1 0 205 252 394 23 4 | f = sitting 4 3 9 11 30 27 918 1 | g = running 54 67 1 0 2 3 3 709 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4390 70.5221 % Incorrectly Classified Instances 1835 29.4779 % Kappa statistic 0.6578 Mean absolute error 0.0761 Root mean squared error 0.2564 Relative absolute error 35.3571 % Root relative squared error 78.1329 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.038 0.725 0.728 0.726 0.87 climbingdown 0.748 0.043 0.728 0.748 0.738 0.883 climbingup 0.902 0.001 0.965 0.902 0.933 0.971 jumping 0.663 0.059 0.652 0.663 0.657 0.841 lying 0.54 0.084 0.522 0.54 0.531 0.78 standing 0.456 0.082 0.48 0.456 0.468 0.762 sitting 0.909 0.015 0.92 0.909 0.915 0.951 running 0.853 0.022 0.861 0.853 0.857 0.937 walking Weighted Avg. 0.705 0.048 0.705 0.705 0.705 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 548 145 0 1 9 4 2 44 | a = climbingdown 127 627 0 0 9 4 4 67 | b = climbingup 0 1 111 0 0 0 11 0 | c = jumping 4 4 0 587 127 155 8 1 | d = lying 13 6 0 114 486 252 28 1 | e = standing 2 7 0 184 262 403 25 0 | f = sitting 7 6 4 13 37 21 912 3 | g = running 55 65 0 1 1 0 1 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4380 70.3728 % Incorrectly Classified Instances 1844 29.6272 % Kappa statistic 0.6561 Mean absolute error 0.0779 Root mean squared error 0.2587 Relative absolute error 36.1867 % Root relative squared error 78.8246 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.041 0.708 0.721 0.714 0.866 climbingdown 0.739 0.04 0.74 0.739 0.739 0.877 climbingup 0.893 0.002 0.879 0.893 0.886 0.958 jumping 0.691 0.061 0.652 0.691 0.671 0.846 lying 0.567 0.084 0.534 0.567 0.55 0.78 standing 0.447 0.072 0.505 0.447 0.474 0.754 sitting 0.888 0.017 0.907 0.888 0.898 0.941 running 0.836 0.026 0.836 0.836 0.836 0.921 walking Weighted Avg. 0.704 0.048 0.703 0.704 0.703 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 543 117 0 1 13 4 5 70 | a = climbingdown 140 619 3 1 5 4 4 62 | b = climbingup 0 0 109 0 0 0 13 0 | c = jumping 5 4 0 612 123 136 5 1 | d = lying 9 10 0 116 510 220 34 1 | e = standing 4 7 0 194 256 395 26 1 | f = sitting 8 6 11 14 47 23 891 3 | g = running 58 74 1 0 1 0 4 701 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4387 70.4852 % Incorrectly Classified Instances 1837 29.5148 % Kappa statistic 0.6574 Mean absolute error 0.0769 Root mean squared error 0.2568 Relative absolute error 35.7093 % Root relative squared error 78.2625 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.038 0.726 0.737 0.732 0.89 climbingdown 0.772 0.04 0.752 0.772 0.762 0.893 climbingup 0.861 0.002 0.89 0.861 0.875 0.961 jumping 0.67 0.06 0.649 0.67 0.659 0.848 lying 0.562 0.084 0.532 0.562 0.546 0.779 standing 0.428 0.079 0.474 0.428 0.45 0.753 sitting 0.906 0.017 0.91 0.906 0.908 0.951 running 0.827 0.023 0.848 0.827 0.837 0.916 walking Weighted Avg. 0.705 0.048 0.704 0.705 0.704 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 556 124 1 1 7 1 6 58 | a = climbingdown 116 647 0 4 4 5 1 61 | b = climbingup 2 0 105 0 0 0 15 0 | c = jumping 1 2 0 594 108 170 11 1 | d = lying 9 9 0 109 506 230 36 1 | e = standing 5 4 0 190 287 378 18 1 | f = sitting 6 5 12 16 40 13 908 2 | g = running 71 69 0 1 0 1 3 693 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4357 70.0032 % Incorrectly Classified Instances 1867 29.9968 % Kappa statistic 0.6517 Mean absolute error 0.0785 Root mean squared error 0.2588 Relative absolute error 36.4557 % Root relative squared error 78.8823 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.039 0.699 0.659 0.678 0.847 climbingdown 0.723 0.046 0.71 0.723 0.716 0.876 climbingup 0.869 0.002 0.914 0.869 0.891 0.96 jumping 0.678 0.061 0.647 0.678 0.662 0.844 lying 0.582 0.078 0.558 0.582 0.57 0.798 standing 0.456 0.078 0.493 0.456 0.474 0.761 sitting 0.896 0.016 0.913 0.896 0.904 0.947 running 0.862 0.028 0.827 0.862 0.844 0.932 walking Weighted Avg. 0.7 0.048 0.699 0.7 0.699 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 497 177 0 4 6 3 3 64 | a = climbingdown 133 606 0 1 6 5 6 81 | b = climbingup 0 0 106 0 0 0 15 1 | c = jumping 2 3 0 601 103 168 10 0 | d = lying 8 5 0 122 524 213 27 1 | e = standing 4 5 0 193 252 403 25 1 | f = sitting 6 6 10 7 47 25 898 3 | g = running 61 52 0 1 1 1 0 722 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4396 70.6298 % Incorrectly Classified Instances 1828 29.3702 % Kappa statistic 0.6591 Mean absolute error 0.0769 Root mean squared error 0.2566 Relative absolute error 35.6871 % Root relative squared error 78.1992 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.038 0.723 0.718 0.72 0.88 climbingdown 0.784 0.045 0.731 0.784 0.756 0.891 climbingup 0.878 0.003 0.871 0.878 0.874 0.941 jumping 0.664 0.059 0.653 0.664 0.658 0.83 lying 0.566 0.083 0.535 0.566 0.55 0.786 standing 0.451 0.078 0.49 0.451 0.469 0.747 sitting 0.899 0.018 0.906 0.899 0.902 0.949 running 0.828 0.018 0.876 0.828 0.852 0.926 walking Weighted Avg. 0.706 0.047 0.707 0.706 0.706 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 541 146 2 2 9 1 7 46 | a = climbingdown 117 656 3 3 7 1 2 48 | b = climbingup 0 2 108 0 0 0 13 0 | c = jumping 1 4 0 589 128 160 5 0 | d = lying 10 7 0 101 509 231 39 3 | e = standing 3 5 0 197 254 398 26 0 | f = sitting 8 8 11 10 43 20 901 1 | g = running 68 70 0 0 2 2 2 694 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4418 70.9833 % Incorrectly Classified Instances 1806 29.0167 % Kappa statistic 0.6632 Mean absolute error 0.0758 Root mean squared error 0.2557 Relative absolute error 35.2039 % Root relative squared error 77.9301 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.039 0.719 0.733 0.726 0.875 climbingdown 0.73 0.042 0.732 0.73 0.731 0.87 climbingup 0.902 0.001 0.933 0.902 0.917 0.973 jumping 0.715 0.057 0.677 0.715 0.696 0.852 lying 0.558 0.082 0.534 0.558 0.546 0.788 standing 0.471 0.078 0.5 0.471 0.485 0.755 sitting 0.89 0.014 0.923 0.89 0.907 0.943 running 0.834 0.024 0.845 0.834 0.84 0.92 walking Weighted Avg. 0.71 0.047 0.711 0.71 0.71 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 552 126 0 1 8 1 6 59 | a = climbingdown 146 612 0 2 6 4 3 65 | b = climbingup 1 0 111 1 0 0 10 0 | c = jumping 1 2 0 634 98 144 8 0 | d = lying 3 5 0 114 503 244 29 3 | e = standing 4 7 0 170 273 415 13 0 | f = sitting 4 9 8 14 53 21 892 1 | g = running 57 75 0 0 1 1 5 699 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4430 71.1761 % Incorrectly Classified Instances 1794 28.8239 % Kappa statistic 0.6654 Mean absolute error 0.0756 Root mean squared error 0.2546 Relative absolute error 35.1083 % Root relative squared error 77.586 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.038 0.719 0.714 0.717 0.87 climbingdown 0.764 0.044 0.731 0.764 0.747 0.881 climbingup 0.878 0.002 0.9 0.878 0.889 0.942 jumping 0.696 0.065 0.641 0.696 0.667 0.848 lying 0.582 0.075 0.568 0.582 0.575 0.785 standing 0.449 0.077 0.49 0.449 0.469 0.76 sitting 0.907 0.013 0.93 0.907 0.919 0.954 running 0.833 0.021 0.862 0.833 0.847 0.92 walking Weighted Avg. 0.712 0.046 0.712 0.712 0.711 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 538 148 0 4 7 2 3 51 | a = climbingdown 119 640 0 2 9 8 5 55 | b = climbingup 1 0 108 0 0 0 13 1 | c = jumping 3 1 0 617 99 161 5 1 | d = lying 10 6 0 124 524 212 25 0 | e = standing 2 9 0 209 247 396 16 3 | f = sitting 6 5 11 6 35 29 909 1 | g = running 69 66 1 1 2 0 1 698 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4397 70.6345 % Incorrectly Classified Instances 1828 29.3655 % Kappa statistic 0.6591 Mean absolute error 0.0765 Root mean squared error 0.2556 Relative absolute error 35.5048 % Root relative squared error 77.9018 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.037 0.73 0.734 0.732 0.88 climbingdown 0.754 0.038 0.753 0.754 0.754 0.882 climbingup 0.837 0.002 0.873 0.837 0.855 0.953 jumping 0.651 0.056 0.659 0.651 0.655 0.834 lying 0.553 0.086 0.52 0.553 0.536 0.776 standing 0.456 0.081 0.481 0.456 0.469 0.756 sitting 0.897 0.018 0.905 0.897 0.901 0.945 running 0.871 0.021 0.864 0.871 0.868 0.942 walking Weighted Avg. 0.706 0.047 0.707 0.706 0.706 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 553 129 0 1 7 4 5 54 | a = climbingdown 131 632 1 3 7 4 4 56 | b = climbingup 0 3 103 0 0 0 17 0 | c = jumping 1 2 0 577 132 164 10 0 | d = lying 12 9 0 114 498 234 32 1 | e = standing 1 5 0 171 279 403 24 0 | f = sitting 8 6 14 9 34 28 900 4 | g = running 52 53 0 0 1 0 2 731 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4368 70.1687 % Incorrectly Classified Instances 1857 29.8313 % Kappa statistic 0.6537 Mean absolute error 0.0771 Root mean squared error 0.2582 Relative absolute error 35.8224 % Root relative squared error 78.6954 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.039 0.713 0.699 0.706 0.862 climbingdown 0.73 0.042 0.732 0.73 0.731 0.876 climbingup 0.886 0.002 0.886 0.886 0.886 0.967 jumping 0.687 0.064 0.642 0.687 0.664 0.851 lying 0.525 0.076 0.538 0.525 0.531 0.768 standing 0.466 0.081 0.487 0.466 0.476 0.753 sitting 0.893 0.017 0.911 0.893 0.902 0.945 running 0.874 0.026 0.838 0.874 0.856 0.938 walking Weighted Avg. 0.702 0.048 0.7 0.702 0.701 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 526 152 0 2 4 4 3 62 | a = climbingdown 135 612 1 3 7 1 5 74 | b = climbingup 1 0 109 0 0 0 13 0 | c = jumping 3 0 0 609 106 157 12 0 | d = lying 8 10 0 133 473 245 31 1 | e = standing 4 2 0 190 251 411 24 0 | f = sitting 8 10 13 11 37 24 896 4 | g = running 53 50 0 0 1 2 0 732 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4421 71.0201 % Incorrectly Classified Instances 1804 28.9799 % Kappa statistic 0.6636 Mean absolute error 0.0763 Root mean squared error 0.2553 Relative absolute error 35.407 % Root relative squared error 77.8054 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.045 0.688 0.713 0.7 0.857 climbingdown 0.735 0.04 0.74 0.735 0.738 0.874 climbingup 0.886 0.002 0.908 0.886 0.897 0.959 jumping 0.681 0.06 0.655 0.681 0.668 0.844 lying 0.556 0.075 0.556 0.556 0.556 0.784 standing 0.492 0.077 0.514 0.492 0.503 0.767 sitting 0.917 0.016 0.918 0.917 0.918 0.959 running 0.835 0.023 0.851 0.835 0.843 0.931 walking Weighted Avg. 0.71 0.047 0.71 0.71 0.71 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 537 144 0 2 5 0 7 58 | a = climbingdown 149 616 0 4 3 1 7 58 | b = climbingup 0 0 109 0 0 0 14 0 | c = jumping 2 2 0 604 122 149 7 1 | d = lying 10 6 0 113 501 236 33 2 | e = standing 4 5 0 184 240 434 13 2 | f = sitting 2 1 11 14 29 24 920 2 | g = running 77 58 0 1 1 0 1 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4363 70.0884 % Incorrectly Classified Instances 1862 29.9116 % Kappa statistic 0.6527 Mean absolute error 0.0778 Root mean squared error 0.2581 Relative absolute error 36.109 % Root relative squared error 78.6662 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.041 0.711 0.73 0.72 0.87 climbingdown 0.733 0.039 0.743 0.733 0.738 0.866 climbingup 0.862 0.002 0.914 0.862 0.887 0.957 jumping 0.682 0.061 0.65 0.682 0.666 0.838 lying 0.538 0.077 0.543 0.538 0.541 0.794 standing 0.443 0.084 0.466 0.443 0.454 0.748 sitting 0.905 0.02 0.899 0.905 0.902 0.948 running 0.84 0.025 0.842 0.84 0.841 0.929 walking Weighted Avg. 0.701 0.048 0.7 0.701 0.7 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 550 122 1 0 7 2 6 65 | a = climbingdown 138 614 0 1 9 6 7 63 | b = climbingup 0 0 106 0 0 0 17 0 | c = jumping 3 2 0 605 108 157 12 0 | d = lying 11 8 0 111 485 261 24 1 | e = standing 7 7 0 204 243 391 30 0 | f = sitting 4 8 9 10 40 21 908 3 | g = running 61 65 0 0 1 1 6 704 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4420 71.0154 % Incorrectly Classified Instances 1804 28.9846 % Kappa statistic 0.6635 Mean absolute error 0.0763 Root mean squared error 0.2557 Relative absolute error 35.4333 % Root relative squared error 77.9274 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.04 0.715 0.731 0.723 0.874 climbingdown 0.743 0.041 0.738 0.743 0.74 0.883 climbingup 0.902 0.001 0.924 0.902 0.913 0.981 jumping 0.688 0.063 0.645 0.688 0.666 0.846 lying 0.561 0.079 0.545 0.561 0.553 0.782 standing 0.464 0.072 0.517 0.464 0.489 0.765 sitting 0.913 0.017 0.911 0.913 0.912 0.954 running 0.831 0.023 0.85 0.831 0.84 0.913 walking Weighted Avg. 0.71 0.047 0.709 0.71 0.709 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 551 128 2 2 7 5 1 58 | a = climbingdown 136 622 1 3 6 8 2 59 | b = climbingup 0 1 110 0 0 0 11 0 | c = jumping 4 3 0 610 125 137 7 1 | d = lying 3 7 0 129 505 211 43 2 | e = standing 2 6 0 191 249 410 25 0 | f = sitting 4 7 6 11 34 22 916 3 | g = running 71 69 0 0 1 0 1 696 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4383 70.421 % Incorrectly Classified Instances 1841 29.579 % Kappa statistic 0.6566 Mean absolute error 0.0765 Root mean squared error 0.256 Relative absolute error 35.5286 % Root relative squared error 78.0201 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.039 0.716 0.718 0.717 0.869 climbingdown 0.754 0.039 0.751 0.754 0.753 0.887 climbingup 0.91 0.001 0.925 0.91 0.917 0.967 jumping 0.656 0.067 0.621 0.656 0.638 0.831 lying 0.568 0.082 0.538 0.568 0.552 0.791 standing 0.448 0.076 0.495 0.448 0.471 0.774 sitting 0.911 0.015 0.919 0.911 0.915 0.951 running 0.832 0.024 0.843 0.832 0.837 0.916 walking Weighted Avg. 0.704 0.048 0.704 0.704 0.704 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 541 129 0 3 9 3 5 64 | a = climbingdown 127 632 1 0 11 3 4 60 | b = climbingup 0 0 111 0 0 0 11 0 | c = jumping 3 4 0 582 129 158 9 2 | d = lying 4 5 0 131 511 219 29 1 | e = standing 5 2 0 212 248 396 19 1 | f = sitting 6 4 8 9 39 21 913 2 | g = running 70 65 0 0 3 0 3 697 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4416 70.9512 % Incorrectly Classified Instances 1808 29.0488 % Kappa statistic 0.6628 Mean absolute error 0.0767 Root mean squared error 0.2559 Relative absolute error 35.6226 % Root relative squared error 77.977 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.039 0.715 0.703 0.709 0.848 climbingdown 0.766 0.043 0.735 0.766 0.75 0.88 climbingup 0.91 0.001 0.925 0.91 0.917 0.981 jumping 0.679 0.059 0.655 0.679 0.667 0.849 lying 0.557 0.078 0.546 0.557 0.551 0.783 standing 0.497 0.078 0.513 0.497 0.505 0.769 sitting 0.899 0.015 0.922 0.899 0.911 0.946 running 0.823 0.024 0.84 0.823 0.832 0.915 walking Weighted Avg. 0.71 0.047 0.711 0.71 0.71 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 530 133 1 1 14 0 4 71 | a = climbingdown 124 642 0 2 9 2 3 56 | b = climbingup 2 0 111 0 0 0 9 0 | c = jumping 2 1 0 602 112 163 7 0 | d = lying 6 11 0 125 501 227 29 1 | e = standing 2 10 0 176 236 439 20 0 | f = sitting 6 5 7 12 44 24 901 3 | g = running 69 71 1 1 1 1 4 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4378 70.3406 % Incorrectly Classified Instances 1846 29.6594 % Kappa statistic 0.6556 Mean absolute error 0.0779 Root mean squared error 0.2586 Relative absolute error 36.1935 % Root relative squared error 78.816 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.042 0.703 0.721 0.712 0.877 climbingdown 0.727 0.042 0.729 0.727 0.728 0.867 climbingup 0.854 0.001 0.955 0.854 0.901 0.963 jumping 0.674 0.058 0.66 0.674 0.667 0.848 lying 0.578 0.089 0.522 0.578 0.549 0.78 standing 0.442 0.072 0.504 0.442 0.471 0.753 sitting 0.907 0.019 0.902 0.907 0.904 0.95 running 0.84 0.022 0.856 0.84 0.848 0.917 walking Weighted Avg. 0.703 0.048 0.704 0.703 0.703 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 543 140 0 0 7 1 4 58 | a = climbingdown 147 609 0 3 10 6 5 58 | b = climbingup 0 0 105 1 0 0 17 0 | c = jumping 0 1 0 597 126 150 12 0 | d = lying 6 14 0 124 520 202 33 1 | e = standing 5 2 0 170 290 390 26 0 | f = sitting 7 3 5 10 42 24 909 2 | g = running 64 66 0 0 1 1 2 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4393 70.5816 % Incorrectly Classified Instances 1831 29.4184 % Kappa statistic 0.6586 Mean absolute error 0.077 Root mean squared error 0.2576 Relative absolute error 35.7615 % Root relative squared error 78.505 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.041 0.715 0.742 0.728 0.871 climbingdown 0.74 0.039 0.749 0.74 0.744 0.878 climbingup 0.902 0.002 0.902 0.902 0.902 0.963 jumping 0.7 0.066 0.638 0.7 0.667 0.845 lying 0.546 0.078 0.541 0.546 0.543 0.768 standing 0.434 0.077 0.482 0.434 0.456 0.746 sitting 0.891 0.018 0.907 0.891 0.899 0.945 running 0.853 0.021 0.862 0.853 0.857 0.933 walking Weighted Avg. 0.706 0.048 0.705 0.706 0.705 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 559 133 0 1 4 0 2 54 | a = climbingdown 145 620 2 2 4 3 4 58 | b = climbingup 0 0 111 0 0 0 12 0 | c = jumping 2 3 0 620 110 142 8 1 | d = lying 7 7 0 117 491 241 37 0 | e = standing 5 5 0 213 250 383 25 2 | f = sitting 7 6 8 18 44 26 893 0 | g = running 57 54 2 1 5 0 4 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4405 70.7744 % Incorrectly Classified Instances 1819 29.2256 % Kappa statistic 0.6607 Mean absolute error 0.0775 Root mean squared error 0.2566 Relative absolute error 35.9637 % Root relative squared error 78.1846 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.04 0.71 0.705 0.708 0.869 climbingdown 0.733 0.043 0.725 0.733 0.729 0.868 climbingup 0.878 0.001 0.947 0.878 0.911 0.95 jumping 0.727 0.063 0.658 0.727 0.691 0.854 lying 0.579 0.077 0.56 0.579 0.569 0.784 standing 0.45 0.073 0.505 0.45 0.476 0.769 sitting 0.892 0.017 0.909 0.892 0.901 0.939 running 0.83 0.026 0.832 0.83 0.831 0.916 walking Weighted Avg. 0.708 0.047 0.707 0.708 0.707 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 531 150 0 3 5 1 2 61 | a = climbingdown 126 614 1 3 14 3 4 73 | b = climbingup 1 0 108 0 0 0 13 1 | c = jumping 1 4 0 644 93 136 8 0 | d = lying 8 3 0 113 521 218 34 3 | e = standing 2 5 0 203 248 397 26 2 | f = sitting 9 4 5 11 48 30 894 1 | g = running 70 67 0 1 2 1 2 696 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4451 71.502 % Incorrectly Classified Instances 1774 28.498 % Kappa statistic 0.6692 Mean absolute error 0.0754 Root mean squared error 0.2546 Relative absolute error 35.0128 % Root relative squared error 77.5788 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.038 0.724 0.729 0.727 0.877 climbingdown 0.737 0.042 0.731 0.737 0.734 0.878 climbingup 0.878 0.002 0.915 0.878 0.896 0.969 jumping 0.719 0.061 0.661 0.719 0.689 0.856 lying 0.586 0.078 0.56 0.586 0.573 0.793 standing 0.454 0.074 0.504 0.454 0.478 0.754 sitting 0.893 0.014 0.924 0.893 0.908 0.945 running 0.852 0.022 0.859 0.852 0.856 0.927 walking Weighted Avg. 0.715 0.046 0.715 0.715 0.715 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 550 136 0 0 8 3 3 54 | a = climbingdown 138 618 1 9 7 7 0 58 | b = climbingup 0 0 108 0 0 0 15 0 | c = jumping 1 3 0 637 89 149 7 0 | d = lying 4 13 0 117 527 210 25 4 | e = standing 1 3 0 186 270 401 22 0 | f = sitting 9 8 9 15 39 26 896 1 | g = running 57 64 0 0 1 0 2 714 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4319 69.3815 % Incorrectly Classified Instances 1906 30.6185 % Kappa statistic 0.6446 Mean absolute error 0.0794 Root mean squared error 0.2625 Relative absolute error 36.8535 % Root relative squared error 79.9886 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.04 0.712 0.718 0.715 0.87 climbingdown 0.728 0.044 0.72 0.728 0.724 0.862 climbingup 0.862 0.002 0.883 0.862 0.872 0.964 jumping 0.638 0.064 0.625 0.638 0.632 0.824 lying 0.526 0.083 0.518 0.526 0.522 0.771 standing 0.449 0.082 0.474 0.449 0.461 0.754 sitting 0.921 0.016 0.918 0.921 0.919 0.961 running 0.839 0.025 0.84 0.839 0.839 0.928 walking Weighted Avg. 0.694 0.049 0.693 0.694 0.693 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 541 144 2 0 7 3 2 55 | a = climbingdown 137 610 1 3 8 2 1 76 | b = climbingup 2 0 106 0 0 0 15 0 | c = jumping 4 2 0 566 135 164 16 0 | d = lying 8 13 0 129 473 247 29 1 | e = standing 2 5 0 202 257 396 18 2 | f = sitting 6 3 11 5 31 23 924 0 | g = running 60 70 0 0 2 1 2 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4381 70.3775 % Incorrectly Classified Instances 1844 29.6225 % Kappa statistic 0.6562 Mean absolute error 0.078 Root mean squared error 0.258 Relative absolute error 36.2018 % Root relative squared error 78.6203 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.041 0.704 0.708 0.706 0.87 climbingdown 0.737 0.043 0.726 0.737 0.732 0.87 climbingup 0.902 0.002 0.902 0.902 0.902 0.981 jumping 0.685 0.063 0.643 0.685 0.664 0.845 lying 0.566 0.077 0.553 0.566 0.559 0.798 standing 0.459 0.08 0.488 0.459 0.473 0.75 sitting 0.885 0.014 0.922 0.885 0.903 0.942 running 0.845 0.024 0.848 0.845 0.846 0.927 walking Weighted Avg. 0.704 0.048 0.704 0.704 0.704 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 534 146 0 3 5 3 3 60 | a = climbingdown 141 618 2 1 9 1 5 61 | b = climbingup 0 0 111 0 0 0 12 0 | c = jumping 4 2 0 608 104 158 11 0 | d = lying 9 9 0 106 509 240 26 1 | e = standing 4 4 0 212 239 405 17 1 | f = sitting 5 6 10 14 53 23 888 4 | g = running 61 66 0 1 1 0 1 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4356 69.9759 % Incorrectly Classified Instances 1869 30.0241 % Kappa statistic 0.6514 Mean absolute error 0.0786 Root mean squared error 0.2605 Relative absolute error 36.5132 % Root relative squared error 79.3769 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.042 0.703 0.729 0.716 0.883 climbingdown 0.739 0.041 0.735 0.739 0.737 0.879 climbingup 0.87 0.001 0.93 0.87 0.899 0.957 jumping 0.657 0.058 0.653 0.657 0.655 0.833 lying 0.554 0.087 0.52 0.554 0.537 0.77 standing 0.44 0.081 0.474 0.44 0.456 0.744 sitting 0.909 0.018 0.907 0.909 0.908 0.952 running 0.833 0.021 0.863 0.833 0.848 0.92 walking Weighted Avg. 0.7 0.049 0.7 0.7 0.7 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 549 139 0 1 12 0 9 43 | a = climbingdown 137 619 1 1 11 3 4 62 | b = climbingup 1 0 107 1 0 0 14 0 | c = jumping 2 1 0 583 120 175 6 0 | d = lying 11 10 0 110 499 233 34 3 | e = standing 4 6 0 183 277 388 24 0 | f = sitting 6 3 5 14 40 20 912 3 | g = running 71 64 2 0 1 0 2 699 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4363 70.0996 % Incorrectly Classified Instances 1861 29.9004 % Kappa statistic 0.6529 Mean absolute error 0.0784 Root mean squared error 0.2595 Relative absolute error 36.4097 % Root relative squared error 79.0818 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.039 0.719 0.72 0.719 0.872 climbingdown 0.735 0.043 0.728 0.735 0.732 0.873 climbingup 0.926 0.002 0.904 0.926 0.915 0.977 jumping 0.674 0.066 0.63 0.674 0.651 0.833 lying 0.579 0.082 0.544 0.579 0.561 0.78 standing 0.424 0.078 0.472 0.424 0.447 0.745 sitting 0.899 0.013 0.929 0.899 0.914 0.95 running 0.832 0.025 0.84 0.832 0.836 0.914 walking Weighted Avg. 0.701 0.048 0.701 0.701 0.701 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 542 127 1 5 7 3 2 66 | a = climbingdown 143 616 0 4 5 5 4 61 | b = climbingup 0 1 113 0 0 0 8 0 | c = jumping 1 2 0 598 118 154 12 2 | d = lying 1 3 0 111 521 232 32 0 | e = standing 1 4 0 221 272 374 11 0 | f = sitting 6 13 11 10 33 24 901 4 | g = running 60 80 0 0 1 0 0 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4357 70.0032 % Incorrectly Classified Instances 1867 29.9968 % Kappa statistic 0.6519 Mean absolute error 0.0781 Root mean squared error 0.2599 Relative absolute error 36.2864 % Root relative squared error 79.2085 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.04 0.714 0.722 0.718 0.87 climbingdown 0.723 0.039 0.744 0.723 0.733 0.876 climbingup 0.91 0.003 0.867 0.91 0.888 0.976 jumping 0.683 0.068 0.625 0.683 0.653 0.832 lying 0.543 0.073 0.556 0.543 0.55 0.791 standing 0.447 0.082 0.474 0.447 0.46 0.748 sitting 0.894 0.016 0.914 0.894 0.904 0.947 running 0.846 0.027 0.828 0.846 0.837 0.924 walking Weighted Avg. 0.7 0.048 0.699 0.7 0.699 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 544 132 0 1 4 0 6 66 | a = climbingdown 139 606 0 2 6 4 7 74 | b = climbingup 1 0 111 0 0 0 10 0 | c = jumping 6 2 0 606 106 159 7 1 | d = lying 3 6 0 128 489 239 33 2 | e = standing 3 5 0 215 247 395 18 0 | f = sitting 6 4 16 16 25 34 896 5 | g = running 60 60 1 1 2 2 3 710 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4375 70.2924 % Incorrectly Classified Instances 1849 29.7076 % Kappa statistic 0.6552 Mean absolute error 0.0781 Root mean squared error 0.26 Relative absolute error 36.2491 % Root relative squared error 79.2437 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.044 0.695 0.724 0.709 0.863 climbingdown 0.742 0.044 0.725 0.742 0.733 0.882 climbingup 0.926 0.003 0.869 0.926 0.897 0.984 jumping 0.683 0.06 0.655 0.683 0.669 0.842 lying 0.522 0.077 0.533 0.522 0.528 0.756 standing 0.487 0.08 0.502 0.487 0.495 0.758 sitting 0.899 0.016 0.914 0.899 0.906 0.948 running 0.82 0.022 0.856 0.82 0.837 0.911 walking Weighted Avg. 0.703 0.048 0.703 0.703 0.703 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 545 138 1 0 5 2 5 57 | a = climbingdown 146 622 0 1 6 2 4 57 | b = climbingup 0 1 113 0 0 0 8 0 | c = jumping 4 2 0 606 111 156 8 0 | d = lying 10 12 0 133 470 241 33 1 | e = standing 1 8 0 174 245 430 25 0 | f = sitting 5 3 16 10 41 25 901 1 | g = running 73 72 0 1 3 0 2 688 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4351 69.9068 % Incorrectly Classified Instances 1873 30.0932 % Kappa statistic 0.6506 Mean absolute error 0.0781 Root mean squared error 0.2605 Relative absolute error 36.27 % Root relative squared error 79.3857 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.043 0.7 0.726 0.713 0.862 climbingdown 0.742 0.039 0.749 0.742 0.746 0.877 climbingup 0.902 0.001 0.941 0.902 0.921 0.971 jumping 0.661 0.063 0.636 0.661 0.649 0.84 lying 0.552 0.084 0.526 0.552 0.538 0.773 standing 0.441 0.079 0.478 0.441 0.459 0.747 sitting 0.911 0.016 0.915 0.911 0.913 0.951 running 0.819 0.025 0.839 0.819 0.829 0.915 walking Weighted Avg. 0.699 0.049 0.699 0.699 0.699 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 547 121 1 1 11 3 5 64 | a = climbingdown 133 622 0 0 7 2 8 66 | b = climbingup 0 0 111 0 0 0 12 0 | c = jumping 3 3 0 586 130 156 8 0 | d = lying 11 7 0 119 497 238 28 1 | e = standing 3 4 0 206 259 389 22 0 | f = sitting 5 7 6 8 38 24 913 1 | g = running 79 66 0 1 3 1 2 686 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4376 70.3085 % Incorrectly Classified Instances 1848 29.6915 % Kappa statistic 0.6553 Mean absolute error 0.077 Root mean squared error 0.2576 Relative absolute error 35.7404 % Root relative squared error 78.5065 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.039 0.723 0.734 0.729 0.876 climbingdown 0.749 0.044 0.725 0.749 0.737 0.879 climbingup 0.854 0.002 0.897 0.854 0.875 0.944 jumping 0.666 0.059 0.652 0.666 0.659 0.846 lying 0.552 0.078 0.544 0.552 0.548 0.788 standing 0.463 0.082 0.482 0.463 0.473 0.756 sitting 0.905 0.016 0.914 0.905 0.91 0.95 running 0.82 0.024 0.841 0.82 0.83 0.914 walking Weighted Avg. 0.703 0.048 0.703 0.703 0.703 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 553 135 0 0 2 4 7 52 | a = climbingdown 118 628 0 4 8 4 6 70 | b = climbingup 1 0 105 0 0 1 16 0 | c = jumping 3 1 0 590 127 156 8 1 | d = lying 14 8 0 109 497 246 26 1 | e = standing 4 7 0 191 251 409 19 2 | f = sitting 7 6 11 11 29 27 907 4 | g = running 65 81 1 0 0 1 3 687 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4410 70.8548 % Incorrectly Classified Instances 1814 29.1452 % Kappa statistic 0.6616 Mean absolute error 0.0763 Root mean squared error 0.2553 Relative absolute error 35.4429 % Root relative squared error 77.7968 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.039 0.713 0.71 0.712 0.866 climbingdown 0.753 0.042 0.736 0.753 0.744 0.888 climbingup 0.87 0.001 0.947 0.87 0.907 0.967 jumping 0.71 0.063 0.651 0.71 0.679 0.854 lying 0.527 0.07 0.56 0.527 0.543 0.766 standing 0.477 0.083 0.487 0.477 0.482 0.765 sitting 0.904 0.016 0.914 0.904 0.909 0.951 running 0.842 0.024 0.847 0.842 0.844 0.92 walking Weighted Avg. 0.709 0.047 0.708 0.709 0.708 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 535 144 0 2 5 2 6 59 | a = climbingdown 127 630 0 3 4 4 7 62 | b = climbingup 0 2 107 0 0 0 14 0 | c = jumping 3 4 0 629 87 152 10 1 | d = lying 9 7 0 126 475 255 28 1 | e = standing 6 2 0 196 240 421 17 1 | f = sitting 7 3 6 10 36 30 907 4 | g = running 63 64 0 0 1 1 3 706 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4356 69.9759 % Incorrectly Classified Instances 1869 30.0241 % Kappa statistic 0.6516 Mean absolute error 0.0778 Root mean squared error 0.2588 Relative absolute error 36.1153 % Root relative squared error 78.8738 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.043 0.7 0.733 0.716 0.869 climbingdown 0.721 0.039 0.742 0.721 0.731 0.867 climbingup 0.935 0.002 0.898 0.935 0.916 0.985 jumping 0.654 0.062 0.638 0.654 0.646 0.839 lying 0.566 0.088 0.52 0.566 0.542 0.779 standing 0.431 0.078 0.478 0.431 0.454 0.745 sitting 0.896 0.016 0.916 0.896 0.906 0.946 running 0.854 0.021 0.864 0.854 0.859 0.929 walking Weighted Avg. 0.7 0.048 0.7 0.7 0.7 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 553 128 2 1 10 2 3 55 | a = climbingdown 161 604 0 2 8 2 6 55 | b = climbingup 0 0 115 0 0 0 8 0 | c = jumping 1 4 1 580 135 158 8 0 | d = lying 9 9 0 112 509 226 34 1 | e = standing 4 3 0 203 272 381 20 0 | f = sitting 6 5 10 11 43 27 898 2 | g = running 56 61 0 0 1 1 3 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4391 70.5382 % Incorrectly Classified Instances 1834 29.4618 % Kappa statistic 0.658 Mean absolute error 0.0772 Root mean squared error 0.2578 Relative absolute error 35.8302 % Root relative squared error 78.5601 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.039 0.712 0.699 0.705 0.866 climbingdown 0.739 0.044 0.725 0.739 0.732 0.871 climbingup 0.902 0.002 0.888 0.902 0.895 0.971 jumping 0.689 0.065 0.639 0.689 0.663 0.839 lying 0.563 0.075 0.559 0.563 0.561 0.789 standing 0.451 0.082 0.477 0.451 0.464 0.745 sitting 0.898 0.014 0.926 0.898 0.912 0.948 running 0.857 0.022 0.858 0.857 0.857 0.931 walking Weighted Avg. 0.705 0.047 0.705 0.705 0.705 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 527 161 0 4 3 1 2 56 | a = climbingdown 137 619 3 4 8 3 5 59 | b = climbingup 1 0 111 0 0 0 11 0 | c = jumping 2 1 0 611 111 156 6 0 | d = lying 10 3 0 113 507 245 22 0 | e = standing 4 7 0 211 239 398 24 0 | f = sitting 3 5 11 13 35 31 900 4 | g = running 56 58 0 0 4 0 2 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4438 71.2932 % Incorrectly Classified Instances 1787 28.7068 % Kappa statistic 0.6668 Mean absolute error 0.0752 Root mean squared error 0.2535 Relative absolute error 34.9328 % Root relative squared error 77.2479 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.037 0.728 0.729 0.729 0.887 climbingdown 0.746 0.041 0.739 0.746 0.742 0.886 climbingup 0.878 0.002 0.878 0.878 0.878 0.966 jumping 0.701 0.056 0.677 0.701 0.689 0.853 lying 0.554 0.082 0.534 0.554 0.544 0.787 standing 0.484 0.08 0.501 0.484 0.492 0.762 sitting 0.906 0.015 0.922 0.906 0.914 0.955 running 0.834 0.021 0.862 0.834 0.848 0.92 walking Weighted Avg. 0.713 0.046 0.714 0.713 0.713 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 550 126 0 1 12 4 8 53 | a = climbingdown 132 625 1 5 12 4 6 53 | b = climbingup 0 0 108 1 0 0 13 1 | c = jumping 3 3 0 622 107 146 6 0 | d = lying 3 12 0 110 499 250 26 0 | e = standing 2 2 0 171 266 427 14 1 | f = sitting 8 3 12 9 37 21 908 4 | g = running 57 75 2 0 1 0 4 699 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4389 70.506 % Incorrectly Classified Instances 1836 29.494 % Kappa statistic 0.6576 Mean absolute error 0.0774 Root mean squared error 0.2576 Relative absolute error 35.9234 % Root relative squared error 78.4982 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.041 0.71 0.729 0.72 0.864 climbingdown 0.742 0.041 0.739 0.742 0.74 0.882 climbingup 0.854 0.002 0.882 0.854 0.868 0.962 jumping 0.682 0.06 0.654 0.682 0.668 0.838 lying 0.542 0.082 0.527 0.542 0.534 0.777 standing 0.456 0.08 0.485 0.456 0.47 0.752 sitting 0.896 0.017 0.91 0.896 0.903 0.948 running 0.858 0.019 0.874 0.858 0.866 0.93 walking Weighted Avg. 0.705 0.048 0.705 0.705 0.705 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 549 144 0 1 11 0 3 45 | a = climbingdown 149 622 0 2 8 3 4 50 | b = climbingup 0 0 105 0 0 0 17 1 | c = jumping 3 0 0 605 117 154 7 1 | d = lying 6 13 0 115 488 241 35 3 | e = standing 6 6 0 190 256 402 21 1 | f = sitting 4 0 14 10 44 29 899 3 | g = running 56 57 0 2 2 0 2 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4368 70.1799 % Incorrectly Classified Instances 1856 29.8201 % Kappa statistic 0.6538 Mean absolute error 0.0776 Root mean squared error 0.2585 Relative absolute error 36.0452 % Root relative squared error 78.777 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.046 0.682 0.718 0.7 0.87 climbingdown 0.706 0.041 0.728 0.706 0.717 0.873 climbingup 0.852 0.001 0.92 0.852 0.885 0.947 jumping 0.66 0.06 0.646 0.66 0.653 0.834 lying 0.558 0.078 0.549 0.558 0.554 0.787 standing 0.477 0.076 0.51 0.477 0.493 0.757 sitting 0.913 0.018 0.907 0.913 0.91 0.957 running 0.842 0.026 0.833 0.842 0.837 0.931 walking Weighted Avg. 0.702 0.048 0.701 0.702 0.701 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 541 136 0 0 6 2 2 66 | a = climbingdown 150 592 1 1 9 7 4 74 | b = climbingup 2 1 104 0 0 0 15 0 | c = jumping 6 1 0 585 130 155 9 1 | d = lying 14 7 0 116 503 229 32 0 | e = standing 4 7 0 190 230 421 30 0 | f = sitting 12 5 7 13 37 12 916 1 | g = running 64 64 1 0 1 0 2 706 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4351 69.9068 % Incorrectly Classified Instances 1873 30.0932 % Kappa statistic 0.6507 Mean absolute error 0.0778 Root mean squared error 0.2589 Relative absolute error 36.1441 % Root relative squared error 78.8949 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.044 0.693 0.726 0.709 0.867 climbingdown 0.759 0.043 0.735 0.759 0.747 0.888 climbingup 0.934 0.002 0.912 0.934 0.923 0.976 jumping 0.652 0.058 0.652 0.652 0.652 0.833 lying 0.535 0.086 0.512 0.535 0.523 0.78 standing 0.456 0.087 0.465 0.456 0.46 0.75 sitting 0.898 0.013 0.932 0.898 0.915 0.95 running 0.825 0.018 0.879 0.825 0.851 0.919 walking Weighted Avg. 0.699 0.049 0.702 0.699 0.7 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 547 148 0 2 4 2 2 48 | a = climbingdown 143 636 0 4 4 4 4 43 | b = climbingup 0 0 114 0 0 0 8 0 | c = jumping 4 3 0 578 132 166 2 2 | d = lying 9 7 0 108 482 265 30 0 | e = standing 3 4 0 182 271 402 20 0 | f = sitting 8 4 11 11 42 24 901 2 | g = running 75 63 0 1 6 2 0 691 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4359 70.0353 % Incorrectly Classified Instances 1865 29.9647 % Kappa statistic 0.6522 Mean absolute error 0.0783 Root mean squared error 0.2605 Relative absolute error 36.3499 % Root relative squared error 79.3985 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.041 0.707 0.72 0.713 0.874 climbingdown 0.735 0.043 0.726 0.735 0.731 0.876 climbingup 0.893 0.001 0.932 0.893 0.912 0.958 jumping 0.65 0.058 0.649 0.65 0.649 0.828 lying 0.53 0.081 0.525 0.53 0.527 0.764 standing 0.502 0.085 0.494 0.502 0.498 0.772 sitting 0.893 0.014 0.924 0.893 0.908 0.947 running 0.834 0.024 0.845 0.834 0.84 0.921 walking Weighted Avg. 0.7 0.048 0.703 0.7 0.701 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 542 144 0 1 4 1 2 59 | a = climbingdown 138 616 1 0 12 3 2 66 | b = climbingup 0 1 109 0 0 0 12 0 | c = jumping 2 0 0 576 142 159 7 0 | d = lying 9 5 0 112 477 263 33 1 | e = standing 4 7 0 186 227 443 16 0 | f = sitting 2 8 7 13 47 28 896 2 | g = running 70 67 0 0 0 0 2 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4443 71.385 % Incorrectly Classified Instances 1781 28.615 % Kappa statistic 0.6679 Mean absolute error 0.0753 Root mean squared error 0.2542 Relative absolute error 34.976 % Root relative squared error 77.4742 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.744 0.042 0.711 0.744 0.727 0.871 climbingdown 0.744 0.036 0.762 0.744 0.753 0.883 climbingup 0.894 0.003 0.859 0.894 0.876 0.966 jumping 0.702 0.064 0.647 0.702 0.673 0.839 lying 0.576 0.079 0.553 0.576 0.564 0.791 standing 0.453 0.072 0.51 0.453 0.48 0.76 sitting 0.894 0.016 0.913 0.894 0.903 0.95 running 0.85 0.021 0.865 0.85 0.857 0.932 walking Weighted Avg. 0.714 0.046 0.713 0.714 0.713 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 560 119 0 1 9 2 7 55 | a = climbingdown 140 623 1 0 8 2 10 53 | b = climbingup 1 0 110 0 0 0 12 0 | c = jumping 1 1 1 622 109 145 7 0 | d = lying 11 7 1 127 518 209 26 1 | e = standing 5 1 0 197 256 400 24 0 | f = sitting 10 3 14 15 36 26 897 2 | g = running 60 64 1 0 0 1 0 713 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4381 70.3888 % Incorrectly Classified Instances 1843 29.6112 % Kappa statistic 0.6562 Mean absolute error 0.0774 Root mean squared error 0.258 Relative absolute error 35.9337 % Root relative squared error 78.6376 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.038 0.72 0.71 0.715 0.871 climbingdown 0.74 0.046 0.713 0.74 0.726 0.874 climbingup 0.854 0.001 0.946 0.854 0.897 0.95 jumping 0.66 0.061 0.643 0.66 0.651 0.831 lying 0.578 0.08 0.549 0.578 0.563 0.795 standing 0.462 0.077 0.499 0.462 0.48 0.75 sitting 0.894 0.017 0.91 0.894 0.902 0.947 running 0.849 0.024 0.847 0.849 0.848 0.923 walking Weighted Avg. 0.704 0.048 0.704 0.704 0.704 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 535 152 0 0 7 4 6 49 | a = climbingdown 130 620 0 2 3 4 3 76 | b = climbingup 0 2 105 0 0 0 16 0 | c = jumping 3 4 0 585 122 159 13 0 | d = lying 6 11 0 118 520 214 31 0 | e = standing 4 6 0 189 256 408 20 0 | f = sitting 7 7 6 16 39 27 896 4 | g = running 58 68 0 0 0 1 0 712 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4400 70.6941 % Incorrectly Classified Instances 1824 29.3059 % Kappa statistic 0.6599 Mean absolute error 0.0767 Root mean squared error 0.2555 Relative absolute error 35.6145 % Root relative squared error 77.8629 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.045 0.698 0.756 0.726 0.878 climbingdown 0.711 0.041 0.729 0.711 0.72 0.86 climbingup 0.886 0.003 0.845 0.886 0.865 0.959 jumping 0.729 0.063 0.659 0.729 0.692 0.865 lying 0.559 0.077 0.55 0.559 0.555 0.789 standing 0.442 0.072 0.502 0.442 0.47 0.768 sitting 0.895 0.016 0.915 0.895 0.905 0.942 running 0.822 0.023 0.85 0.822 0.836 0.924 walking Weighted Avg. 0.707 0.047 0.706 0.707 0.706 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 569 123 0 2 8 2 3 46 | a = climbingdown 159 596 0 1 6 2 5 69 | b = climbingup 0 0 109 0 0 0 14 0 | c = jumping 2 1 0 646 99 132 5 1 | d = lying 10 11 0 119 503 225 30 2 | e = standing 7 4 0 199 263 390 20 0 | f = sitting 5 8 20 13 30 25 897 4 | g = running 63 74 0 0 5 1 6 690 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4365 70.1205 % Incorrectly Classified Instances 1860 29.8795 % Kappa statistic 0.6532 Mean absolute error 0.0778 Root mean squared error 0.2588 Relative absolute error 36.1386 % Root relative squared error 78.8788 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.038 0.725 0.724 0.724 0.874 climbingdown 0.767 0.047 0.717 0.767 0.741 0.882 climbingup 0.911 0.001 0.926 0.911 0.918 0.98 jumping 0.658 0.063 0.634 0.658 0.646 0.833 lying 0.533 0.079 0.532 0.533 0.532 0.776 standing 0.47 0.086 0.476 0.47 0.473 0.753 sitting 0.893 0.014 0.924 0.893 0.908 0.946 running 0.824 0.019 0.874 0.824 0.848 0.916 walking Weighted Avg. 0.701 0.048 0.704 0.701 0.702 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 545 150 0 0 9 3 4 42 | a = climbingdown 122 643 1 1 9 6 3 53 | b = climbingup 0 0 112 0 0 0 11 0 | c = jumping 1 3 0 583 124 170 4 1 | d = lying 6 10 0 124 480 248 31 1 | e = standing 3 7 0 198 239 415 20 1 | f = sitting 6 7 7 13 42 30 896 2 | g = running 69 77 1 0 0 0 1 691 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4375 70.2811 % Incorrectly Classified Instances 1850 29.7189 % Kappa statistic 0.655 Mean absolute error 0.0775 Root mean squared error 0.2572 Relative absolute error 35.9888 % Root relative squared error 78.3658 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.042 0.695 0.695 0.695 0.857 climbingdown 0.727 0.044 0.719 0.727 0.723 0.862 climbingup 0.837 0.003 0.851 0.837 0.844 0.968 jumping 0.696 0.062 0.651 0.696 0.673 0.849 lying 0.534 0.074 0.549 0.534 0.542 0.794 standing 0.463 0.08 0.489 0.463 0.476 0.771 sitting 0.921 0.016 0.916 0.921 0.918 0.96 running 0.845 0.023 0.849 0.845 0.847 0.926 walking Weighted Avg. 0.703 0.048 0.701 0.703 0.702 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 523 159 2 2 7 0 2 58 | a = climbingdown 141 609 2 2 10 4 4 66 | b = climbingup 0 1 103 0 0 0 19 0 | c = jumping 1 5 0 617 100 149 14 0 | d = lying 10 10 0 119 481 247 31 2 | e = standing 3 3 0 200 255 409 13 0 | f = sitting 5 3 14 7 23 27 924 0 | g = running 70 57 0 1 0 0 2 709 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4399 70.6667 % Incorrectly Classified Instances 1826 29.3333 % Kappa statistic 0.6596 Mean absolute error 0.0768 Root mean squared error 0.2562 Relative absolute error 35.6732 % Root relative squared error 78.0617 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.042 0.703 0.73 0.717 0.876 climbingdown 0.709 0.042 0.723 0.709 0.716 0.871 climbingup 0.919 0.003 0.876 0.919 0.897 0.966 jumping 0.687 0.053 0.683 0.687 0.685 0.847 lying 0.548 0.082 0.531 0.548 0.539 0.781 standing 0.478 0.08 0.495 0.478 0.486 0.754 sitting 0.912 0.015 0.923 0.912 0.918 0.957 running 0.838 0.023 0.849 0.838 0.843 0.922 walking Weighted Avg. 0.707 0.047 0.707 0.707 0.707 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 550 130 1 2 7 4 3 56 | a = climbingdown 154 594 1 0 11 4 6 68 | b = climbingup 0 0 113 0 0 0 10 0 | c = jumping 1 4 0 609 107 154 11 0 | d = lying 7 11 0 110 493 247 32 0 | e = standing 6 9 0 160 274 422 12 0 | f = sitting 3 2 14 10 37 21 915 1 | g = running 61 72 0 1 0 0 2 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4436 71.261 % Incorrectly Classified Instances 1789 28.739 % Kappa statistic 0.6664 Mean absolute error 0.0759 Root mean squared error 0.2544 Relative absolute error 35.2258 % Root relative squared error 77.5189 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.04 0.713 0.726 0.72 0.88 climbingdown 0.76 0.041 0.742 0.76 0.751 0.887 climbingup 0.87 0.002 0.899 0.87 0.884 0.943 jumping 0.688 0.063 0.644 0.688 0.666 0.848 lying 0.553 0.069 0.574 0.553 0.563 0.785 standing 0.488 0.08 0.502 0.488 0.495 0.77 sitting 0.904 0.018 0.907 0.904 0.906 0.951 running 0.833 0.02 0.867 0.833 0.85 0.914 walking Weighted Avg. 0.713 0.046 0.713 0.713 0.712 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 547 143 0 0 6 3 4 50 | a = climbingdown 131 637 0 4 4 2 7 53 | b = climbingup 0 0 107 0 0 0 16 0 | c = jumping 1 3 0 610 102 165 5 0 | d = lying 6 4 0 118 498 237 36 1 | e = standing 6 0 0 203 220 431 23 0 | f = sitting 4 10 12 12 35 20 907 3 | g = running 72 62 0 0 3 1 2 699 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4335 69.6497 % Incorrectly Classified Instances 1889 30.3503 % Kappa statistic 0.6477 Mean absolute error 0.0793 Root mean squared error 0.2615 Relative absolute error 36.8134 % Root relative squared error 79.6764 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.038 0.716 0.704 0.71 0.857 climbingdown 0.741 0.043 0.726 0.741 0.733 0.878 climbingup 0.886 0.002 0.893 0.886 0.89 0.966 jumping 0.669 0.065 0.63 0.669 0.649 0.83 lying 0.539 0.078 0.538 0.539 0.539 0.774 standing 0.442 0.081 0.473 0.442 0.457 0.764 sitting 0.89 0.02 0.897 0.89 0.894 0.94 running 0.852 0.024 0.846 0.852 0.849 0.924 walking Weighted Avg. 0.696 0.049 0.695 0.696 0.696 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 530 143 0 2 4 2 6 66 | a = climbingdown 138 620 0 1 11 2 3 62 | b = climbingup 0 1 109 0 0 0 13 0 | c = jumping 2 2 0 593 119 157 13 1 | d = lying 6 13 0 114 486 242 39 1 | e = standing 1 1 0 223 243 390 24 0 | f = sitting 7 14 12 8 37 32 893 0 | g = running 56 60 1 0 3 0 4 714 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4330 69.5694 % Incorrectly Classified Instances 1894 30.4306 % Kappa statistic 0.6468 Mean absolute error 0.079 Root mean squared error 0.2623 Relative absolute error 36.6835 % Root relative squared error 79.9344 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.038 0.719 0.713 0.716 0.869 climbingdown 0.749 0.045 0.721 0.749 0.735 0.884 climbingup 0.902 0.002 0.902 0.902 0.902 0.967 jumping 0.656 0.058 0.652 0.656 0.654 0.822 lying 0.532 0.084 0.518 0.532 0.525 0.771 standing 0.452 0.087 0.462 0.452 0.457 0.723 sitting 0.884 0.018 0.906 0.884 0.895 0.938 running 0.845 0.022 0.859 0.845 0.852 0.929 walking Weighted Avg. 0.696 0.049 0.697 0.696 0.696 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 537 154 0 1 9 3 6 43 | a = climbingdown 129 628 0 1 9 2 2 67 | b = climbingup 3 0 111 0 0 0 8 1 | c = jumping 1 1 0 582 122 167 14 0 | d = lying 14 7 0 93 479 266 39 3 | e = standing 1 7 0 203 253 399 19 0 | f = sitting 6 7 12 13 49 27 886 2 | g = running 56 67 0 0 3 0 4 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4367 70.1639 % Incorrectly Classified Instances 1857 29.8361 % Kappa statistic 0.6536 Mean absolute error 0.0774 Root mean squared error 0.2577 Relative absolute error 35.9324 % Root relative squared error 78.5463 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.039 0.711 0.689 0.7 0.862 climbingdown 0.72 0.046 0.709 0.72 0.714 0.872 climbingup 0.919 0.002 0.911 0.919 0.915 0.968 jumping 0.658 0.059 0.65 0.658 0.654 0.833 lying 0.584 0.085 0.539 0.584 0.56 0.793 standing 0.447 0.08 0.48 0.447 0.463 0.749 sitting 0.911 0.013 0.929 0.911 0.92 0.957 running 0.853 0.023 0.85 0.853 0.852 0.936 walking Weighted Avg. 0.702 0.048 0.702 0.702 0.702 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 519 158 0 3 10 4 4 55 | a = climbingdown 141 603 2 2 12 4 4 70 | b = climbingup 0 1 113 0 0 0 9 0 | c = jumping 6 1 0 584 134 157 5 0 | d = lying 6 9 0 89 526 244 27 0 | e = standing 2 4 0 211 252 394 19 0 | f = sitting 7 7 9 9 40 16 913 1 | g = running 49 68 0 1 2 1 2 715 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4335 69.6497 % Incorrectly Classified Instances 1889 30.3503 % Kappa statistic 0.6477 Mean absolute error 0.0791 Root mean squared error 0.2608 Relative absolute error 36.7401 % Root relative squared error 79.4915 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.045 0.684 0.702 0.693 0.856 climbingdown 0.732 0.045 0.717 0.732 0.724 0.881 climbingup 0.91 0.001 0.933 0.91 0.921 0.975 jumping 0.678 0.057 0.663 0.678 0.67 0.842 lying 0.54 0.08 0.532 0.54 0.536 0.788 standing 0.448 0.081 0.478 0.448 0.463 0.751 sitting 0.907 0.02 0.896 0.907 0.902 0.946 running 0.823 0.023 0.847 0.823 0.835 0.923 walking Weighted Avg. 0.696 0.049 0.695 0.696 0.696 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 529 145 0 4 5 5 8 58 | a = climbingdown 153 613 0 2 6 3 4 57 | b = climbingup 0 0 111 0 0 0 11 0 | c = jumping 2 2 0 601 120 151 10 1 | d = lying 9 8 0 107 486 249 41 0 | e = standing 6 7 0 185 259 396 28 2 | f = sitting 6 5 8 8 35 24 909 7 | g = running 68 75 0 0 2 0 3 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4396 70.6298 % Incorrectly Classified Instances 1828 29.3702 % Kappa statistic 0.659 Mean absolute error 0.0775 Root mean squared error 0.2563 Relative absolute error 36.0097 % Root relative squared error 78.0962 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.038 0.728 0.74 0.734 0.874 climbingdown 0.735 0.039 0.747 0.735 0.741 0.877 climbingup 0.861 0.002 0.905 0.861 0.882 0.957 jumping 0.653 0.056 0.661 0.653 0.657 0.835 lying 0.578 0.079 0.553 0.578 0.565 0.784 standing 0.451 0.085 0.468 0.451 0.459 0.753 sitting 0.9 0.021 0.893 0.9 0.897 0.947 running 0.857 0.023 0.854 0.857 0.855 0.934 walking Weighted Avg. 0.706 0.048 0.706 0.706 0.706 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 558 127 1 1 6 0 7 54 | a = climbingdown 138 616 1 2 6 4 9 62 | b = climbingup 0 0 105 0 0 0 17 0 | c = jumping 1 5 0 579 113 177 10 2 | d = lying 5 3 0 95 520 243 34 0 | e = standing 2 7 0 189 257 398 30 0 | f = sitting 7 6 8 10 36 28 902 5 | g = running 55 61 1 0 2 0 1 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4352 69.9229 % Incorrectly Classified Instances 1872 30.0771 % Kappa statistic 0.6509 Mean absolute error 0.0779 Root mean squared error 0.2611 Relative absolute error 36.1516 % Root relative squared error 79.5733 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.043 0.698 0.715 0.706 0.863 climbingdown 0.726 0.044 0.718 0.726 0.722 0.865 climbingup 0.869 0.002 0.906 0.869 0.887 0.97 jumping 0.664 0.058 0.657 0.664 0.66 0.825 lying 0.563 0.08 0.545 0.563 0.554 0.776 standing 0.467 0.08 0.491 0.467 0.479 0.75 sitting 0.887 0.017 0.907 0.887 0.897 0.947 running 0.838 0.026 0.835 0.838 0.836 0.923 walking Weighted Avg. 0.699 0.049 0.699 0.699 0.699 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 539 145 0 1 7 1 3 58 | a = climbingdown 143 608 0 1 6 2 4 74 | b = climbingup 0 0 106 1 0 0 15 0 | c = jumping 1 3 0 589 114 169 9 2 | d = lying 14 15 0 109 507 228 27 0 | e = standing 4 5 0 177 254 412 30 1 | f = sitting 8 4 11 19 41 26 889 4 | g = running 63 67 0 0 2 1 3 702 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4360 70.0402 % Incorrectly Classified Instances 1865 29.9598 % Kappa statistic 0.6523 Mean absolute error 0.0779 Root mean squared error 0.2591 Relative absolute error 36.1767 % Root relative squared error 78.9526 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.047 0.682 0.728 0.704 0.879 climbingdown 0.728 0.044 0.722 0.728 0.725 0.87 climbingup 0.878 0.002 0.878 0.878 0.878 0.946 jumping 0.666 0.061 0.645 0.666 0.655 0.835 lying 0.547 0.075 0.55 0.547 0.548 0.793 standing 0.467 0.079 0.494 0.467 0.48 0.758 sitting 0.914 0.018 0.905 0.914 0.91 0.953 running 0.814 0.021 0.856 0.814 0.834 0.918 walking Weighted Avg. 0.7 0.048 0.7 0.7 0.7 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 548 145 0 0 5 1 5 49 | a = climbingdown 144 610 0 2 7 6 5 64 | b = climbingup 2 0 108 0 0 0 13 0 | c = jumping 1 4 0 590 128 155 8 0 | d = lying 15 6 0 110 492 241 35 1 | e = standing 4 6 0 206 229 412 26 0 | f = sitting 8 6 15 7 31 18 917 1 | g = running 81 68 0 0 2 1 4 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4407 70.7952 % Incorrectly Classified Instances 1818 29.2048 % Kappa statistic 0.6611 Mean absolute error 0.0764 Root mean squared error 0.2566 Relative absolute error 35.4879 % Root relative squared error 78.2001 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.046 0.69 0.738 0.713 0.876 climbingdown 0.716 0.04 0.735 0.716 0.726 0.87 climbingup 0.902 0.002 0.91 0.902 0.906 0.979 jumping 0.696 0.058 0.667 0.696 0.681 0.853 lying 0.57 0.08 0.546 0.57 0.558 0.792 standing 0.477 0.077 0.507 0.477 0.492 0.764 sitting 0.888 0.013 0.927 0.888 0.907 0.946 running 0.832 0.024 0.846 0.832 0.839 0.922 walking Weighted Avg. 0.708 0.047 0.71 0.708 0.708 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 556 129 0 1 4 4 4 55 | a = climbingdown 162 600 0 2 6 1 3 64 | b = climbingup 0 1 111 1 0 0 10 0 | c = jumping 7 0 0 617 118 140 4 0 | d = lying 4 9 0 105 513 238 29 2 | e = standing 7 3 0 189 246 421 16 1 | f = sitting 5 6 11 9 51 25 891 5 | g = running 65 68 0 1 2 1 4 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4347 69.8313 % Incorrectly Classified Instances 1878 30.1687 % Kappa statistic 0.6497 Mean absolute error 0.0789 Root mean squared error 0.2599 Relative absolute error 36.6419 % Root relative squared error 79.2121 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.042 0.7 0.717 0.709 0.874 climbingdown 0.735 0.044 0.722 0.735 0.729 0.875 climbingup 0.764 0.002 0.895 0.764 0.825 0.935 jumping 0.673 0.058 0.658 0.673 0.665 0.842 lying 0.563 0.082 0.539 0.563 0.551 0.789 standing 0.446 0.08 0.479 0.446 0.462 0.754 sitting 0.902 0.02 0.897 0.902 0.9 0.951 running 0.828 0.023 0.85 0.828 0.839 0.917 walking Weighted Avg. 0.698 0.049 0.698 0.698 0.698 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 540 142 0 1 5 3 2 60 | a = climbingdown 144 616 0 2 14 2 4 56 | b = climbingup 0 1 94 0 0 0 25 3 | c = jumping 2 6 0 596 108 165 9 0 | d = lying 10 6 0 104 507 237 36 0 | e = standing 1 6 0 198 258 394 26 0 | f = sitting 6 5 10 5 48 20 905 4 | g = running 68 71 1 0 1 1 2 695 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4396 70.6185 % Incorrectly Classified Instances 1829 29.3815 % Kappa statistic 0.659 Mean absolute error 0.0768 Root mean squared error 0.2566 Relative absolute error 35.6404 % Root relative squared error 78.1932 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.042 0.705 0.732 0.718 0.878 climbingdown 0.747 0.039 0.751 0.747 0.749 0.886 climbingup 0.878 0.002 0.893 0.878 0.885 0.962 jumping 0.707 0.06 0.662 0.707 0.684 0.855 lying 0.542 0.083 0.525 0.542 0.533 0.784 standing 0.444 0.075 0.494 0.444 0.468 0.751 sitting 0.899 0.017 0.911 0.899 0.905 0.946 running 0.838 0.023 0.848 0.838 0.843 0.92 walking Weighted Avg. 0.706 0.047 0.705 0.706 0.705 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 551 123 1 1 6 3 2 66 | a = climbingdown 138 626 0 3 12 4 3 52 | b = climbingup 0 1 108 0 0 0 13 1 | c = jumping 2 2 0 627 117 131 7 1 | d = lying 10 5 0 122 488 241 33 1 | e = standing 7 6 0 182 266 392 28 2 | f = sitting 8 6 12 12 38 22 902 3 | g = running 66 65 0 0 3 0 2 702 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4401 70.7102 % Incorrectly Classified Instances 1823 29.2898 % Kappa statistic 0.6599 Mean absolute error 0.0768 Root mean squared error 0.2561 Relative absolute error 35.6475 % Root relative squared error 78.0333 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.038 0.723 0.718 0.72 0.87 climbingdown 0.76 0.04 0.745 0.76 0.753 0.88 climbingup 0.877 0 0.982 0.877 0.926 0.972 jumping 0.698 0.064 0.646 0.698 0.671 0.851 lying 0.536 0.077 0.54 0.536 0.538 0.771 standing 0.448 0.08 0.482 0.448 0.465 0.763 sitting 0.906 0.019 0.903 0.906 0.905 0.951 running 0.848 0.023 0.851 0.848 0.85 0.927 walking Weighted Avg. 0.707 0.048 0.706 0.707 0.706 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 541 126 0 2 7 3 8 67 | a = climbingdown 125 637 0 6 11 2 6 51 | b = climbingup 0 0 107 0 0 0 15 0 | c = jumping 2 3 0 619 101 153 9 0 | d = lying 7 15 0 118 482 239 37 2 | e = standing 3 7 0 202 255 396 19 1 | f = sitting 8 5 2 11 37 28 908 3 | g = running 62 62 0 0 0 0 3 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4378 70.3406 % Incorrectly Classified Instances 1846 29.6594 % Kappa statistic 0.6557 Mean absolute error 0.0776 Root mean squared error 0.2576 Relative absolute error 36.0226 % Root relative squared error 78.5118 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.042 0.704 0.721 0.713 0.862 climbingdown 0.745 0.042 0.735 0.745 0.74 0.876 climbingup 0.893 0.002 0.916 0.893 0.905 0.951 jumping 0.682 0.058 0.66 0.682 0.671 0.834 lying 0.533 0.083 0.522 0.533 0.527 0.776 standing 0.47 0.08 0.492 0.47 0.481 0.766 sitting 0.899 0.018 0.905 0.899 0.902 0.952 running 0.835 0.02 0.866 0.835 0.851 0.919 walking Weighted Avg. 0.703 0.048 0.704 0.703 0.704 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 544 137 1 2 13 2 6 49 | a = climbingdown 138 624 0 3 5 6 9 53 | b = climbingup 0 1 109 0 0 0 11 1 | c = jumping 3 1 0 605 120 148 10 0 | d = lying 9 11 0 117 480 249 33 1 | e = standing 3 4 0 182 252 415 23 4 | f = sitting 8 12 8 7 44 22 901 0 | g = running 68 59 1 0 6 1 3 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4469 71.8027 % Incorrectly Classified Instances 1755 28.1973 % Kappa statistic 0.6727 Mean absolute error 0.0744 Root mean squared error 0.2519 Relative absolute error 34.5406 % Root relative squared error 76.7661 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.037 0.727 0.71 0.718 0.874 climbingdown 0.774 0.043 0.736 0.774 0.755 0.898 climbingup 0.918 0.002 0.882 0.918 0.9 0.966 jumping 0.676 0.058 0.658 0.676 0.667 0.835 lying 0.606 0.078 0.569 0.606 0.587 0.8 standing 0.473 0.074 0.514 0.473 0.493 0.775 sitting 0.89 0.016 0.915 0.89 0.902 0.944 running 0.857 0.019 0.875 0.857 0.866 0.931 walking Weighted Avg. 0.718 0.046 0.718 0.718 0.718 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 535 146 0 1 3 3 6 60 | a = climbingdown 131 648 1 4 6 2 5 40 | b = climbingup 0 0 112 0 0 0 10 0 | c = jumping 0 1 0 600 115 162 9 0 | d = lying 5 11 0 107 546 201 30 1 | e = standing 6 7 0 181 250 418 20 1 | f = sitting 4 8 14 17 38 28 892 1 | g = running 55 59 0 2 1 0 3 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4380 70.3728 % Incorrectly Classified Instances 1844 29.6272 % Kappa statistic 0.6562 Mean absolute error 0.0774 Root mean squared error 0.2569 Relative absolute error 35.9231 % Root relative squared error 78.3025 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.042 0.706 0.741 0.723 0.878 climbingdown 0.737 0.042 0.733 0.737 0.735 0.873 climbingup 0.943 0.002 0.899 0.943 0.921 0.981 jumping 0.648 0.066 0.619 0.648 0.633 0.836 lying 0.55 0.076 0.552 0.55 0.551 0.781 standing 0.468 0.083 0.482 0.468 0.475 0.761 sitting 0.908 0.012 0.935 0.908 0.922 0.952 running 0.828 0.021 0.861 0.828 0.844 0.916 walking Weighted Avg. 0.704 0.048 0.705 0.704 0.704 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 558 133 0 1 7 1 3 50 | a = climbingdown 147 618 1 4 5 2 3 58 | b = climbingup 0 1 116 0 0 0 6 0 | c = jumping 1 2 0 575 117 181 9 2 | d = lying 7 7 0 129 496 235 27 0 | e = standing 3 4 0 208 239 413 14 1 | f = sitting 6 4 12 12 33 24 910 1 | g = running 68 74 0 0 1 0 1 694 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4412 70.8869 % Incorrectly Classified Instances 1812 29.1131 % Kappa statistic 0.662 Mean absolute error 0.0761 Root mean squared error 0.2565 Relative absolute error 35.3245 % Root relative squared error 78.161 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.044 0.695 0.728 0.711 0.861 climbingdown 0.733 0.043 0.727 0.733 0.73 0.876 climbingup 0.862 0.002 0.906 0.862 0.883 0.952 jumping 0.699 0.059 0.664 0.699 0.681 0.843 lying 0.557 0.077 0.551 0.557 0.554 0.786 standing 0.473 0.077 0.504 0.473 0.488 0.761 sitting 0.908 0.016 0.914 0.908 0.911 0.952 running 0.829 0.02 0.863 0.829 0.846 0.921 walking Weighted Avg. 0.709 0.047 0.709 0.709 0.709 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 548 135 0 2 12 1 1 54 | a = climbingdown 152 614 0 4 6 4 3 55 | b = climbingup 0 0 106 0 0 0 17 0 | c = jumping 1 4 0 620 96 159 7 0 | d = lying 10 10 0 117 502 226 36 0 | e = standing 4 4 0 187 251 417 19 0 | f = sitting 5 6 11 4 44 21 910 1 | g = running 68 72 0 0 0 0 3 695 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4315 69.3284 % Incorrectly Classified Instances 1909 30.6716 % Kappa statistic 0.644 Mean absolute error 0.0796 Root mean squared error 0.2631 Relative absolute error 36.9619 % Root relative squared error 80.1742 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.045 0.685 0.71 0.698 0.853 climbingdown 0.721 0.038 0.745 0.721 0.733 0.864 climbingup 0.862 0.002 0.876 0.862 0.869 0.936 jumping 0.646 0.064 0.626 0.646 0.636 0.824 lying 0.543 0.084 0.523 0.543 0.533 0.785 standing 0.449 0.083 0.473 0.449 0.46 0.738 sitting 0.887 0.018 0.905 0.887 0.896 0.944 running 0.862 0.022 0.86 0.862 0.861 0.932 walking Weighted Avg. 0.693 0.049 0.694 0.693 0.693 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 535 150 1 2 3 2 6 54 | a = climbingdown 153 604 0 5 13 4 5 54 | b = climbingup 1 0 106 0 0 0 16 0 | c = jumping 3 2 0 572 130 168 11 0 | d = lying 8 8 0 120 489 241 30 4 | e = standing 2 2 0 199 258 396 24 1 | f = sitting 10 1 14 16 41 26 890 5 | g = running 69 44 0 0 1 1 1 723 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4392 70.5542 % Incorrectly Classified Instances 1833 29.4458 % Kappa statistic 0.6582 Mean absolute error 0.0773 Root mean squared error 0.258 Relative absolute error 35.8706 % Root relative squared error 78.6245 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.038 0.724 0.725 0.725 0.867 climbingdown 0.742 0.039 0.747 0.742 0.744 0.88 climbingup 0.902 0.002 0.881 0.902 0.892 0.976 jumping 0.672 0.066 0.629 0.672 0.65 0.833 lying 0.571 0.078 0.553 0.571 0.562 0.784 standing 0.45 0.077 0.49 0.45 0.469 0.75 sitting 0.9 0.016 0.914 0.9 0.907 0.952 running 0.838 0.025 0.842 0.838 0.84 0.922 walking Weighted Avg. 0.706 0.048 0.705 0.706 0.705 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 546 120 0 3 14 0 9 61 | a = climbingdown 129 622 1 3 8 3 3 69 | b = climbingup 0 1 111 0 0 0 11 0 | c = jumping 4 1 0 596 104 170 12 0 | d = lying 5 8 0 131 514 213 28 1 | e = standing 1 7 0 207 249 397 21 0 | f = sitting 7 5 14 8 37 28 903 1 | g = running 62 69 0 0 4 0 1 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4404 70.747 % Incorrectly Classified Instances 1821 29.253 % Kappa statistic 0.6605 Mean absolute error 0.0766 Root mean squared error 0.2568 Relative absolute error 35.5781 % Root relative squared error 78.2535 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.043 0.687 0.683 0.685 0.852 climbingdown 0.727 0.043 0.725 0.727 0.726 0.878 climbingup 0.927 0.003 0.877 0.927 0.901 0.971 jumping 0.697 0.061 0.653 0.697 0.674 0.855 lying 0.572 0.074 0.565 0.572 0.569 0.788 standing 0.476 0.075 0.511 0.476 0.493 0.768 sitting 0.914 0.013 0.931 0.914 0.923 0.954 running 0.831 0.027 0.827 0.831 0.829 0.916 walking Weighted Avg. 0.707 0.047 0.707 0.707 0.707 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 514 145 2 3 12 2 3 72 | a = climbingdown 143 609 0 2 10 3 3 68 | b = climbingup 0 0 114 0 0 0 8 1 | c = jumping 2 7 0 618 106 148 6 0 | d = lying 12 10 0 112 515 219 29 3 | e = standing 4 3 0 198 243 420 13 1 | f = sitting 2 5 14 9 25 30 917 1 | g = running 71 61 0 4 0 0 6 697 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4398 70.6506 % Incorrectly Classified Instances 1827 29.3494 % Kappa statistic 0.6592 Mean absolute error 0.0768 Root mean squared error 0.2561 Relative absolute error 35.6496 % Root relative squared error 78.0545 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.039 0.711 0.696 0.703 0.865 climbingdown 0.751 0.045 0.72 0.751 0.735 0.88 climbingup 0.935 0.001 0.95 0.935 0.943 0.989 jumping 0.687 0.061 0.651 0.687 0.668 0.843 lying 0.55 0.08 0.539 0.55 0.544 0.781 standing 0.451 0.073 0.504 0.451 0.476 0.767 sitting 0.918 0.02 0.899 0.918 0.908 0.956 running 0.844 0.022 0.857 0.844 0.85 0.922 walking Weighted Avg. 0.707 0.048 0.704 0.707 0.705 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 524 154 0 2 11 4 6 52 | a = climbingdown 135 629 0 0 3 2 7 62 | b = climbingup 0 1 115 0 0 0 7 0 | c = jumping 1 5 0 609 114 138 19 1 | d = lying 3 13 0 127 495 230 32 0 | e = standing 4 6 0 186 261 398 28 0 | f = sitting 6 6 6 10 34 17 921 3 | g = running 64 60 0 1 1 0 5 707 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4369 70.1847 % Incorrectly Classified Instances 1856 29.8153 % Kappa statistic 0.6539 Mean absolute error 0.0787 Root mean squared error 0.2605 Relative absolute error 36.5331 % Root relative squared error 79.3826 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.041 0.699 0.689 0.694 0.851 climbingdown 0.74 0.042 0.731 0.74 0.735 0.875 climbingup 0.878 0.002 0.9 0.878 0.889 0.949 jumping 0.676 0.057 0.662 0.676 0.669 0.845 lying 0.563 0.084 0.531 0.563 0.547 0.773 standing 0.473 0.08 0.495 0.473 0.484 0.752 sitting 0.899 0.015 0.922 0.899 0.911 0.948 running 0.829 0.025 0.836 0.829 0.833 0.916 walking Weighted Avg. 0.702 0.048 0.703 0.702 0.702 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 519 141 1 2 11 2 4 73 | a = climbingdown 134 620 1 4 11 5 4 59 | b = climbingup 0 0 108 0 0 0 15 0 | c = jumping 2 0 0 600 115 165 5 0 | d = lying 8 4 0 116 507 237 27 1 | e = standing 3 6 0 174 261 418 19 2 | f = sitting 8 7 9 9 49 18 902 1 | g = running 68 70 1 1 1 0 2 695 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4314 69.3123 % Incorrectly Classified Instances 1910 30.6877 % Kappa statistic 0.6437 Mean absolute error 0.08 Root mean squared error 0.261 Relative absolute error 37.1253 % Root relative squared error 79.5286 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.043 0.693 0.705 0.699 0.86 climbingdown 0.724 0.042 0.729 0.724 0.727 0.873 climbingup 0.861 0.002 0.913 0.861 0.886 0.964 jumping 0.673 0.064 0.634 0.673 0.653 0.84 lying 0.521 0.084 0.512 0.521 0.516 0.76 standing 0.461 0.078 0.494 0.461 0.477 0.777 sitting 0.886 0.02 0.897 0.886 0.892 0.94 running 0.847 0.024 0.846 0.847 0.847 0.919 walking Weighted Avg. 0.693 0.05 0.693 0.693 0.693 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 531 153 0 2 4 1 5 57 | a = climbingdown 141 607 4 4 9 2 7 64 | b = climbingup 1 0 105 0 0 0 16 0 | c = jumping 3 1 0 597 124 157 5 0 | d = lying 12 7 0 137 469 231 42 3 | e = standing 7 2 0 185 256 407 26 0 | f = sitting 7 4 6 16 51 25 888 5 | g = running 64 59 0 0 3 1 1 710 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4415 70.9351 % Incorrectly Classified Instances 1809 29.0649 % Kappa statistic 0.6626 Mean absolute error 0.0761 Root mean squared error 0.2555 Relative absolute error 35.3362 % Root relative squared error 77.8494 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.041 0.71 0.723 0.716 0.859 climbingdown 0.751 0.041 0.742 0.751 0.746 0.881 climbingup 0.861 0.002 0.882 0.861 0.871 0.963 jumping 0.686 0.057 0.668 0.686 0.677 0.839 lying 0.584 0.084 0.54 0.584 0.561 0.792 standing 0.459 0.078 0.495 0.459 0.476 0.762 sitting 0.89 0.014 0.922 0.89 0.906 0.945 running 0.841 0.021 0.861 0.841 0.851 0.925 walking Weighted Avg. 0.709 0.047 0.711 0.709 0.71 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 545 142 1 1 6 1 3 55 | a = climbingdown 132 629 0 5 12 4 3 53 | b = climbingup 0 1 105 0 0 0 16 0 | c = jumping 0 1 0 608 102 165 10 0 | d = lying 10 12 0 105 526 223 23 2 | e = standing 4 4 0 185 265 405 19 1 | f = sitting 6 4 13 6 57 21 892 3 | g = running 71 55 0 0 6 0 1 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4353 69.9389 % Incorrectly Classified Instances 1871 30.0611 % Kappa statistic 0.651 Mean absolute error 0.0783 Root mean squared error 0.2601 Relative absolute error 36.3358 % Root relative squared error 79.2502 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.04 0.703 0.691 0.697 0.864 climbingdown 0.741 0.044 0.725 0.741 0.733 0.879 climbingup 0.852 0.002 0.889 0.852 0.87 0.946 jumping 0.668 0.056 0.665 0.668 0.667 0.834 lying 0.525 0.08 0.525 0.525 0.525 0.774 standing 0.469 0.083 0.483 0.469 0.476 0.756 sitting 0.914 0.016 0.914 0.914 0.914 0.954 running 0.85 0.027 0.83 0.85 0.84 0.927 walking Weighted Avg. 0.699 0.048 0.698 0.699 0.699 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 521 146 0 3 7 0 2 75 | a = climbingdown 130 621 0 4 4 4 6 69 | b = climbingup 1 2 104 0 0 0 15 0 | c = jumping 4 3 0 592 118 162 6 1 | d = lying 14 13 0 110 473 256 35 0 | e = standing 7 3 0 169 267 414 22 1 | f = sitting 6 4 13 11 30 22 916 0 | g = running 58 65 0 1 2 0 0 712 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4398 70.662 % Incorrectly Classified Instances 1826 29.338 % Kappa statistic 0.6594 Mean absolute error 0.0767 Root mean squared error 0.2563 Relative absolute error 35.6337 % Root relative squared error 78.0978 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.043 0.704 0.739 0.721 0.878 climbingdown 0.741 0.039 0.745 0.741 0.743 0.873 climbingup 0.87 0.002 0.907 0.87 0.888 0.984 jumping 0.678 0.061 0.65 0.678 0.664 0.843 lying 0.571 0.079 0.551 0.571 0.561 0.781 standing 0.45 0.08 0.481 0.45 0.465 0.756 sitting 0.901 0.016 0.915 0.901 0.908 0.95 running 0.833 0.021 0.859 0.833 0.846 0.922 walking Weighted Avg. 0.707 0.047 0.707 0.707 0.707 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 557 124 0 1 7 7 3 55 | a = climbingdown 140 621 0 1 8 5 7 56 | b = climbingup 1 0 107 0 0 0 15 0 | c = jumping 3 4 0 601 108 161 9 0 | d = lying 7 7 0 116 514 228 24 4 | e = standing 5 3 0 195 260 397 23 0 | f = sitting 8 10 10 9 35 27 903 0 | g = running 70 64 1 1 1 0 3 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4394 70.5977 % Incorrectly Classified Instances 1830 29.4023 % Kappa statistic 0.6586 Mean absolute error 0.0773 Root mean squared error 0.2568 Relative absolute error 35.8914 % Root relative squared error 78.2712 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.04 0.714 0.726 0.72 0.863 climbingdown 0.748 0.034 0.775 0.748 0.761 0.883 climbingup 0.862 0.001 0.93 0.862 0.895 0.94 jumping 0.683 0.062 0.646 0.683 0.664 0.844 lying 0.546 0.085 0.521 0.546 0.533 0.777 standing 0.439 0.078 0.481 0.439 0.459 0.749 sitting 0.906 0.017 0.911 0.906 0.908 0.952 running 0.861 0.024 0.846 0.861 0.853 0.933 walking Weighted Avg. 0.706 0.048 0.705 0.706 0.705 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 547 108 0 3 9 6 6 74 | a = climbingdown 142 627 1 2 9 1 5 51 | b = climbingup 0 2 106 0 0 0 14 1 | c = jumping 6 1 0 605 112 150 12 0 | d = lying 4 9 1 120 491 241 34 0 | e = standing 5 3 0 186 287 388 14 0 | f = sitting 5 4 6 20 34 20 908 5 | g = running 57 55 0 0 1 0 4 722 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4403 70.7423 % Incorrectly Classified Instances 1821 29.2577 % Kappa statistic 0.6604 Mean absolute error 0.0765 Root mean squared error 0.2572 Relative absolute error 35.5186 % Root relative squared error 78.3674 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.752 0.04 0.721 0.752 0.736 0.879 climbingdown 0.754 0.039 0.752 0.754 0.753 0.879 climbingup 0.87 0.002 0.899 0.87 0.884 0.954 jumping 0.644 0.057 0.653 0.644 0.648 0.827 lying 0.57 0.081 0.545 0.57 0.557 0.777 standing 0.474 0.085 0.478 0.474 0.476 0.754 sitting 0.892 0.015 0.918 0.892 0.905 0.943 running 0.837 0.021 0.861 0.837 0.849 0.928 walking Weighted Avg. 0.707 0.047 0.71 0.707 0.708 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 566 125 1 1 5 1 3 51 | a = climbingdown 127 631 1 1 7 5 5 60 | b = climbingup 0 0 107 0 0 0 16 0 | c = jumping 2 3 0 571 117 186 8 0 | d = lying 8 7 0 118 513 230 23 1 | e = standing 5 5 0 171 259 418 24 0 | f = sitting 10 1 10 13 39 34 895 1 | g = running 67 67 0 0 2 0 1 702 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4384 70.4257 % Incorrectly Classified Instances 1841 29.5743 % Kappa statistic 0.6566 Mean absolute error 0.0773 Root mean squared error 0.2571 Relative absolute error 35.9156 % Root relative squared error 78.3488 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.041 0.702 0.704 0.703 0.859 climbingdown 0.742 0.041 0.736 0.742 0.739 0.87 climbingup 0.837 0.002 0.896 0.837 0.866 0.951 jumping 0.674 0.061 0.648 0.674 0.661 0.841 lying 0.544 0.08 0.536 0.544 0.54 0.777 standing 0.471 0.077 0.502 0.471 0.486 0.78 sitting 0.91 0.018 0.907 0.91 0.909 0.951 running 0.85 0.024 0.849 0.85 0.849 0.923 walking Weighted Avg. 0.704 0.048 0.703 0.704 0.704 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 531 147 0 4 8 2 5 57 | a = climbingdown 131 622 1 2 13 2 3 64 | b = climbingup 0 0 103 0 0 0 20 0 | c = jumping 3 4 0 597 122 150 10 0 | d = lying 14 12 0 110 490 232 40 2 | e = standing 3 6 0 199 245 416 14 0 | f = sitting 4 2 10 9 36 25 912 4 | g = running 70 52 1 0 1 1 1 713 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4335 69.6386 % Incorrectly Classified Instances 1890 30.3614 % Kappa statistic 0.6475 Mean absolute error 0.0793 Root mean squared error 0.2607 Relative absolute error 36.8073 % Root relative squared error 79.4541 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.046 0.681 0.704 0.692 0.864 climbingdown 0.727 0.042 0.728 0.727 0.727 0.876 climbingup 0.852 0.002 0.912 0.852 0.881 0.956 jumping 0.64 0.06 0.639 0.64 0.64 0.828 lying 0.571 0.081 0.543 0.571 0.557 0.793 standing 0.469 0.082 0.485 0.469 0.477 0.767 sitting 0.89 0.017 0.909 0.89 0.9 0.946 running 0.838 0.023 0.852 0.838 0.845 0.916 walking Weighted Avg. 0.696 0.049 0.698 0.696 0.697 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 531 144 1 1 6 2 6 63 | a = climbingdown 158 609 0 4 2 4 5 56 | b = climbingup 2 1 104 0 0 0 15 0 | c = jumping 2 0 0 568 126 181 10 0 | d = lying 11 6 0 113 514 229 26 1 | e = standing 2 4 0 186 253 414 24 0 | f = sitting 10 8 9 17 43 21 892 2 | g = running 64 65 0 0 2 2 3 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4356 69.9759 % Incorrectly Classified Instances 1869 30.0241 % Kappa statistic 0.6515 Mean absolute error 0.0782 Root mean squared error 0.2586 Relative absolute error 36.2956 % Root relative squared error 78.815 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.042 0.702 0.715 0.708 0.878 climbingdown 0.745 0.043 0.729 0.745 0.737 0.879 climbingup 0.902 0.003 0.866 0.902 0.884 0.979 jumping 0.698 0.063 0.647 0.698 0.671 0.852 lying 0.52 0.076 0.537 0.52 0.528 0.773 standing 0.456 0.082 0.479 0.456 0.468 0.758 sitting 0.896 0.018 0.907 0.896 0.902 0.947 running 0.828 0.022 0.854 0.828 0.841 0.924 walking Weighted Avg. 0.7 0.048 0.699 0.7 0.699 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 539 140 1 1 5 2 4 62 | a = climbingdown 135 624 0 3 9 5 5 57 | b = climbingup 1 0 110 0 0 0 11 0 | c = jumping 5 4 1 619 100 151 7 0 | d = lying 11 8 0 122 468 261 30 0 | e = standing 5 6 0 198 241 403 30 0 | f = sitting 1 9 14 14 47 19 898 0 | g = running 71 65 1 0 2 0 5 695 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4338 69.6867 % Incorrectly Classified Instances 1887 30.3133 % Kappa statistic 0.6481 Mean absolute error 0.079 Root mean squared error 0.2605 Relative absolute error 36.6691 % Root relative squared error 79.3934 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.042 0.704 0.728 0.716 0.871 climbingdown 0.733 0.044 0.722 0.733 0.727 0.878 climbingup 0.893 0.002 0.916 0.893 0.905 0.957 jumping 0.667 0.066 0.628 0.667 0.647 0.832 lying 0.532 0.076 0.541 0.532 0.537 0.78 standing 0.453 0.08 0.483 0.453 0.467 0.756 sitting 0.91 0.016 0.916 0.91 0.913 0.951 running 0.814 0.026 0.829 0.814 0.821 0.908 walking Weighted Avg. 0.697 0.049 0.696 0.697 0.696 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 548 133 0 3 5 5 3 56 | a = climbingdown 124 614 0 2 5 4 6 83 | b = climbingup 0 0 109 0 0 0 13 0 | c = jumping 2 2 0 592 128 154 9 0 | d = lying 13 12 0 126 479 245 25 0 | e = standing 4 7 0 206 241 400 25 0 | f = sitting 9 9 10 13 27 20 913 2 | g = running 78 73 0 1 0 1 3 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4356 69.9871 % Incorrectly Classified Instances 1868 30.0129 % Kappa statistic 0.6515 Mean absolute error 0.0778 Root mean squared error 0.2596 Relative absolute error 36.1447 % Root relative squared error 79.1173 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.039 0.711 0.691 0.701 0.859 climbingdown 0.743 0.048 0.708 0.743 0.725 0.875 climbingup 0.813 0.002 0.901 0.813 0.855 0.932 jumping 0.691 0.061 0.652 0.691 0.671 0.842 lying 0.561 0.08 0.544 0.561 0.552 0.794 standing 0.425 0.081 0.465 0.425 0.444 0.747 sitting 0.914 0.014 0.926 0.914 0.92 0.956 running 0.839 0.025 0.84 0.839 0.839 0.916 walking Weighted Avg. 0.7 0.048 0.699 0.7 0.699 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 520 163 0 0 2 3 2 63 | a = climbingdown 136 623 0 1 5 2 5 66 | b = climbingup 2 1 100 1 0 0 18 1 | c = jumping 1 6 0 613 108 151 8 0 | d = lying 4 4 0 115 505 248 24 0 | e = standing 2 8 0 199 285 375 12 1 | f = sitting 8 5 11 10 23 26 917 3 | g = running 58 70 0 1 1 1 4 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4474 71.883 % Incorrectly Classified Instances 1750 28.117 % Kappa statistic 0.6737 Mean absolute error 0.0741 Root mean squared error 0.2519 Relative absolute error 34.405 % Root relative squared error 76.7579 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.762 0.037 0.739 0.762 0.75 0.882 climbingdown 0.736 0.036 0.76 0.736 0.748 0.878 climbingup 0.927 0.002 0.912 0.927 0.919 0.981 jumping 0.69 0.061 0.654 0.69 0.671 0.848 lying 0.566 0.076 0.557 0.566 0.561 0.787 standing 0.477 0.075 0.514 0.477 0.495 0.772 sitting 0.899 0.016 0.918 0.899 0.908 0.947 running 0.865 0.025 0.845 0.865 0.855 0.937 walking Weighted Avg. 0.719 0.045 0.718 0.719 0.718 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 574 116 0 0 4 3 2 54 | a = climbingdown 132 617 1 5 6 0 5 72 | b = climbingup 1 0 114 0 0 0 8 0 | c = jumping 1 3 0 612 103 150 17 1 | d = lying 9 11 0 116 509 222 32 1 | e = standing 2 4 0 196 245 421 13 1 | f = sitting 7 4 10 6 47 23 902 4 | g = running 51 57 0 1 0 0 4 725 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4422 71.0476 % Incorrectly Classified Instances 1802 28.9524 % Kappa statistic 0.6639 Mean absolute error 0.0751 Root mean squared error 0.2544 Relative absolute error 34.877 % Root relative squared error 77.532 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.039 0.718 0.718 0.718 0.859 climbingdown 0.747 0.044 0.725 0.747 0.736 0.869 climbingup 0.87 0.002 0.915 0.87 0.892 0.962 jumping 0.667 0.057 0.659 0.667 0.663 0.848 lying 0.558 0.077 0.551 0.558 0.554 0.794 standing 0.495 0.081 0.503 0.495 0.499 0.768 sitting 0.912 0.017 0.913 0.912 0.913 0.954 running 0.838 0.02 0.866 0.838 0.851 0.922 walking Weighted Avg. 0.71 0.047 0.711 0.71 0.711 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 541 142 1 2 6 2 8 51 | a = climbingdown 139 626 0 2 7 4 5 55 | b = climbingup 0 0 107 0 0 0 16 0 | c = jumping 3 5 0 592 112 167 8 0 | d = lying 10 7 0 118 502 236 27 0 | e = standing 2 7 0 170 247 437 18 1 | f = sitting 5 3 8 13 36 21 915 2 | g = running 54 73 1 1 1 1 5 702 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4404 70.7584 % Incorrectly Classified Instances 1820 29.2416 % Kappa statistic 0.6606 Mean absolute error 0.0772 Root mean squared error 0.2576 Relative absolute error 35.8395 % Root relative squared error 78.5135 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.04 0.707 0.699 0.703 0.854 climbingdown 0.749 0.048 0.71 0.749 0.729 0.877 climbingup 0.894 0.002 0.88 0.894 0.887 0.958 jumping 0.707 0.058 0.668 0.707 0.687 0.842 lying 0.533 0.079 0.534 0.533 0.533 0.763 standing 0.502 0.075 0.524 0.502 0.512 0.764 sitting 0.892 0.016 0.915 0.892 0.904 0.946 running 0.832 0.021 0.858 0.832 0.845 0.928 walking Weighted Avg. 0.708 0.047 0.708 0.708 0.708 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 526 157 0 0 8 3 8 51 | a = climbingdown 136 627 0 2 4 9 2 57 | b = climbingup 2 1 110 0 0 0 9 1 | c = jumping 2 2 1 626 115 129 11 0 | d = lying 8 9 0 115 480 245 42 2 | e = standing 2 5 0 183 241 443 9 0 | f = sitting 6 9 14 11 48 16 895 4 | g = running 62 73 0 0 3 1 2 697 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4331 69.5855 % Incorrectly Classified Instances 1893 30.4145 % Kappa statistic 0.647 Mean absolute error 0.0789 Root mean squared error 0.2616 Relative absolute error 36.6191 % Root relative squared error 79.7223 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.038 0.723 0.716 0.72 0.877 climbingdown 0.733 0.044 0.722 0.733 0.727 0.879 climbingup 0.919 0.002 0.883 0.919 0.9 0.967 jumping 0.66 0.062 0.639 0.66 0.649 0.831 lying 0.549 0.075 0.554 0.549 0.552 0.781 standing 0.459 0.091 0.455 0.459 0.457 0.747 sitting 0.88 0.016 0.914 0.88 0.897 0.946 running 0.833 0.025 0.836 0.833 0.834 0.921 walking Weighted Avg. 0.696 0.049 0.697 0.696 0.697 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 539 147 1 1 4 3 6 52 | a = climbingdown 122 614 3 5 7 8 2 77 | b = climbingup 0 1 113 0 0 0 9 0 | c = jumping 2 3 0 585 97 188 11 0 | d = lying 10 5 0 107 495 254 28 2 | e = standing 2 5 0 199 245 405 25 2 | f = sitting 9 5 10 17 43 32 882 4 | g = running 61 71 1 2 3 0 2 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4406 70.7905 % Incorrectly Classified Instances 1818 29.2095 % Kappa statistic 0.6608 Mean absolute error 0.0763 Root mean squared error 0.2568 Relative absolute error 35.4317 % Root relative squared error 78.2666 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.037 0.732 0.725 0.728 0.865 climbingdown 0.761 0.044 0.729 0.761 0.745 0.882 climbingup 0.862 0.001 0.955 0.862 0.906 0.953 jumping 0.665 0.058 0.656 0.665 0.66 0.833 lying 0.545 0.079 0.538 0.545 0.541 0.77 standing 0.463 0.087 0.468 0.463 0.466 0.75 sitting 0.91 0.016 0.916 0.91 0.913 0.949 running 0.853 0.018 0.881 0.853 0.867 0.931 walking Weighted Avg. 0.708 0.047 0.709 0.708 0.708 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 546 145 0 2 9 2 4 45 | a = climbingdown 132 638 0 2 8 4 4 50 | b = climbingup 0 0 106 0 0 0 17 0 | c = jumping 2 1 0 589 112 171 10 1 | d = lying 9 12 0 104 491 255 29 1 | e = standing 3 5 0 187 260 409 19 0 | f = sitting 3 3 5 14 33 32 912 0 | g = running 51 71 0 0 0 0 1 715 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 8 RUN: 0 FOLD: 0 Correctly Classified Instances 4534 68.0372 % Incorrectly Classified Instances 2130 31.9628 % Kappa statistic 0.623 Mean absolute error 0.0825 Root mean squared error 0.2679 Relative absolute error 38.8454 % Root relative squared error 82.2069 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.625 0.027 0.692 0.625 0.657 0.842 climbingdown 0.667 0.122 0.631 0.667 0.648 0.792 climbingup 0.976 0.001 0.96 0.976 0.968 0.988 jumping 0.573 0.066 0.564 0.573 0.569 0.802 lying 0.603 0.053 0.633 0.603 0.618 0.811 standing 0.487 0.074 0.503 0.487 0.495 0.764 sitting 0.967 0.004 0.971 0.967 0.969 0.984 running 0.803 0.035 0.781 0.803 0.792 0.9 walking Weighted Avg. 0.68 0.062 0.68 0.68 0.68 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 373 119 0 3 0 0 10 92 | a = climbingdown 103 1056 0 90 109 111 8 106 | b = climbingup 0 0 121 0 0 0 3 0 | c = jumping 2 107 1 493 64 191 1 1 | d = lying 0 135 0 86 529 125 1 1 | e = standing 1 122 0 201 133 433 0 0 | f = sitting 7 13 4 1 1 0 810 2 | g = running 53 122 0 0 0 0 1 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4553 68.3223 % Incorrectly Classified Instances 2111 31.6777 % Kappa statistic 0.6269 Mean absolute error 0.0823 Root mean squared error 0.2667 Relative absolute error 38.7478 % Root relative squared error 81.8304 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.035 0.656 0.677 0.666 0.847 climbingdown 0.649 0.118 0.631 0.649 0.64 0.776 climbingup 0.895 0.002 0.91 0.895 0.902 0.977 jumping 0.609 0.059 0.605 0.609 0.607 0.82 lying 0.62 0.061 0.606 0.62 0.613 0.812 standing 0.476 0.07 0.513 0.476 0.494 0.762 sitting 0.968 0.004 0.974 0.968 0.971 0.985 running 0.791 0.029 0.807 0.791 0.799 0.906 walking Weighted Avg. 0.683 0.061 0.683 0.683 0.683 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 404 124 2 0 1 0 4 62 | a = climbingdown 141 1027 1 69 126 112 4 103 | b = climbingup 2 1 111 0 0 0 10 0 | c = jumping 2 89 0 524 75 170 0 0 | d = lying 0 146 0 68 544 119 0 0 | e = standing 0 116 0 199 151 424 0 0 | f = sitting 6 9 7 0 0 1 811 4 | g = running 61 115 1 6 0 0 4 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4605 69.1026 % Incorrectly Classified Instances 2059 30.8974 % Kappa statistic 0.6364 Mean absolute error 0.0805 Root mean squared error 0.2637 Relative absolute error 37.9017 % Root relative squared error 80.9093 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.028 0.712 0.707 0.709 0.866 climbingdown 0.641 0.111 0.642 0.641 0.642 0.77 climbingup 0.935 0.002 0.892 0.935 0.913 0.985 jumping 0.622 0.06 0.607 0.622 0.614 0.819 lying 0.617 0.057 0.623 0.617 0.62 0.821 standing 0.512 0.073 0.521 0.512 0.517 0.771 sitting 0.952 0.005 0.965 0.952 0.959 0.98 running 0.807 0.032 0.795 0.807 0.801 0.9 walking Weighted Avg. 0.691 0.059 0.691 0.691 0.691 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 422 100 1 1 0 0 7 66 | a = climbingdown 93 1015 0 84 151 121 9 110 | b = climbingup 0 1 116 0 0 0 7 0 | c = jumping 4 80 0 535 62 176 1 2 | d = lying 0 142 0 72 541 121 0 1 | e = standing 1 130 0 190 112 456 0 1 | f = sitting 5 14 12 0 2 1 798 6 | g = running 68 98 1 0 1 0 5 722 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4546 68.2173 % Incorrectly Classified Instances 2118 31.7827 % Kappa statistic 0.6258 Mean absolute error 0.0838 Root mean squared error 0.2693 Relative absolute error 39.4351 % Root relative squared error 82.6383 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.03 0.691 0.672 0.681 0.848 climbingdown 0.632 0.115 0.631 0.632 0.631 0.762 climbingup 0.936 0.001 0.944 0.936 0.94 0.965 jumping 0.603 0.064 0.581 0.603 0.592 0.807 lying 0.652 0.054 0.649 0.652 0.65 0.828 standing 0.489 0.077 0.496 0.489 0.493 0.751 sitting 0.958 0.005 0.963 0.958 0.961 0.978 running 0.781 0.033 0.788 0.781 0.784 0.89 walking Weighted Avg. 0.682 0.061 0.683 0.682 0.682 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 401 107 1 0 0 0 11 77 | a = climbingdown 104 1000 1 95 129 142 7 104 | b = climbingup 1 0 117 0 0 0 7 0 | c = jumping 1 95 1 519 53 188 1 2 | d = lying 0 128 0 65 572 112 0 0 | e = standing 0 115 0 213 127 436 0 0 | f = sitting 8 17 4 0 0 1 803 5 | g = running 65 124 0 1 1 0 5 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4537 68.0822 % Incorrectly Classified Instances 2127 31.9178 % Kappa statistic 0.6244 Mean absolute error 0.0835 Root mean squared error 0.2683 Relative absolute error 39.3193 % Root relative squared error 82.3238 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.035 0.664 0.703 0.683 0.857 climbingdown 0.629 0.115 0.63 0.629 0.63 0.761 climbingup 0.912 0.001 0.966 0.912 0.938 0.983 jumping 0.574 0.061 0.584 0.574 0.579 0.796 lying 0.633 0.053 0.645 0.633 0.639 0.824 standing 0.493 0.079 0.492 0.493 0.492 0.751 sitting 0.965 0.004 0.971 0.965 0.968 0.984 running 0.795 0.033 0.787 0.795 0.791 0.896 walking Weighted Avg. 0.681 0.061 0.681 0.681 0.681 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 419 97 1 1 1 0 9 68 | a = climbingdown 123 996 0 84 133 125 6 116 | b = climbingup 2 0 114 1 0 0 8 0 | c = jumping 2 90 1 494 61 210 0 2 | d = lying 0 141 0 62 555 119 0 0 | e = standing 0 140 0 201 110 439 0 1 | f = sitting 12 10 2 0 0 0 809 5 | g = running 73 106 0 3 0 0 1 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4502 67.557 % Incorrectly Classified Instances 2162 32.443 % Kappa statistic 0.6174 Mean absolute error 0.0836 Root mean squared error 0.2687 Relative absolute error 39.3427 % Root relative squared error 82.4416 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.031 0.679 0.669 0.674 0.845 climbingdown 0.647 0.129 0.61 0.647 0.628 0.768 climbingup 0.896 0.001 0.941 0.896 0.918 0.964 jumping 0.597 0.06 0.594 0.597 0.595 0.809 lying 0.624 0.058 0.618 0.624 0.621 0.816 standing 0.455 0.074 0.487 0.455 0.47 0.749 sitting 0.969 0.006 0.958 0.969 0.963 0.984 running 0.772 0.028 0.813 0.772 0.792 0.899 walking Weighted Avg. 0.676 0.063 0.676 0.676 0.675 0.833 === Confusion Matrix === a b c d e f g h <-- classified as 399 127 2 0 1 0 10 57 | a = climbingdown 105 1024 0 86 148 118 8 94 | b = climbingup 2 1 112 0 0 0 10 0 | c = jumping 1 90 0 513 61 189 2 4 | d = lying 0 147 0 65 547 118 0 0 | e = standing 1 160 0 198 127 405 0 0 | f = sitting 8 8 4 0 1 1 812 4 | g = running 72 122 1 2 0 1 6 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4607 69.1327 % Incorrectly Classified Instances 2057 30.8673 % Kappa statistic 0.6365 Mean absolute error 0.0808 Root mean squared error 0.2636 Relative absolute error 38.0296 % Root relative squared error 80.8798 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.034 0.658 0.676 0.667 0.84 climbingdown 0.648 0.114 0.639 0.648 0.643 0.77 climbingup 0.928 0.002 0.921 0.928 0.924 0.974 jumping 0.574 0.054 0.611 0.574 0.592 0.812 lying 0.657 0.051 0.661 0.657 0.659 0.838 standing 0.551 0.078 0.52 0.551 0.535 0.783 sitting 0.957 0.005 0.963 0.957 0.96 0.98 running 0.782 0.028 0.81 0.782 0.796 0.907 walking Weighted Avg. 0.691 0.059 0.693 0.691 0.692 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 403 114 3 2 0 0 13 61 | a = climbingdown 118 1026 0 81 129 125 7 97 | b = climbingup 1 0 116 0 0 0 8 0 | c = jumping 2 97 0 494 49 214 1 3 | d = lying 0 131 0 57 576 113 0 0 | e = standing 1 113 0 171 115 491 0 0 | f = sitting 13 8 7 2 2 1 801 3 | g = running 74 117 0 2 0 0 2 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4551 68.2923 % Incorrectly Classified Instances 2113 31.7077 % Kappa statistic 0.6265 Mean absolute error 0.0824 Root mean squared error 0.2661 Relative absolute error 38.7737 % Root relative squared error 81.6547 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.033 0.67 0.69 0.68 0.86 climbingdown 0.653 0.118 0.634 0.653 0.643 0.774 climbingup 0.912 0.001 0.942 0.912 0.927 0.961 jumping 0.587 0.061 0.589 0.587 0.588 0.812 lying 0.655 0.053 0.653 0.655 0.654 0.844 standing 0.46 0.076 0.484 0.46 0.471 0.752 sitting 0.955 0.005 0.964 0.955 0.959 0.98 running 0.787 0.032 0.794 0.787 0.79 0.899 walking Weighted Avg. 0.683 0.061 0.683 0.683 0.683 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 411 97 0 2 0 0 10 76 | a = climbingdown 111 1034 0 89 116 124 6 103 | b = climbingup 1 1 114 0 0 0 9 0 | c = jumping 2 77 0 505 63 211 1 1 | d = lying 0 151 0 51 574 101 0 0 | e = standing 1 148 0 206 126 409 0 0 | f = sitting 14 14 6 1 0 0 800 3 | g = running 73 110 1 3 0 0 4 704 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4509 67.6621 % Incorrectly Classified Instances 2155 32.3379 % Kappa statistic 0.6196 Mean absolute error 0.0847 Root mean squared error 0.2705 Relative absolute error 39.8682 % Root relative squared error 83.0169 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.033 0.669 0.68 0.674 0.854 climbingdown 0.619 0.112 0.633 0.619 0.626 0.76 climbingup 0.928 0.001 0.951 0.928 0.939 0.979 jumping 0.547 0.063 0.564 0.547 0.555 0.786 lying 0.644 0.058 0.628 0.644 0.636 0.819 standing 0.517 0.081 0.496 0.517 0.506 0.76 sitting 0.964 0.006 0.961 0.964 0.962 0.981 running 0.788 0.032 0.795 0.788 0.791 0.904 walking Weighted Avg. 0.677 0.061 0.677 0.677 0.677 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 405 104 0 2 0 0 11 74 | a = climbingdown 113 980 0 93 153 130 10 104 | b = climbingup 0 0 116 0 0 0 9 0 | c = jumping 5 112 0 470 61 212 0 0 | d = lying 0 118 0 69 565 123 0 2 | e = standing 1 112 0 198 119 460 0 0 | f = sitting 12 8 6 0 1 1 808 2 | g = running 69 115 0 2 0 1 3 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4600 69.038 % Incorrectly Classified Instances 2063 30.962 % Kappa statistic 0.6353 Mean absolute error 0.0813 Root mean squared error 0.2634 Relative absolute error 38.2606 % Root relative squared error 80.8188 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.03 0.69 0.691 0.691 0.862 climbingdown 0.652 0.115 0.638 0.652 0.645 0.781 climbingup 0.952 0.001 0.937 0.952 0.944 0.982 jumping 0.581 0.059 0.592 0.581 0.586 0.809 lying 0.64 0.059 0.623 0.64 0.631 0.834 standing 0.493 0.071 0.516 0.493 0.505 0.763 sitting 0.973 0.004 0.969 0.973 0.971 0.986 running 0.808 0.028 0.815 0.808 0.811 0.915 walking Weighted Avg. 0.69 0.059 0.69 0.69 0.69 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 412 112 3 1 0 0 10 58 | a = climbingdown 115 1032 1 78 137 107 9 104 | b = climbingup 0 1 119 0 0 0 5 0 | c = jumping 2 88 1 499 70 197 0 2 | d = lying 0 143 0 67 561 106 0 0 | e = standing 0 122 0 197 132 439 0 0 | f = sitting 10 10 2 0 0 1 815 0 | g = running 58 110 1 1 0 0 2 723 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4582 68.7575 % Incorrectly Classified Instances 2082 31.2425 % Kappa statistic 0.6319 Mean absolute error 0.0821 Root mean squared error 0.2653 Relative absolute error 38.664 % Root relative squared error 81.4203 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.03 0.688 0.66 0.674 0.856 climbingdown 0.643 0.118 0.63 0.643 0.636 0.773 climbingup 0.944 0 0.983 0.944 0.963 0.974 jumping 0.549 0.056 0.593 0.549 0.57 0.791 lying 0.66 0.058 0.632 0.66 0.646 0.831 standing 0.534 0.077 0.517 0.534 0.525 0.782 sitting 0.965 0.005 0.964 0.965 0.965 0.983 running 0.802 0.029 0.81 0.802 0.806 0.911 walking Weighted Avg. 0.688 0.06 0.688 0.688 0.688 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 394 124 0 0 0 2 14 63 | a = climbingdown 103 1018 1 88 141 121 11 100 | b = climbingup 4 0 117 1 0 0 2 0 | c = jumping 2 111 0 472 62 212 0 1 | d = lying 0 136 0 53 579 109 0 0 | e = standing 1 103 0 179 132 475 0 0 | f = sitting 14 7 1 1 2 0 809 4 | g = running 55 117 0 2 0 0 3 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4583 68.7725 % Incorrectly Classified Instances 2081 31.2275 % Kappa statistic 0.6325 Mean absolute error 0.0824 Root mean squared error 0.2645 Relative absolute error 38.7754 % Root relative squared error 81.176 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.034 0.665 0.678 0.672 0.858 climbingdown 0.635 0.112 0.638 0.635 0.636 0.771 climbingup 0.919 0.001 0.95 0.919 0.934 0.979 jumping 0.608 0.062 0.593 0.608 0.6 0.813 lying 0.635 0.052 0.649 0.635 0.642 0.832 standing 0.528 0.075 0.52 0.528 0.524 0.782 sitting 0.955 0.006 0.957 0.955 0.956 0.977 running 0.792 0.029 0.807 0.792 0.799 0.911 walking Weighted Avg. 0.688 0.059 0.689 0.688 0.688 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 405 120 0 1 1 0 14 56 | a = climbingdown 103 1005 1 106 137 112 11 108 | b = climbingup 4 0 114 0 0 0 6 0 | c = jumping 3 92 0 523 49 192 0 1 | d = lying 0 126 0 64 557 130 0 0 | e = standing 1 119 0 186 111 470 2 1 | f = sitting 13 11 5 2 3 0 800 4 | g = running 80 103 0 0 0 0 3 709 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4535 68.0522 % Incorrectly Classified Instances 2129 31.9478 % Kappa statistic 0.6239 Mean absolute error 0.0831 Root mean squared error 0.2669 Relative absolute error 39.126 % Root relative squared error 81.8894 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.034 0.672 0.708 0.69 0.87 climbingdown 0.621 0.12 0.617 0.621 0.619 0.756 climbingup 0.904 0.001 0.958 0.904 0.93 0.955 jumping 0.61 0.063 0.589 0.61 0.6 0.814 lying 0.65 0.057 0.633 0.65 0.641 0.836 standing 0.472 0.07 0.509 0.472 0.49 0.77 sitting 0.959 0.006 0.957 0.959 0.958 0.982 running 0.78 0.029 0.805 0.78 0.792 0.896 walking Weighted Avg. 0.681 0.061 0.68 0.681 0.68 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 422 109 0 1 0 1 9 54 | a = climbingdown 130 983 0 99 129 120 12 110 | b = climbingup 1 1 113 0 0 0 10 0 | c = jumping 2 90 0 525 62 180 1 0 | d = lying 0 140 0 68 570 99 0 0 | e = standing 0 133 0 198 139 420 0 0 | f = sitting 3 17 5 0 1 3 804 5 | g = running 70 121 0 0 0 2 4 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4573 68.6224 % Incorrectly Classified Instances 2091 31.3776 % Kappa statistic 0.6302 Mean absolute error 0.0818 Root mean squared error 0.2658 Relative absolute error 38.5262 % Root relative squared error 81.5559 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.031 0.677 0.673 0.675 0.837 climbingdown 0.656 0.119 0.631 0.656 0.643 0.774 climbingup 0.92 0.002 0.92 0.92 0.92 0.967 jumping 0.572 0.059 0.591 0.572 0.582 0.805 lying 0.631 0.051 0.651 0.631 0.641 0.831 standing 0.506 0.076 0.506 0.506 0.506 0.76 sitting 0.968 0.005 0.963 0.968 0.965 0.983 running 0.797 0.031 0.801 0.797 0.799 0.91 walking Weighted Avg. 0.686 0.06 0.686 0.686 0.686 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 401 116 3 0 0 0 10 66 | a = climbingdown 109 1038 0 95 107 124 8 102 | b = climbingup 0 1 115 0 0 0 9 0 | c = jumping 4 85 0 492 71 202 1 5 | d = lying 0 156 0 54 553 113 0 1 | e = standing 0 134 0 190 116 450 0 0 | f = sitting 11 5 6 0 2 0 811 3 | g = running 67 110 1 1 0 0 3 713 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4589 68.8625 % Incorrectly Classified Instances 2075 31.1375 % Kappa statistic 0.6335 Mean absolute error 0.0808 Root mean squared error 0.2643 Relative absolute error 38.0663 % Root relative squared error 81.0975 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.029 0.694 0.678 0.686 0.862 climbingdown 0.648 0.109 0.65 0.648 0.649 0.78 climbingup 0.928 0.002 0.921 0.928 0.924 0.969 jumping 0.61 0.062 0.594 0.61 0.602 0.819 lying 0.629 0.052 0.646 0.629 0.638 0.83 standing 0.506 0.078 0.501 0.506 0.503 0.767 sitting 0.958 0.006 0.959 0.958 0.959 0.979 running 0.797 0.033 0.79 0.797 0.793 0.906 walking Weighted Avg. 0.689 0.059 0.689 0.689 0.689 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 404 111 2 1 0 0 8 70 | a = climbingdown 97 1026 0 98 118 120 12 112 | b = climbingup 0 0 116 0 0 0 8 1 | c = jumping 1 74 0 525 55 204 0 1 | d = lying 0 128 0 71 552 125 1 0 | e = standing 1 121 0 188 129 450 0 1 | f = sitting 10 12 8 0 0 0 803 5 | g = running 69 107 0 1 0 0 5 713 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4557 68.3824 % Incorrectly Classified Instances 2107 31.6176 % Kappa statistic 0.6278 Mean absolute error 0.0823 Root mean squared error 0.2658 Relative absolute error 38.7513 % Root relative squared error 81.5623 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.034 0.665 0.683 0.674 0.845 climbingdown 0.648 0.113 0.641 0.648 0.644 0.775 climbingup 0.936 0.002 0.921 0.936 0.929 0.969 jumping 0.591 0.063 0.582 0.591 0.586 0.815 lying 0.648 0.059 0.626 0.648 0.636 0.826 standing 0.474 0.074 0.497 0.474 0.485 0.76 sitting 0.959 0.007 0.955 0.959 0.957 0.981 running 0.79 0.026 0.827 0.79 0.808 0.91 walking Weighted Avg. 0.684 0.06 0.684 0.684 0.684 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 407 111 0 4 0 0 13 61 | a = climbingdown 117 1025 1 84 135 126 10 85 | b = climbingup 0 0 117 0 0 0 7 1 | c = jumping 1 95 0 508 71 185 0 0 | d = lying 0 118 0 74 568 116 1 0 | e = standing 2 132 0 202 133 422 0 0 | f = sitting 9 15 8 0 1 0 803 1 | g = running 76 103 1 1 0 0 7 707 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4539 68.1122 % Incorrectly Classified Instances 2125 31.8878 % Kappa statistic 0.6245 Mean absolute error 0.0831 Root mean squared error 0.2663 Relative absolute error 39.1432 % Root relative squared error 81.7286 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.033 0.663 0.659 0.661 0.848 climbingdown 0.622 0.122 0.614 0.622 0.618 0.765 climbingup 0.92 0.001 0.943 0.92 0.931 0.965 jumping 0.587 0.056 0.61 0.587 0.598 0.819 lying 0.656 0.063 0.614 0.656 0.634 0.832 standing 0.506 0.073 0.518 0.506 0.512 0.78 sitting 0.97 0.005 0.968 0.97 0.969 0.985 running 0.785 0.029 0.807 0.785 0.796 0.907 walking Weighted Avg. 0.681 0.061 0.682 0.681 0.681 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 393 129 0 2 0 0 6 66 | a = climbingdown 129 984 1 77 155 131 6 99 | b = climbingup 0 0 115 0 0 0 10 0 | c = jumping 1 101 2 505 65 184 1 1 | d = lying 0 132 0 65 575 105 0 0 | e = standing 1 120 0 179 140 451 0 0 | f = sitting 10 8 3 0 2 0 813 2 | g = running 59 128 1 0 0 0 4 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4507 67.6321 % Incorrectly Classified Instances 2157 32.3679 % Kappa statistic 0.6192 Mean absolute error 0.0845 Root mean squared error 0.2704 Relative absolute error 39.7953 % Root relative squared error 82.9911 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.035 0.662 0.698 0.68 0.854 climbingdown 0.629 0.111 0.639 0.629 0.634 0.764 climbingup 0.88 0.001 0.957 0.88 0.917 0.953 jumping 0.59 0.066 0.57 0.59 0.579 0.799 lying 0.635 0.06 0.614 0.635 0.624 0.826 standing 0.448 0.07 0.497 0.448 0.471 0.737 sitting 0.956 0.005 0.963 0.956 0.959 0.982 running 0.808 0.036 0.776 0.808 0.791 0.903 walking Weighted Avg. 0.676 0.061 0.675 0.676 0.675 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 416 96 0 1 0 0 9 74 | a = climbingdown 119 995 0 84 134 115 9 127 | b = climbingup 0 2 110 0 0 0 11 2 | c = jumping 1 84 1 507 75 187 1 4 | d = lying 0 138 0 81 557 100 1 0 | e = standing 1 135 0 217 139 399 0 0 | f = sitting 17 11 4 0 2 1 801 2 | g = running 74 97 0 0 0 1 0 722 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4547 68.2323 % Incorrectly Classified Instances 2117 31.7677 % Kappa statistic 0.6253 Mean absolute error 0.0829 Root mean squared error 0.2662 Relative absolute error 39.041 % Root relative squared error 81.6914 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.668 0.028 0.702 0.668 0.685 0.863 climbingdown 0.657 0.125 0.62 0.657 0.638 0.781 climbingup 0.928 0.001 0.967 0.928 0.947 0.976 jumping 0.552 0.057 0.589 0.552 0.57 0.812 lying 0.637 0.058 0.623 0.637 0.63 0.82 standing 0.493 0.076 0.502 0.493 0.497 0.77 sitting 0.968 0.004 0.969 0.968 0.968 0.986 running 0.793 0.031 0.801 0.793 0.797 0.9 walking Weighted Avg. 0.682 0.062 0.683 0.682 0.682 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 399 121 0 3 0 2 6 66 | a = climbingdown 94 1040 0 79 134 120 10 106 | b = climbingup 0 2 116 0 0 1 6 0 | c = jumping 1 114 0 474 63 207 0 0 | d = lying 0 148 0 64 559 105 0 1 | e = standing 0 127 0 184 141 439 0 0 | f = sitting 7 13 4 0 0 0 811 3 | g = running 67 112 0 1 0 1 4 709 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4567 68.5427 % Incorrectly Classified Instances 2096 31.4573 % Kappa statistic 0.6295 Mean absolute error 0.0814 Root mean squared error 0.2646 Relative absolute error 38.3367 % Root relative squared error 81.2124 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.035 0.659 0.68 0.669 0.853 climbingdown 0.644 0.118 0.629 0.644 0.636 0.773 climbingup 0.935 0.001 0.943 0.935 0.939 0.974 jumping 0.57 0.056 0.601 0.57 0.585 0.817 lying 0.664 0.057 0.64 0.664 0.651 0.838 standing 0.502 0.073 0.516 0.502 0.509 0.773 sitting 0.957 0.005 0.967 0.957 0.962 0.978 running 0.789 0.031 0.798 0.789 0.793 0.901 walking Weighted Avg. 0.685 0.06 0.685 0.685 0.685 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 406 124 0 1 0 0 8 58 | a = climbingdown 114 1019 0 76 142 108 9 115 | b = climbingup 1 2 116 0 0 0 5 0 | c = jumping 5 90 0 490 70 203 1 1 | d = lying 0 124 0 62 582 108 0 1 | e = standing 0 143 0 185 115 447 0 0 | f = sitting 16 9 7 0 1 0 802 3 | g = running 74 109 0 1 0 1 4 705 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4619 69.3127 % Incorrectly Classified Instances 2045 30.6873 % Kappa statistic 0.6386 Mean absolute error 0.0798 Root mean squared error 0.2623 Relative absolute error 37.5658 % Root relative squared error 80.5005 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.032 0.688 0.724 0.705 0.879 climbingdown 0.657 0.116 0.639 0.657 0.648 0.788 climbingup 0.952 0.001 0.952 0.952 0.952 0.975 jumping 0.583 0.061 0.585 0.583 0.584 0.814 lying 0.635 0.052 0.648 0.635 0.641 0.829 standing 0.499 0.073 0.514 0.499 0.507 0.771 sitting 0.955 0.004 0.97 0.955 0.962 0.978 running 0.812 0.027 0.826 0.812 0.819 0.912 walking Weighted Avg. 0.693 0.059 0.693 0.693 0.693 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 432 110 0 0 0 0 7 48 | a = climbingdown 119 1040 1 86 129 102 7 99 | b = climbingup 0 0 118 0 0 0 6 0 | c = jumping 0 99 0 501 57 200 1 2 | d = lying 0 126 0 75 557 117 1 1 | e = standing 1 136 0 191 117 445 1 0 | f = sitting 15 12 5 3 0 0 800 3 | g = running 61 104 0 0 0 1 2 726 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4540 68.1273 % Incorrectly Classified Instances 2124 31.8727 % Kappa statistic 0.6246 Mean absolute error 0.0831 Root mean squared error 0.2676 Relative absolute error 39.1481 % Root relative squared error 82.1193 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.031 0.681 0.68 0.681 0.856 climbingdown 0.641 0.117 0.63 0.641 0.635 0.775 climbingup 0.927 0.002 0.92 0.927 0.924 0.967 jumping 0.59 0.064 0.578 0.59 0.584 0.803 lying 0.632 0.055 0.635 0.632 0.633 0.822 standing 0.502 0.077 0.501 0.502 0.501 0.761 sitting 0.956 0.004 0.969 0.956 0.962 0.981 running 0.779 0.029 0.806 0.779 0.792 0.904 walking Weighted Avg. 0.681 0.061 0.683 0.681 0.682 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 406 112 0 2 0 0 10 67 | a = climbingdown 103 1014 1 84 135 145 4 97 | b = climbingup 2 1 115 0 0 0 6 0 | c = jumping 2 95 0 507 72 184 0 0 | d = lying 0 127 0 79 554 117 0 0 | e = standing 1 127 0 205 111 447 0 0 | f = sitting 8 16 9 0 1 0 801 3 | g = running 74 118 0 0 0 0 6 696 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4604 69.0876 % Incorrectly Classified Instances 2060 30.9124 % Kappa statistic 0.6356 Mean absolute error 0.0805 Root mean squared error 0.2631 Relative absolute error 37.9003 % Root relative squared error 80.7402 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.028 0.715 0.714 0.714 0.864 climbingdown 0.663 0.12 0.633 0.663 0.648 0.785 climbingup 0.928 0.001 0.928 0.928 0.928 0.983 jumping 0.603 0.06 0.599 0.603 0.601 0.81 lying 0.645 0.057 0.631 0.645 0.638 0.821 standing 0.476 0.068 0.518 0.476 0.496 0.766 sitting 0.958 0.006 0.959 0.958 0.959 0.981 running 0.784 0.029 0.809 0.784 0.796 0.901 walking Weighted Avg. 0.691 0.06 0.69 0.691 0.69 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 426 103 0 2 0 0 7 59 | a = climbingdown 103 1050 0 81 129 106 13 101 | b = climbingup 0 0 116 0 0 0 9 0 | c = jumping 2 83 0 519 77 179 0 0 | d = lying 0 138 0 63 566 109 0 1 | e = standing 0 144 0 199 124 424 0 0 | f = sitting 10 10 8 1 1 0 802 5 | g = running 55 131 1 1 0 0 5 701 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4499 67.512 % Incorrectly Classified Instances 2165 32.488 % Kappa statistic 0.6175 Mean absolute error 0.0845 Root mean squared error 0.2703 Relative absolute error 39.8078 % Root relative squared error 82.9518 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.031 0.675 0.661 0.668 0.845 climbingdown 0.634 0.114 0.635 0.634 0.634 0.779 climbingup 0.888 0.001 0.949 0.888 0.917 0.966 jumping 0.562 0.062 0.574 0.562 0.568 0.798 lying 0.665 0.061 0.623 0.665 0.643 0.837 standing 0.46 0.078 0.476 0.46 0.467 0.738 sitting 0.964 0.005 0.963 0.964 0.964 0.981 running 0.791 0.034 0.781 0.791 0.786 0.901 walking Weighted Avg. 0.675 0.062 0.675 0.675 0.675 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 394 116 1 2 0 1 8 74 | a = climbingdown 96 1003 1 80 142 137 5 119 | b = climbingup 0 1 111 0 0 0 12 1 | c = jumping 4 98 0 483 68 206 0 1 | d = lying 0 127 0 59 583 107 1 0 | e = standing 0 123 0 215 142 409 1 0 | f = sitting 13 9 4 0 1 0 808 3 | g = running 77 103 0 3 0 0 4 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4581 68.7425 % Incorrectly Classified Instances 2083 31.2575 % Kappa statistic 0.6319 Mean absolute error 0.0815 Root mean squared error 0.2653 Relative absolute error 38.3735 % Root relative squared error 81.3969 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.035 0.656 0.685 0.67 0.859 climbingdown 0.648 0.116 0.635 0.648 0.642 0.766 climbingup 0.944 0.001 0.929 0.944 0.937 0.978 jumping 0.603 0.062 0.59 0.603 0.597 0.816 lying 0.657 0.052 0.656 0.657 0.656 0.834 standing 0.488 0.07 0.517 0.488 0.502 0.776 sitting 0.955 0.004 0.969 0.955 0.962 0.979 running 0.782 0.031 0.798 0.782 0.79 0.898 walking Weighted Avg. 0.687 0.06 0.688 0.687 0.687 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 408 122 0 0 0 1 8 57 | a = climbingdown 116 1026 3 90 115 111 10 112 | b = climbingup 0 1 118 0 0 0 6 0 | c = jumping 1 102 0 519 56 180 0 2 | d = lying 1 133 0 54 576 112 0 1 | e = standing 0 113 0 214 129 434 0 0 | f = sitting 12 10 6 1 2 2 800 5 | g = running 84 108 0 1 0 0 2 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4580 68.7275 % Incorrectly Classified Instances 2084 31.2725 % Kappa statistic 0.632 Mean absolute error 0.0815 Root mean squared error 0.2646 Relative absolute error 38.353 % Root relative squared error 81.1844 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.033 0.667 0.683 0.675 0.858 climbingdown 0.639 0.111 0.642 0.639 0.64 0.773 climbingup 0.912 0.002 0.905 0.912 0.908 0.965 jumping 0.602 0.065 0.58 0.602 0.591 0.821 lying 0.645 0.057 0.632 0.645 0.639 0.823 standing 0.487 0.069 0.522 0.487 0.504 0.77 sitting 0.958 0.005 0.966 0.958 0.962 0.979 running 0.813 0.031 0.804 0.813 0.808 0.918 walking Weighted Avg. 0.687 0.059 0.686 0.687 0.687 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 407 113 0 1 2 1 10 62 | a = climbingdown 123 1011 0 88 145 100 8 108 | b = climbingup 3 0 114 0 0 0 8 0 | c = jumping 1 83 1 518 59 195 1 2 | d = lying 0 137 0 73 566 100 0 1 | e = standing 1 124 0 210 121 433 0 1 | f = sitting 8 10 11 0 2 0 803 4 | g = running 67 96 0 3 0 0 1 728 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4491 67.392 % Incorrectly Classified Instances 2173 32.608 % Kappa statistic 0.6157 Mean absolute error 0.084 Root mean squared error 0.2707 Relative absolute error 39.5521 % Root relative squared error 83.0623 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.031 0.682 0.676 0.679 0.861 climbingdown 0.627 0.125 0.609 0.627 0.618 0.758 climbingup 0.824 0.001 0.92 0.824 0.869 0.943 jumping 0.57 0.059 0.588 0.57 0.579 0.807 lying 0.621 0.051 0.65 0.621 0.636 0.818 standing 0.502 0.082 0.485 0.502 0.493 0.763 sitting 0.967 0.007 0.953 0.967 0.96 0.982 running 0.783 0.033 0.788 0.783 0.785 0.903 walking Weighted Avg. 0.674 0.063 0.675 0.674 0.674 0.833 === Confusion Matrix === a b c d e f g h <-- classified as 403 107 2 2 0 0 7 75 | a = climbingdown 110 992 2 77 133 147 12 110 | b = climbingup 1 2 103 1 0 1 17 0 | c = jumping 2 98 0 490 68 201 0 1 | d = lying 0 148 0 58 545 126 0 0 | e = standing 0 151 0 202 90 447 0 0 | f = sitting 9 10 4 1 1 0 810 3 | g = running 66 120 1 2 1 0 4 701 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4473 67.1218 % Incorrectly Classified Instances 2191 32.8782 % Kappa statistic 0.6127 Mean absolute error 0.085 Root mean squared error 0.272 Relative absolute error 40.025 % Root relative squared error 83.4698 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.032 0.663 0.634 0.648 0.841 climbingdown 0.644 0.117 0.632 0.644 0.638 0.771 climbingup 0.944 0.002 0.922 0.944 0.933 0.983 jumping 0.58 0.068 0.557 0.58 0.568 0.8 lying 0.635 0.057 0.629 0.635 0.632 0.814 standing 0.454 0.078 0.474 0.454 0.464 0.756 sitting 0.961 0.005 0.963 0.961 0.962 0.981 running 0.773 0.033 0.784 0.773 0.778 0.892 walking Weighted Avg. 0.671 0.062 0.671 0.671 0.671 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 378 112 1 1 0 2 15 87 | a = climbingdown 95 1020 0 97 145 121 8 97 | b = climbingup 1 1 118 0 0 0 5 0 | c = jumping 3 89 0 499 52 210 3 4 | d = lying 0 130 0 76 557 114 0 0 | e = standing 0 135 0 220 131 404 0 0 | f = sitting 16 4 9 0 1 0 805 3 | g = running 77 122 0 3 0 1 0 692 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4576 68.6675 % Incorrectly Classified Instances 2088 31.3325 % Kappa statistic 0.6312 Mean absolute error 0.0813 Root mean squared error 0.2657 Relative absolute error 38.2644 % Root relative squared error 81.5455 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.029 0.709 0.71 0.709 0.865 climbingdown 0.644 0.11 0.645 0.644 0.645 0.776 climbingup 0.952 0.001 0.944 0.952 0.948 0.983 jumping 0.607 0.065 0.581 0.607 0.594 0.809 lying 0.623 0.057 0.625 0.623 0.624 0.814 standing 0.479 0.076 0.492 0.479 0.485 0.76 sitting 0.961 0.005 0.968 0.961 0.964 0.981 running 0.8 0.031 0.803 0.8 0.801 0.905 walking Weighted Avg. 0.687 0.059 0.687 0.687 0.687 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 423 103 1 2 0 0 10 57 | a = climbingdown 93 1019 0 92 141 117 8 113 | b = climbingup 0 0 119 0 0 0 6 0 | c = jumping 4 84 0 522 62 186 0 2 | d = lying 0 127 0 69 546 135 0 0 | e = standing 0 126 0 213 124 426 0 1 | f = sitting 10 12 6 1 1 0 805 3 | g = running 67 108 0 0 0 1 3 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4553 68.3326 % Incorrectly Classified Instances 2110 31.6674 % Kappa statistic 0.6273 Mean absolute error 0.0827 Root mean squared error 0.2667 Relative absolute error 38.9319 % Root relative squared error 81.8303 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.034 0.658 0.672 0.665 0.846 climbingdown 0.647 0.109 0.648 0.647 0.647 0.775 climbingup 0.895 0.001 0.949 0.895 0.921 0.956 jumping 0.553 0.06 0.579 0.553 0.565 0.795 lying 0.645 0.058 0.627 0.645 0.636 0.825 standing 0.496 0.077 0.498 0.496 0.497 0.77 sitting 0.97 0.008 0.946 0.97 0.958 0.983 running 0.807 0.029 0.812 0.807 0.809 0.905 walking Weighted Avg. 0.683 0.06 0.682 0.683 0.683 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 401 114 1 3 0 1 11 66 | a = climbingdown 122 1023 0 90 136 99 16 96 | b = climbingup 0 1 111 0 0 0 12 0 | c = jumping 4 90 0 475 63 220 4 3 | d = lying 0 119 0 67 566 125 0 0 | e = standing 1 123 0 186 137 442 0 2 | f = sitting 11 8 5 0 1 0 813 0 | g = running 70 100 0 0 0 0 3 722 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4487 67.3319 % Incorrectly Classified Instances 2177 32.6681 % Kappa statistic 0.6156 Mean absolute error 0.0844 Root mean squared error 0.2707 Relative absolute error 39.7189 % Root relative squared error 83.0803 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.035 0.659 0.692 0.675 0.85 climbingdown 0.613 0.116 0.622 0.613 0.618 0.761 climbingup 0.871 0.001 0.923 0.871 0.896 0.955 jumping 0.567 0.06 0.582 0.567 0.574 0.8 lying 0.617 0.056 0.626 0.617 0.621 0.817 standing 0.487 0.083 0.476 0.487 0.481 0.749 sitting 0.967 0.005 0.968 0.967 0.967 0.983 running 0.808 0.032 0.795 0.808 0.801 0.905 walking Weighted Avg. 0.673 0.062 0.674 0.673 0.673 0.83 === Confusion Matrix === a b c d e f g h <-- classified as 413 117 1 0 0 1 7 58 | a = climbingdown 127 971 3 90 136 126 6 124 | b = climbingup 2 3 108 0 0 0 10 1 | c = jumping 2 80 0 488 64 224 1 1 | d = lying 0 139 0 70 541 126 1 0 | e = standing 1 147 0 187 122 434 0 0 | f = sitting 9 12 4 1 0 0 810 2 | g = running 73 91 1 3 1 1 2 722 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4543 68.1723 % Incorrectly Classified Instances 2121 31.8277 % Kappa statistic 0.6254 Mean absolute error 0.0829 Root mean squared error 0.2682 Relative absolute error 39.0485 % Root relative squared error 82.3101 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.033 0.678 0.707 0.692 0.856 climbingdown 0.641 0.112 0.64 0.641 0.641 0.774 climbingup 0.895 0.001 0.957 0.895 0.925 0.959 jumping 0.578 0.061 0.583 0.578 0.58 0.797 lying 0.633 0.06 0.616 0.633 0.624 0.823 standing 0.505 0.077 0.502 0.505 0.503 0.763 sitting 0.968 0.005 0.964 0.968 0.966 0.985 running 0.763 0.029 0.803 0.763 0.783 0.891 walking Weighted Avg. 0.682 0.06 0.683 0.682 0.682 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 422 100 0 3 0 1 10 61 | a = climbingdown 98 1015 0 89 136 140 6 99 | b = climbingup 0 1 111 0 0 0 11 1 | c = jumping 2 89 0 497 85 185 0 2 | d = lying 0 139 0 61 555 120 0 2 | e = standing 1 113 0 202 125 450 0 0 | f = sitting 9 11 5 0 0 0 811 2 | g = running 90 117 0 1 0 1 3 682 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4574 68.6375 % Incorrectly Classified Instances 2090 31.3625 % Kappa statistic 0.6305 Mean absolute error 0.0818 Root mean squared error 0.2644 Relative absolute error 38.5258 % Root relative squared error 81.1334 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.03 0.685 0.671 0.678 0.844 climbingdown 0.653 0.115 0.639 0.653 0.646 0.768 climbingup 0.92 0 0.983 0.92 0.95 0.966 jumping 0.576 0.065 0.569 0.576 0.572 0.809 lying 0.627 0.052 0.646 0.627 0.637 0.829 standing 0.506 0.075 0.51 0.506 0.508 0.777 sitting 0.965 0.005 0.968 0.965 0.967 0.984 running 0.807 0.032 0.795 0.807 0.801 0.914 walking Weighted Avg. 0.686 0.06 0.687 0.686 0.686 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 400 108 0 2 0 0 10 76 | a = climbingdown 93 1033 1 101 128 114 6 107 | b = climbingup 1 2 115 0 0 0 7 0 | c = jumping 2 100 0 495 58 203 1 1 | d = lying 0 145 0 67 550 114 1 0 | e = standing 0 122 0 204 114 450 0 0 | f = sitting 17 6 1 1 1 1 809 2 | g = running 71 100 0 0 0 0 2 722 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4565 68.5024 % Incorrectly Classified Instances 2099 31.4976 % Kappa statistic 0.6291 Mean absolute error 0.0818 Root mean squared error 0.266 Relative absolute error 38.5256 % Root relative squared error 81.617 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.033 0.669 0.685 0.677 0.858 climbingdown 0.653 0.113 0.643 0.653 0.648 0.777 climbingup 0.904 0.001 0.934 0.904 0.919 0.955 jumping 0.58 0.062 0.581 0.58 0.581 0.8 lying 0.637 0.05 0.657 0.637 0.647 0.828 standing 0.48 0.078 0.486 0.48 0.483 0.762 sitting 0.963 0.005 0.963 0.963 0.963 0.983 running 0.802 0.031 0.8 0.802 0.801 0.903 walking Weighted Avg. 0.685 0.06 0.685 0.685 0.685 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 408 99 0 5 0 0 6 78 | a = climbingdown 116 1034 2 80 116 123 15 97 | b = climbingup 2 2 113 0 0 0 8 0 | c = jumping 3 99 0 499 53 203 1 2 | d = lying 0 128 0 65 559 125 0 0 | e = standing 0 132 0 207 123 427 0 1 | f = sitting 11 12 6 0 0 0 807 2 | g = running 70 103 0 3 0 0 1 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4465 67.0018 % Incorrectly Classified Instances 2199 32.9982 % Kappa statistic 0.6115 Mean absolute error 0.0852 Root mean squared error 0.2712 Relative absolute error 40.1033 % Root relative squared error 83.213 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.031 0.69 0.703 0.697 0.864 climbingdown 0.622 0.12 0.617 0.622 0.619 0.758 climbingup 0.912 0.002 0.912 0.912 0.912 0.967 jumping 0.579 0.066 0.567 0.579 0.573 0.811 lying 0.596 0.06 0.603 0.596 0.599 0.803 standing 0.458 0.08 0.469 0.458 0.464 0.753 sitting 0.964 0.005 0.962 0.964 0.963 0.982 running 0.794 0.029 0.809 0.794 0.802 0.906 walking Weighted Avg. 0.67 0.063 0.67 0.67 0.67 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 419 102 0 0 0 0 12 63 | a = climbingdown 113 984 0 93 154 133 7 99 | b = climbingup 3 0 114 0 0 0 8 0 | c = jumping 3 102 0 498 58 197 1 1 | d = lying 0 147 0 75 523 132 0 0 | e = standing 0 142 0 210 130 408 0 0 | f = sitting 8 5 10 0 2 0 808 5 | g = running 61 114 1 3 1 0 4 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4626 69.4178 % Incorrectly Classified Instances 2038 30.5822 % Kappa statistic 0.6398 Mean absolute error 0.0803 Root mean squared error 0.2604 Relative absolute error 37.796 % Root relative squared error 79.9005 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.028 0.711 0.693 0.702 0.871 climbingdown 0.666 0.111 0.651 0.666 0.658 0.79 climbingup 0.952 0.002 0.895 0.952 0.922 0.979 jumping 0.597 0.059 0.601 0.597 0.599 0.814 lying 0.677 0.06 0.633 0.677 0.654 0.844 standing 0.472 0.07 0.511 0.472 0.491 0.774 sitting 0.957 0.004 0.969 0.957 0.963 0.983 running 0.794 0.031 0.801 0.794 0.798 0.91 walking Weighted Avg. 0.694 0.058 0.693 0.694 0.694 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 413 110 3 0 0 0 5 65 | a = climbingdown 90 1054 1 72 134 117 10 105 | b = climbingup 0 0 119 0 0 0 6 0 | c = jumping 1 95 0 513 71 176 0 4 | d = lying 0 115 0 58 594 109 0 1 | e = standing 0 122 0 208 140 420 0 0 | f = sitting 13 10 10 1 0 0 802 2 | g = running 64 113 0 2 0 0 5 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4526 67.9172 % Incorrectly Classified Instances 2138 32.0828 % Kappa statistic 0.6223 Mean absolute error 0.0833 Root mean squared error 0.2684 Relative absolute error 39.1979 % Root relative squared error 82.3663 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.035 0.662 0.708 0.685 0.876 climbingdown 0.644 0.115 0.636 0.644 0.64 0.772 climbingup 0.936 0.001 0.944 0.936 0.94 0.977 jumping 0.586 0.059 0.595 0.586 0.591 0.806 lying 0.641 0.062 0.612 0.641 0.626 0.82 standing 0.455 0.073 0.49 0.455 0.472 0.75 sitting 0.956 0.005 0.964 0.956 0.96 0.98 running 0.778 0.031 0.794 0.778 0.786 0.89 walking Weighted Avg. 0.679 0.061 0.679 0.679 0.679 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 422 96 1 2 0 0 9 66 | a = climbingdown 122 1019 0 86 136 101 11 108 | b = climbingup 1 1 117 0 0 0 6 0 | c = jumping 0 70 0 504 85 199 1 1 | d = lying 0 141 0 51 562 122 0 1 | e = standing 1 150 0 200 134 405 0 0 | f = sitting 15 10 6 0 1 0 801 5 | g = running 76 116 0 4 0 0 3 696 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4536 68.0672 % Incorrectly Classified Instances 2128 31.9328 % Kappa statistic 0.6238 Mean absolute error 0.0828 Root mean squared error 0.2672 Relative absolute error 38.9786 % Root relative squared error 82.0029 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.03 0.693 0.693 0.693 0.865 climbingdown 0.642 0.119 0.627 0.642 0.634 0.776 climbingup 0.928 0.001 0.928 0.928 0.928 0.975 jumping 0.598 0.062 0.589 0.598 0.594 0.809 lying 0.617 0.052 0.641 0.617 0.629 0.82 standing 0.48 0.079 0.485 0.48 0.482 0.762 sitting 0.953 0.005 0.966 0.953 0.96 0.978 running 0.792 0.032 0.791 0.792 0.792 0.9 walking Weighted Avg. 0.681 0.061 0.681 0.681 0.681 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 413 119 0 1 0 0 5 58 | a = climbingdown 98 1017 0 82 123 133 9 121 | b = climbingup 1 2 116 0 0 0 6 0 | c = jumping 2 78 0 514 54 205 3 4 | d = lying 1 149 0 70 541 114 2 0 | e = standing 1 135 0 202 123 427 2 0 | f = sitting 14 10 8 0 3 0 799 4 | g = running 66 113 1 3 0 2 1 709 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4552 68.3073 % Incorrectly Classified Instances 2112 31.6927 % Kappa statistic 0.6265 Mean absolute error 0.0822 Root mean squared error 0.2657 Relative absolute error 38.6893 % Root relative squared error 81.5318 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.031 0.682 0.685 0.683 0.862 climbingdown 0.651 0.12 0.627 0.651 0.639 0.78 climbingup 0.912 0.001 0.934 0.912 0.923 0.963 jumping 0.582 0.057 0.6 0.582 0.591 0.824 lying 0.64 0.058 0.626 0.64 0.633 0.832 standing 0.477 0.075 0.496 0.477 0.487 0.762 sitting 0.964 0.005 0.963 0.964 0.964 0.983 running 0.789 0.03 0.805 0.789 0.797 0.898 walking Weighted Avg. 0.683 0.061 0.683 0.683 0.683 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 409 109 1 2 0 1 12 63 | a = climbingdown 106 1030 0 80 132 127 4 104 | b = climbingup 0 0 114 0 0 0 10 1 | c = jumping 2 87 0 500 75 193 1 1 | d = lying 0 149 0 58 561 109 0 0 | e = standing 0 145 0 193 127 425 1 0 | f = sitting 7 13 6 0 1 1 807 2 | g = running 76 109 1 0 0 0 3 706 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4587 68.8429 % Incorrectly Classified Instances 2076 31.1571 % Kappa statistic 0.6333 Mean absolute error 0.0812 Root mean squared error 0.2644 Relative absolute error 38.2282 % Root relative squared error 81.1196 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.036 0.649 0.68 0.664 0.864 climbingdown 0.654 0.109 0.651 0.654 0.652 0.784 climbingup 0.927 0.001 0.935 0.927 0.931 0.966 jumping 0.591 0.058 0.602 0.591 0.596 0.8 lying 0.641 0.053 0.646 0.641 0.643 0.834 standing 0.486 0.075 0.5 0.486 0.493 0.772 sitting 0.963 0.005 0.968 0.963 0.965 0.983 running 0.808 0.033 0.793 0.808 0.8 0.908 walking Weighted Avg. 0.688 0.059 0.688 0.688 0.688 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 406 105 1 1 0 1 5 78 | a = climbingdown 124 1034 1 68 127 113 10 105 | b = climbingup 1 0 115 0 0 0 8 0 | c = jumping 6 91 1 508 58 193 0 3 | d = lying 0 134 0 56 562 124 1 0 | e = standing 1 123 0 211 123 433 0 0 | f = sitting 13 9 4 0 0 2 807 3 | g = running 75 93 1 0 0 0 3 722 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4558 68.3974 % Incorrectly Classified Instances 2106 31.6026 % Kappa statistic 0.6279 Mean absolute error 0.0823 Root mean squared error 0.2671 Relative absolute error 38.7676 % Root relative squared error 81.9692 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.031 0.682 0.676 0.679 0.85 climbingdown 0.646 0.113 0.641 0.646 0.644 0.771 climbingup 0.888 0.001 0.941 0.888 0.914 0.973 jumping 0.575 0.06 0.588 0.575 0.582 0.801 lying 0.636 0.057 0.629 0.636 0.633 0.82 standing 0.497 0.077 0.498 0.497 0.498 0.755 sitting 0.963 0.006 0.96 0.963 0.961 0.98 running 0.803 0.032 0.796 0.803 0.8 0.909 walking Weighted Avg. 0.684 0.06 0.684 0.684 0.684 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 403 108 2 1 0 0 11 71 | a = climbingdown 107 1023 0 85 134 120 7 107 | b = climbingup 2 0 111 0 0 0 12 0 | c = jumping 1 102 0 494 69 191 0 2 | d = lying 0 125 0 60 558 134 0 0 | e = standing 0 124 0 198 125 443 0 1 | f = sitting 9 11 5 1 1 1 807 3 | g = running 69 102 0 1 0 0 4 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4524 67.8872 % Incorrectly Classified Instances 2140 32.1128 % Kappa statistic 0.6215 Mean absolute error 0.0829 Root mean squared error 0.2678 Relative absolute error 39.0265 % Root relative squared error 82.185 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.031 0.681 0.67 0.676 0.853 climbingdown 0.645 0.124 0.619 0.645 0.632 0.768 climbingup 0.936 0.001 0.967 0.936 0.951 0.977 jumping 0.573 0.063 0.574 0.573 0.574 0.806 lying 0.628 0.051 0.653 0.628 0.64 0.824 standing 0.499 0.08 0.49 0.499 0.494 0.763 sitting 0.961 0.004 0.969 0.961 0.965 0.981 running 0.775 0.03 0.8 0.775 0.788 0.899 walking Weighted Avg. 0.679 0.062 0.681 0.679 0.68 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 400 125 0 0 0 0 9 63 | a = climbingdown 106 1021 1 96 124 123 8 104 | b = climbingup 1 0 117 1 0 0 6 0 | c = jumping 1 94 0 493 60 210 1 1 | d = lying 0 131 0 67 551 128 0 0 | e = standing 2 134 0 201 109 444 0 0 | f = sitting 7 18 3 0 0 0 804 5 | g = running 70 127 0 1 0 1 2 694 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4530 67.9772 % Incorrectly Classified Instances 2134 32.0228 % Kappa statistic 0.6229 Mean absolute error 0.0839 Root mean squared error 0.2689 Relative absolute error 39.5122 % Root relative squared error 82.5041 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.658 0.032 0.668 0.658 0.663 0.858 climbingdown 0.627 0.119 0.622 0.627 0.624 0.76 climbingup 0.912 0.001 0.958 0.912 0.934 0.971 jumping 0.58 0.061 0.584 0.58 0.582 0.8 lying 0.633 0.057 0.626 0.633 0.629 0.814 standing 0.503 0.07 0.527 0.503 0.515 0.777 sitting 0.959 0.004 0.97 0.959 0.965 0.98 running 0.811 0.037 0.77 0.811 0.79 0.912 walking Weighted Avg. 0.68 0.061 0.679 0.68 0.679 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 393 115 0 2 0 0 5 82 | a = climbingdown 119 992 1 76 140 121 10 124 | b = climbingup 2 0 114 1 0 0 8 0 | c = jumping 2 106 0 499 70 180 0 3 | d = lying 0 142 0 80 555 100 0 0 | e = standing 1 124 0 196 120 448 0 1 | f = sitting 15 7 4 0 1 1 804 6 | g = running 56 109 0 1 1 0 2 725 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4609 69.1627 % Incorrectly Classified Instances 2055 30.8373 % Kappa statistic 0.6368 Mean absolute error 0.0806 Root mean squared error 0.2632 Relative absolute error 37.9704 % Root relative squared error 80.7612 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.031 0.691 0.705 0.698 0.862 climbingdown 0.645 0.117 0.631 0.645 0.638 0.773 climbingup 0.92 0 0.991 0.92 0.954 0.96 jumping 0.593 0.058 0.601 0.593 0.597 0.815 lying 0.664 0.057 0.64 0.664 0.652 0.837 standing 0.48 0.072 0.508 0.48 0.493 0.75 sitting 0.973 0.006 0.961 0.973 0.967 0.987 running 0.803 0.027 0.82 0.803 0.811 0.917 walking Weighted Avg. 0.692 0.06 0.691 0.692 0.691 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 421 109 0 2 0 1 7 57 | a = climbingdown 114 1021 0 84 145 108 13 98 | b = climbingup 1 1 115 0 0 0 8 0 | c = jumping 2 98 0 510 53 194 3 0 | d = lying 0 127 0 58 582 110 0 0 | e = standing 0 140 0 194 129 427 0 0 | f = sitting 7 11 1 0 0 1 815 3 | g = running 64 110 0 0 0 0 2 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4529 67.9622 % Incorrectly Classified Instances 2135 32.0378 % Kappa statistic 0.6229 Mean absolute error 0.0839 Root mean squared error 0.268 Relative absolute error 39.4893 % Root relative squared error 82.2404 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.032 0.669 0.657 0.663 0.837 climbingdown 0.634 0.113 0.636 0.634 0.635 0.77 climbingup 0.936 0.002 0.914 0.936 0.925 0.969 jumping 0.624 0.065 0.589 0.624 0.606 0.824 lying 0.643 0.057 0.633 0.643 0.638 0.827 standing 0.464 0.072 0.499 0.464 0.481 0.752 sitting 0.958 0.005 0.963 0.958 0.961 0.981 running 0.783 0.036 0.771 0.783 0.777 0.901 walking Weighted Avg. 0.68 0.061 0.679 0.68 0.679 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 392 114 2 1 0 0 11 77 | a = climbingdown 112 1003 0 84 132 123 6 123 | b = climbingup 1 1 117 0 0 0 6 0 | c = jumping 0 87 0 537 58 174 0 4 | d = lying 0 128 0 65 564 117 3 0 | e = standing 0 117 0 222 137 413 1 0 | f = sitting 11 11 9 0 0 0 803 4 | g = running 70 116 0 3 0 1 4 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4561 68.4424 % Incorrectly Classified Instances 2103 31.5576 % Kappa statistic 0.629 Mean absolute error 0.0819 Root mean squared error 0.2664 Relative absolute error 38.5564 % Root relative squared error 81.7444 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.035 0.664 0.705 0.683 0.868 climbingdown 0.627 0.107 0.646 0.627 0.637 0.768 climbingup 0.936 0.001 0.936 0.936 0.936 0.974 jumping 0.602 0.063 0.585 0.602 0.594 0.813 lying 0.648 0.058 0.63 0.648 0.639 0.823 standing 0.48 0.074 0.5 0.48 0.49 0.765 sitting 0.961 0.006 0.958 0.961 0.959 0.982 running 0.797 0.031 0.802 0.797 0.799 0.904 walking Weighted Avg. 0.684 0.059 0.684 0.684 0.684 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 420 95 1 0 0 0 13 67 | a = climbingdown 122 993 1 92 141 121 9 104 | b = climbingup 1 1 117 0 0 0 6 0 | c = jumping 3 88 0 518 59 189 1 2 | d = lying 0 131 0 60 568 117 1 0 | e = standing 1 116 0 213 133 427 0 0 | f = sitting 11 13 6 0 0 0 805 3 | g = running 75 100 0 2 0 0 5 713 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4569 68.5624 % Incorrectly Classified Instances 2095 31.4376 % Kappa statistic 0.6296 Mean absolute error 0.0821 Root mean squared error 0.2671 Relative absolute error 38.6401 % Root relative squared error 81.9772 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.025 0.733 0.706 0.72 0.867 climbingdown 0.662 0.116 0.64 0.662 0.651 0.787 climbingup 0.952 0.002 0.915 0.952 0.933 0.983 jumping 0.555 0.059 0.581 0.555 0.568 0.793 lying 0.658 0.062 0.616 0.658 0.637 0.826 standing 0.449 0.078 0.469 0.449 0.459 0.729 sitting 0.961 0.004 0.969 0.961 0.965 0.979 running 0.807 0.028 0.819 0.807 0.813 0.915 walking Weighted Avg. 0.686 0.06 0.685 0.686 0.685 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 421 111 0 0 0 1 6 57 | a = climbingdown 81 1048 1 80 131 131 12 99 | b = climbingup 1 0 119 1 0 0 4 0 | c = jumping 1 110 0 477 73 199 0 0 | d = lying 1 111 0 66 577 121 0 1 | e = standing 1 137 0 197 155 400 0 0 | f = sitting 12 8 9 0 0 1 805 3 | g = running 56 112 1 0 0 0 4 722 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4424 66.3866 % Incorrectly Classified Instances 2240 33.6134 % Kappa statistic 0.6038 Mean absolute error 0.0863 Root mean squared error 0.2732 Relative absolute error 40.6177 % Root relative squared error 83.8472 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.034 0.646 0.634 0.64 0.836 climbingdown 0.638 0.129 0.606 0.638 0.622 0.766 climbingup 0.919 0.003 0.87 0.919 0.894 0.974 jumping 0.578 0.066 0.566 0.578 0.572 0.805 lying 0.625 0.061 0.607 0.625 0.616 0.821 standing 0.439 0.07 0.491 0.439 0.463 0.759 sitting 0.951 0.006 0.959 0.951 0.955 0.976 running 0.77 0.032 0.789 0.77 0.779 0.897 walking Weighted Avg. 0.664 0.065 0.663 0.664 0.663 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 378 133 1 2 0 0 13 69 | a = climbingdown 109 1010 1 83 144 117 7 112 | b = climbingup 0 0 114 0 0 0 10 0 | c = jumping 4 89 0 497 82 187 1 0 | d = lying 0 151 0 76 548 102 0 0 | e = standing 0 154 0 218 128 391 0 0 | f = sitting 11 13 12 1 1 0 797 3 | g = running 83 116 3 1 0 0 3 689 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4495 67.452 % Incorrectly Classified Instances 2169 32.548 % Kappa statistic 0.6171 Mean absolute error 0.084 Root mean squared error 0.27 Relative absolute error 39.5351 % Root relative squared error 82.8638 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.033 0.672 0.69 0.68 0.852 climbingdown 0.629 0.11 0.64 0.629 0.634 0.768 climbingup 0.927 0.001 0.943 0.927 0.935 0.982 jumping 0.567 0.065 0.565 0.567 0.566 0.801 lying 0.621 0.059 0.616 0.621 0.619 0.826 standing 0.48 0.082 0.476 0.48 0.478 0.753 sitting 0.97 0.005 0.962 0.97 0.966 0.984 running 0.782 0.032 0.794 0.782 0.788 0.898 walking Weighted Avg. 0.675 0.061 0.675 0.675 0.675 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 411 101 0 3 0 0 12 69 | a = climbingdown 117 995 1 92 137 120 11 110 | b = climbingup 0 1 115 0 0 0 8 0 | c = jumping 1 91 0 488 63 217 0 0 | d = lying 0 136 0 62 545 133 0 1 | e = standing 0 109 0 215 139 428 0 0 | f = sitting 7 9 5 0 1 1 813 2 | g = running 76 113 1 4 0 0 1 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4562 68.4677 % Incorrectly Classified Instances 2101 31.5323 % Kappa statistic 0.6286 Mean absolute error 0.0821 Root mean squared error 0.2664 Relative absolute error 38.6564 % Root relative squared error 81.7533 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.031 0.676 0.654 0.665 0.844 climbingdown 0.648 0.113 0.641 0.648 0.645 0.774 climbingup 0.903 0.001 0.941 0.903 0.922 0.969 jumping 0.572 0.057 0.598 0.572 0.585 0.816 lying 0.635 0.053 0.645 0.635 0.64 0.822 standing 0.505 0.083 0.485 0.505 0.495 0.753 sitting 0.968 0.005 0.963 0.968 0.965 0.983 running 0.81 0.033 0.793 0.81 0.802 0.913 walking Weighted Avg. 0.685 0.06 0.685 0.685 0.685 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 390 118 1 1 0 0 9 77 | a = climbingdown 115 1025 0 92 116 121 6 107 | b = climbingup 0 0 112 0 0 0 10 2 | c = jumping 2 98 0 492 52 214 1 1 | d = lying 0 118 0 60 557 142 0 0 | e = standing 2 126 0 177 136 450 0 0 | f = sitting 7 11 5 0 2 0 811 2 | g = running 61 102 1 1 0 0 5 725 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4603 69.0726 % Incorrectly Classified Instances 2061 30.9274 % Kappa statistic 0.6356 Mean absolute error 0.0808 Root mean squared error 0.263 Relative absolute error 38.0331 % Root relative squared error 80.7032 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.032 0.675 0.67 0.672 0.842 climbingdown 0.669 0.114 0.647 0.669 0.658 0.785 climbingup 0.919 0.002 0.919 0.919 0.919 0.962 jumping 0.594 0.06 0.596 0.594 0.595 0.814 lying 0.66 0.053 0.653 0.66 0.656 0.837 standing 0.471 0.071 0.506 0.471 0.488 0.761 sitting 0.959 0.005 0.963 0.959 0.961 0.978 running 0.801 0.032 0.796 0.801 0.798 0.913 walking Weighted Avg. 0.691 0.059 0.689 0.691 0.69 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 400 101 1 4 0 1 7 83 | a = climbingdown 111 1059 1 77 120 109 9 97 | b = climbingup 0 0 114 0 0 0 10 0 | c = jumping 1 88 1 511 69 189 1 0 | d = lying 0 141 0 45 579 111 0 1 | e = standing 1 134 0 220 116 420 0 0 | f = sitting 14 8 6 0 3 0 804 3 | g = running 66 107 1 0 0 0 4 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4536 68.0672 % Incorrectly Classified Instances 2128 31.9328 % Kappa statistic 0.6241 Mean absolute error 0.0824 Root mean squared error 0.2679 Relative absolute error 38.8098 % Root relative squared error 82.2157 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.032 0.672 0.673 0.673 0.864 climbingdown 0.64 0.112 0.64 0.64 0.64 0.772 climbingup 0.927 0.001 0.95 0.927 0.939 0.977 jumping 0.583 0.061 0.585 0.583 0.584 0.806 lying 0.632 0.058 0.621 0.632 0.626 0.825 standing 0.495 0.079 0.491 0.495 0.493 0.757 sitting 0.965 0.004 0.971 0.965 0.968 0.986 running 0.784 0.031 0.796 0.784 0.79 0.908 walking Weighted Avg. 0.681 0.06 0.682 0.681 0.681 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 402 107 1 0 0 0 6 81 | a = climbingdown 114 1013 0 88 134 132 8 94 | b = climbingup 1 1 115 0 0 0 7 0 | c = jumping 3 87 0 501 63 203 1 2 | d = lying 0 135 0 65 554 122 0 1 | e = standing 0 110 0 200 140 441 0 0 | f = sitting 15 4 5 1 1 1 809 2 | g = running 63 126 0 2 0 0 2 701 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4516 67.7671 % Incorrectly Classified Instances 2148 32.2329 % Kappa statistic 0.6207 Mean absolute error 0.0842 Root mean squared error 0.2689 Relative absolute error 39.6402 % Root relative squared error 82.5225 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.036 0.649 0.676 0.662 0.863 climbingdown 0.627 0.113 0.634 0.627 0.63 0.768 climbingup 0.888 0.001 0.957 0.888 0.921 0.969 jumping 0.589 0.059 0.598 0.589 0.594 0.817 lying 0.651 0.058 0.63 0.651 0.64 0.828 standing 0.488 0.076 0.499 0.488 0.494 0.765 sitting 0.968 0.006 0.961 0.968 0.964 0.984 running 0.768 0.036 0.768 0.768 0.768 0.891 walking Weighted Avg. 0.678 0.061 0.677 0.678 0.677 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 403 107 0 0 0 0 11 75 | a = climbingdown 116 992 0 75 144 123 7 126 | b = climbingup 2 0 111 0 0 0 12 0 | c = jumping 4 83 0 506 67 198 0 1 | d = lying 0 127 0 64 571 115 0 0 | e = standing 0 133 0 198 124 435 0 1 | f = sitting 10 8 5 0 0 0 811 4 | g = running 86 115 0 3 1 0 3 687 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4553 68.3223 % Incorrectly Classified Instances 2111 31.6777 % Kappa statistic 0.627 Mean absolute error 0.0819 Root mean squared error 0.2661 Relative absolute error 38.5724 % Root relative squared error 81.6615 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.033 0.672 0.69 0.68 0.851 climbingdown 0.632 0.118 0.624 0.632 0.628 0.761 climbingup 0.936 0.001 0.944 0.936 0.94 0.986 jumping 0.608 0.063 0.589 0.608 0.598 0.817 lying 0.653 0.057 0.635 0.653 0.644 0.844 standing 0.462 0.071 0.502 0.462 0.481 0.76 sitting 0.953 0.005 0.967 0.953 0.96 0.979 running 0.803 0.03 0.807 0.803 0.805 0.906 walking Weighted Avg. 0.683 0.061 0.683 0.683 0.683 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 411 104 0 0 0 1 10 70 | a = climbingdown 123 1000 1 101 132 126 5 95 | b = climbingup 1 0 117 1 0 0 6 0 | c = jumping 1 97 0 523 55 178 2 4 | d = lying 0 134 0 66 573 103 1 0 | e = standing 1 139 0 197 142 411 0 0 | f = sitting 10 20 6 0 0 0 799 3 | g = running 65 108 0 0 0 0 3 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4620 69.3277 % Incorrectly Classified Instances 2044 30.6723 % Kappa statistic 0.6389 Mean absolute error 0.0806 Root mean squared error 0.2635 Relative absolute error 37.9435 % Root relative squared error 80.8721 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.029 0.711 0.721 0.716 0.883 climbingdown 0.651 0.11 0.649 0.651 0.65 0.785 climbingup 0.944 0.001 0.959 0.944 0.952 0.987 jumping 0.579 0.061 0.584 0.579 0.581 0.788 lying 0.645 0.062 0.611 0.645 0.628 0.818 standing 0.499 0.072 0.517 0.499 0.508 0.764 sitting 0.962 0.005 0.968 0.962 0.965 0.981 running 0.812 0.026 0.828 0.812 0.82 0.914 walking Weighted Avg. 0.693 0.058 0.694 0.693 0.693 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 430 105 0 1 0 1 9 50 | a = climbingdown 94 1031 0 82 148 125 10 93 | b = climbingup 0 0 118 0 0 0 7 0 | c = jumping 2 90 0 498 81 186 1 2 | d = lying 0 135 0 73 566 102 0 1 | e = standing 2 120 0 195 129 444 0 0 | f = sitting 9 9 5 2 2 0 806 5 | g = running 68 98 0 2 0 0 0 727 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4579 68.7125 % Incorrectly Classified Instances 2085 31.2875 % Kappa statistic 0.6318 Mean absolute error 0.0809 Root mean squared error 0.2644 Relative absolute error 38.1014 % Root relative squared error 81.1395 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.032 0.681 0.7 0.69 0.86 climbingdown 0.628 0.114 0.632 0.628 0.63 0.761 climbingup 0.896 0.001 0.941 0.896 0.918 0.965 jumping 0.624 0.063 0.596 0.624 0.61 0.818 lying 0.665 0.051 0.662 0.665 0.663 0.838 standing 0.472 0.073 0.499 0.472 0.485 0.768 sitting 0.971 0.006 0.959 0.971 0.965 0.986 running 0.784 0.032 0.79 0.784 0.787 0.9 walking Weighted Avg. 0.687 0.06 0.686 0.687 0.686 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 417 106 1 2 0 0 12 58 | a = climbingdown 110 994 1 87 132 123 12 124 | b = climbingup 2 3 112 1 0 0 6 1 | c = jumping 2 84 0 537 47 187 1 2 | d = lying 0 125 0 56 583 111 1 1 | e = standing 0 133 0 218 119 420 0 0 | f = sitting 10 8 5 0 0 0 814 1 | g = running 71 119 0 0 0 0 3 702 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4544 68.1873 % Incorrectly Classified Instances 2120 31.8127 % Kappa statistic 0.6256 Mean absolute error 0.0819 Root mean squared error 0.2659 Relative absolute error 38.5746 % Root relative squared error 81.5824 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.032 0.663 0.651 0.657 0.839 climbingdown 0.625 0.115 0.628 0.625 0.627 0.769 climbingup 0.952 0.001 0.967 0.952 0.96 0.974 jumping 0.626 0.064 0.591 0.626 0.608 0.823 lying 0.632 0.054 0.638 0.632 0.635 0.829 standing 0.484 0.07 0.517 0.484 0.5 0.774 sitting 0.974 0.006 0.957 0.974 0.965 0.984 running 0.792 0.036 0.774 0.792 0.783 0.897 walking Weighted Avg. 0.682 0.061 0.68 0.682 0.681 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 388 118 0 0 0 0 14 76 | a = climbingdown 112 989 0 89 142 116 13 122 | b = climbingup 1 1 119 0 0 0 4 0 | c = jumping 0 90 2 538 56 170 0 4 | d = lying 1 133 0 73 554 116 0 0 | e = standing 2 133 0 209 114 431 0 1 | f = sitting 7 5 2 1 2 1 816 4 | g = running 74 105 0 1 0 0 6 709 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4585 68.8025 % Incorrectly Classified Instances 2079 31.1975 % Kappa statistic 0.6327 Mean absolute error 0.0817 Root mean squared error 0.2664 Relative absolute error 38.4861 % Root relative squared error 81.7568 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.03 0.7 0.711 0.705 0.874 climbingdown 0.648 0.113 0.641 0.648 0.645 0.767 climbingup 0.928 0.001 0.951 0.928 0.939 0.967 jumping 0.571 0.061 0.582 0.571 0.576 0.806 lying 0.639 0.057 0.631 0.639 0.635 0.826 standing 0.502 0.074 0.512 0.502 0.507 0.76 sitting 0.956 0.007 0.955 0.956 0.955 0.979 running 0.804 0.03 0.806 0.804 0.805 0.896 walking Weighted Avg. 0.688 0.06 0.688 0.688 0.688 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 424 95 0 1 1 0 11 64 | a = climbingdown 110 1026 0 95 134 111 11 96 | b = climbingup 0 0 116 0 0 0 9 0 | c = jumping 1 100 0 491 62 198 3 5 | d = lying 1 137 0 62 560 117 0 0 | e = standing 1 119 0 194 128 447 1 0 | f = sitting 12 10 6 0 1 0 801 8 | g = running 57 113 0 1 1 0 3 720 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4524 67.8872 % Incorrectly Classified Instances 2140 32.1128 % Kappa statistic 0.6219 Mean absolute error 0.0838 Root mean squared error 0.2685 Relative absolute error 39.4734 % Root relative squared error 82.4074 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.032 0.673 0.678 0.676 0.858 climbingdown 0.645 0.113 0.64 0.645 0.643 0.779 climbingup 0.896 0.002 0.918 0.896 0.907 0.967 jumping 0.579 0.064 0.574 0.579 0.576 0.813 lying 0.627 0.053 0.641 0.627 0.634 0.826 standing 0.499 0.083 0.481 0.499 0.49 0.76 sitting 0.963 0.006 0.961 0.963 0.962 0.984 running 0.769 0.029 0.804 0.769 0.786 0.893 walking Weighted Avg. 0.679 0.061 0.681 0.679 0.68 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 405 113 1 2 0 0 13 63 | a = climbingdown 100 1021 2 90 129 135 5 101 | b = climbingup 1 2 112 0 0 0 10 0 | c = jumping 1 77 1 498 58 223 0 2 | d = lying 0 134 0 72 550 121 0 0 | e = standing 1 120 0 204 120 444 1 0 | f = sitting 12 12 4 0 1 0 806 2 | g = running 82 116 2 2 0 1 4 688 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4626 69.4282 % Incorrectly Classified Instances 2037 30.5718 % Kappa statistic 0.6399 Mean absolute error 0.0806 Root mean squared error 0.2634 Relative absolute error 37.9655 % Root relative squared error 80.8417 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.032 0.679 0.695 0.687 0.86 climbingdown 0.666 0.11 0.653 0.666 0.659 0.776 climbingup 0.935 0 0.975 0.935 0.955 0.97 jumping 0.587 0.06 0.59 0.587 0.589 0.801 lying 0.653 0.053 0.65 0.653 0.652 0.829 standing 0.489 0.073 0.508 0.489 0.499 0.775 sitting 0.969 0.005 0.962 0.969 0.966 0.984 running 0.8 0.028 0.814 0.8 0.807 0.903 walking Weighted Avg. 0.694 0.058 0.694 0.694 0.694 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 415 109 0 2 0 0 15 56 | a = climbingdown 108 1054 0 84 126 99 7 104 | b = climbingup 1 0 116 1 0 0 6 0 | c = jumping 4 89 0 505 51 208 1 2 | d = lying 0 123 0 66 573 114 1 0 | e = standing 1 128 0 198 128 436 0 0 | f = sitting 6 12 3 0 3 1 812 1 | g = running 76 100 0 0 1 0 2 715 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4565 68.5024 % Incorrectly Classified Instances 2099 31.4976 % Kappa statistic 0.6295 Mean absolute error 0.0815 Root mean squared error 0.2648 Relative absolute error 38.3814 % Root relative squared error 81.2472 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.033 0.674 0.693 0.684 0.869 climbingdown 0.627 0.111 0.637 0.627 0.632 0.77 climbingup 0.944 0.001 0.936 0.944 0.94 0.982 jumping 0.634 0.064 0.595 0.634 0.614 0.823 lying 0.645 0.055 0.641 0.645 0.643 0.834 standing 0.466 0.077 0.484 0.466 0.475 0.758 sitting 0.952 0.005 0.966 0.952 0.959 0.979 running 0.802 0.029 0.812 0.802 0.807 0.908 walking Weighted Avg. 0.685 0.06 0.685 0.685 0.685 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 414 108 0 2 0 1 12 60 | a = climbingdown 119 992 0 97 139 128 5 103 | b = climbingup 0 1 117 0 0 0 6 0 | c = jumping 4 75 1 545 40 195 0 0 | d = lying 0 123 0 68 566 118 0 2 | e = standing 3 132 0 203 137 415 0 0 | f = sitting 13 17 7 1 0 1 798 1 | g = running 61 110 0 0 1 0 5 718 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4501 67.542 % Incorrectly Classified Instances 2163 32.458 % Kappa statistic 0.6178 Mean absolute error 0.0847 Root mean squared error 0.2705 Relative absolute error 39.8611 % Root relative squared error 83.0159 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.034 0.657 0.663 0.66 0.851 climbingdown 0.637 0.119 0.625 0.637 0.631 0.76 climbingup 0.984 0.001 0.946 0.984 0.964 0.991 jumping 0.584 0.065 0.569 0.584 0.576 0.802 lying 0.656 0.059 0.628 0.656 0.641 0.827 standing 0.453 0.072 0.494 0.453 0.472 0.756 sitting 0.976 0.004 0.969 0.976 0.973 0.989 running 0.756 0.032 0.787 0.756 0.772 0.885 walking Weighted Avg. 0.675 0.062 0.674 0.675 0.675 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 396 117 1 2 0 0 7 74 | a = climbingdown 110 1008 1 94 131 125 12 102 | b = climbingup 0 0 122 0 0 0 2 0 | c = jumping 6 90 0 502 69 188 2 3 | d = lying 0 132 0 69 575 99 0 2 | e = standing 1 133 0 213 140 403 0 0 | f = sitting 10 5 2 0 1 0 818 2 | g = running 80 129 3 2 0 1 3 677 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4531 67.9922 % Incorrectly Classified Instances 2133 32.0078 % Kappa statistic 0.6228 Mean absolute error 0.0837 Root mean squared error 0.269 Relative absolute error 39.3992 % Root relative squared error 82.5556 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.03 0.68 0.656 0.668 0.846 climbingdown 0.646 0.12 0.626 0.646 0.636 0.765 climbingup 0.904 0.001 0.942 0.904 0.922 0.961 jumping 0.571 0.064 0.57 0.571 0.571 0.782 lying 0.636 0.055 0.637 0.636 0.637 0.825 standing 0.492 0.077 0.498 0.492 0.495 0.766 sitting 0.959 0.005 0.968 0.959 0.963 0.981 running 0.797 0.03 0.805 0.797 0.801 0.901 walking Weighted Avg. 0.68 0.062 0.681 0.68 0.68 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 391 133 0 0 0 1 11 60 | a = climbingdown 106 1023 1 89 129 128 5 102 | b = climbingup 0 0 113 1 0 0 9 2 | c = jumping 6 93 0 491 71 193 2 4 | d = lying 0 133 0 66 558 120 0 0 | e = standing 2 121 0 211 117 438 0 1 | f = sitting 5 19 5 0 1 0 804 4 | g = running 65 113 1 3 0 0 0 713 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4525 67.9022 % Incorrectly Classified Instances 2139 32.0978 % Kappa statistic 0.6219 Mean absolute error 0.0838 Root mean squared error 0.2687 Relative absolute error 39.4734 % Root relative squared error 82.4578 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.033 0.669 0.673 0.671 0.846 climbingdown 0.647 0.117 0.632 0.647 0.639 0.769 climbingup 0.912 0.001 0.958 0.912 0.934 0.957 jumping 0.566 0.06 0.585 0.566 0.575 0.801 lying 0.651 0.06 0.62 0.651 0.635 0.83 standing 0.466 0.072 0.499 0.466 0.482 0.756 sitting 0.959 0.004 0.969 0.959 0.964 0.98 running 0.792 0.035 0.779 0.792 0.786 0.893 walking Weighted Avg. 0.679 0.061 0.678 0.679 0.678 0.833 === Confusion Matrix === a b c d e f g h <-- classified as 401 98 0 3 0 0 8 86 | a = climbingdown 111 1024 0 75 147 110 7 109 | b = climbingup 2 2 114 0 0 0 7 0 | c = jumping 1 101 0 487 75 195 0 1 | d = lying 2 124 0 67 571 112 1 0 | e = standing 2 144 0 201 127 415 0 1 | f = sitting 15 10 5 0 0 0 804 4 | g = running 65 117 0 0 1 0 3 709 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4592 68.9076 % Incorrectly Classified Instances 2072 31.0924 % Kappa statistic 0.6338 Mean absolute error 0.0811 Root mean squared error 0.2635 Relative absolute error 38.1805 % Root relative squared error 80.8444 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.03 0.695 0.708 0.702 0.86 climbingdown 0.654 0.114 0.641 0.654 0.648 0.778 climbingup 0.88 0.001 0.94 0.88 0.909 0.956 jumping 0.556 0.055 0.599 0.556 0.577 0.814 lying 0.653 0.056 0.637 0.653 0.645 0.828 standing 0.519 0.077 0.509 0.519 0.514 0.769 sitting 0.957 0.005 0.964 0.957 0.96 0.979 running 0.793 0.031 0.798 0.793 0.796 0.91 walking Weighted Avg. 0.689 0.059 0.69 0.689 0.689 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 422 101 0 0 0 1 9 63 | a = climbingdown 99 1036 1 92 133 102 9 111 | b = climbingup 2 2 110 1 0 0 10 0 | c = jumping 2 100 0 478 57 220 2 1 | d = lying 0 137 0 46 573 121 0 0 | e = standing 0 114 0 180 135 462 0 0 | f = sitting 15 10 5 0 1 0 801 5 | g = running 67 115 1 1 0 1 0 710 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4603 69.0726 % Incorrectly Classified Instances 2061 30.9274 % Kappa statistic 0.6352 Mean absolute error 0.0809 Root mean squared error 0.2628 Relative absolute error 38.0736 % Root relative squared error 80.6433 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.031 0.687 0.686 0.687 0.855 climbingdown 0.677 0.121 0.635 0.677 0.655 0.793 climbingup 0.912 0.001 0.927 0.912 0.919 0.979 jumping 0.576 0.054 0.611 0.576 0.593 0.807 lying 0.637 0.052 0.649 0.637 0.643 0.833 standing 0.492 0.073 0.51 0.492 0.501 0.774 sitting 0.967 0.007 0.95 0.967 0.958 0.984 running 0.79 0.029 0.808 0.79 0.799 0.904 walking Weighted Avg. 0.691 0.06 0.69 0.691 0.69 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 409 101 0 1 0 0 17 68 | a = climbingdown 108 1072 1 61 126 105 11 99 | b = climbingup 1 0 114 0 0 0 10 0 | c = jumping 2 95 1 495 65 201 0 1 | d = lying 0 135 0 69 559 114 0 0 | e = standing 0 163 0 181 109 438 0 0 | f = sitting 8 11 7 0 1 1 810 0 | g = running 67 112 0 3 1 0 5 706 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4578 68.6975 % Incorrectly Classified Instances 2086 31.3025 % Kappa statistic 0.6316 Mean absolute error 0.0817 Root mean squared error 0.2652 Relative absolute error 38.4441 % Root relative squared error 81.3686 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.032 0.675 0.671 0.673 0.85 climbingdown 0.643 0.109 0.648 0.643 0.645 0.767 climbingup 0.944 0.001 0.929 0.944 0.937 0.978 jumping 0.619 0.06 0.606 0.619 0.612 0.822 lying 0.648 0.056 0.638 0.648 0.643 0.828 standing 0.476 0.075 0.494 0.476 0.485 0.769 sitting 0.952 0.006 0.958 0.952 0.955 0.98 running 0.805 0.033 0.789 0.805 0.797 0.909 walking Weighted Avg. 0.687 0.059 0.686 0.687 0.687 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 400 112 1 0 0 0 10 73 | a = climbingdown 113 1018 0 73 129 126 10 114 | b = climbingup 1 0 118 0 0 0 6 0 | c = jumping 3 71 0 532 52 197 2 3 | d = lying 0 130 0 65 568 112 2 0 | e = standing 1 122 0 205 138 424 1 0 | f = sitting 13 13 8 1 3 0 798 2 | g = running 62 106 0 2 0 0 4 720 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4528 67.9472 % Incorrectly Classified Instances 2136 32.0528 % Kappa statistic 0.6227 Mean absolute error 0.0838 Root mean squared error 0.2695 Relative absolute error 39.4509 % Root relative squared error 82.6909 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.032 0.673 0.68 0.676 0.861 climbingdown 0.629 0.115 0.63 0.629 0.629 0.768 climbingup 0.896 0.001 0.926 0.896 0.911 0.958 jumping 0.599 0.062 0.591 0.599 0.595 0.81 lying 0.647 0.06 0.62 0.647 0.633 0.828 standing 0.478 0.071 0.508 0.478 0.493 0.762 sitting 0.967 0.006 0.96 0.967 0.963 0.984 running 0.781 0.034 0.781 0.781 0.781 0.89 walking Weighted Avg. 0.679 0.061 0.678 0.679 0.679 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 405 115 0 0 0 1 6 69 | a = climbingdown 120 995 2 77 143 117 11 118 | b = climbingup 0 2 112 0 0 0 10 1 | c = jumping 2 96 0 515 67 175 2 3 | d = lying 0 111 0 80 567 119 0 0 | e = standing 0 129 0 200 135 426 0 1 | f = sitting 5 10 7 0 2 0 810 4 | g = running 70 121 0 0 0 0 5 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4582 68.7575 % Incorrectly Classified Instances 2082 31.2425 % Kappa statistic 0.6324 Mean absolute error 0.0818 Root mean squared error 0.2642 Relative absolute error 38.5199 % Root relative squared error 81.0627 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.03 0.699 0.71 0.704 0.868 climbingdown 0.637 0.108 0.647 0.637 0.642 0.764 climbingup 0.904 0.001 0.942 0.904 0.922 0.965 jumping 0.544 0.06 0.572 0.544 0.558 0.797 lying 0.667 0.059 0.633 0.667 0.65 0.843 standing 0.509 0.076 0.509 0.509 0.509 0.762 sitting 0.97 0.004 0.969 0.97 0.97 0.987 running 0.803 0.033 0.79 0.803 0.797 0.904 walking Weighted Avg. 0.688 0.059 0.687 0.688 0.687 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 424 97 0 3 0 0 6 67 | a = climbingdown 104 1008 1 86 143 112 7 122 | b = climbingup 2 1 113 0 0 0 9 0 | c = jumping 4 100 0 467 61 225 1 1 | d = lying 0 112 0 78 585 100 2 0 | e = standing 1 122 0 180 134 453 0 0 | f = sitting 7 10 6 0 1 0 813 1 | g = running 65 108 0 2 0 0 1 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4533 68.0324 % Incorrectly Classified Instances 2130 31.9676 % Kappa statistic 0.6237 Mean absolute error 0.083 Root mean squared error 0.2672 Relative absolute error 39.1006 % Root relative squared error 82.0037 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.031 0.687 0.688 0.688 0.852 climbingdown 0.626 0.119 0.622 0.626 0.624 0.763 climbingup 0.952 0.002 0.887 0.952 0.918 0.978 jumping 0.581 0.062 0.581 0.581 0.581 0.803 lying 0.652 0.058 0.629 0.652 0.641 0.834 standing 0.485 0.074 0.503 0.485 0.494 0.759 sitting 0.947 0.004 0.971 0.947 0.959 0.978 running 0.799 0.031 0.802 0.799 0.801 0.902 walking Weighted Avg. 0.68 0.061 0.681 0.68 0.68 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 411 106 0 3 0 0 8 69 | a = climbingdown 106 991 2 91 137 137 12 106 | b = climbingup 1 1 118 0 0 0 4 0 | c = jumping 2 102 1 500 74 180 0 1 | d = lying 0 122 0 73 572 110 0 0 | e = standing 1 140 0 192 125 432 0 0 | f = sitting 19 13 10 1 1 0 794 0 | g = running 58 119 2 1 0 0 0 715 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4620 69.3277 % Incorrectly Classified Instances 2044 30.6723 % Kappa statistic 0.6393 Mean absolute error 0.0801 Root mean squared error 0.2626 Relative absolute error 37.7084 % Root relative squared error 80.5908 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.033 0.667 0.665 0.666 0.86 climbingdown 0.634 0.103 0.657 0.634 0.646 0.773 climbingup 0.968 0.001 0.96 0.968 0.964 0.991 jumping 0.597 0.065 0.574 0.597 0.585 0.799 lying 0.666 0.049 0.674 0.666 0.67 0.838 standing 0.521 0.079 0.504 0.521 0.512 0.769 sitting 0.962 0.004 0.975 0.962 0.968 0.983 running 0.818 0.031 0.804 0.818 0.811 0.919 walking Weighted Avg. 0.693 0.057 0.695 0.693 0.694 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 397 107 1 4 0 0 9 79 | a = climbingdown 125 1004 0 86 119 147 7 95 | b = climbingup 3 1 120 0 0 0 0 0 | c = jumping 2 83 0 513 56 204 1 1 | d = lying 0 112 0 77 584 104 0 0 | e = standing 0 112 0 209 105 464 0 0 | f = sitting 12 10 3 0 2 2 806 3 | g = running 56 98 1 4 0 0 4 732 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4507 67.6321 % Incorrectly Classified Instances 2157 32.3679 % Kappa statistic 0.6184 Mean absolute error 0.0838 Root mean squared error 0.2693 Relative absolute error 39.4488 % Root relative squared error 82.6532 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.03 0.689 0.667 0.677 0.84 climbingdown 0.641 0.127 0.611 0.641 0.626 0.774 climbingup 0.927 0.002 0.898 0.927 0.913 0.97 jumping 0.592 0.063 0.583 0.592 0.587 0.807 lying 0.613 0.053 0.635 0.613 0.624 0.821 standing 0.475 0.074 0.496 0.475 0.486 0.763 sitting 0.957 0.005 0.965 0.957 0.961 0.979 running 0.79 0.032 0.791 0.79 0.79 0.903 walking Weighted Avg. 0.676 0.063 0.676 0.676 0.676 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 398 112 1 3 1 0 6 76 | a = climbingdown 110 1015 1 80 131 129 8 109 | b = climbingup 0 0 115 0 0 0 9 0 | c = jumping 3 104 0 509 56 186 1 1 | d = lying 0 156 0 68 538 114 1 0 | e = standing 4 135 0 208 120 423 0 0 | f = sitting 10 16 9 0 0 0 802 1 | g = running 53 123 2 5 1 0 4 707 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4576 68.6675 % Incorrectly Classified Instances 2088 31.3325 % Kappa statistic 0.6305 Mean absolute error 0.0813 Root mean squared error 0.2643 Relative absolute error 38.301 % Root relative squared error 81.0913 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.668 0.029 0.694 0.668 0.681 0.85 climbingdown 0.675 0.119 0.639 0.675 0.657 0.783 climbingup 0.912 0.001 0.95 0.912 0.931 0.97 jumping 0.581 0.06 0.59 0.581 0.585 0.817 lying 0.615 0.052 0.642 0.615 0.628 0.811 standing 0.495 0.077 0.499 0.495 0.497 0.771 sitting 0.962 0.007 0.955 0.962 0.958 0.982 running 0.793 0.03 0.802 0.793 0.798 0.905 walking Weighted Avg. 0.687 0.06 0.687 0.687 0.687 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 399 117 0 2 0 0 11 68 | a = climbingdown 95 1069 0 70 126 110 12 101 | b = climbingup 0 0 114 0 0 0 11 0 | c = jumping 1 100 0 500 50 208 0 1 | d = lying 0 140 0 73 539 124 0 1 | e = standing 0 126 0 200 123 441 0 1 | f = sitting 15 6 6 1 1 0 805 3 | g = running 65 114 0 2 0 0 4 709 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4524 67.8872 % Incorrectly Classified Instances 2140 32.1128 % Kappa statistic 0.6215 Mean absolute error 0.0829 Root mean squared error 0.2681 Relative absolute error 39.0329 % Root relative squared error 82.2778 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.03 0.699 0.7 0.7 0.87 climbingdown 0.638 0.126 0.613 0.638 0.625 0.76 climbingup 0.912 0.001 0.934 0.912 0.923 0.985 jumping 0.577 0.063 0.575 0.577 0.576 0.793 lying 0.633 0.053 0.645 0.633 0.639 0.828 standing 0.464 0.073 0.496 0.464 0.479 0.76 sitting 0.965 0.005 0.962 0.965 0.964 0.981 running 0.793 0.033 0.787 0.793 0.79 0.903 walking Weighted Avg. 0.679 0.062 0.678 0.679 0.678 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 418 109 0 3 0 0 6 61 | a = climbingdown 117 1010 0 84 117 112 13 129 | b = climbingup 1 0 114 0 0 0 10 0 | c = jumping 2 88 0 496 74 199 1 0 | d = lying 0 161 0 53 555 108 0 0 | e = standing 2 138 0 224 114 413 0 0 | f = sitting 10 8 8 1 0 0 809 2 | g = running 48 134 0 1 0 0 2 709 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4498 67.497 % Incorrectly Classified Instances 2166 32.503 % Kappa statistic 0.6173 Mean absolute error 0.0836 Root mean squared error 0.2704 Relative absolute error 39.3753 % Root relative squared error 82.9907 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.029 0.701 0.703 0.702 0.874 climbingdown 0.622 0.121 0.615 0.622 0.618 0.759 climbingup 0.912 0.002 0.919 0.912 0.916 0.969 jumping 0.588 0.066 0.57 0.588 0.579 0.794 lying 0.641 0.058 0.626 0.641 0.633 0.832 standing 0.45 0.079 0.469 0.45 0.459 0.749 sitting 0.968 0.004 0.97 0.968 0.969 0.985 running 0.784 0.029 0.809 0.784 0.796 0.899 walking Weighted Avg. 0.675 0.062 0.675 0.675 0.675 0.833 === Confusion Matrix === a b c d e f g h <-- classified as 419 104 1 0 0 1 9 62 | a = climbingdown 104 984 1 96 154 136 6 102 | b = climbingup 1 1 114 1 0 0 8 0 | c = jumping 2 103 1 506 49 197 2 0 | d = lying 0 127 0 68 562 120 0 0 | e = standing 0 143 0 214 133 401 0 0 | f = sitting 11 8 6 0 0 0 811 2 | g = running 61 129 1 2 0 0 0 701 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4500 67.527 % Incorrectly Classified Instances 2164 32.473 % Kappa statistic 0.6176 Mean absolute error 0.0838 Root mean squared error 0.2699 Relative absolute error 39.4467 % Root relative squared error 82.8095 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.658 0.035 0.647 0.658 0.652 0.854 climbingdown 0.645 0.117 0.631 0.645 0.638 0.768 climbingup 0.952 0.001 0.944 0.952 0.948 0.978 jumping 0.58 0.063 0.578 0.58 0.579 0.801 lying 0.616 0.056 0.626 0.616 0.621 0.821 standing 0.479 0.08 0.481 0.479 0.48 0.754 sitting 0.952 0.005 0.961 0.952 0.957 0.979 running 0.788 0.029 0.808 0.788 0.798 0.901 walking Weighted Avg. 0.675 0.062 0.676 0.675 0.676 0.833 === Confusion Matrix === a b c d e f g h <-- classified as 392 123 1 3 0 0 15 62 | a = climbingdown 112 1021 1 92 115 135 7 100 | b = climbingup 0 0 119 0 0 0 5 1 | c = jumping 2 80 0 498 70 205 2 2 | d = lying 1 143 0 74 540 118 1 0 | e = standing 3 135 0 191 135 427 0 0 | f = sitting 16 11 5 2 3 0 798 3 | g = running 80 104 0 2 0 2 2 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4487 67.3319 % Incorrectly Classified Instances 2177 32.6681 % Kappa statistic 0.6154 Mean absolute error 0.0848 Root mean squared error 0.2709 Relative absolute error 39.9204 % Root relative squared error 83.1316 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.034 0.658 0.676 0.667 0.846 climbingdown 0.629 0.117 0.627 0.629 0.628 0.773 climbingup 0.904 0 0.983 0.904 0.942 0.965 jumping 0.57 0.063 0.573 0.57 0.571 0.796 lying 0.6 0.059 0.607 0.6 0.604 0.816 standing 0.528 0.078 0.511 0.528 0.52 0.772 sitting 0.968 0.007 0.952 0.968 0.96 0.983 running 0.759 0.031 0.791 0.759 0.775 0.89 walking Weighted Avg. 0.673 0.062 0.674 0.673 0.674 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 403 117 0 1 0 0 16 59 | a = climbingdown 101 995 0 104 132 122 14 115 | b = climbingup 1 0 113 0 0 0 10 1 | c = jumping 0 90 0 490 74 202 1 3 | d = lying 0 159 0 67 526 125 0 0 | e = standing 1 96 0 192 131 470 0 0 | f = sitting 10 11 2 0 3 0 811 1 | g = running 96 119 0 1 0 0 0 679 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4574 68.6375 % Incorrectly Classified Instances 2090 31.3625 % Kappa statistic 0.6307 Mean absolute error 0.0814 Root mean squared error 0.2649 Relative absolute error 38.3401 % Root relative squared error 81.3003 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.032 0.69 0.716 0.703 0.888 climbingdown 0.644 0.116 0.633 0.644 0.638 0.763 climbingup 0.904 0 0.974 0.904 0.938 0.957 jumping 0.597 0.061 0.592 0.597 0.594 0.815 lying 0.631 0.05 0.658 0.631 0.644 0.819 standing 0.48 0.078 0.488 0.48 0.484 0.765 sitting 0.958 0.007 0.955 0.958 0.957 0.979 running 0.803 0.031 0.802 0.803 0.803 0.916 walking Weighted Avg. 0.686 0.06 0.686 0.686 0.686 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 427 97 1 0 0 0 10 61 | a = climbingdown 110 1019 0 80 126 125 11 112 | b = climbingup 0 1 113 0 0 0 11 0 | c = jumping 1 97 0 513 49 197 1 2 | d = lying 1 140 0 61 553 122 0 0 | e = standing 1 137 0 213 111 427 1 0 | f = sitting 14 12 2 0 1 4 803 2 | g = running 65 107 0 0 0 0 4 719 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4574 68.6375 % Incorrectly Classified Instances 2090 31.3625 % Kappa statistic 0.6306 Mean absolute error 0.082 Root mean squared error 0.2658 Relative absolute error 38.6223 % Root relative squared error 81.5794 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.032 0.676 0.69 0.683 0.847 climbingdown 0.652 0.116 0.637 0.652 0.645 0.774 climbingup 0.952 0.001 0.937 0.952 0.944 0.979 jumping 0.571 0.055 0.604 0.571 0.587 0.807 lying 0.675 0.061 0.625 0.675 0.649 0.843 standing 0.467 0.068 0.513 0.467 0.489 0.746 sitting 0.963 0.004 0.97 0.963 0.966 0.981 running 0.789 0.035 0.778 0.789 0.784 0.898 walking Weighted Avg. 0.686 0.06 0.685 0.686 0.685 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 411 101 1 1 0 0 10 72 | a = climbingdown 104 1032 1 78 124 112 6 126 | b = climbingup 0 0 119 0 0 0 6 0 | c = jumping 2 103 0 491 82 178 1 3 | d = lying 1 125 0 55 592 104 0 0 | e = standing 0 142 0 186 146 416 0 0 | f = sitting 14 9 5 0 2 1 807 0 | g = running 76 107 1 2 1 0 2 706 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4477 67.192 % Incorrectly Classified Instances 2186 32.808 % Kappa statistic 0.6137 Mean absolute error 0.0852 Root mean squared error 0.2722 Relative absolute error 40.1119 % Root relative squared error 83.539 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.034 0.669 0.705 0.686 0.872 climbingdown 0.634 0.117 0.627 0.634 0.63 0.765 climbingup 0.887 0.001 0.948 0.887 0.917 0.961 jumping 0.577 0.061 0.583 0.577 0.58 0.802 lying 0.623 0.064 0.594 0.623 0.608 0.81 standing 0.463 0.075 0.488 0.463 0.475 0.749 sitting 0.961 0.007 0.955 0.961 0.958 0.979 running 0.765 0.031 0.795 0.765 0.78 0.892 walking Weighted Avg. 0.672 0.062 0.672 0.672 0.672 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 420 98 0 1 1 0 11 65 | a = climbingdown 113 1003 2 76 154 120 10 105 | b = climbingup 2 1 110 1 0 0 10 0 | c = jumping 6 91 0 496 66 198 1 2 | d = lying 0 150 0 64 546 115 2 0 | e = standing 2 112 0 211 152 412 1 0 | f = sitting 7 16 4 1 0 0 805 5 | g = running 78 128 0 1 0 0 3 685 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4578 68.6975 % Incorrectly Classified Instances 2086 31.3025 % Kappa statistic 0.6314 Mean absolute error 0.0815 Root mean squared error 0.2648 Relative absolute error 38.3896 % Root relative squared error 81.2452 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.031 0.68 0.677 0.678 0.857 climbingdown 0.651 0.113 0.642 0.651 0.646 0.774 climbingup 0.927 0.001 0.927 0.927 0.927 0.982 jumping 0.574 0.059 0.592 0.574 0.583 0.803 lying 0.645 0.059 0.624 0.645 0.635 0.819 standing 0.499 0.076 0.505 0.499 0.502 0.771 sitting 0.969 0.004 0.97 0.969 0.97 0.985 running 0.796 0.029 0.808 0.796 0.802 0.919 walking Weighted Avg. 0.687 0.06 0.687 0.687 0.687 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 404 111 3 3 0 1 6 69 | a = climbingdown 110 1031 0 81 130 127 9 95 | b = climbingup 2 0 115 0 0 0 7 0 | c = jumping 2 87 0 493 79 197 0 1 | d = lying 0 137 0 64 566 110 0 0 | e = standing 1 123 0 191 131 445 0 0 | f = sitting 4 9 6 1 1 1 812 4 | g = running 71 109 0 0 0 0 3 712 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4613 69.2227 % Incorrectly Classified Instances 2051 30.7773 % Kappa statistic 0.6372 Mean absolute error 0.0803 Root mean squared error 0.2633 Relative absolute error 37.8122 % Root relative squared error 80.7837 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.03 0.697 0.709 0.703 0.868 climbingdown 0.674 0.119 0.639 0.674 0.656 0.778 climbingup 0.927 0.002 0.913 0.927 0.92 0.969 jumping 0.588 0.058 0.601 0.588 0.595 0.815 lying 0.639 0.055 0.639 0.639 0.639 0.824 standing 0.481 0.071 0.513 0.481 0.497 0.757 sitting 0.963 0.004 0.97 0.963 0.966 0.983 running 0.79 0.029 0.809 0.79 0.799 0.903 walking Weighted Avg. 0.692 0.06 0.692 0.692 0.692 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 423 107 0 1 0 0 8 58 | a = climbingdown 109 1067 2 83 118 99 5 100 | b = climbingup 0 0 115 0 0 0 8 1 | c = jumping 2 89 1 506 55 203 1 3 | d = lying 0 149 0 61 560 105 1 1 | e = standing 1 131 0 189 141 429 0 0 | f = sitting 4 14 8 0 0 1 807 4 | g = running 68 114 0 2 2 0 2 706 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4544 68.1873 % Incorrectly Classified Instances 2120 31.8127 % Kappa statistic 0.6255 Mean absolute error 0.0828 Root mean squared error 0.268 Relative absolute error 38.9949 % Root relative squared error 82.2271 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.032 0.671 0.667 0.669 0.847 climbingdown 0.629 0.116 0.628 0.629 0.628 0.751 climbingup 0.936 0.001 0.944 0.936 0.94 0.99 jumping 0.608 0.058 0.607 0.608 0.607 0.833 lying 0.628 0.056 0.631 0.628 0.63 0.822 standing 0.487 0.079 0.488 0.487 0.487 0.758 sitting 0.974 0.004 0.969 0.974 0.971 0.988 running 0.795 0.032 0.793 0.795 0.794 0.901 walking Weighted Avg. 0.682 0.061 0.682 0.682 0.682 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 398 111 0 2 0 1 14 71 | a = climbingdown 114 995 1 92 131 133 6 111 | b = climbingup 0 2 117 0 0 0 6 0 | c = jumping 0 87 0 523 66 184 0 0 | d = lying 0 132 0 55 551 138 0 1 | e = standing 0 144 0 188 124 434 0 1 | f = sitting 8 7 4 0 1 0 815 2 | g = running 73 106 2 2 0 0 0 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4517 67.7821 % Incorrectly Classified Instances 2147 32.2179 % Kappa statistic 0.6212 Mean absolute error 0.0835 Root mean squared error 0.269 Relative absolute error 39.3321 % Root relative squared error 82.5483 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.032 0.687 0.71 0.699 0.862 climbingdown 0.611 0.114 0.625 0.611 0.618 0.752 climbingup 0.944 0.002 0.887 0.944 0.915 0.994 jumping 0.572 0.069 0.553 0.572 0.562 0.792 lying 0.656 0.057 0.637 0.656 0.646 0.829 standing 0.466 0.073 0.495 0.466 0.48 0.745 sitting 0.955 0.004 0.971 0.955 0.963 0.978 running 0.812 0.032 0.795 0.812 0.804 0.915 walking Weighted Avg. 0.678 0.061 0.677 0.678 0.677 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 424 97 3 0 1 1 9 62 | a = climbingdown 126 967 2 87 158 120 7 116 | b = climbingup 0 1 118 0 0 0 6 0 | c = jumping 3 102 0 492 60 199 1 3 | d = lying 0 129 0 71 575 102 0 0 | e = standing 1 126 0 239 109 415 0 0 | f = sitting 10 12 10 0 0 0 800 6 | g = running 53 112 0 1 0 1 1 726 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4573 68.6224 % Incorrectly Classified Instances 2091 31.3776 % Kappa statistic 0.6304 Mean absolute error 0.0814 Root mean squared error 0.2644 Relative absolute error 38.3262 % Root relative squared error 81.1315 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.031 0.686 0.685 0.685 0.85 climbingdown 0.641 0.117 0.63 0.641 0.636 0.783 climbingup 0.936 0.001 0.951 0.936 0.944 0.974 jumping 0.57 0.058 0.594 0.57 0.582 0.812 lying 0.644 0.053 0.646 0.644 0.645 0.829 standing 0.52 0.077 0.512 0.52 0.516 0.775 sitting 0.961 0.005 0.962 0.961 0.961 0.981 running 0.793 0.032 0.793 0.793 0.793 0.905 walking Weighted Avg. 0.686 0.06 0.686 0.686 0.686 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 408 112 0 4 0 0 9 63 | a = climbingdown 111 1015 0 88 123 122 9 115 | b = climbingup 1 1 117 0 0 0 6 0 | c = jumping 1 92 1 490 69 204 1 2 | d = lying 1 131 0 63 565 115 1 1 | e = standing 0 137 0 179 111 463 0 0 | f = sitting 8 11 5 0 5 0 805 4 | g = running 65 111 0 1 1 1 6 710 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4549 68.2623 % Incorrectly Classified Instances 2115 31.7377 % Kappa statistic 0.6261 Mean absolute error 0.0828 Root mean squared error 0.267 Relative absolute error 38.974 % Root relative squared error 81.9374 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.028 0.697 0.661 0.679 0.854 climbingdown 0.642 0.117 0.63 0.642 0.636 0.77 climbingup 0.888 0 0.982 0.888 0.933 0.945 jumping 0.602 0.063 0.587 0.602 0.595 0.823 lying 0.652 0.062 0.614 0.652 0.633 0.829 standing 0.474 0.071 0.507 0.474 0.49 0.76 sitting 0.965 0.005 0.964 0.965 0.965 0.982 running 0.79 0.032 0.795 0.79 0.793 0.901 walking Weighted Avg. 0.683 0.061 0.683 0.683 0.682 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 394 121 0 4 0 0 13 64 | a = climbingdown 100 1016 0 88 145 113 8 113 | b = climbingup 3 1 111 0 0 0 9 1 | c = jumping 2 94 0 518 65 180 0 1 | d = lying 0 115 0 72 572 118 0 0 | e = standing 0 123 0 198 147 422 0 0 | f = sitting 12 10 2 0 2 0 809 3 | g = running 54 132 0 2 0 0 0 707 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4545 68.2023 % Incorrectly Classified Instances 2119 31.7977 % Kappa statistic 0.6259 Mean absolute error 0.0821 Root mean squared error 0.2664 Relative absolute error 38.6619 % Root relative squared error 81.7528 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.034 0.674 0.715 0.694 0.876 climbingdown 0.636 0.112 0.639 0.636 0.638 0.774 climbingup 0.952 0.002 0.908 0.952 0.93 0.979 jumping 0.579 0.066 0.565 0.579 0.572 0.805 lying 0.652 0.058 0.63 0.652 0.641 0.837 standing 0.484 0.073 0.506 0.484 0.495 0.772 sitting 0.955 0.005 0.967 0.955 0.961 0.981 running 0.773 0.029 0.807 0.773 0.79 0.887 walking Weighted Avg. 0.682 0.06 0.683 0.682 0.682 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 426 95 2 1 0 1 9 62 | a = climbingdown 121 1007 0 89 140 119 9 98 | b = climbingup 0 1 119 0 0 0 5 0 | c = jumping 1 93 0 498 59 204 3 2 | d = lying 0 125 0 84 572 96 0 0 | e = standing 0 116 0 208 135 431 0 0 | f = sitting 11 11 10 1 1 0 800 4 | g = running 73 127 0 1 1 0 1 692 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4518 67.7971 % Incorrectly Classified Instances 2146 32.2029 % Kappa statistic 0.6209 Mean absolute error 0.0833 Root mean squared error 0.2685 Relative absolute error 39.201 % Root relative squared error 82.4063 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.033 0.673 0.688 0.68 0.862 climbingdown 0.634 0.117 0.629 0.634 0.631 0.769 climbingup 0.92 0.002 0.885 0.92 0.902 0.969 jumping 0.609 0.065 0.58 0.609 0.594 0.805 lying 0.636 0.057 0.628 0.636 0.632 0.828 standing 0.449 0.071 0.494 0.449 0.471 0.753 sitting 0.95 0.006 0.96 0.95 0.955 0.977 running 0.794 0.032 0.794 0.794 0.794 0.914 walking Weighted Avg. 0.678 0.061 0.677 0.678 0.677 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 410 103 1 1 0 0 11 70 | a = climbingdown 106 1004 2 88 136 122 12 113 | b = climbingup 2 0 115 0 0 0 8 0 | c = jumping 4 98 0 524 50 183 1 0 | d = lying 1 136 0 77 558 104 0 1 | e = standing 1 130 0 214 145 400 0 0 | f = sitting 16 13 11 0 0 1 796 1 | g = running 69 113 1 0 0 0 1 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4578 68.6975 % Incorrectly Classified Instances 2086 31.3025 % Kappa statistic 0.6312 Mean absolute error 0.0816 Root mean squared error 0.2653 Relative absolute error 38.418 % Root relative squared error 81.4016 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.03 0.681 0.663 0.672 0.844 climbingdown 0.641 0.121 0.623 0.641 0.632 0.764 climbingup 0.944 0.001 0.937 0.944 0.94 0.986 jumping 0.599 0.059 0.602 0.599 0.6 0.81 lying 0.641 0.054 0.641 0.641 0.641 0.83 standing 0.52 0.075 0.517 0.52 0.518 0.779 sitting 0.969 0.005 0.967 0.969 0.968 0.986 running 0.781 0.028 0.811 0.781 0.796 0.901 walking Weighted Avg. 0.687 0.061 0.688 0.687 0.687 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 395 131 1 2 0 0 8 59 | a = climbingdown 111 1014 2 84 142 121 8 101 | b = climbingup 2 0 118 0 0 0 5 0 | c = jumping 0 95 0 515 65 184 0 1 | d = lying 0 122 0 65 562 127 1 0 | e = standing 0 132 0 189 106 463 0 0 | f = sitting 9 9 5 0 0 1 812 2 | g = running 63 124 0 1 2 0 6 699 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4506 67.6272 % Incorrectly Classified Instances 2157 32.3728 % Kappa statistic 0.619 Mean absolute error 0.0836 Root mean squared error 0.2698 Relative absolute error 39.3479 % Root relative squared error 82.7774 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.032 0.68 0.7 0.69 0.852 climbingdown 0.628 0.115 0.631 0.628 0.63 0.769 climbingup 0.895 0.001 0.941 0.895 0.917 0.959 jumping 0.586 0.066 0.567 0.586 0.576 0.794 lying 0.64 0.058 0.624 0.64 0.632 0.828 standing 0.459 0.074 0.49 0.459 0.474 0.741 sitting 0.961 0.005 0.963 0.961 0.962 0.982 running 0.788 0.033 0.786 0.788 0.787 0.903 walking Weighted Avg. 0.676 0.061 0.676 0.676 0.676 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 417 104 0 2 0 0 12 61 | a = climbingdown 109 994 3 91 144 112 4 125 | b = climbingup 1 1 111 0 0 1 10 0 | c = jumping 2 87 0 504 73 192 0 2 | d = lying 1 136 0 60 561 119 0 0 | e = standing 4 128 0 230 120 409 0 0 | f = sitting 8 12 4 2 1 2 805 4 | g = running 71 114 0 0 0 0 5 705 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4578 68.6975 % Incorrectly Classified Instances 2086 31.3025 % Kappa statistic 0.6314 Mean absolute error 0.0811 Root mean squared error 0.2635 Relative absolute error 38.1692 % Root relative squared error 80.873 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.033 0.684 0.727 0.705 0.879 climbingdown 0.646 0.115 0.636 0.646 0.641 0.789 climbingup 0.92 0.001 0.943 0.92 0.931 0.963 jumping 0.565 0.057 0.596 0.565 0.58 0.796 lying 0.631 0.056 0.629 0.631 0.63 0.826 standing 0.495 0.076 0.501 0.495 0.498 0.77 sitting 0.952 0.005 0.964 0.952 0.958 0.98 running 0.817 0.029 0.813 0.817 0.815 0.91 walking Weighted Avg. 0.687 0.06 0.687 0.687 0.687 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 433 97 0 3 0 1 7 55 | a = climbingdown 121 1022 0 83 129 113 9 106 | b = climbingup 1 0 115 0 0 0 8 1 | c = jumping 3 104 1 486 68 194 1 3 | d = lying 0 132 0 62 553 129 1 0 | e = standing 0 141 0 180 128 441 0 1 | f = sitting 16 15 5 0 1 1 798 2 | g = running 59 96 1 2 0 2 4 730 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4590 68.8776 % Incorrectly Classified Instances 2074 31.1224 % Kappa statistic 0.6336 Mean absolute error 0.081 Root mean squared error 0.2639 Relative absolute error 38.1479 % Root relative squared error 80.9753 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.029 0.696 0.685 0.69 0.859 climbingdown 0.649 0.112 0.645 0.649 0.647 0.778 climbingup 0.928 0.002 0.906 0.928 0.917 0.965 jumping 0.612 0.061 0.598 0.612 0.605 0.812 lying 0.643 0.06 0.618 0.643 0.63 0.817 standing 0.48 0.072 0.507 0.48 0.493 0.764 sitting 0.953 0.004 0.968 0.953 0.961 0.982 running 0.807 0.03 0.808 0.807 0.807 0.914 walking Weighted Avg. 0.689 0.059 0.689 0.689 0.689 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 408 115 2 0 0 0 7 64 | a = climbingdown 104 1028 1 76 147 117 7 103 | b = climbingup 1 1 116 0 0 0 7 0 | c = jumping 2 87 1 526 61 179 1 3 | d = lying 0 131 0 62 564 120 0 0 | e = standing 1 112 0 213 137 428 0 0 | f = sitting 9 15 8 1 4 0 798 2 | g = running 61 106 0 2 0 0 4 722 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4541 68.1423 % Incorrectly Classified Instances 2123 31.8577 % Kappa statistic 0.6251 Mean absolute error 0.0826 Root mean squared error 0.2679 Relative absolute error 38.8903 % Root relative squared error 82.2166 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.032 0.673 0.681 0.677 0.847 climbingdown 0.629 0.114 0.632 0.629 0.631 0.767 climbingup 0.952 0 0.983 0.952 0.967 0.991 jumping 0.608 0.073 0.553 0.608 0.579 0.807 lying 0.623 0.053 0.641 0.623 0.632 0.825 standing 0.459 0.069 0.506 0.459 0.481 0.762 sitting 0.976 0.004 0.97 0.976 0.973 0.987 running 0.81 0.033 0.791 0.81 0.8 0.906 walking Weighted Avg. 0.681 0.061 0.68 0.681 0.681 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 406 98 0 1 0 0 9 82 | a = climbingdown 129 996 0 99 129 116 8 106 | b = climbingup 1 0 119 0 0 0 5 0 | c = jumping 4 95 0 522 71 167 0 0 | d = lying 0 137 0 75 546 117 1 1 | e = standing 0 130 0 245 106 409 0 1 | f = sitting 7 9 2 0 0 0 818 2 | g = running 56 110 0 2 0 0 2 725 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4553 68.3223 % Incorrectly Classified Instances 2111 31.6777 % Kappa statistic 0.6271 Mean absolute error 0.0823 Root mean squared error 0.267 Relative absolute error 38.736 % Root relative squared error 81.9302 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.031 0.682 0.681 0.682 0.858 climbingdown 0.645 0.112 0.643 0.645 0.644 0.781 climbingup 0.936 0 0.975 0.936 0.955 0.971 jumping 0.586 0.062 0.583 0.586 0.585 0.807 lying 0.629 0.057 0.624 0.629 0.627 0.825 standing 0.471 0.074 0.496 0.471 0.483 0.754 sitting 0.982 0.005 0.963 0.982 0.972 0.989 running 0.793 0.035 0.779 0.793 0.786 0.903 walking Weighted Avg. 0.683 0.06 0.681 0.683 0.682 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 406 93 2 2 1 1 10 81 | a = climbingdown 122 1021 0 78 138 106 8 109 | b = climbingup 0 0 117 0 0 0 8 0 | c = jumping 3 86 0 504 64 199 0 4 | d = lying 0 131 0 74 552 120 0 0 | e = standing 2 138 0 201 129 420 0 1 | f = sitting 3 4 1 0 0 1 823 6 | g = running 59 115 0 5 0 0 6 710 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4532 68.0072 % Incorrectly Classified Instances 2132 31.9928 % Kappa statistic 0.6233 Mean absolute error 0.0836 Root mean squared error 0.2685 Relative absolute error 39.3515 % Root relative squared error 82.3818 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.035 0.651 0.663 0.657 0.838 climbingdown 0.627 0.117 0.625 0.627 0.626 0.76 climbingup 0.872 0.001 0.965 0.872 0.916 0.968 jumping 0.58 0.058 0.597 0.58 0.588 0.809 lying 0.659 0.059 0.629 0.659 0.644 0.835 standing 0.522 0.071 0.533 0.522 0.528 0.776 sitting 0.952 0.007 0.952 0.952 0.952 0.98 running 0.777 0.033 0.783 0.777 0.78 0.895 walking Weighted Avg. 0.68 0.061 0.68 0.68 0.68 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 395 120 0 2 0 0 10 69 | a = climbingdown 114 993 0 72 153 124 10 117 | b = climbingup 1 1 109 0 0 0 14 0 | c = jumping 0 92 0 499 79 189 0 1 | d = lying 0 131 0 72 578 95 1 0 | e = standing 2 127 0 188 108 465 0 0 | f = sitting 12 18 4 0 0 0 798 6 | g = running 83 108 0 3 1 0 5 695 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4537 68.0822 % Incorrectly Classified Instances 2127 31.9178 % Kappa statistic 0.6241 Mean absolute error 0.083 Root mean squared error 0.2685 Relative absolute error 39.0991 % Root relative squared error 82.4013 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.031 0.69 0.697 0.693 0.869 climbingdown 0.637 0.119 0.625 0.637 0.631 0.781 climbingup 0.927 0.002 0.92 0.927 0.924 0.963 jumping 0.592 0.062 0.587 0.592 0.589 0.811 lying 0.629 0.058 0.624 0.629 0.627 0.817 standing 0.492 0.075 0.503 0.492 0.498 0.768 sitting 0.958 0.005 0.966 0.958 0.962 0.981 running 0.777 0.03 0.801 0.777 0.788 0.894 walking Weighted Avg. 0.681 0.061 0.681 0.681 0.681 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 416 103 0 1 0 1 12 64 | a = climbingdown 114 1009 0 81 138 131 5 105 | b = climbingup 0 1 115 0 0 0 7 1 | c = jumping 3 96 0 509 62 189 0 1 | d = lying 1 145 0 68 552 111 0 0 | e = standing 0 114 0 206 132 438 0 0 | f = sitting 13 9 10 0 1 0 803 2 | g = running 56 138 0 2 0 0 4 695 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4532 68.0072 % Incorrectly Classified Instances 2132 31.9928 % Kappa statistic 0.6231 Mean absolute error 0.0828 Root mean squared error 0.267 Relative absolute error 38.9647 % Root relative squared error 81.9263 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.032 0.676 0.675 0.676 0.86 climbingdown 0.641 0.121 0.622 0.641 0.631 0.779 climbingup 0.944 0.001 0.929 0.944 0.936 0.987 jumping 0.588 0.062 0.584 0.588 0.586 0.81 lying 0.66 0.058 0.635 0.66 0.647 0.832 standing 0.452 0.07 0.498 0.452 0.473 0.762 sitting 0.961 0.005 0.964 0.961 0.962 0.981 running 0.789 0.032 0.793 0.789 0.791 0.906 walking Weighted Avg. 0.68 0.062 0.679 0.68 0.679 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 403 114 1 0 0 1 9 69 | a = climbingdown 124 1014 0 83 136 106 11 109 | b = climbingup 1 0 117 0 0 0 6 0 | c = jumping 1 97 0 506 68 188 0 0 | d = lying 0 132 0 55 579 110 0 1 | e = standing 0 140 0 219 127 402 1 1 | f = sitting 13 9 5 0 1 1 805 4 | g = running 54 125 3 3 1 0 3 706 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4612 69.2077 % Incorrectly Classified Instances 2052 30.7923 % Kappa statistic 0.6374 Mean absolute error 0.0805 Root mean squared error 0.2633 Relative absolute error 37.8913 % Root relative squared error 80.7866 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.032 0.682 0.704 0.692 0.865 climbingdown 0.654 0.115 0.64 0.654 0.647 0.762 climbingup 0.911 0.002 0.904 0.911 0.908 0.957 jumping 0.588 0.058 0.6 0.588 0.594 0.814 lying 0.659 0.056 0.639 0.659 0.649 0.834 standing 0.512 0.074 0.516 0.512 0.514 0.769 sitting 0.95 0.004 0.968 0.95 0.959 0.977 running 0.791 0.025 0.832 0.791 0.811 0.905 walking Weighted Avg. 0.692 0.059 0.694 0.692 0.693 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 420 114 1 2 0 1 6 53 | a = climbingdown 101 1035 2 88 138 125 8 86 | b = climbingup 0 2 113 0 0 0 9 0 | c = jumping 1 93 0 506 66 192 1 1 | d = lying 1 125 0 64 578 108 0 1 | e = standing 0 130 0 181 121 456 1 1 | f = sitting 15 13 9 1 1 2 796 1 | g = running 78 106 0 2 0 0 1 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4570 68.5774 % Incorrectly Classified Instances 2094 31.4226 % Kappa statistic 0.6299 Mean absolute error 0.0818 Root mean squared error 0.2655 Relative absolute error 38.5261 % Root relative squared error 81.4873 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.032 0.678 0.677 0.677 0.863 climbingdown 0.648 0.114 0.639 0.648 0.644 0.775 climbingup 0.872 0.001 0.924 0.872 0.897 0.947 jumping 0.595 0.06 0.597 0.595 0.596 0.825 lying 0.625 0.05 0.652 0.625 0.638 0.818 standing 0.503 0.08 0.492 0.503 0.498 0.761 sitting 0.958 0.005 0.964 0.958 0.961 0.977 running 0.805 0.032 0.797 0.805 0.801 0.905 walking Weighted Avg. 0.686 0.06 0.687 0.686 0.686 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 404 110 1 0 0 0 6 76 | a = climbingdown 108 1026 0 95 116 125 10 103 | b = climbingup 1 2 109 1 0 0 11 1 | c = jumping 0 73 0 512 62 211 0 2 | d = lying 1 137 0 64 548 127 0 0 | e = standing 0 147 0 184 111 448 0 0 | f = sitting 12 11 8 0 3 0 803 1 | g = running 70 99 0 2 0 0 3 720 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4553 68.3326 % Incorrectly Classified Instances 2110 31.6674 % Kappa statistic 0.6272 Mean absolute error 0.083 Root mean squared error 0.267 Relative absolute error 39.1005 % Root relative squared error 81.9454 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.031 0.68 0.673 0.676 0.845 climbingdown 0.645 0.114 0.639 0.645 0.642 0.773 climbingup 0.944 0.001 0.929 0.944 0.937 0.971 jumping 0.606 0.064 0.583 0.606 0.594 0.8 lying 0.647 0.053 0.648 0.647 0.647 0.833 standing 0.465 0.074 0.491 0.465 0.478 0.749 sitting 0.963 0.006 0.96 0.963 0.961 0.981 running 0.787 0.033 0.787 0.787 0.787 0.908 walking Weighted Avg. 0.683 0.06 0.682 0.683 0.683 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 401 108 0 3 1 0 17 66 | a = climbingdown 97 1021 0 90 126 120 10 119 | b = climbingup 0 2 118 0 0 0 5 0 | c = jumping 1 88 0 521 61 186 0 3 | d = lying 1 112 0 72 567 124 1 0 | e = standing 2 148 0 206 120 414 0 0 | f = sitting 15 6 8 0 0 0 807 2 | g = running 73 113 1 2 0 0 1 704 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 9 RUN: 0 FOLD: 0 Correctly Classified Instances 4395 71.7551 % Incorrectly Classified Instances 1730 28.2449 % Kappa statistic 0.6712 Mean absolute error 0.0746 Root mean squared error 0.2528 Relative absolute error 34.7222 % Root relative squared error 77.1453 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.036 0.697 0.667 0.682 0.85 climbingdown 0.686 0.046 0.669 0.686 0.677 0.856 climbingup 0.84 0.001 0.938 0.84 0.886 0.949 jumping 0.878 0.026 0.844 0.878 0.861 0.939 lying 0.597 0.064 0.608 0.597 0.602 0.813 standing 0.546 0.072 0.56 0.546 0.553 0.796 sitting 0.819 0.043 0.811 0.819 0.815 0.896 running 0.775 0.04 0.759 0.775 0.767 0.894 walking Weighted Avg. 0.718 0.046 0.716 0.718 0.717 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 451 119 0 0 1 2 5 98 | a = climbingdown 106 506 0 2 3 4 14 103 | b = climbingup 0 1 105 0 0 0 17 2 | c = jumping 0 1 0 751 19 75 9 0 | d = lying 0 3 0 22 522 222 106 0 | e = standing 0 6 0 103 228 482 61 3 | f = sitting 8 13 7 11 85 76 918 3 | g = running 82 107 0 1 0 0 2 660 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4401 71.8531 % Incorrectly Classified Instances 1724 28.1469 % Kappa statistic 0.6726 Mean absolute error 0.0737 Root mean squared error 0.2516 Relative absolute error 34.3217 % Root relative squared error 76.7783 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.033 0.733 0.732 0.733 0.88 climbingdown 0.692 0.04 0.702 0.692 0.697 0.857 climbingup 0.904 0.003 0.863 0.904 0.883 0.962 jumping 0.868 0.027 0.841 0.868 0.854 0.936 lying 0.605 0.073 0.58 0.605 0.592 0.821 standing 0.519 0.075 0.539 0.519 0.529 0.776 sitting 0.792 0.042 0.81 0.792 0.801 0.889 running 0.781 0.035 0.781 0.781 0.781 0.897 walking Weighted Avg. 0.719 0.046 0.718 0.719 0.718 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 495 93 1 1 1 1 5 79 | a = climbingdown 92 511 2 2 7 6 13 105 | b = climbingup 2 0 113 0 0 0 10 0 | c = jumping 2 1 1 742 17 78 14 0 | d = lying 1 2 0 16 529 239 88 0 | e = standing 0 4 0 112 234 458 75 0 | f = sitting 8 10 14 9 123 67 888 2 | g = running 75 107 0 0 1 1 3 665 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4393 71.7224 % Incorrectly Classified Instances 1732 28.2776 % Kappa statistic 0.671 Mean absolute error 0.0743 Root mean squared error 0.2528 Relative absolute error 34.5794 % Root relative squared error 77.1306 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.036 0.702 0.68 0.691 0.863 climbingdown 0.691 0.043 0.689 0.691 0.69 0.851 climbingup 0.888 0.002 0.888 0.888 0.888 0.957 jumping 0.885 0.028 0.836 0.885 0.86 0.942 lying 0.603 0.06 0.626 0.603 0.614 0.821 standing 0.545 0.077 0.544 0.545 0.544 0.786 sitting 0.79 0.043 0.806 0.79 0.798 0.886 running 0.775 0.04 0.757 0.775 0.766 0.888 walking Weighted Avg. 0.717 0.046 0.716 0.717 0.716 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 460 93 4 0 0 1 10 108 | a = climbingdown 103 509 0 0 4 7 14 100 | b = climbingup 0 0 111 0 0 0 14 0 | c = jumping 3 1 2 757 15 66 11 0 | d = lying 0 7 0 20 528 240 80 0 | e = standing 3 4 0 110 203 481 82 0 | f = sitting 7 15 8 18 94 89 886 4 | g = running 79 110 0 0 0 1 2 661 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4369 71.3306 % Incorrectly Classified Instances 1756 28.6694 % Kappa statistic 0.6665 Mean absolute error 0.0747 Root mean squared error 0.2532 Relative absolute error 34.7672 % Root relative squared error 77.2511 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.04 0.687 0.711 0.699 0.858 climbingdown 0.65 0.043 0.675 0.65 0.663 0.844 climbingup 0.872 0.002 0.908 0.872 0.89 0.974 jumping 0.852 0.023 0.86 0.852 0.856 0.939 lying 0.594 0.066 0.601 0.594 0.597 0.829 standing 0.566 0.082 0.538 0.566 0.551 0.785 sitting 0.794 0.039 0.821 0.794 0.807 0.898 running 0.777 0.039 0.762 0.777 0.77 0.89 walking Weighted Avg. 0.713 0.047 0.715 0.713 0.714 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 480 101 1 0 0 3 6 84 | a = climbingdown 114 480 0 0 5 6 13 120 | b = climbingup 0 0 109 0 0 0 16 0 | c = jumping 1 2 1 729 26 91 6 0 | d = lying 2 7 0 12 519 251 82 1 | e = standing 6 6 0 100 201 500 70 1 | f = sitting 9 14 9 7 113 78 889 1 | g = running 87 101 0 0 0 1 1 663 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4404 71.902 % Incorrectly Classified Instances 1721 28.098 % Kappa statistic 0.6731 Mean absolute error 0.0744 Root mean squared error 0.2503 Relative absolute error 34.6185 % Root relative squared error 76.3716 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.038 0.695 0.701 0.698 0.862 climbingdown 0.675 0.041 0.691 0.675 0.683 0.84 climbingup 0.905 0.001 0.942 0.905 0.923 0.96 jumping 0.873 0.024 0.855 0.873 0.863 0.943 lying 0.608 0.073 0.582 0.608 0.594 0.815 standing 0.545 0.07 0.568 0.545 0.556 0.8 sitting 0.799 0.04 0.817 0.799 0.808 0.9 running 0.78 0.039 0.763 0.78 0.771 0.899 walking Weighted Avg. 0.719 0.046 0.719 0.719 0.719 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 473 90 1 1 0 0 11 99 | a = climbingdown 114 498 1 6 2 6 8 103 | b = climbingup 0 1 114 0 0 0 10 1 | c = jumping 2 1 0 746 18 80 8 0 | d = lying 0 5 0 15 531 216 106 1 | e = standing 1 7 0 96 241 482 57 0 | f = sitting 7 17 4 9 121 65 895 2 | g = running 84 102 1 0 0 0 1 665 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4390 71.6735 % Incorrectly Classified Instances 1735 28.3265 % Kappa statistic 0.6703 Mean absolute error 0.0744 Root mean squared error 0.2527 Relative absolute error 34.6421 % Root relative squared error 77.0922 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.039 0.69 0.707 0.698 0.874 climbingdown 0.667 0.042 0.686 0.667 0.676 0.844 climbingup 0.817 0.001 0.928 0.817 0.869 0.931 jumping 0.89 0.024 0.856 0.89 0.873 0.946 lying 0.612 0.071 0.59 0.612 0.601 0.822 standing 0.532 0.069 0.566 0.532 0.548 0.785 sitting 0.797 0.042 0.808 0.797 0.803 0.894 running 0.773 0.041 0.754 0.773 0.763 0.885 walking Weighted Avg. 0.717 0.046 0.716 0.717 0.716 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 477 92 1 0 0 1 4 100 | a = climbingdown 110 492 0 1 4 5 13 113 | b = climbingup 1 2 103 0 0 0 20 0 | c = jumping 0 2 0 761 21 65 6 0 | d = lying 0 5 0 18 535 212 103 1 | e = standing 6 5 0 100 241 470 61 1 | f = sitting 11 18 7 9 106 76 893 0 | g = running 86 101 0 0 0 2 5 659 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4404 71.902 % Incorrectly Classified Instances 1721 28.098 % Kappa statistic 0.6731 Mean absolute error 0.0742 Root mean squared error 0.2508 Relative absolute error 34.5396 % Root relative squared error 76.5322 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.038 0.696 0.696 0.696 0.862 climbingdown 0.684 0.04 0.699 0.684 0.692 0.851 climbingup 0.913 0.002 0.92 0.913 0.916 0.972 jumping 0.892 0.027 0.845 0.892 0.868 0.947 lying 0.601 0.065 0.606 0.601 0.604 0.828 standing 0.516 0.075 0.538 0.516 0.527 0.786 sitting 0.811 0.039 0.825 0.811 0.818 0.905 running 0.775 0.042 0.748 0.775 0.761 0.89 walking Weighted Avg. 0.719 0.046 0.717 0.719 0.718 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 470 91 2 0 0 6 1 105 | a = climbingdown 102 505 0 0 5 4 8 114 | b = climbingup 2 1 115 0 0 0 8 0 | c = jumping 0 2 0 763 13 68 9 0 | d = lying 0 6 0 17 526 233 93 0 | e = standing 0 10 0 110 235 456 71 1 | f = sitting 10 10 8 13 89 79 908 3 | g = running 91 97 0 0 0 1 3 661 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4338 70.8245 % Incorrectly Classified Instances 1787 29.1755 % Kappa statistic 0.6606 Mean absolute error 0.076 Root mean squared error 0.2555 Relative absolute error 35.3818 % Root relative squared error 77.9442 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.039 0.688 0.686 0.687 0.846 climbingdown 0.691 0.044 0.683 0.691 0.687 0.846 climbingup 0.897 0.002 0.897 0.897 0.897 0.98 jumping 0.874 0.029 0.832 0.874 0.852 0.938 lying 0.593 0.069 0.588 0.593 0.591 0.819 standing 0.514 0.076 0.533 0.514 0.523 0.785 sitting 0.782 0.042 0.805 0.782 0.793 0.892 running 0.769 0.038 0.763 0.769 0.766 0.889 walking Weighted Avg. 0.708 0.048 0.707 0.708 0.708 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 464 111 2 1 0 1 3 94 | a = climbingdown 95 510 0 0 6 9 14 104 | b = climbingup 0 0 113 0 0 0 13 0 | c = jumping 8 1 0 747 21 66 11 1 | d = lying 0 5 0 24 519 238 89 0 | e = standing 4 5 0 114 223 454 82 1 | f = sitting 10 13 10 11 113 84 876 3 | g = running 93 102 1 1 0 0 0 655 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4427 72.2776 % Incorrectly Classified Instances 1698 27.7224 % Kappa statistic 0.6774 Mean absolute error 0.0734 Root mean squared error 0.2499 Relative absolute error 34.1609 % Root relative squared error 76.2407 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.034 0.716 0.692 0.704 0.87 climbingdown 0.686 0.042 0.689 0.686 0.688 0.853 climbingup 0.849 0.003 0.877 0.849 0.863 0.957 jumping 0.861 0.028 0.834 0.861 0.847 0.94 lying 0.632 0.066 0.616 0.632 0.624 0.837 standing 0.546 0.068 0.573 0.546 0.559 0.789 sitting 0.799 0.043 0.807 0.799 0.803 0.885 running 0.798 0.039 0.768 0.798 0.783 0.907 walking Weighted Avg. 0.723 0.045 0.722 0.723 0.722 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 468 106 2 0 1 0 6 93 | a = climbingdown 98 506 1 0 6 6 13 108 | b = climbingup 5 0 107 0 0 0 14 0 | c = jumping 3 3 1 736 20 82 10 0 | d = lying 0 7 0 22 553 194 99 0 | e = standing 0 6 1 109 215 482 69 1 | f = sitting 8 11 9 15 102 77 895 3 | g = running 72 95 1 0 1 0 3 680 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4431 72.3429 % Incorrectly Classified Instances 1694 27.6571 % Kappa statistic 0.6782 Mean absolute error 0.0725 Root mean squared error 0.249 Relative absolute error 33.7566 % Root relative squared error 75.9686 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.036 0.719 0.737 0.728 0.881 climbingdown 0.71 0.041 0.702 0.71 0.706 0.865 climbingup 0.881 0.002 0.917 0.881 0.899 0.965 jumping 0.877 0.026 0.847 0.877 0.862 0.937 lying 0.603 0.071 0.586 0.603 0.595 0.818 standing 0.53 0.072 0.554 0.53 0.542 0.802 sitting 0.796 0.043 0.806 0.796 0.801 0.894 running 0.776 0.032 0.797 0.776 0.786 0.895 walking Weighted Avg. 0.723 0.045 0.723 0.723 0.723 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 498 95 1 1 0 2 4 75 | a = climbingdown 97 524 0 0 8 5 13 91 | b = climbingup 1 2 111 0 0 0 12 0 | c = jumping 4 4 0 750 17 68 12 0 | d = lying 0 3 0 19 528 229 96 0 | e = standing 1 3 0 106 229 468 76 0 | f = sitting 3 14 9 9 119 73 891 2 | g = running 89 101 0 0 0 0 1 661 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4381 71.5265 % Incorrectly Classified Instances 1744 28.4735 % Kappa statistic 0.6687 Mean absolute error 0.0749 Root mean squared error 0.2534 Relative absolute error 34.8668 % Root relative squared error 77.324 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.039 0.69 0.71 0.7 0.866 climbingdown 0.667 0.043 0.678 0.667 0.672 0.844 climbingup 0.888 0.001 0.933 0.888 0.91 0.959 jumping 0.874 0.028 0.833 0.874 0.853 0.934 lying 0.617 0.067 0.605 0.617 0.611 0.834 standing 0.536 0.073 0.552 0.536 0.544 0.797 sitting 0.788 0.041 0.811 0.788 0.799 0.89 running 0.769 0.037 0.77 0.769 0.77 0.889 walking Weighted Avg. 0.715 0.046 0.715 0.715 0.715 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 479 95 1 2 0 2 5 91 | a = climbingdown 119 492 0 4 4 5 10 104 | b = climbingup 1 0 111 0 0 0 13 0 | c = jumping 1 3 0 747 16 82 6 0 | d = lying 0 8 0 20 540 215 92 0 | e = standing 3 5 0 115 210 474 77 0 | f = sitting 10 11 7 8 122 79 882 1 | g = running 81 112 0 1 0 1 2 656 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4372 71.3796 % Incorrectly Classified Instances 1753 28.6204 % Kappa statistic 0.6671 Mean absolute error 0.0748 Root mean squared error 0.2532 Relative absolute error 34.8011 % Root relative squared error 77.2611 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.039 0.686 0.69 0.688 0.861 climbingdown 0.664 0.041 0.687 0.664 0.675 0.835 climbingup 0.832 0.003 0.839 0.832 0.835 0.946 jumping 0.88 0.028 0.836 0.88 0.857 0.946 lying 0.637 0.072 0.597 0.637 0.616 0.838 standing 0.531 0.072 0.554 0.531 0.542 0.791 sitting 0.763 0.04 0.811 0.763 0.786 0.884 running 0.797 0.038 0.774 0.797 0.786 0.896 walking Weighted Avg. 0.714 0.046 0.714 0.714 0.713 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 466 111 2 3 0 1 8 84 | a = climbingdown 108 490 1 1 8 6 13 111 | b = climbingup 4 0 104 0 0 0 17 0 | c = jumping 3 2 0 752 16 73 9 0 | d = lying 1 9 0 19 557 196 93 0 | e = standing 3 5 0 111 239 469 57 0 | f = sitting 12 9 17 13 113 99 854 3 | g = running 82 87 0 0 0 2 2 680 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4403 71.8857 % Incorrectly Classified Instances 1722 28.1143 % Kappa statistic 0.6731 Mean absolute error 0.0739 Root mean squared error 0.2507 Relative absolute error 34.3807 % Root relative squared error 76.4948 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.039 0.693 0.713 0.703 0.863 climbingdown 0.703 0.043 0.69 0.703 0.697 0.86 climbingup 0.848 0.004 0.822 0.848 0.835 0.944 jumping 0.875 0.028 0.837 0.875 0.855 0.941 lying 0.587 0.059 0.622 0.587 0.604 0.826 standing 0.566 0.085 0.53 0.566 0.547 0.801 sitting 0.788 0.033 0.842 0.788 0.814 0.897 running 0.766 0.035 0.778 0.766 0.772 0.889 walking Weighted Avg. 0.719 0.045 0.721 0.719 0.719 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 481 95 4 1 0 0 5 89 | a = climbingdown 104 519 2 1 7 6 7 92 | b = climbingup 2 1 106 0 0 0 16 0 | c = jumping 6 2 1 748 16 77 5 0 | d = lying 1 2 0 9 514 271 78 0 | e = standing 2 9 0 125 193 500 53 2 | f = sitting 8 17 15 10 96 89 882 3 | g = running 90 107 1 0 0 1 1 653 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4446 72.5878 % Incorrectly Classified Instances 1679 27.4122 % Kappa statistic 0.681 Mean absolute error 0.0721 Root mean squared error 0.2469 Relative absolute error 33.5563 % Root relative squared error 75.3173 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.032 0.729 0.691 0.709 0.856 climbingdown 0.671 0.043 0.682 0.671 0.676 0.843 climbingup 0.856 0.002 0.884 0.856 0.87 0.962 jumping 0.864 0.025 0.85 0.864 0.857 0.947 lying 0.643 0.068 0.613 0.643 0.628 0.848 standing 0.542 0.072 0.56 0.542 0.551 0.794 sitting 0.802 0.037 0.831 0.802 0.816 0.903 running 0.818 0.041 0.765 0.818 0.79 0.906 walking Weighted Avg. 0.726 0.045 0.726 0.726 0.726 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 467 108 1 0 1 0 7 92 | a = climbingdown 97 495 1 3 6 6 11 119 | b = climbingup 1 0 107 0 0 0 16 1 | c = jumping 1 1 1 739 17 83 12 1 | d = lying 0 11 0 11 562 212 78 0 | e = standing 2 5 0 105 234 479 58 0 | f = sitting 9 17 11 11 97 75 899 2 | g = running 64 89 0 0 0 1 1 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4475 73.0612 % Incorrectly Classified Instances 1650 26.9388 % Kappa statistic 0.6866 Mean absolute error 0.071 Root mean squared error 0.2448 Relative absolute error 33.0293 % Root relative squared error 74.6906 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.033 0.737 0.751 0.744 0.891 climbingdown 0.695 0.037 0.722 0.695 0.708 0.86 climbingup 0.841 0.002 0.898 0.841 0.869 0.947 jumping 0.868 0.025 0.85 0.868 0.859 0.937 lying 0.646 0.072 0.6 0.646 0.622 0.839 standing 0.532 0.072 0.555 0.532 0.543 0.794 sitting 0.794 0.037 0.826 0.794 0.81 0.901 running 0.799 0.035 0.785 0.799 0.792 0.899 walking Weighted Avg. 0.731 0.044 0.731 0.731 0.731 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 508 74 2 2 0 3 4 83 | a = climbingdown 98 513 1 1 5 8 12 100 | b = climbingup 1 0 106 0 0 0 19 0 | c = jumping 1 1 1 742 13 86 11 0 | d = lying 1 7 0 28 565 200 72 1 | e = standing 4 10 0 88 245 470 65 1 | f = sitting 5 10 8 12 114 80 890 2 | g = running 71 96 0 0 0 0 4 681 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4390 71.6735 % Incorrectly Classified Instances 1735 28.3265 % Kappa statistic 0.6704 Mean absolute error 0.0745 Root mean squared error 0.252 Relative absolute error 34.6864 % Root relative squared error 76.8799 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.037 0.7 0.689 0.694 0.86 climbingdown 0.676 0.042 0.688 0.676 0.682 0.854 climbingup 0.897 0.002 0.89 0.897 0.893 0.973 jumping 0.868 0.027 0.839 0.868 0.853 0.944 lying 0.622 0.072 0.589 0.622 0.605 0.82 standing 0.523 0.068 0.565 0.523 0.543 0.787 sitting 0.806 0.042 0.812 0.806 0.809 0.899 running 0.775 0.039 0.761 0.775 0.768 0.89 walking Weighted Avg. 0.717 0.046 0.715 0.717 0.716 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 466 104 3 3 1 0 7 92 | a = climbingdown 96 498 1 2 7 7 16 110 | b = climbingup 1 1 113 0 0 0 11 0 | c = jumping 1 0 0 743 15 87 10 0 | d = lying 0 5 0 21 544 206 98 0 | e = standing 1 4 0 110 240 462 65 1 | f = sitting 12 14 10 7 115 55 904 4 | g = running 89 98 0 0 2 1 2 660 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4364 71.249 % Incorrectly Classified Instances 1761 28.751 % Kappa statistic 0.6653 Mean absolute error 0.0752 Root mean squared error 0.2543 Relative absolute error 34.9848 % Root relative squared error 77.5958 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.036 0.705 0.686 0.696 0.849 climbingdown 0.664 0.041 0.688 0.664 0.676 0.843 climbingup 0.881 0.002 0.895 0.881 0.888 0.967 jumping 0.862 0.024 0.854 0.862 0.858 0.944 lying 0.576 0.068 0.585 0.576 0.581 0.813 standing 0.537 0.075 0.547 0.537 0.542 0.794 sitting 0.81 0.048 0.791 0.81 0.801 0.895 running 0.795 0.041 0.756 0.795 0.775 0.894 walking Weighted Avg. 0.712 0.047 0.711 0.712 0.712 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 464 113 3 1 0 1 5 89 | a = climbingdown 99 490 0 1 4 4 14 126 | b = climbingup 0 1 111 0 0 0 14 0 | c = jumping 2 2 0 737 25 83 6 0 | d = lying 0 1 0 13 504 242 115 0 | e = standing 1 8 0 101 215 474 83 1 | f = sitting 8 9 10 9 113 62 907 2 | g = running 84 88 0 1 0 0 2 677 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4337 70.8082 % Incorrectly Classified Instances 1788 29.1918 % Kappa statistic 0.6603 Mean absolute error 0.0767 Root mean squared error 0.2563 Relative absolute error 35.7083 % Root relative squared error 78.2095 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.042 0.673 0.691 0.682 0.865 climbingdown 0.665 0.04 0.697 0.665 0.681 0.837 climbingup 0.873 0.002 0.887 0.873 0.88 0.969 jumping 0.863 0.027 0.838 0.863 0.85 0.934 lying 0.583 0.068 0.59 0.583 0.586 0.804 standing 0.525 0.078 0.532 0.525 0.528 0.777 sitting 0.801 0.043 0.807 0.801 0.804 0.891 running 0.775 0.04 0.756 0.775 0.765 0.896 walking Weighted Avg. 0.708 0.048 0.707 0.708 0.707 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 467 89 3 0 1 0 10 106 | a = climbingdown 120 491 0 0 5 4 14 104 | b = climbingup 2 1 110 0 0 0 13 0 | c = jumping 2 2 1 738 17 86 9 0 | d = lying 0 13 0 16 510 244 92 0 | e = standing 2 2 0 116 225 464 74 0 | f = sitting 9 10 10 9 107 75 897 3 | g = running 92 96 0 2 0 0 2 660 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4408 71.9673 % Incorrectly Classified Instances 1717 28.0327 % Kappa statistic 0.6739 Mean absolute error 0.0734 Root mean squared error 0.2503 Relative absolute error 34.1735 % Root relative squared error 76.3793 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.037 0.707 0.72 0.714 0.873 climbingdown 0.691 0.044 0.682 0.691 0.686 0.857 climbingup 0.921 0.001 0.935 0.921 0.928 0.968 jumping 0.846 0.02 0.87 0.846 0.858 0.94 lying 0.615 0.069 0.598 0.615 0.607 0.821 standing 0.556 0.081 0.537 0.556 0.546 0.797 sitting 0.789 0.04 0.815 0.789 0.802 0.893 running 0.773 0.033 0.789 0.773 0.781 0.895 walking Weighted Avg. 0.72 0.046 0.723 0.72 0.721 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 487 107 1 0 0 1 4 76 | a = climbingdown 104 510 0 0 9 6 11 98 | b = climbingup 0 2 116 1 0 0 7 0 | c = jumping 3 4 0 723 17 96 12 0 | d = lying 0 4 0 15 538 239 79 0 | e = standing 0 4 0 87 216 491 85 0 | f = sitting 7 15 7 5 119 81 884 2 | g = running 88 102 0 0 0 1 2 659 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4427 72.2776 % Incorrectly Classified Instances 1698 27.7224 % Kappa statistic 0.6776 Mean absolute error 0.0735 Root mean squared error 0.2481 Relative absolute error 34.1873 % Root relative squared error 75.7019 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.037 0.704 0.701 0.702 0.862 climbingdown 0.682 0.042 0.692 0.682 0.687 0.855 climbingup 0.881 0.003 0.867 0.881 0.874 0.966 jumping 0.891 0.024 0.86 0.891 0.875 0.947 lying 0.638 0.075 0.585 0.638 0.61 0.831 standing 0.531 0.067 0.573 0.531 0.551 0.809 sitting 0.793 0.037 0.829 0.793 0.811 0.9 running 0.777 0.039 0.763 0.777 0.77 0.892 walking Weighted Avg. 0.723 0.045 0.723 0.723 0.722 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 473 92 3 2 0 2 7 96 | a = climbingdown 107 503 2 0 8 5 6 107 | b = climbingup 1 1 111 0 0 0 13 0 | c = jumping 1 1 0 762 15 68 7 1 | d = lying 1 9 0 24 558 196 86 1 | e = standing 3 7 0 89 252 469 62 1 | f = sitting 4 12 12 8 121 75 888 0 | g = running 82 102 0 1 0 3 2 663 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4396 71.7714 % Incorrectly Classified Instances 1729 28.2286 % Kappa statistic 0.6715 Mean absolute error 0.0739 Root mean squared error 0.2501 Relative absolute error 34.379 % Root relative squared error 76.2975 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.035 0.71 0.689 0.699 0.871 climbingdown 0.695 0.043 0.69 0.695 0.693 0.851 climbingup 0.824 0.002 0.912 0.824 0.866 0.964 jumping 0.898 0.028 0.841 0.898 0.869 0.954 lying 0.617 0.073 0.586 0.617 0.601 0.826 standing 0.518 0.073 0.545 0.518 0.531 0.799 sitting 0.782 0.042 0.807 0.782 0.794 0.891 running 0.789 0.034 0.788 0.789 0.789 0.899 walking Weighted Avg. 0.718 0.046 0.717 0.718 0.717 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 465 106 2 3 2 5 11 81 | a = climbingdown 101 513 0 5 10 3 8 98 | b = climbingup 0 0 103 0 0 0 22 0 | c = jumping 3 0 0 768 15 64 5 0 | d = lying 1 6 0 16 540 230 82 0 | e = standing 3 3 0 107 234 457 79 0 | f = sitting 6 16 8 13 121 78 877 2 | g = running 76 99 0 1 0 1 3 673 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4484 73.2082 % Incorrectly Classified Instances 1641 26.7918 % Kappa statistic 0.6882 Mean absolute error 0.0714 Root mean squared error 0.2458 Relative absolute error 33.2229 % Root relative squared error 75.0011 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.032 0.726 0.693 0.709 0.863 climbingdown 0.678 0.04 0.7 0.678 0.689 0.845 climbingup 0.928 0.002 0.928 0.928 0.928 0.977 jumping 0.875 0.022 0.867 0.875 0.871 0.943 lying 0.643 0.071 0.6 0.643 0.621 0.826 standing 0.555 0.07 0.57 0.555 0.563 0.802 sitting 0.817 0.034 0.843 0.817 0.83 0.905 running 0.801 0.04 0.764 0.801 0.782 0.901 walking Weighted Avg. 0.732 0.044 0.733 0.732 0.732 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 468 96 0 1 2 2 8 98 | a = climbingdown 96 500 1 0 11 8 11 111 | b = climbingup 0 0 116 0 0 0 9 0 | c = jumping 0 3 1 748 25 71 7 0 | d = lying 0 4 0 21 563 209 76 2 | e = standing 1 7 0 89 239 490 57 0 | f = sitting 6 11 7 4 98 79 916 0 | g = running 74 93 0 0 0 0 3 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4408 71.9673 % Incorrectly Classified Instances 1717 28.0327 % Kappa statistic 0.6737 Mean absolute error 0.0741 Root mean squared error 0.2512 Relative absolute error 34.5054 % Root relative squared error 76.6319 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.037 0.704 0.713 0.708 0.87 climbingdown 0.669 0.044 0.678 0.669 0.673 0.85 climbingup 0.848 0.002 0.922 0.848 0.883 0.938 jumping 0.884 0.023 0.86 0.884 0.872 0.943 lying 0.592 0.066 0.597 0.592 0.595 0.817 standing 0.554 0.073 0.561 0.554 0.557 0.798 sitting 0.813 0.043 0.81 0.813 0.812 0.901 running 0.766 0.039 0.763 0.766 0.764 0.888 walking Weighted Avg. 0.72 0.046 0.719 0.72 0.719 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 481 99 0 0 1 4 4 86 | a = climbingdown 108 494 1 1 7 6 10 111 | b = climbingup 1 1 106 0 0 0 16 1 | c = jumping 2 0 0 756 14 77 6 0 | d = lying 1 9 0 18 518 217 112 0 | e = standing 2 3 0 95 231 489 62 1 | f = sitting 5 10 8 9 96 78 911 4 | g = running 83 113 0 0 0 1 3 653 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4405 71.9184 % Incorrectly Classified Instances 1720 28.0816 % Kappa statistic 0.6732 Mean absolute error 0.0737 Root mean squared error 0.2507 Relative absolute error 34.3188 % Root relative squared error 76.4775 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.037 0.71 0.723 0.717 0.881 climbingdown 0.684 0.043 0.684 0.684 0.684 0.858 climbingup 0.848 0.002 0.891 0.848 0.869 0.948 jumping 0.875 0.027 0.843 0.875 0.858 0.943 lying 0.596 0.066 0.6 0.596 0.598 0.819 standing 0.55 0.073 0.56 0.55 0.555 0.796 sitting 0.801 0.042 0.811 0.801 0.806 0.901 running 0.766 0.037 0.769 0.766 0.767 0.893 walking Weighted Avg. 0.719 0.046 0.718 0.719 0.719 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 488 91 1 2 0 1 7 85 | a = climbingdown 109 505 0 0 3 2 12 107 | b = climbingup 2 0 106 0 0 0 17 0 | c = jumping 0 3 1 749 16 80 7 0 | d = lying 0 7 0 21 521 223 101 1 | e = standing 1 2 0 108 223 486 64 0 | f = sitting 8 12 11 9 106 74 897 3 | g = running 79 118 0 0 0 2 1 653 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4358 71.151 % Incorrectly Classified Instances 1767 28.849 % Kappa statistic 0.6642 Mean absolute error 0.0754 Root mean squared error 0.2559 Relative absolute error 35.1107 % Root relative squared error 78.0688 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.036 0.695 0.667 0.681 0.849 climbingdown 0.71 0.05 0.658 0.71 0.683 0.855 climbingup 0.841 0.001 0.93 0.841 0.883 0.949 jumping 0.88 0.026 0.846 0.88 0.862 0.941 lying 0.589 0.063 0.608 0.589 0.598 0.813 standing 0.523 0.072 0.549 0.523 0.536 0.782 sitting 0.812 0.05 0.784 0.812 0.797 0.898 running 0.75 0.036 0.771 0.75 0.761 0.886 walking Weighted Avg. 0.712 0.047 0.71 0.712 0.71 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 451 119 2 0 1 0 5 98 | a = climbingdown 97 523 2 1 6 5 13 90 | b = climbingup 0 0 106 0 0 0 20 0 | c = jumping 1 3 0 752 14 75 10 0 | d = lying 0 6 0 18 515 217 118 0 | e = standing 2 5 0 112 220 462 82 1 | f = sitting 7 20 4 6 91 82 909 1 | g = running 91 119 0 0 0 0 3 640 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4379 71.4939 % Incorrectly Classified Instances 1746 28.5061 % Kappa statistic 0.6684 Mean absolute error 0.0749 Root mean squared error 0.2522 Relative absolute error 34.8791 % Root relative squared error 76.9542 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.037 0.708 0.722 0.715 0.875 climbingdown 0.684 0.042 0.693 0.684 0.688 0.849 climbingup 0.833 0.002 0.882 0.833 0.857 0.937 jumping 0.892 0.031 0.822 0.892 0.856 0.948 lying 0.625 0.077 0.574 0.625 0.598 0.82 standing 0.471 0.067 0.544 0.471 0.505 0.787 sitting 0.795 0.041 0.814 0.795 0.804 0.909 running 0.782 0.035 0.784 0.782 0.783 0.897 walking Weighted Avg. 0.715 0.046 0.713 0.715 0.713 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 488 100 2 0 0 2 6 78 | a = climbingdown 103 505 0 2 5 8 15 100 | b = climbingup 0 2 105 0 0 0 19 0 | c = jumping 4 1 0 763 21 58 8 0 | d = lying 0 8 0 13 546 215 89 3 | e = standing 2 3 0 137 260 416 63 3 | f = sitting 6 14 12 13 119 66 890 0 | g = running 86 96 0 0 0 0 4 666 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4388 71.6408 % Incorrectly Classified Instances 1737 28.3592 % Kappa statistic 0.67 Mean absolute error 0.0747 Root mean squared error 0.2509 Relative absolute error 34.7813 % Root relative squared error 76.5357 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.035 0.708 0.691 0.699 0.862 climbingdown 0.676 0.039 0.703 0.676 0.689 0.856 climbingup 0.857 0.003 0.871 0.857 0.864 0.962 jumping 0.851 0.027 0.838 0.851 0.845 0.94 lying 0.625 0.069 0.601 0.625 0.613 0.828 standing 0.518 0.074 0.541 0.518 0.529 0.785 sitting 0.793 0.042 0.81 0.793 0.801 0.886 running 0.815 0.041 0.761 0.815 0.787 0.91 walking Weighted Avg. 0.716 0.046 0.716 0.716 0.716 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 467 97 2 1 0 0 3 106 | a = climbingdown 103 499 1 1 9 5 13 107 | b = climbingup 2 3 108 0 0 0 13 0 | c = jumping 2 2 2 728 19 93 9 0 | d = lying 1 11 0 20 547 202 94 0 | e = standing 3 5 0 110 233 457 75 0 | f = sitting 6 13 11 9 102 86 888 5 | g = running 76 80 0 0 0 1 1 694 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4424 72.2286 % Incorrectly Classified Instances 1701 27.7714 % Kappa statistic 0.677 Mean absolute error 0.0739 Root mean squared error 0.2508 Relative absolute error 34.4124 % Root relative squared error 76.5267 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.038 0.693 0.683 0.688 0.863 climbingdown 0.676 0.046 0.668 0.676 0.672 0.849 climbingup 0.841 0.004 0.828 0.841 0.835 0.958 jumping 0.861 0.025 0.846 0.861 0.853 0.94 lying 0.67 0.067 0.625 0.67 0.647 0.843 standing 0.562 0.071 0.571 0.562 0.566 0.797 sitting 0.783 0.035 0.835 0.783 0.808 0.89 running 0.777 0.037 0.772 0.777 0.775 0.895 walking Weighted Avg. 0.722 0.045 0.724 0.722 0.723 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 462 114 2 1 2 1 5 89 | a = climbingdown 112 499 1 1 7 8 8 102 | b = climbingup 1 1 106 0 0 0 18 0 | c = jumping 2 4 2 736 15 84 11 1 | d = lying 0 4 0 13 586 203 69 0 | e = standing 2 6 1 112 204 496 61 1 | f = sitting 9 9 16 7 123 77 877 2 | g = running 79 110 0 0 0 0 1 662 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4471 72.9959 % Incorrectly Classified Instances 1654 27.0041 % Kappa statistic 0.6857 Mean absolute error 0.0718 Root mean squared error 0.246 Relative absolute error 33.4117 % Root relative squared error 75.0491 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.035 0.714 0.703 0.708 0.873 climbingdown 0.707 0.039 0.711 0.707 0.709 0.859 climbingup 0.897 0.001 0.958 0.897 0.926 0.973 jumping 0.864 0.023 0.859 0.864 0.862 0.944 lying 0.605 0.064 0.61 0.605 0.607 0.824 standing 0.553 0.074 0.558 0.553 0.555 0.796 sitting 0.829 0.04 0.821 0.829 0.825 0.912 running 0.793 0.038 0.772 0.793 0.782 0.894 walking Weighted Avg. 0.73 0.044 0.729 0.73 0.73 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 475 94 1 2 1 0 3 100 | a = climbingdown 98 522 0 2 2 3 15 96 | b = climbingup 0 0 113 0 0 0 13 0 | c = jumping 2 4 0 739 13 87 9 1 | d = lying 2 4 0 12 529 234 94 0 | e = standing 0 5 0 98 225 488 66 1 | f = sitting 7 14 4 6 97 61 929 2 | g = running 81 91 0 1 0 1 2 676 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4415 72.0816 % Incorrectly Classified Instances 1710 27.9184 % Kappa statistic 0.6752 Mean absolute error 0.0737 Root mean squared error 0.2491 Relative absolute error 34.294 % Root relative squared error 75.9908 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.041 0.683 0.712 0.697 0.861 climbingdown 0.696 0.038 0.714 0.696 0.705 0.853 climbingup 0.857 0.003 0.864 0.857 0.861 0.942 jumping 0.875 0.023 0.859 0.875 0.867 0.952 lying 0.608 0.069 0.596 0.608 0.602 0.83 standing 0.548 0.072 0.561 0.548 0.555 0.796 sitting 0.793 0.042 0.809 0.793 0.801 0.894 running 0.775 0.036 0.775 0.775 0.775 0.892 walking Weighted Avg. 0.721 0.045 0.721 0.721 0.721 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 481 87 1 2 0 1 2 102 | a = climbingdown 113 514 0 1 4 6 13 87 | b = climbingup 2 0 108 0 0 0 16 0 | c = jumping 3 0 1 748 23 73 7 0 | d = lying 0 4 0 19 532 228 92 0 | e = standing 4 5 0 85 225 484 80 0 | f = sitting 5 16 15 15 108 70 888 3 | g = running 96 94 0 1 1 0 0 660 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4356 71.1184 % Incorrectly Classified Instances 1769 28.8816 % Kappa statistic 0.664 Mean absolute error 0.0751 Root mean squared error 0.2542 Relative absolute error 34.9636 % Root relative squared error 77.5649 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.036 0.704 0.695 0.699 0.867 climbingdown 0.676 0.045 0.672 0.676 0.674 0.838 climbingup 0.856 0.003 0.843 0.856 0.849 0.949 jumping 0.878 0.027 0.84 0.878 0.859 0.943 lying 0.613 0.065 0.61 0.613 0.612 0.825 standing 0.508 0.079 0.519 0.508 0.514 0.781 sitting 0.796 0.04 0.818 0.796 0.807 0.896 running 0.766 0.039 0.758 0.766 0.762 0.881 walking Weighted Avg. 0.711 0.047 0.71 0.711 0.711 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 470 104 4 3 0 1 3 91 | a = climbingdown 96 499 2 3 4 11 11 112 | b = climbingup 2 1 107 0 0 0 15 0 | c = jumping 1 1 1 751 11 79 10 1 | d = lying 0 5 0 9 536 246 79 0 | e = standing 5 9 0 112 227 449 79 2 | f = sitting 8 13 13 15 99 79 891 2 | g = running 86 111 0 1 1 0 1 653 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4436 72.4245 % Incorrectly Classified Instances 1689 27.5755 % Kappa statistic 0.6791 Mean absolute error 0.073 Root mean squared error 0.2496 Relative absolute error 33.9567 % Root relative squared error 76.1516 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.037 0.708 0.723 0.715 0.877 climbingdown 0.678 0.043 0.682 0.678 0.68 0.85 climbingup 0.888 0.002 0.902 0.888 0.895 0.955 jumping 0.876 0.024 0.856 0.876 0.866 0.938 lying 0.617 0.064 0.616 0.617 0.617 0.822 standing 0.55 0.067 0.58 0.55 0.564 0.798 sitting 0.804 0.044 0.802 0.804 0.803 0.894 running 0.776 0.039 0.762 0.776 0.769 0.889 walking Weighted Avg. 0.724 0.045 0.723 0.724 0.723 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 489 94 0 0 0 1 6 86 | a = climbingdown 102 500 1 0 5 8 7 115 | b = climbingup 1 0 111 0 0 0 13 0 | c = jumping 2 0 1 749 23 66 14 0 | d = lying 3 14 0 12 540 201 105 0 | e = standing 3 6 0 105 209 486 74 1 | f = sitting 6 17 10 9 98 76 900 4 | g = running 85 102 0 0 1 0 3 661 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4456 72.751 % Incorrectly Classified Instances 1669 27.249 % Kappa statistic 0.683 Mean absolute error 0.0723 Root mean squared error 0.2471 Relative absolute error 33.6575 % Root relative squared error 75.3876 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.038 0.706 0.731 0.718 0.877 climbingdown 0.694 0.044 0.683 0.694 0.688 0.852 climbingup 0.864 0.003 0.864 0.864 0.864 0.966 jumping 0.871 0.025 0.85 0.871 0.861 0.941 lying 0.616 0.06 0.63 0.616 0.623 0.826 standing 0.557 0.072 0.565 0.557 0.561 0.806 sitting 0.816 0.041 0.818 0.816 0.817 0.904 running 0.765 0.034 0.786 0.765 0.776 0.897 walking Weighted Avg. 0.728 0.044 0.727 0.728 0.727 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 494 100 0 1 0 2 2 77 | a = climbingdown 105 512 0 0 5 5 14 97 | b = climbingup 0 0 108 0 0 0 16 1 | c = jumping 2 2 0 745 13 90 3 0 | d = lying 0 9 0 13 539 215 99 0 | e = standing 2 3 1 106 213 492 67 0 | f = sitting 9 16 16 11 86 66 914 2 | g = running 88 108 0 0 0 1 3 652 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4425 72.2449 % Incorrectly Classified Instances 1700 27.7551 % Kappa statistic 0.6772 Mean absolute error 0.0729 Root mean squared error 0.2506 Relative absolute error 33.9282 % Root relative squared error 76.4698 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.04 0.691 0.714 0.703 0.874 climbingdown 0.698 0.045 0.681 0.698 0.689 0.855 climbingup 0.824 0.004 0.817 0.824 0.821 0.935 jumping 0.882 0.026 0.845 0.882 0.863 0.945 lying 0.625 0.066 0.613 0.625 0.619 0.831 standing 0.536 0.07 0.565 0.536 0.55 0.785 sitting 0.804 0.039 0.821 0.804 0.813 0.898 running 0.761 0.033 0.786 0.761 0.773 0.89 walking Weighted Avg. 0.722 0.045 0.722 0.722 0.722 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 483 107 3 2 0 0 3 78 | a = climbingdown 103 515 0 2 8 4 13 93 | b = climbingup 2 1 103 0 0 0 19 0 | c = jumping 1 4 0 754 8 72 15 1 | d = lying 1 1 0 16 547 222 87 1 | e = standing 2 11 0 104 233 474 59 1 | f = sitting 8 17 19 13 95 65 901 2 | g = running 99 100 1 1 1 2 0 648 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4417 72.1143 % Incorrectly Classified Instances 1708 27.8857 % Kappa statistic 0.6756 Mean absolute error 0.0737 Root mean squared error 0.2503 Relative absolute error 34.2915 % Root relative squared error 76.3612 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.036 0.713 0.723 0.718 0.88 climbingdown 0.678 0.04 0.7 0.678 0.689 0.851 climbingup 0.841 0.003 0.869 0.841 0.855 0.936 jumping 0.877 0.024 0.858 0.877 0.868 0.944 lying 0.624 0.075 0.582 0.624 0.602 0.826 standing 0.552 0.072 0.562 0.552 0.557 0.799 sitting 0.786 0.039 0.819 0.786 0.802 0.892 running 0.773 0.036 0.776 0.773 0.775 0.9 walking Weighted Avg. 0.721 0.045 0.723 0.721 0.722 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 489 91 2 2 0 2 8 82 | a = climbingdown 95 500 3 2 10 3 19 106 | b = climbingup 1 0 106 1 0 0 18 0 | c = jumping 3 2 0 750 24 68 7 1 | d = lying 0 5 0 10 545 232 82 0 | e = standing 0 8 1 101 226 487 60 0 | f = sitting 10 5 10 7 132 75 881 1 | g = running 88 103 0 1 0 0 1 659 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4331 70.7102 % Incorrectly Classified Instances 1794 29.2898 % Kappa statistic 0.6593 Mean absolute error 0.0762 Root mean squared error 0.2527 Relative absolute error 35.4504 % Root relative squared error 77.0857 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.039 0.689 0.691 0.69 0.864 climbingdown 0.678 0.046 0.67 0.678 0.674 0.854 climbingup 0.825 0.002 0.881 0.825 0.852 0.952 jumping 0.865 0.029 0.828 0.865 0.846 0.939 lying 0.626 0.074 0.585 0.626 0.605 0.834 standing 0.489 0.072 0.535 0.489 0.511 0.8 sitting 0.785 0.04 0.814 0.785 0.799 0.897 running 0.776 0.039 0.764 0.776 0.77 0.896 walking Weighted Avg. 0.707 0.048 0.706 0.707 0.706 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 467 110 1 3 0 1 4 90 | a = climbingdown 108 500 0 1 6 5 9 109 | b = climbingup 1 0 104 0 0 0 21 0 | c = jumping 2 3 2 740 22 79 7 0 | d = lying 1 7 0 14 547 210 95 0 | e = standing 0 7 0 124 255 432 63 2 | f = sitting 8 21 11 12 105 81 880 3 | g = running 91 98 0 0 0 0 2 661 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4347 70.9714 % Incorrectly Classified Instances 1778 29.0286 % Kappa statistic 0.6622 Mean absolute error 0.0759 Root mean squared error 0.2546 Relative absolute error 35.3315 % Root relative squared error 77.6843 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.668 0.04 0.676 0.668 0.672 0.854 climbingdown 0.678 0.043 0.686 0.678 0.682 0.866 climbingup 0.897 0.001 0.95 0.897 0.922 0.964 jumping 0.88 0.027 0.84 0.88 0.859 0.944 lying 0.61 0.076 0.571 0.61 0.59 0.81 standing 0.484 0.068 0.546 0.484 0.513 0.779 sitting 0.806 0.043 0.809 0.806 0.807 0.904 running 0.783 0.041 0.757 0.783 0.77 0.901 walking Weighted Avg. 0.71 0.047 0.708 0.71 0.708 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 451 103 1 1 1 2 6 110 | a = climbingdown 112 500 1 0 5 6 12 102 | b = climbingup 2 0 113 0 0 0 11 0 | c = jumping 1 4 0 752 19 70 9 0 | d = lying 0 11 0 24 533 215 91 0 | e = standing 2 6 0 112 258 427 78 0 | f = sitting 11 14 4 6 118 62 903 3 | g = running 88 91 0 0 0 0 6 668 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4392 71.7061 % Incorrectly Classified Instances 1733 28.2939 % Kappa statistic 0.6708 Mean absolute error 0.0745 Root mean squared error 0.2514 Relative absolute error 34.6808 % Root relative squared error 76.7109 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.035 0.706 0.683 0.694 0.856 climbingdown 0.684 0.043 0.687 0.684 0.685 0.851 climbingup 0.881 0.002 0.917 0.881 0.899 0.951 jumping 0.879 0.024 0.855 0.879 0.866 0.948 lying 0.635 0.073 0.593 0.635 0.613 0.827 standing 0.512 0.072 0.543 0.512 0.527 0.789 sitting 0.793 0.039 0.82 0.793 0.806 0.901 running 0.783 0.041 0.756 0.783 0.769 0.897 walking Weighted Avg. 0.717 0.046 0.717 0.717 0.717 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 461 104 0 0 0 2 1 107 | a = climbingdown 99 504 0 4 4 6 16 104 | b = climbingup 1 0 111 0 0 0 13 1 | c = jumping 1 1 1 752 13 82 6 0 | d = lying 0 4 0 13 556 215 85 2 | e = standing 1 6 0 100 251 452 73 0 | f = sitting 6 16 8 11 114 75 888 2 | g = running 84 99 1 0 0 0 1 668 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4422 72.1959 % Incorrectly Classified Instances 1703 27.8041 % Kappa statistic 0.6767 Mean absolute error 0.0727 Root mean squared error 0.2486 Relative absolute error 33.8336 % Root relative squared error 75.8603 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.036 0.714 0.719 0.716 0.876 climbingdown 0.671 0.044 0.678 0.671 0.674 0.848 climbingup 0.905 0.002 0.912 0.905 0.908 0.971 jumping 0.873 0.027 0.838 0.873 0.855 0.944 lying 0.611 0.069 0.597 0.611 0.604 0.829 standing 0.565 0.076 0.555 0.565 0.56 0.798 sitting 0.786 0.032 0.845 0.786 0.814 0.895 running 0.783 0.037 0.772 0.783 0.778 0.901 walking Weighted Avg. 0.722 0.045 0.724 0.722 0.723 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 485 89 0 2 1 2 6 90 | a = climbingdown 122 495 0 1 3 1 9 107 | b = climbingup 0 2 114 0 0 0 10 0 | c = jumping 1 2 2 746 18 76 10 0 | d = lying 0 9 0 24 535 235 72 0 | e = standing 0 4 0 109 218 499 53 0 | f = sitting 8 10 9 8 121 84 880 0 | g = running 63 119 0 0 0 2 1 668 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4409 71.9837 % Incorrectly Classified Instances 1716 28.0163 % Kappa statistic 0.674 Mean absolute error 0.0738 Root mean squared error 0.2512 Relative absolute error 34.3528 % Root relative squared error 76.6429 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.04 0.678 0.683 0.68 0.854 climbingdown 0.671 0.043 0.68 0.671 0.675 0.856 climbingup 0.881 0.002 0.925 0.881 0.902 0.946 jumping 0.882 0.026 0.848 0.882 0.865 0.94 lying 0.623 0.068 0.605 0.623 0.614 0.827 standing 0.532 0.069 0.565 0.532 0.548 0.782 sitting 0.804 0.04 0.817 0.804 0.81 0.906 running 0.789 0.038 0.77 0.789 0.779 0.895 walking Weighted Avg. 0.72 0.046 0.719 0.72 0.719 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 461 106 4 1 0 1 10 92 | a = climbingdown 121 495 0 0 3 5 9 105 | b = climbingup 2 0 111 0 0 0 13 0 | c = jumping 1 2 0 754 21 72 3 2 | d = lying 1 3 0 16 545 214 96 0 | e = standing 3 11 0 111 219 470 68 1 | f = sitting 11 14 4 7 113 70 900 1 | g = running 80 97 1 0 0 0 2 673 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4370 71.3469 % Incorrectly Classified Instances 1755 28.6531 % Kappa statistic 0.6667 Mean absolute error 0.0749 Root mean squared error 0.2529 Relative absolute error 34.8515 % Root relative squared error 77.1466 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.037 0.701 0.695 0.698 0.862 climbingdown 0.684 0.049 0.655 0.684 0.669 0.846 climbingup 0.889 0.002 0.903 0.889 0.896 0.961 jumping 0.858 0.026 0.841 0.858 0.85 0.936 lying 0.618 0.068 0.601 0.618 0.609 0.841 standing 0.524 0.078 0.532 0.524 0.528 0.783 sitting 0.798 0.037 0.829 0.798 0.813 0.906 running 0.765 0.035 0.777 0.765 0.771 0.883 walking Weighted Avg. 0.713 0.046 0.714 0.713 0.714 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 470 123 1 0 1 0 6 75 | a = climbingdown 103 505 0 0 3 9 13 105 | b = climbingup 0 0 112 0 0 0 13 1 | c = jumping 4 1 0 734 14 95 6 1 | d = lying 0 7 0 15 540 229 83 0 | e = standing 0 6 0 114 233 463 64 3 | f = sitting 9 14 11 10 107 74 894 2 | g = running 84 115 0 0 0 1 0 652 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4432 72.3592 % Incorrectly Classified Instances 1693 27.6408 % Kappa statistic 0.6785 Mean absolute error 0.0735 Root mean squared error 0.2488 Relative absolute error 34.2043 % Root relative squared error 75.904 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.038 0.705 0.731 0.718 0.873 climbingdown 0.699 0.041 0.702 0.699 0.701 0.856 climbingup 0.865 0.002 0.893 0.865 0.879 0.958 jumping 0.87 0.026 0.844 0.87 0.857 0.938 lying 0.606 0.065 0.608 0.606 0.607 0.828 standing 0.542 0.081 0.531 0.542 0.537 0.784 sitting 0.804 0.036 0.832 0.804 0.818 0.905 running 0.773 0.032 0.794 0.773 0.784 0.892 walking Weighted Avg. 0.724 0.045 0.725 0.724 0.724 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 494 93 1 0 1 1 7 79 | a = climbingdown 107 516 0 1 6 7 11 90 | b = climbingup 1 0 109 0 0 0 16 0 | c = jumping 1 2 0 744 21 79 8 0 | d = lying 0 2 0 18 530 251 72 1 | e = standing 2 7 0 110 218 479 67 0 | f = sitting 9 13 10 8 95 84 901 1 | g = running 87 102 2 0 0 1 1 659 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4454 72.7184 % Incorrectly Classified Instances 1671 27.2816 % Kappa statistic 0.6826 Mean absolute error 0.0721 Root mean squared error 0.2474 Relative absolute error 33.5664 % Root relative squared error 75.4831 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.033 0.736 0.735 0.736 0.882 climbingdown 0.705 0.041 0.7 0.705 0.702 0.862 climbingup 0.881 0.003 0.874 0.881 0.877 0.966 jumping 0.891 0.026 0.847 0.891 0.868 0.949 lying 0.605 0.067 0.6 0.605 0.603 0.825 standing 0.516 0.072 0.546 0.516 0.531 0.783 sitting 0.806 0.041 0.814 0.806 0.81 0.894 running 0.792 0.034 0.791 0.792 0.792 0.907 walking Weighted Avg. 0.727 0.045 0.725 0.727 0.726 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 497 98 2 0 0 1 4 74 | a = climbingdown 100 520 0 1 4 4 8 101 | b = climbingup 1 0 111 0 0 0 14 0 | c = jumping 1 2 0 762 16 67 6 1 | d = lying 1 7 0 13 529 222 102 0 | e = standing 2 2 0 113 238 456 71 1 | f = sitting 3 10 14 11 95 83 904 1 | g = running 70 104 0 0 0 2 1 675 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4439 72.4735 % Incorrectly Classified Instances 1686 27.5265 % Kappa statistic 0.6798 Mean absolute error 0.0723 Root mean squared error 0.2478 Relative absolute error 33.6616 % Root relative squared error 75.5906 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.04 0.695 0.742 0.718 0.881 climbingdown 0.669 0.044 0.676 0.669 0.673 0.841 climbingup 0.889 0.002 0.926 0.889 0.907 0.963 jumping 0.87 0.023 0.858 0.87 0.864 0.938 lying 0.646 0.073 0.595 0.646 0.62 0.836 standing 0.547 0.066 0.583 0.547 0.564 0.815 sitting 0.792 0.041 0.813 0.792 0.802 0.89 running 0.765 0.031 0.8 0.765 0.782 0.896 walking Weighted Avg. 0.725 0.045 0.726 0.725 0.725 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 501 101 1 1 1 2 7 61 | a = climbingdown 112 494 0 2 11 4 17 98 | b = climbingup 0 0 112 0 0 0 14 0 | c = jumping 1 4 4 745 21 72 9 0 | d = lying 1 4 0 15 565 192 97 1 | e = standing 3 8 0 91 239 483 58 1 | f = sitting 12 14 4 14 112 75 887 2 | g = running 91 106 0 0 0 1 2 652 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4382 71.5429 % Incorrectly Classified Instances 1743 28.4571 % Kappa statistic 0.6689 Mean absolute error 0.0749 Root mean squared error 0.2531 Relative absolute error 34.8578 % Root relative squared error 77.235 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.039 0.69 0.698 0.694 0.859 climbingdown 0.667 0.042 0.684 0.667 0.675 0.854 climbingup 0.865 0.002 0.901 0.865 0.883 0.959 jumping 0.871 0.026 0.843 0.871 0.857 0.944 lying 0.625 0.07 0.6 0.625 0.612 0.82 standing 0.538 0.072 0.559 0.538 0.548 0.791 sitting 0.783 0.04 0.814 0.783 0.798 0.889 running 0.781 0.04 0.759 0.781 0.77 0.888 walking Weighted Avg. 0.715 0.046 0.715 0.715 0.715 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 471 97 1 1 0 2 7 96 | a = climbingdown 111 492 1 2 5 6 8 113 | b = climbingup 3 2 109 0 0 0 12 0 | c = jumping 2 1 0 745 17 81 9 0 | d = lying 0 7 0 19 547 209 93 0 | e = standing 3 8 0 105 221 476 71 0 | f = sitting 12 9 10 11 122 77 877 2 | g = running 81 103 0 1 0 1 1 665 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4403 71.8857 % Incorrectly Classified Instances 1722 28.1143 % Kappa statistic 0.6729 Mean absolute error 0.0741 Root mean squared error 0.2508 Relative absolute error 34.4946 % Root relative squared error 76.5218 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.037 0.698 0.689 0.694 0.865 climbingdown 0.701 0.044 0.686 0.701 0.693 0.858 climbingup 0.864 0.003 0.864 0.864 0.864 0.951 jumping 0.891 0.033 0.816 0.891 0.852 0.947 lying 0.635 0.066 0.616 0.635 0.626 0.83 standing 0.507 0.066 0.563 0.507 0.533 0.795 sitting 0.792 0.041 0.812 0.792 0.802 0.89 running 0.774 0.037 0.771 0.774 0.772 0.887 walking Weighted Avg. 0.719 0.046 0.716 0.719 0.717 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 465 104 3 0 0 3 5 95 | a = climbingdown 96 517 1 7 9 3 8 97 | b = climbingup 3 0 108 0 0 0 13 1 | c = jumping 3 5 0 762 16 58 11 0 | d = lying 0 6 0 16 556 211 86 0 | e = standing 1 7 0 134 211 448 82 1 | f = sitting 8 14 12 15 110 72 887 2 | g = running 90 101 1 0 0 1 0 660 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4368 71.3143 % Incorrectly Classified Instances 1757 28.6857 % Kappa statistic 0.6661 Mean absolute error 0.0751 Root mean squared error 0.2551 Relative absolute error 34.9702 % Root relative squared error 77.8356 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.035 0.707 0.677 0.692 0.858 climbingdown 0.656 0.046 0.661 0.656 0.659 0.845 climbingup 0.864 0.002 0.923 0.864 0.893 0.961 jumping 0.894 0.028 0.836 0.894 0.864 0.952 lying 0.606 0.07 0.592 0.606 0.599 0.81 standing 0.526 0.069 0.563 0.526 0.544 0.795 sitting 0.797 0.043 0.805 0.797 0.801 0.893 running 0.782 0.041 0.755 0.782 0.768 0.892 walking Weighted Avg. 0.713 0.047 0.711 0.713 0.712 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 457 106 2 3 0 1 8 98 | a = climbingdown 112 484 0 2 9 2 12 117 | b = climbingup 1 0 108 0 0 0 15 1 | c = jumping 1 2 0 764 23 57 8 0 | d = lying 1 6 0 21 530 227 90 0 | e = standing 0 6 0 111 219 465 83 0 | f = sitting 6 15 7 12 114 72 893 1 | g = running 68 113 0 1 1 2 1 667 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4394 71.7388 % Incorrectly Classified Instances 1731 28.2612 % Kappa statistic 0.6712 Mean absolute error 0.0742 Root mean squared error 0.2505 Relative absolute error 34.5194 % Root relative squared error 76.431 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.035 0.712 0.692 0.702 0.862 climbingdown 0.692 0.043 0.688 0.692 0.69 0.852 climbingup 0.872 0.003 0.845 0.872 0.858 0.949 jumping 0.875 0.028 0.837 0.875 0.855 0.941 lying 0.611 0.066 0.606 0.611 0.609 0.825 standing 0.547 0.072 0.562 0.547 0.554 0.804 sitting 0.788 0.04 0.814 0.788 0.801 0.9 running 0.77 0.041 0.752 0.77 0.761 0.891 walking Weighted Avg. 0.717 0.046 0.717 0.717 0.717 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 468 98 1 2 1 3 6 97 | a = climbingdown 87 511 3 0 3 4 13 117 | b = climbingup 3 0 109 0 0 0 13 0 | c = jumping 3 2 0 748 16 76 10 0 | d = lying 1 5 0 20 535 216 98 0 | e = standing 1 5 1 113 218 483 62 0 | f = sitting 10 12 15 11 110 76 883 3 | g = running 84 110 0 0 0 2 0 657 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4402 71.8694 % Incorrectly Classified Instances 1723 28.1306 % Kappa statistic 0.6727 Mean absolute error 0.0743 Root mean squared error 0.2509 Relative absolute error 34.5745 % Root relative squared error 76.5604 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.033 0.722 0.7 0.711 0.877 climbingdown 0.698 0.043 0.689 0.698 0.693 0.85 climbingup 0.848 0.002 0.898 0.848 0.872 0.953 jumping 0.889 0.028 0.837 0.889 0.862 0.941 lying 0.6 0.068 0.594 0.6 0.597 0.82 standing 0.521 0.072 0.548 0.521 0.534 0.788 sitting 0.804 0.039 0.823 0.804 0.813 0.901 running 0.777 0.041 0.754 0.777 0.766 0.893 walking Weighted Avg. 0.719 0.046 0.717 0.719 0.718 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 473 89 0 3 0 0 5 106 | a = climbingdown 90 515 1 2 6 5 11 108 | b = climbingup 5 0 106 0 0 0 14 0 | c = jumping 2 4 0 760 13 72 4 0 | d = lying 0 11 0 17 525 234 88 0 | e = standing 0 8 0 114 230 460 71 0 | f = sitting 5 13 11 11 110 68 900 2 | g = running 80 108 0 1 0 0 1 663 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4423 72.2122 % Incorrectly Classified Instances 1702 27.7878 % Kappa statistic 0.6766 Mean absolute error 0.0727 Root mean squared error 0.2502 Relative absolute error 33.8348 % Root relative squared error 76.3298 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.034 0.722 0.709 0.715 0.869 climbingdown 0.688 0.04 0.699 0.688 0.694 0.857 climbingup 0.897 0.002 0.919 0.897 0.908 0.955 jumping 0.868 0.025 0.849 0.868 0.858 0.942 lying 0.607 0.072 0.585 0.607 0.596 0.823 standing 0.515 0.071 0.549 0.515 0.532 0.782 sitting 0.813 0.04 0.82 0.813 0.816 0.897 running 0.804 0.039 0.768 0.804 0.786 0.905 walking Weighted Avg. 0.722 0.045 0.721 0.722 0.721 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 479 92 5 0 0 0 4 96 | a = climbingdown 102 507 0 1 4 3 15 105 | b = climbingup 4 0 113 0 0 0 9 0 | c = jumping 1 6 0 742 15 82 9 0 | d = lying 1 6 0 20 531 231 86 0 | e = standing 1 8 0 103 242 455 73 1 | f = sitting 7 12 5 7 116 58 910 5 | g = running 68 94 0 1 0 0 4 686 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4419 72.1469 % Incorrectly Classified Instances 1706 27.8531 % Kappa statistic 0.6758 Mean absolute error 0.0731 Root mean squared error 0.25 Relative absolute error 34.0093 % Root relative squared error 76.2718 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.034 0.727 0.722 0.725 0.88 climbingdown 0.683 0.043 0.688 0.683 0.685 0.849 climbingup 0.816 0.002 0.887 0.816 0.85 0.947 jumping 0.858 0.023 0.856 0.858 0.857 0.938 lying 0.634 0.068 0.608 0.634 0.621 0.838 standing 0.536 0.071 0.561 0.536 0.548 0.796 sitting 0.811 0.042 0.812 0.811 0.812 0.902 running 0.768 0.042 0.748 0.768 0.758 0.888 walking Weighted Avg. 0.721 0.046 0.721 0.721 0.721 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 488 84 2 0 0 0 6 96 | a = climbingdown 90 504 1 1 4 4 12 122 | b = climbingup 1 2 102 1 0 0 18 1 | c = jumping 1 3 0 734 17 97 3 0 | d = lying 0 6 0 20 554 197 97 0 | e = standing 2 8 0 91 236 473 72 1 | f = sitting 15 7 9 10 99 71 909 1 | g = running 74 119 1 0 1 1 2 655 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4364 71.249 % Incorrectly Classified Instances 1761 28.751 % Kappa statistic 0.6656 Mean absolute error 0.0761 Root mean squared error 0.2551 Relative absolute error 35.3982 % Root relative squared error 77.8325 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.04 0.679 0.678 0.678 0.852 climbingdown 0.671 0.045 0.671 0.671 0.671 0.841 climbingup 0.888 0.004 0.835 0.888 0.86 0.972 jumping 0.869 0.024 0.855 0.869 0.862 0.94 lying 0.629 0.07 0.601 0.629 0.615 0.831 standing 0.55 0.071 0.566 0.55 0.558 0.787 sitting 0.785 0.04 0.814 0.785 0.799 0.896 running 0.752 0.041 0.75 0.752 0.751 0.885 walking Weighted Avg. 0.712 0.046 0.713 0.712 0.713 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 458 101 1 0 1 1 6 108 | a = climbingdown 112 495 0 2 9 9 10 101 | b = climbingup 1 2 111 0 0 0 11 0 | c = jumping 5 0 2 743 21 72 11 1 | d = lying 1 7 0 17 550 206 94 0 | e = standing 1 7 0 98 224 486 67 0 | f = sitting 5 11 19 9 109 84 880 4 | g = running 92 115 0 0 1 1 2 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4433 72.3755 % Incorrectly Classified Instances 1692 27.6245 % Kappa statistic 0.6786 Mean absolute error 0.0731 Root mean squared error 0.2496 Relative absolute error 34.007 % Root relative squared error 76.1532 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.035 0.712 0.7 0.706 0.873 climbingdown 0.705 0.044 0.689 0.705 0.697 0.861 climbingup 0.88 0.002 0.924 0.88 0.902 0.971 jumping 0.906 0.029 0.835 0.906 0.869 0.952 lying 0.611 0.067 0.605 0.611 0.608 0.822 standing 0.514 0.069 0.555 0.514 0.534 0.785 sitting 0.805 0.039 0.821 0.805 0.813 0.893 running 0.779 0.037 0.774 0.779 0.777 0.894 walking Weighted Avg. 0.724 0.045 0.721 0.724 0.722 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 473 107 0 1 0 0 3 92 | a = climbingdown 92 520 1 0 6 8 11 100 | b = climbingup 2 1 110 0 0 2 10 0 | c = jumping 2 1 0 775 11 58 8 0 | d = lying 0 3 0 20 535 224 93 0 | e = standing 7 4 0 123 225 454 70 0 | f = sitting 4 16 8 9 108 72 902 2 | g = running 84 103 0 0 0 0 1 664 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4476 73.0776 % Incorrectly Classified Instances 1649 26.9224 % Kappa statistic 0.6868 Mean absolute error 0.071 Root mean squared error 0.2449 Relative absolute error 33.0378 % Root relative squared error 74.711 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.037 0.709 0.722 0.716 0.883 climbingdown 0.714 0.039 0.716 0.714 0.715 0.861 climbingup 0.904 0.002 0.904 0.904 0.904 0.958 jumping 0.896 0.026 0.846 0.896 0.87 0.95 lying 0.61 0.067 0.603 0.61 0.607 0.833 standing 0.553 0.07 0.572 0.553 0.562 0.805 sitting 0.792 0.04 0.818 0.792 0.805 0.898 running 0.789 0.033 0.794 0.789 0.792 0.89 walking Weighted Avg. 0.731 0.044 0.73 0.731 0.73 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 488 94 1 1 0 2 8 82 | a = climbingdown 96 527 0 1 9 4 10 91 | b = climbingup 1 1 113 0 0 0 10 0 | c = jumping 2 2 0 766 14 60 11 0 | d = lying 0 3 0 18 534 226 94 0 | e = standing 2 11 0 107 211 489 63 1 | f = sitting 7 13 11 12 117 73 887 0 | g = running 92 85 0 0 0 1 2 672 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4405 71.9184 % Incorrectly Classified Instances 1720 28.0816 % Kappa statistic 0.6733 Mean absolute error 0.0742 Root mean squared error 0.2512 Relative absolute error 34.5477 % Root relative squared error 76.6443 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.042 0.674 0.705 0.689 0.861 climbingdown 0.653 0.046 0.659 0.653 0.656 0.837 climbingup 0.881 0.002 0.917 0.881 0.899 0.964 jumping 0.867 0.028 0.834 0.867 0.85 0.941 lying 0.614 0.059 0.635 0.614 0.624 0.824 standing 0.55 0.07 0.568 0.55 0.559 0.802 sitting 0.806 0.043 0.807 0.806 0.807 0.898 running 0.785 0.036 0.779 0.785 0.782 0.891 walking Weighted Avg. 0.719 0.046 0.718 0.719 0.718 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 476 107 2 0 1 0 4 85 | a = climbingdown 128 482 0 2 4 1 18 103 | b = climbingup 2 3 111 0 0 0 9 1 | c = jumping 1 3 0 741 14 82 14 0 | d = lying 0 12 0 18 537 201 107 0 | e = standing 8 7 0 119 201 486 62 1 | f = sitting 9 18 8 8 89 85 903 0 | g = running 82 99 0 0 0 0 2 669 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4402 71.8694 % Incorrectly Classified Instances 1723 28.1306 % Kappa statistic 0.6728 Mean absolute error 0.0739 Root mean squared error 0.2517 Relative absolute error 34.4131 % Root relative squared error 76.7818 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.037 0.71 0.733 0.722 0.883 climbingdown 0.676 0.042 0.687 0.676 0.682 0.845 climbingup 0.873 0.002 0.909 0.873 0.891 0.963 jumping 0.846 0.026 0.839 0.846 0.842 0.926 lying 0.619 0.072 0.588 0.619 0.603 0.819 standing 0.531 0.074 0.549 0.531 0.539 0.779 sitting 0.794 0.039 0.819 0.794 0.806 0.895 running 0.792 0.034 0.789 0.792 0.79 0.903 walking Weighted Avg. 0.719 0.046 0.719 0.719 0.719 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 495 95 2 0 0 1 3 79 | a = climbingdown 111 499 0 2 9 7 12 98 | b = climbingup 0 0 110 0 0 0 16 0 | c = jumping 2 2 0 723 26 88 12 2 | d = lying 2 12 0 18 542 212 89 0 | e = standing 3 3 0 110 233 469 65 1 | f = sitting 6 17 9 9 112 77 889 1 | g = running 78 98 0 0 0 1 0 675 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4391 71.6898 % Incorrectly Classified Instances 1734 28.3102 % Kappa statistic 0.6705 Mean absolute error 0.0745 Root mean squared error 0.2518 Relative absolute error 34.6738 % Root relative squared error 76.8338 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.039 0.697 0.721 0.709 0.869 climbingdown 0.676 0.04 0.697 0.676 0.686 0.841 climbingup 0.833 0.002 0.913 0.833 0.871 0.957 jumping 0.864 0.023 0.857 0.864 0.861 0.939 lying 0.614 0.071 0.59 0.614 0.602 0.824 standing 0.529 0.073 0.548 0.529 0.538 0.787 sitting 0.815 0.042 0.812 0.815 0.813 0.902 running 0.755 0.038 0.761 0.755 0.758 0.882 walking Weighted Avg. 0.717 0.046 0.717 0.717 0.717 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 487 85 2 2 0 1 7 91 | a = climbingdown 107 499 0 0 2 6 17 107 | b = climbingup 4 2 105 0 0 0 15 0 | c = jumping 0 0 0 739 19 86 11 0 | d = lying 0 4 0 20 537 226 88 0 | e = standing 5 2 0 94 241 467 74 0 | f = sitting 4 10 8 7 111 63 913 4 | g = running 92 114 0 0 0 3 0 644 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4373 71.3959 % Incorrectly Classified Instances 1752 28.6041 % Kappa statistic 0.6672 Mean absolute error 0.0748 Root mean squared error 0.2524 Relative absolute error 34.8229 % Root relative squared error 77.0115 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.038 0.682 0.652 0.667 0.842 climbingdown 0.678 0.046 0.668 0.678 0.672 0.853 climbingup 0.913 0.002 0.898 0.913 0.906 0.981 jumping 0.883 0.03 0.827 0.883 0.854 0.951 lying 0.617 0.062 0.625 0.617 0.621 0.835 standing 0.518 0.07 0.555 0.518 0.535 0.794 sitting 0.799 0.044 0.802 0.799 0.801 0.893 running 0.787 0.041 0.757 0.787 0.772 0.896 walking Weighted Avg. 0.714 0.047 0.711 0.714 0.712 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 440 124 2 1 0 4 6 98 | a = climbingdown 98 500 0 2 4 6 14 114 | b = climbingup 1 0 115 0 0 0 10 0 | c = jumping 3 3 0 755 11 73 10 0 | d = lying 0 11 0 19 540 214 91 0 | e = standing 0 3 0 121 213 457 89 0 | f = sitting 15 16 11 15 95 70 895 3 | g = running 88 92 0 0 1 0 1 671 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4389 71.6571 % Incorrectly Classified Instances 1736 28.3429 % Kappa statistic 0.6701 Mean absolute error 0.0743 Root mean squared error 0.2523 Relative absolute error 34.5623 % Root relative squared error 76.9895 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.037 0.702 0.692 0.697 0.858 climbingdown 0.657 0.045 0.667 0.657 0.662 0.835 climbingup 0.865 0.002 0.893 0.865 0.879 0.983 jumping 0.882 0.028 0.835 0.882 0.858 0.944 lying 0.598 0.063 0.611 0.598 0.605 0.819 standing 0.523 0.073 0.548 0.523 0.535 0.78 sitting 0.813 0.043 0.809 0.813 0.811 0.902 running 0.794 0.039 0.768 0.794 0.781 0.895 walking Weighted Avg. 0.717 0.046 0.714 0.717 0.715 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 468 111 1 1 0 3 7 85 | a = climbingdown 105 485 1 4 7 5 18 113 | b = climbingup 0 0 109 0 0 0 17 0 | c = jumping 2 0 0 754 19 69 10 1 | d = lying 0 8 0 23 523 236 83 1 | e = standing 5 14 0 112 213 462 77 0 | f = sitting 8 16 11 9 94 67 911 4 | g = running 79 93 0 0 0 1 3 677 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4371 71.3633 % Incorrectly Classified Instances 1754 28.6367 % Kappa statistic 0.6669 Mean absolute error 0.0753 Root mean squared error 0.2516 Relative absolute error 35.0656 % Root relative squared error 76.7571 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.041 0.675 0.695 0.685 0.859 climbingdown 0.673 0.042 0.688 0.673 0.68 0.848 climbingup 0.873 0.002 0.894 0.873 0.884 0.947 jumping 0.895 0.029 0.834 0.895 0.863 0.95 lying 0.644 0.07 0.605 0.644 0.624 0.841 standing 0.511 0.068 0.558 0.511 0.533 0.803 sitting 0.792 0.037 0.827 0.792 0.809 0.898 running 0.736 0.043 0.735 0.736 0.735 0.883 walking Weighted Avg. 0.714 0.046 0.712 0.714 0.713 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 470 91 1 0 0 0 8 106 | a = climbingdown 108 496 1 2 4 3 8 115 | b = climbingup 2 0 110 0 0 0 14 0 | c = jumping 0 1 1 766 18 63 6 1 | d = lying 1 4 0 20 563 211 75 0 | e = standing 4 5 0 119 236 451 68 0 | f = sitting 11 9 8 11 109 80 887 5 | g = running 100 115 2 1 0 0 7 628 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4372 71.3796 % Incorrectly Classified Instances 1753 28.6204 % Kappa statistic 0.667 Mean absolute error 0.075 Root mean squared error 0.2525 Relative absolute error 34.8907 % Root relative squared error 77.0251 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.031 0.724 0.664 0.693 0.861 climbingdown 0.698 0.052 0.646 0.698 0.671 0.844 climbingup 0.872 0.002 0.893 0.872 0.883 0.97 jumping 0.867 0.024 0.853 0.867 0.86 0.947 lying 0.64 0.074 0.589 0.64 0.613 0.825 standing 0.531 0.069 0.563 0.531 0.546 0.803 sitting 0.788 0.043 0.806 0.788 0.797 0.891 running 0.758 0.036 0.772 0.758 0.765 0.897 walking Weighted Avg. 0.714 0.047 0.715 0.714 0.714 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 449 124 0 2 0 1 4 96 | a = climbingdown 93 515 2 1 10 6 18 93 | b = climbingup 3 0 109 0 0 0 13 0 | c = jumping 3 3 0 741 16 87 5 0 | d = lying 0 6 0 20 560 202 87 0 | e = standing 0 1 0 97 235 469 82 0 | f = sitting 4 17 11 8 129 66 883 2 | g = running 68 131 0 0 1 2 4 646 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4338 70.8245 % Incorrectly Classified Instances 1787 29.1755 % Kappa statistic 0.6606 Mean absolute error 0.0768 Root mean squared error 0.2545 Relative absolute error 35.73 % Root relative squared error 77.6478 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.039 0.685 0.69 0.688 0.864 climbingdown 0.664 0.045 0.668 0.664 0.666 0.851 climbingup 0.848 0.002 0.898 0.848 0.872 0.965 jumping 0.885 0.027 0.841 0.885 0.863 0.944 lying 0.607 0.07 0.592 0.607 0.599 0.835 standing 0.531 0.072 0.554 0.531 0.542 0.802 sitting 0.763 0.045 0.792 0.763 0.777 0.874 running 0.779 0.039 0.763 0.779 0.771 0.893 walking Weighted Avg. 0.708 0.048 0.707 0.708 0.708 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 466 100 1 3 0 0 5 100 | a = climbingdown 121 490 1 1 5 4 15 101 | b = climbingup 1 3 106 0 0 0 15 0 | c = jumping 1 4 0 757 19 58 16 0 | d = lying 1 6 0 18 531 217 102 0 | e = standing 1 8 0 113 224 469 69 0 | f = sitting 5 22 10 8 117 99 855 5 | g = running 84 101 0 0 1 0 2 664 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4417 72.1143 % Incorrectly Classified Instances 1708 27.8857 % Kappa statistic 0.6756 Mean absolute error 0.0738 Root mean squared error 0.25 Relative absolute error 34.3708 % Root relative squared error 76.2811 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.039 0.688 0.701 0.694 0.875 climbingdown 0.686 0.043 0.688 0.686 0.687 0.853 climbingup 0.912 0.001 0.95 0.912 0.931 0.976 jumping 0.87 0.028 0.834 0.87 0.852 0.936 lying 0.625 0.067 0.61 0.625 0.617 0.831 standing 0.537 0.071 0.559 0.537 0.548 0.786 sitting 0.798 0.037 0.829 0.798 0.813 0.9 running 0.779 0.038 0.767 0.779 0.773 0.89 walking Weighted Avg. 0.721 0.045 0.721 0.721 0.721 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 473 98 0 2 0 0 7 95 | a = climbingdown 113 506 0 2 3 4 9 101 | b = climbingup 1 2 114 0 0 0 8 0 | c = jumping 2 5 0 745 18 74 11 1 | d = lying 0 4 0 17 547 216 90 1 | e = standing 2 7 0 119 221 474 59 1 | f = sitting 8 16 5 8 107 80 894 3 | g = running 89 97 1 0 1 0 0 664 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4428 72.2939 % Incorrectly Classified Instances 1697 27.7061 % Kappa statistic 0.6775 Mean absolute error 0.0726 Root mean squared error 0.2492 Relative absolute error 33.7718 % Root relative squared error 76.0229 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.034 0.722 0.707 0.714 0.879 climbingdown 0.709 0.045 0.684 0.709 0.696 0.861 climbingup 0.856 0.002 0.922 0.856 0.888 0.95 jumping 0.889 0.028 0.836 0.889 0.862 0.946 lying 0.591 0.06 0.62 0.591 0.605 0.814 standing 0.546 0.074 0.553 0.546 0.55 0.795 sitting 0.818 0.041 0.817 0.818 0.817 0.907 running 0.756 0.038 0.762 0.756 0.759 0.893 walking Weighted Avg. 0.723 0.045 0.721 0.723 0.722 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 477 96 1 1 1 0 7 92 | a = climbingdown 89 523 0 1 5 8 6 106 | b = climbingup 2 0 107 0 0 0 16 0 | c = jumping 0 2 0 760 17 66 10 0 | d = lying 1 4 0 20 517 243 89 1 | e = standing 3 2 0 119 201 482 76 0 | f = sitting 5 18 8 8 93 70 917 2 | g = running 84 120 0 0 0 2 2 645 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4384 71.5755 % Incorrectly Classified Instances 1741 28.4245 % Kappa statistic 0.6693 Mean absolute error 0.0745 Root mean squared error 0.2509 Relative absolute error 34.6958 % Root relative squared error 76.556 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.038 0.708 0.738 0.723 0.886 climbingdown 0.682 0.043 0.684 0.682 0.683 0.857 climbingup 0.857 0.001 0.947 0.857 0.9 0.969 jumping 0.87 0.027 0.841 0.87 0.855 0.953 lying 0.592 0.068 0.591 0.592 0.592 0.814 standing 0.537 0.078 0.538 0.537 0.537 0.794 sitting 0.797 0.039 0.82 0.797 0.809 0.902 running 0.757 0.037 0.767 0.757 0.762 0.881 walking Weighted Avg. 0.716 0.046 0.716 0.716 0.716 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 498 81 2 0 0 1 10 83 | a = climbingdown 104 503 0 0 5 6 10 110 | b = climbingup 3 0 108 2 0 0 13 0 | c = jumping 1 1 0 744 15 84 10 0 | d = lying 0 8 0 15 518 247 87 0 | e = standing 3 10 0 114 221 474 61 0 | f = sitting 12 14 4 9 116 69 893 3 | g = running 82 118 0 1 1 0 5 646 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4435 72.4082 % Incorrectly Classified Instances 1690 27.5918 % Kappa statistic 0.679 Mean absolute error 0.0727 Root mean squared error 0.2479 Relative absolute error 33.8337 % Root relative squared error 75.625 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.036 0.715 0.719 0.717 0.877 climbingdown 0.676 0.043 0.681 0.676 0.678 0.846 climbingup 0.865 0.002 0.886 0.865 0.876 0.968 jumping 0.878 0.027 0.842 0.878 0.86 0.944 lying 0.609 0.061 0.623 0.609 0.616 0.834 standing 0.546 0.076 0.548 0.546 0.547 0.795 sitting 0.806 0.041 0.816 0.806 0.811 0.903 running 0.789 0.035 0.786 0.789 0.788 0.892 walking Weighted Avg. 0.724 0.045 0.723 0.724 0.724 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 486 105 1 2 1 0 8 73 | a = climbingdown 103 499 0 2 4 11 11 108 | b = climbingup 0 2 109 0 0 0 15 0 | c = jumping 1 3 0 751 14 71 15 0 | d = lying 0 6 0 10 532 240 86 0 | e = standing 2 7 0 120 203 482 69 0 | f = sitting 10 9 13 7 100 76 903 2 | g = running 78 102 0 0 0 0 0 673 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4406 71.9347 % Incorrectly Classified Instances 1719 28.0653 % Kappa statistic 0.6735 Mean absolute error 0.0737 Root mean squared error 0.2503 Relative absolute error 34.2891 % Root relative squared error 76.3788 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.038 0.694 0.691 0.692 0.851 climbingdown 0.678 0.045 0.672 0.678 0.675 0.855 climbingup 0.873 0.001 0.932 0.873 0.902 0.955 jumping 0.871 0.026 0.844 0.871 0.857 0.944 lying 0.628 0.062 0.629 0.628 0.629 0.83 standing 0.562 0.077 0.552 0.562 0.557 0.801 sitting 0.801 0.035 0.838 0.801 0.819 0.899 running 0.753 0.042 0.742 0.753 0.747 0.88 walking Weighted Avg. 0.719 0.045 0.72 0.719 0.72 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 467 93 3 1 1 1 4 106 | a = climbingdown 104 500 0 1 5 5 8 115 | b = climbingup 2 0 110 0 0 0 14 0 | c = jumping 0 1 1 745 10 93 5 0 | d = lying 0 10 0 25 549 213 77 0 | e = standing 1 8 0 102 212 496 64 0 | f = sitting 10 11 4 9 96 91 897 2 | g = running 89 121 0 0 0 0 1 642 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4393 71.7224 % Incorrectly Classified Instances 1732 28.2776 % Kappa statistic 0.671 Mean absolute error 0.0738 Root mean squared error 0.2516 Relative absolute error 34.363 % Root relative squared error 76.7784 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.036 0.712 0.71 0.711 0.878 climbingdown 0.706 0.045 0.68 0.706 0.693 0.855 climbingup 0.905 0.002 0.898 0.905 0.901 0.975 jumping 0.884 0.028 0.837 0.884 0.86 0.948 lying 0.628 0.071 0.597 0.628 0.612 0.821 standing 0.478 0.069 0.538 0.478 0.506 0.775 sitting 0.804 0.043 0.809 0.804 0.807 0.893 running 0.762 0.035 0.777 0.762 0.769 0.892 walking Weighted Avg. 0.717 0.046 0.715 0.717 0.716 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 480 100 3 2 1 0 9 81 | a = climbingdown 85 521 1 1 6 6 17 101 | b = climbingup 0 0 114 0 0 0 11 1 | c = jumping 1 2 2 756 18 65 11 0 | d = lying 1 9 0 20 549 211 84 0 | e = standing 4 12 0 113 253 422 78 1 | f = sitting 10 16 7 11 92 80 901 3 | g = running 93 106 0 0 1 0 3 650 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4392 71.7061 % Incorrectly Classified Instances 1733 28.2939 % Kappa statistic 0.6707 Mean absolute error 0.0737 Root mean squared error 0.2504 Relative absolute error 34.3068 % Root relative squared error 76.3891 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.031 0.733 0.679 0.705 0.868 climbingdown 0.688 0.045 0.675 0.688 0.681 0.851 climbingup 0.802 0.003 0.871 0.802 0.835 0.933 jumping 0.882 0.027 0.842 0.882 0.861 0.953 lying 0.616 0.071 0.592 0.616 0.604 0.817 standing 0.505 0.073 0.539 0.505 0.521 0.785 sitting 0.799 0.041 0.814 0.799 0.807 0.9 running 0.81 0.039 0.769 0.81 0.789 0.913 walking Weighted Avg. 0.717 0.046 0.716 0.717 0.716 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 459 115 1 2 2 1 5 91 | a = climbingdown 89 508 4 1 6 8 10 112 | b = climbingup 4 0 101 0 0 0 19 2 | c = jumping 0 3 0 754 14 79 5 0 | d = lying 0 8 0 17 539 223 88 0 | e = standing 2 6 0 113 240 446 76 0 | f = sitting 9 18 10 9 108 69 895 2 | g = running 63 95 0 0 1 2 1 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4374 71.4122 % Incorrectly Classified Instances 1751 28.5878 % Kappa statistic 0.6675 Mean absolute error 0.0753 Root mean squared error 0.2537 Relative absolute error 35.0566 % Root relative squared error 77.3987 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.042 0.674 0.707 0.69 0.865 climbingdown 0.669 0.042 0.688 0.669 0.678 0.844 climbingup 0.913 0.002 0.891 0.913 0.902 0.976 jumping 0.864 0.026 0.844 0.864 0.854 0.938 lying 0.635 0.067 0.611 0.635 0.623 0.828 standing 0.502 0.074 0.533 0.502 0.517 0.771 sitting 0.79 0.044 0.802 0.79 0.796 0.885 running 0.779 0.035 0.783 0.779 0.781 0.899 walking Weighted Avg. 0.714 0.047 0.713 0.714 0.713 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 478 111 1 2 0 1 4 79 | a = climbingdown 117 493 0 2 6 6 13 100 | b = climbingup 0 1 115 0 0 0 10 0 | c = jumping 3 1 0 739 21 84 6 1 | d = lying 1 4 0 13 556 214 87 0 | e = standing 4 7 0 112 221 444 94 2 | f = sitting 14 10 12 8 106 83 885 2 | g = running 92 90 1 0 0 1 4 664 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4429 72.3102 % Incorrectly Classified Instances 1696 27.6898 % Kappa statistic 0.6779 Mean absolute error 0.0733 Root mean squared error 0.2497 Relative absolute error 34.1143 % Root relative squared error 76.1793 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.038 0.693 0.691 0.692 0.853 climbingdown 0.709 0.044 0.686 0.709 0.697 0.865 climbingup 0.888 0.001 0.949 0.888 0.917 0.966 jumping 0.883 0.026 0.845 0.883 0.863 0.95 lying 0.634 0.066 0.617 0.634 0.625 0.826 standing 0.535 0.072 0.554 0.535 0.544 0.797 sitting 0.795 0.037 0.827 0.795 0.811 0.893 running 0.769 0.037 0.772 0.769 0.77 0.886 walking Weighted Avg. 0.723 0.045 0.723 0.723 0.723 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 467 111 1 1 0 0 4 92 | a = climbingdown 95 523 1 1 4 5 8 101 | b = climbingup 2 1 111 0 0 0 11 0 | c = jumping 1 2 0 755 21 68 8 0 | d = lying 0 6 0 16 555 230 68 0 | e = standing 4 6 0 113 204 472 84 0 | f = sitting 11 16 4 8 116 74 890 1 | g = running 94 97 0 0 0 3 3 656 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4394 71.7388 % Incorrectly Classified Instances 1731 28.2612 % Kappa statistic 0.6711 Mean absolute error 0.0739 Root mean squared error 0.2506 Relative absolute error 34.3961 % Root relative squared error 76.4452 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.035 0.718 0.714 0.716 0.876 climbingdown 0.668 0.041 0.689 0.668 0.678 0.846 climbingup 0.896 0.002 0.903 0.896 0.9 0.98 jumping 0.874 0.03 0.827 0.874 0.85 0.945 lying 0.61 0.069 0.597 0.61 0.603 0.823 standing 0.503 0.07 0.548 0.503 0.525 0.794 sitting 0.818 0.042 0.814 0.818 0.816 0.898 running 0.779 0.04 0.757 0.779 0.768 0.895 walking Weighted Avg. 0.717 0.046 0.715 0.717 0.716 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 483 95 3 0 0 0 6 89 | a = climbingdown 91 493 0 1 5 10 16 122 | b = climbingup 1 1 112 0 0 0 11 0 | c = jumping 3 3 0 747 17 75 10 0 | d = lying 0 2 0 19 534 210 109 1 | e = standing 1 10 0 122 250 445 55 1 | f = sitting 10 13 9 13 89 70 916 0 | g = running 84 99 0 1 0 2 2 664 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4381 71.5265 % Incorrectly Classified Instances 1744 28.4735 % Kappa statistic 0.6686 Mean absolute error 0.0742 Root mean squared error 0.2519 Relative absolute error 34.5506 % Root relative squared error 76.8671 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.037 0.698 0.682 0.69 0.874 climbingdown 0.675 0.043 0.68 0.675 0.678 0.851 climbingup 0.864 0.002 0.923 0.864 0.893 0.962 jumping 0.878 0.028 0.834 0.878 0.855 0.943 lying 0.611 0.065 0.609 0.611 0.61 0.831 standing 0.516 0.071 0.55 0.516 0.532 0.785 sitting 0.802 0.043 0.805 0.802 0.804 0.894 running 0.791 0.042 0.755 0.791 0.772 0.896 walking Weighted Avg. 0.715 0.047 0.713 0.715 0.714 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 461 112 2 1 0 0 4 96 | a = climbingdown 95 498 1 1 7 4 14 118 | b = climbingup 0 2 108 0 0 0 15 0 | c = jumping 2 4 0 751 12 76 10 0 | d = lying 0 3 0 18 535 221 97 1 | e = standing 2 5 0 120 224 456 76 1 | f = sitting 14 18 6 10 99 72 898 3 | g = running 86 90 0 0 1 0 1 674 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4458 72.7837 % Incorrectly Classified Instances 1667 27.2163 % Kappa statistic 0.6833 Mean absolute error 0.0718 Root mean squared error 0.2466 Relative absolute error 33.4082 % Root relative squared error 75.2426 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.035 0.71 0.7 0.705 0.863 climbingdown 0.692 0.04 0.704 0.692 0.698 0.848 climbingup 0.872 0.002 0.893 0.872 0.883 0.97 jumping 0.884 0.024 0.856 0.884 0.87 0.951 lying 0.653 0.072 0.602 0.653 0.626 0.844 standing 0.533 0.066 0.578 0.533 0.554 0.801 sitting 0.807 0.038 0.827 0.807 0.817 0.899 running 0.778 0.04 0.76 0.778 0.769 0.894 walking Weighted Avg. 0.728 0.044 0.727 0.728 0.727 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 473 84 1 1 1 0 10 106 | a = climbingdown 101 511 1 3 4 5 13 100 | b = climbingup 0 1 109 0 0 0 15 0 | c = jumping 2 1 0 756 17 74 5 0 | d = lying 0 4 0 26 571 205 69 0 | e = standing 0 10 0 89 238 471 75 1 | f = sitting 7 12 10 8 117 60 904 2 | g = running 83 103 1 0 0 0 2 663 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4333 70.7429 % Incorrectly Classified Instances 1792 29.2571 % Kappa statistic 0.6596 Mean absolute error 0.0762 Root mean squared error 0.2568 Relative absolute error 35.4569 % Root relative squared error 78.3476 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.035 0.716 0.709 0.712 0.874 climbingdown 0.682 0.045 0.672 0.682 0.677 0.858 climbingup 0.865 0.002 0.893 0.865 0.879 0.951 jumping 0.855 0.027 0.838 0.855 0.847 0.938 lying 0.578 0.069 0.584 0.578 0.581 0.809 standing 0.531 0.083 0.519 0.531 0.525 0.787 sitting 0.791 0.04 0.815 0.791 0.803 0.892 running 0.762 0.039 0.757 0.762 0.76 0.876 walking Weighted Avg. 0.707 0.048 0.708 0.707 0.708 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 479 101 2 3 0 0 3 88 | a = climbingdown 97 503 0 1 4 4 13 115 | b = climbingup 2 0 109 0 0 0 14 1 | c = jumping 2 2 1 732 17 99 3 0 | d = lying 0 6 0 18 506 245 99 1 | e = standing 4 5 0 106 232 469 65 2 | f = sitting 7 14 10 13 107 82 886 1 | g = running 78 117 0 0 0 4 4 649 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4439 72.4735 % Incorrectly Classified Instances 1686 27.5265 % Kappa statistic 0.6798 Mean absolute error 0.0728 Root mean squared error 0.2484 Relative absolute error 33.8769 % Root relative squared error 75.7809 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.038 0.698 0.704 0.701 0.87 climbingdown 0.692 0.039 0.711 0.692 0.701 0.857 climbingup 0.929 0.001 0.936 0.929 0.932 0.977 jumping 0.88 0.025 0.853 0.88 0.866 0.947 lying 0.661 0.073 0.601 0.661 0.629 0.836 standing 0.504 0.066 0.563 0.504 0.532 0.792 sitting 0.806 0.039 0.822 0.806 0.814 0.902 running 0.771 0.039 0.76 0.771 0.765 0.887 walking Weighted Avg. 0.725 0.045 0.724 0.725 0.724 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 476 84 1 0 1 0 6 108 | a = climbingdown 99 511 2 4 6 5 14 97 | b = climbingup 0 0 117 0 0 0 9 0 | c = jumping 1 0 0 752 19 74 9 0 | d = lying 0 7 0 17 578 196 76 1 | e = standing 1 3 0 103 250 445 81 0 | f = sitting 11 15 5 6 107 71 903 2 | g = running 94 99 0 0 1 0 1 657 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4402 71.8694 % Incorrectly Classified Instances 1723 28.1306 % Kappa statistic 0.6727 Mean absolute error 0.0737 Root mean squared error 0.2511 Relative absolute error 34.2923 % Root relative squared error 76.6164 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.038 0.707 0.747 0.726 0.88 climbingdown 0.648 0.042 0.677 0.648 0.662 0.836 climbingup 0.881 0.002 0.888 0.881 0.884 0.963 jumping 0.877 0.027 0.84 0.877 0.858 0.944 lying 0.62 0.065 0.613 0.62 0.617 0.83 standing 0.541 0.071 0.562 0.541 0.552 0.789 sitting 0.791 0.045 0.797 0.791 0.794 0.889 running 0.764 0.036 0.775 0.764 0.77 0.891 walking Weighted Avg. 0.719 0.046 0.717 0.719 0.718 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 504 91 2 0 0 1 5 72 | a = climbingdown 108 478 2 2 8 7 18 115 | b = climbingup 3 0 111 0 0 0 12 0 | c = jumping 0 2 0 750 19 75 9 0 | d = lying 0 6 0 19 542 206 100 1 | e = standing 2 6 0 107 211 478 79 0 | f = sitting 7 14 10 15 104 83 887 1 | g = running 89 109 0 0 0 0 3 652 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4361 71.2 % Incorrectly Classified Instances 1764 28.8 % Kappa statistic 0.665 Mean absolute error 0.0755 Root mean squared error 0.254 Relative absolute error 35.1187 % Root relative squared error 77.5054 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.04 0.683 0.693 0.688 0.868 climbingdown 0.698 0.049 0.662 0.698 0.679 0.857 climbingup 0.865 0.002 0.916 0.865 0.89 0.959 jumping 0.885 0.028 0.836 0.885 0.86 0.945 lying 0.579 0.063 0.603 0.579 0.591 0.814 standing 0.528 0.08 0.527 0.528 0.527 0.775 sitting 0.798 0.041 0.813 0.798 0.806 0.896 running 0.756 0.032 0.792 0.756 0.774 0.888 walking Weighted Avg. 0.712 0.047 0.712 0.712 0.712 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 468 114 0 2 0 0 7 84 | a = climbingdown 114 515 0 1 3 7 15 83 | b = climbingup 2 1 109 0 0 0 14 0 | c = jumping 2 1 2 757 16 72 5 0 | d = lying 0 4 0 18 506 260 86 0 | e = standing 1 11 0 119 207 466 78 1 | f = sitting 12 15 7 7 107 77 895 1 | g = running 86 117 1 1 0 2 1 645 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4399 71.8204 % Incorrectly Classified Instances 1726 28.1796 % Kappa statistic 0.6721 Mean absolute error 0.0736 Root mean squared error 0.2505 Relative absolute error 34.2717 % Root relative squared error 76.4294 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.035 0.71 0.695 0.702 0.867 climbingdown 0.698 0.042 0.693 0.698 0.695 0.859 climbingup 0.857 0.002 0.923 0.857 0.889 0.957 jumping 0.887 0.027 0.84 0.887 0.863 0.948 lying 0.602 0.066 0.605 0.602 0.603 0.827 standing 0.527 0.076 0.538 0.527 0.532 0.795 sitting 0.791 0.042 0.81 0.791 0.801 0.888 running 0.787 0.038 0.769 0.787 0.778 0.897 walking Weighted Avg. 0.718 0.046 0.717 0.718 0.718 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 469 96 1 2 0 1 6 100 | a = climbingdown 103 515 1 1 7 3 6 102 | b = climbingup 0 3 108 2 0 0 13 0 | c = jumping 0 3 1 758 10 74 9 0 | d = lying 0 8 0 16 526 233 91 0 | e = standing 2 4 0 110 221 465 81 0 | f = sitting 10 11 6 13 106 88 887 0 | g = running 77 103 0 0 0 0 2 671 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4342 70.8898 % Incorrectly Classified Instances 1783 29.1102 % Kappa statistic 0.6613 Mean absolute error 0.076 Root mean squared error 0.2553 Relative absolute error 35.3526 % Root relative squared error 77.9009 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.038 0.688 0.679 0.683 0.853 climbingdown 0.664 0.045 0.668 0.664 0.666 0.847 climbingup 0.881 0.002 0.888 0.881 0.884 0.967 jumping 0.875 0.024 0.856 0.875 0.865 0.941 lying 0.609 0.074 0.578 0.609 0.593 0.813 standing 0.496 0.07 0.543 0.496 0.518 0.784 sitting 0.796 0.046 0.793 0.796 0.794 0.896 running 0.789 0.038 0.77 0.789 0.779 0.899 walking Weighted Avg. 0.709 0.048 0.707 0.709 0.708 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 458 114 1 0 0 3 7 92 | a = climbingdown 111 490 1 2 4 5 16 109 | b = climbingup 2 1 111 0 0 0 12 0 | c = jumping 5 7 0 748 13 70 12 0 | d = lying 0 5 0 17 533 221 99 0 | e = standing 0 9 0 95 256 438 85 0 | f = sitting 7 12 12 12 116 70 891 0 | g = running 83 96 0 0 0 0 1 673 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4465 72.898 % Incorrectly Classified Instances 1660 27.102 % Kappa statistic 0.6846 Mean absolute error 0.0715 Root mean squared error 0.2441 Relative absolute error 33.2987 % Root relative squared error 74.4766 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.032 0.728 0.698 0.713 0.873 climbingdown 0.702 0.041 0.7 0.702 0.701 0.864 climbingup 0.864 0.002 0.915 0.864 0.889 0.967 jumping 0.876 0.026 0.843 0.876 0.859 0.944 lying 0.654 0.073 0.6 0.654 0.625 0.842 standing 0.501 0.067 0.558 0.501 0.528 0.803 sitting 0.818 0.035 0.84 0.818 0.829 0.91 running 0.807 0.039 0.77 0.807 0.788 0.906 walking Weighted Avg. 0.729 0.044 0.728 0.729 0.728 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 471 104 1 1 0 0 4 94 | a = climbingdown 94 518 0 0 6 5 6 109 | b = climbingup 0 1 108 0 0 0 16 0 | c = jumping 1 3 0 749 15 74 13 0 | d = lying 0 5 0 15 572 201 82 0 | e = standing 0 8 1 115 265 442 52 0 | f = sitting 5 15 8 8 96 69 917 3 | g = running 76 86 0 0 0 1 2 688 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4372 71.3796 % Incorrectly Classified Instances 1753 28.6204 % Kappa statistic 0.6672 Mean absolute error 0.0744 Root mean squared error 0.2522 Relative absolute error 34.6302 % Root relative squared error 76.9377 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.035 0.703 0.674 0.688 0.861 climbingdown 0.701 0.046 0.675 0.701 0.688 0.857 climbingup 0.897 0.002 0.89 0.897 0.893 0.955 jumping 0.874 0.029 0.829 0.874 0.851 0.937 lying 0.646 0.074 0.593 0.646 0.619 0.838 standing 0.511 0.073 0.541 0.511 0.525 0.795 sitting 0.776 0.034 0.837 0.776 0.806 0.893 running 0.767 0.039 0.761 0.767 0.764 0.89 walking Weighted Avg. 0.714 0.046 0.715 0.714 0.714 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 455 104 3 1 0 1 7 104 | a = climbingdown 102 517 0 1 5 7 8 98 | b = climbingup 0 0 113 0 0 0 13 0 | c = jumping 1 2 0 747 15 81 9 0 | d = lying 0 8 0 20 565 213 68 0 | e = standing 3 4 0 116 248 451 60 1 | f = sitting 3 20 11 16 119 80 870 2 | g = running 83 111 0 0 0 1 4 654 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4312 70.4 % Incorrectly Classified Instances 1813 29.6 % Kappa statistic 0.6556 Mean absolute error 0.0775 Root mean squared error 0.2566 Relative absolute error 36.0668 % Root relative squared error 78.285 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.037 0.701 0.706 0.704 0.859 climbingdown 0.683 0.043 0.684 0.683 0.683 0.859 climbingup 0.833 0.002 0.905 0.833 0.868 0.944 jumping 0.84 0.029 0.823 0.84 0.831 0.936 lying 0.581 0.067 0.591 0.581 0.586 0.818 standing 0.52 0.086 0.505 0.52 0.512 0.782 sitting 0.795 0.04 0.816 0.795 0.805 0.898 running 0.763 0.04 0.757 0.763 0.76 0.881 walking Weighted Avg. 0.704 0.048 0.705 0.704 0.704 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 477 95 3 1 0 2 8 90 | a = climbingdown 97 504 1 0 3 7 12 114 | b = climbingup 2 1 105 0 0 0 18 0 | c = jumping 4 2 0 718 18 96 17 0 | d = lying 0 3 0 18 508 264 81 0 | e = standing 4 6 0 123 223 459 65 3 | f = sitting 5 17 7 11 108 80 890 2 | g = running 91 109 0 1 0 1 0 651 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4431 72.3429 % Incorrectly Classified Instances 1694 27.6571 % Kappa statistic 0.6782 Mean absolute error 0.0728 Root mean squared error 0.2479 Relative absolute error 33.8692 % Root relative squared error 75.6424 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.034 0.715 0.686 0.7 0.858 climbingdown 0.687 0.044 0.681 0.687 0.684 0.857 climbingup 0.849 0.002 0.884 0.849 0.866 0.95 jumping 0.877 0.029 0.831 0.877 0.854 0.942 lying 0.65 0.067 0.617 0.65 0.633 0.833 standing 0.519 0.069 0.559 0.519 0.538 0.795 sitting 0.804 0.04 0.818 0.804 0.811 0.9 running 0.792 0.036 0.78 0.792 0.786 0.91 walking Weighted Avg. 0.723 0.045 0.722 0.723 0.722 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 464 109 1 1 1 4 7 89 | a = climbingdown 104 507 0 1 6 6 15 99 | b = climbingup 2 2 107 0 0 0 15 0 | c = jumping 1 2 0 750 14 78 10 0 | d = lying 2 6 0 23 568 193 82 0 | e = standing 1 4 0 118 232 458 70 0 | f = sitting 7 8 12 9 99 81 901 3 | g = running 68 106 1 0 0 0 2 676 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4414 72.0653 % Incorrectly Classified Instances 1711 27.9347 % Kappa statistic 0.675 Mean absolute error 0.0738 Root mean squared error 0.2503 Relative absolute error 34.3694 % Root relative squared error 76.3771 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.035 0.711 0.685 0.698 0.852 climbingdown 0.667 0.043 0.681 0.667 0.674 0.842 climbingup 0.913 0.002 0.898 0.913 0.906 0.98 jumping 0.876 0.026 0.846 0.876 0.861 0.946 lying 0.615 0.068 0.6 0.615 0.607 0.826 standing 0.533 0.073 0.553 0.533 0.543 0.811 sitting 0.814 0.037 0.832 0.814 0.823 0.906 running 0.791 0.042 0.754 0.791 0.772 0.899 walking Weighted Avg. 0.721 0.045 0.72 0.721 0.72 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 463 96 0 2 1 0 7 107 | a = climbingdown 110 492 1 0 10 3 14 108 | b = climbingup 1 0 115 0 0 0 10 0 | c = jumping 4 2 1 749 15 78 5 1 | d = lying 1 1 0 9 538 241 85 0 | e = standing 3 7 0 117 224 471 61 0 | f = sitting 2 17 11 8 109 57 912 4 | g = running 67 107 0 0 0 2 2 674 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4384 71.5755 % Incorrectly Classified Instances 1741 28.4245 % Kappa statistic 0.6693 Mean absolute error 0.0746 Root mean squared error 0.2523 Relative absolute error 34.7267 % Root relative squared error 76.9666 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.037 0.703 0.716 0.71 0.875 climbingdown 0.654 0.043 0.676 0.654 0.665 0.844 climbingup 0.833 0.003 0.847 0.833 0.84 0.926 jumping 0.855 0.021 0.869 0.855 0.862 0.939 lying 0.63 0.077 0.576 0.63 0.602 0.829 standing 0.552 0.072 0.564 0.552 0.558 0.796 sitting 0.782 0.04 0.813 0.782 0.797 0.895 running 0.783 0.037 0.776 0.783 0.779 0.897 walking Weighted Avg. 0.716 0.046 0.718 0.716 0.717 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 484 95 1 0 0 2 7 87 | a = climbingdown 116 483 3 0 11 9 11 105 | b = climbingup 2 0 105 0 0 0 19 0 | c = jumping 1 1 1 731 27 86 8 0 | d = lying 0 9 0 15 551 207 92 1 | e = standing 1 12 0 87 235 487 61 0 | f = sitting 2 16 14 7 132 73 876 0 | g = running 82 99 0 1 0 0 3 667 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4391 71.6898 % Incorrectly Classified Instances 1734 28.3102 % Kappa statistic 0.6707 Mean absolute error 0.0744 Root mean squared error 0.2514 Relative absolute error 34.6111 % Root relative squared error 76.7012 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.035 0.704 0.68 0.692 0.855 climbingdown 0.691 0.049 0.66 0.691 0.675 0.85 climbingup 0.905 0.001 0.934 0.905 0.919 0.96 jumping 0.88 0.025 0.853 0.88 0.866 0.948 lying 0.603 0.069 0.595 0.603 0.599 0.828 standing 0.55 0.077 0.545 0.55 0.548 0.803 sitting 0.799 0.035 0.835 0.799 0.817 0.904 running 0.758 0.038 0.765 0.758 0.762 0.885 walking Weighted Avg. 0.717 0.046 0.718 0.717 0.717 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 460 117 2 0 1 1 6 89 | a = climbingdown 89 510 1 2 9 6 15 106 | b = climbingup 3 1 114 0 0 0 8 0 | c = jumping 1 2 0 752 17 77 6 0 | d = lying 0 10 0 15 528 242 80 0 | e = standing 3 7 0 102 225 486 59 1 | f = sitting 11 10 5 11 107 79 895 2 | g = running 86 116 0 0 1 0 3 646 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4419 72.1469 % Incorrectly Classified Instances 1706 27.8531 % Kappa statistic 0.6759 Mean absolute error 0.0741 Root mean squared error 0.2498 Relative absolute error 34.506 % Root relative squared error 76.214 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.039 0.691 0.704 0.697 0.86 climbingdown 0.669 0.038 0.706 0.669 0.687 0.848 climbingup 0.848 0.003 0.876 0.848 0.862 0.945 jumping 0.881 0.023 0.86 0.881 0.87 0.946 lying 0.641 0.068 0.612 0.641 0.626 0.834 standing 0.543 0.07 0.568 0.543 0.555 0.784 sitting 0.785 0.042 0.806 0.785 0.795 0.893 running 0.786 0.041 0.756 0.786 0.771 0.893 walking Weighted Avg. 0.721 0.045 0.721 0.721 0.721 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 476 86 2 0 0 0 9 103 | a = climbingdown 110 494 0 0 4 2 16 112 | b = climbingup 0 0 106 0 0 0 19 0 | c = jumping 1 2 1 753 17 70 11 0 | d = lying 0 4 0 22 561 206 82 0 | e = standing 2 9 0 92 226 480 75 0 | f = sitting 11 14 12 9 109 85 879 1 | g = running 89 91 0 0 0 2 0 670 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4405 71.9184 % Incorrectly Classified Instances 1720 28.0816 % Kappa statistic 0.6731 Mean absolute error 0.0734 Root mean squared error 0.249 Relative absolute error 34.1502 % Root relative squared error 75.9689 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.043 0.67 0.705 0.687 0.862 climbingdown 0.657 0.042 0.682 0.657 0.669 0.847 climbingup 0.824 0.001 0.963 0.824 0.888 0.967 jumping 0.879 0.023 0.859 0.879 0.869 0.95 lying 0.621 0.073 0.588 0.621 0.604 0.825 standing 0.528 0.066 0.574 0.528 0.55 0.814 sitting 0.803 0.044 0.805 0.803 0.804 0.894 running 0.798 0.035 0.784 0.798 0.791 0.909 walking Weighted Avg. 0.719 0.046 0.719 0.719 0.719 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 476 99 0 3 0 1 8 88 | a = climbingdown 136 485 0 1 3 3 14 96 | b = climbingup 4 0 103 0 0 0 18 0 | c = jumping 0 1 0 752 21 70 12 0 | d = lying 1 7 0 19 543 211 94 0 | e = standing 6 6 0 88 245 467 71 1 | f = sitting 10 22 4 11 110 62 899 2 | g = running 77 91 0 1 2 0 1 680 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4378 71.4776 % Incorrectly Classified Instances 1747 28.5224 % Kappa statistic 0.6682 Mean absolute error 0.0757 Root mean squared error 0.2526 Relative absolute error 35.2378 % Root relative squared error 77.0856 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.039 0.689 0.702 0.696 0.87 climbingdown 0.682 0.047 0.664 0.682 0.673 0.84 climbingup 0.848 0.002 0.883 0.848 0.865 0.94 jumping 0.889 0.027 0.844 0.889 0.866 0.951 lying 0.642 0.072 0.598 0.642 0.619 0.824 standing 0.494 0.064 0.566 0.494 0.528 0.788 sitting 0.797 0.041 0.813 0.797 0.805 0.901 running 0.754 0.039 0.757 0.754 0.756 0.884 walking Weighted Avg. 0.715 0.046 0.713 0.715 0.713 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 474 106 1 0 0 0 5 89 | a = climbingdown 98 503 1 0 2 10 10 113 | b = climbingup 4 1 106 0 0 0 13 1 | c = jumping 6 2 0 760 24 56 7 0 | d = lying 0 8 0 21 562 198 86 0 | e = standing 3 7 0 109 246 437 82 0 | f = sitting 9 17 12 10 106 71 893 3 | g = running 94 113 0 1 0 0 2 643 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4409 71.9837 % Incorrectly Classified Instances 1716 28.0163 % Kappa statistic 0.674 Mean absolute error 0.0734 Root mean squared error 0.2502 Relative absolute error 34.1872 % Root relative squared error 76.3373 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.041 0.683 0.704 0.693 0.864 climbingdown 0.694 0.046 0.675 0.694 0.684 0.859 climbingup 0.888 0.001 0.933 0.888 0.91 0.963 jumping 0.856 0.024 0.852 0.856 0.854 0.936 lying 0.639 0.067 0.614 0.639 0.626 0.825 standing 0.536 0.071 0.561 0.536 0.548 0.799 sitting 0.813 0.042 0.813 0.813 0.813 0.904 running 0.745 0.035 0.776 0.745 0.76 0.891 walking Weighted Avg. 0.72 0.046 0.72 0.72 0.72 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 476 102 0 0 0 2 6 90 | a = climbingdown 105 512 1 2 7 7 12 92 | b = climbingup 2 1 111 0 0 0 11 0 | c = jumping 1 2 0 732 16 96 8 0 | d = lying 1 5 0 19 559 192 99 0 | e = standing 2 7 0 93 235 473 72 1 | f = sitting 7 18 7 13 93 72 911 0 | g = running 103 111 0 0 1 1 1 635 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4398 71.8041 % Incorrectly Classified Instances 1727 28.1959 % Kappa statistic 0.672 Mean absolute error 0.0751 Root mean squared error 0.2524 Relative absolute error 34.9446 % Root relative squared error 77.0159 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.038 0.694 0.698 0.696 0.858 climbingdown 0.677 0.041 0.693 0.677 0.685 0.843 climbingup 0.912 0.003 0.877 0.912 0.894 0.968 jumping 0.868 0.027 0.837 0.868 0.852 0.935 lying 0.618 0.068 0.603 0.618 0.611 0.833 standing 0.549 0.069 0.571 0.549 0.56 0.801 sitting 0.796 0.041 0.814 0.796 0.805 0.894 running 0.766 0.041 0.753 0.766 0.759 0.883 walking Weighted Avg. 0.718 0.046 0.717 0.718 0.717 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 472 95 3 2 0 0 6 98 | a = climbingdown 99 499 0 1 5 8 10 115 | b = climbingup 1 0 114 0 0 0 10 0 | c = jumping 1 3 0 742 25 72 12 0 | d = lying 0 7 0 17 541 209 101 0 | e = standing 2 3 0 110 219 485 65 0 | f = sitting 8 14 12 13 106 74 892 1 | g = running 97 99 1 1 1 1 0 653 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4345 70.9388 % Incorrectly Classified Instances 1780 29.0612 % Kappa statistic 0.6619 Mean absolute error 0.0752 Root mean squared error 0.2546 Relative absolute error 35.0116 % Root relative squared error 77.6962 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.037 0.701 0.693 0.697 0.865 climbingdown 0.703 0.044 0.685 0.703 0.694 0.864 climbingup 0.88 0.002 0.887 0.88 0.884 0.967 jumping 0.885 0.03 0.826 0.885 0.855 0.945 lying 0.586 0.074 0.571 0.586 0.578 0.802 standing 0.498 0.071 0.541 0.498 0.518 0.781 sitting 0.778 0.044 0.798 0.778 0.788 0.886 running 0.782 0.035 0.781 0.782 0.781 0.9 walking Weighted Avg. 0.709 0.047 0.707 0.709 0.708 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 468 113 1 0 0 0 8 85 | a = climbingdown 93 519 1 2 5 5 12 101 | b = climbingup 3 1 110 0 0 0 11 0 | c = jumping 3 6 0 757 14 64 11 0 | d = lying 1 2 0 23 513 236 100 0 | e = standing 1 8 0 123 234 440 77 1 | f = sitting 15 9 12 11 133 69 871 0 | g = running 84 100 0 0 0 0 2 667 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4380 71.5102 % Incorrectly Classified Instances 1745 28.4898 % Kappa statistic 0.6685 Mean absolute error 0.0748 Root mean squared error 0.2527 Relative absolute error 34.8101 % Root relative squared error 77.0971 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.037 0.699 0.69 0.694 0.862 climbingdown 0.671 0.046 0.665 0.671 0.668 0.843 climbingup 0.848 0.002 0.914 0.848 0.88 0.965 jumping 0.883 0.027 0.843 0.883 0.862 0.945 lying 0.625 0.067 0.61 0.625 0.617 0.84 standing 0.533 0.076 0.541 0.533 0.537 0.783 sitting 0.786 0.038 0.821 0.786 0.803 0.885 running 0.774 0.038 0.766 0.774 0.77 0.892 walking Weighted Avg. 0.715 0.046 0.715 0.715 0.715 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 466 112 3 1 0 1 9 83 | a = climbingdown 94 495 0 1 3 17 14 114 | b = climbingup 2 0 106 0 0 0 17 0 | c = jumping 1 2 0 755 21 62 12 2 | d = lying 1 6 0 15 547 232 73 1 | e = standing 2 5 0 111 230 471 65 0 | f = sitting 9 27 6 13 96 87 880 2 | g = running 92 97 1 0 0 1 2 660 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4409 71.9837 % Incorrectly Classified Instances 1716 28.0163 % Kappa statistic 0.6742 Mean absolute error 0.0738 Root mean squared error 0.2513 Relative absolute error 34.3293 % Root relative squared error 76.6802 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.04 0.69 0.717 0.703 0.87 climbingdown 0.675 0.043 0.684 0.675 0.679 0.848 climbingup 0.857 0.002 0.915 0.857 0.885 0.963 jumping 0.873 0.024 0.857 0.873 0.865 0.939 lying 0.633 0.072 0.593 0.633 0.612 0.824 standing 0.546 0.073 0.558 0.546 0.552 0.787 sitting 0.773 0.038 0.822 0.773 0.797 0.884 running 0.787 0.035 0.784 0.787 0.785 0.899 walking Weighted Avg. 0.72 0.045 0.722 0.72 0.72 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 484 104 0 0 0 1 0 86 | a = climbingdown 122 498 0 0 5 3 13 97 | b = climbingup 4 0 108 0 0 0 14 0 | c = jumping 0 2 1 746 11 88 7 0 | d = lying 0 5 0 18 554 206 92 0 | e = standing 1 5 0 89 244 482 62 0 | f = sitting 9 15 9 16 120 83 866 2 | g = running 81 99 0 1 0 1 0 671 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4410 72 % Incorrectly Classified Instances 1715 28 % Kappa statistic 0.6742 Mean absolute error 0.0733 Root mean squared error 0.2495 Relative absolute error 34.1113 % Root relative squared error 76.1214 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.037 0.707 0.723 0.715 0.87 climbingdown 0.676 0.041 0.693 0.676 0.684 0.859 climbingup 0.905 0.002 0.912 0.905 0.908 0.958 jumping 0.878 0.026 0.845 0.878 0.861 0.947 lying 0.617 0.073 0.586 0.617 0.601 0.831 standing 0.503 0.067 0.559 0.503 0.53 0.788 sitting 0.807 0.042 0.81 0.807 0.809 0.904 running 0.785 0.038 0.77 0.785 0.778 0.897 walking Weighted Avg. 0.72 0.046 0.718 0.72 0.719 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 488 88 2 1 0 4 4 88 | a = climbingdown 106 499 0 4 4 2 14 109 | b = climbingup 3 0 114 0 0 0 9 0 | c = jumping 1 3 0 751 15 78 7 0 | d = lying 0 9 0 26 540 204 96 0 | e = standing 0 10 0 101 247 444 81 0 | f = sitting 10 12 9 6 115 61 904 3 | g = running 82 99 0 0 0 1 1 670 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4373 71.3959 % Incorrectly Classified Instances 1752 28.6041 % Kappa statistic 0.6671 Mean absolute error 0.0744 Root mean squared error 0.2532 Relative absolute error 34.6175 % Root relative squared error 77.2503 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.031 0.733 0.683 0.708 0.868 climbingdown 0.676 0.045 0.673 0.676 0.675 0.843 climbingup 0.865 0.002 0.916 0.865 0.89 0.969 jumping 0.88 0.028 0.838 0.88 0.858 0.951 lying 0.603 0.068 0.598 0.603 0.601 0.818 standing 0.512 0.075 0.536 0.512 0.524 0.788 sitting 0.801 0.044 0.802 0.801 0.802 0.894 running 0.791 0.042 0.754 0.791 0.772 0.895 walking Weighted Avg. 0.714 0.047 0.712 0.714 0.713 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 462 107 0 0 0 2 8 97 | a = climbingdown 98 499 0 2 3 4 11 121 | b = climbingup 1 1 109 0 0 0 15 0 | c = jumping 0 2 0 752 17 79 5 0 | d = lying 0 2 0 18 528 230 97 0 | e = standing 0 5 0 110 234 452 82 0 | f = sitting 10 10 10 15 100 76 897 2 | g = running 59 115 0 0 1 0 3 674 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4420 72.1633 % Incorrectly Classified Instances 1705 27.8367 % Kappa statistic 0.6761 Mean absolute error 0.0736 Root mean squared error 0.2501 Relative absolute error 34.2498 % Root relative squared error 76.2965 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.035 0.716 0.701 0.709 0.863 climbingdown 0.673 0.043 0.68 0.673 0.677 0.841 climbingup 0.881 0.002 0.895 0.881 0.888 0.957 jumping 0.855 0.025 0.846 0.855 0.851 0.932 lying 0.63 0.066 0.615 0.63 0.623 0.837 standing 0.546 0.075 0.551 0.546 0.548 0.797 sitting 0.806 0.036 0.832 0.806 0.819 0.907 running 0.786 0.041 0.755 0.786 0.771 0.893 walking Weighted Avg. 0.722 0.045 0.722 0.722 0.722 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 474 106 2 0 0 2 3 89 | a = climbingdown 94 497 0 2 8 5 10 122 | b = climbingup 1 0 111 0 0 0 13 1 | c = jumping 2 1 0 732 19 95 7 0 | d = lying 0 3 0 14 551 217 88 1 | e = standing 2 6 0 114 222 482 57 0 | f = sitting 11 18 11 3 96 74 903 4 | g = running 78 100 0 0 0 0 4 670 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4415 72.0816 % Incorrectly Classified Instances 1710 27.9184 % Kappa statistic 0.6752 Mean absolute error 0.0734 Root mean squared error 0.2507 Relative absolute error 34.1814 % Root relative squared error 76.4823 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.037 0.707 0.728 0.717 0.878 climbingdown 0.691 0.041 0.697 0.691 0.694 0.847 climbingup 0.865 0.003 0.879 0.865 0.872 0.95 jumping 0.883 0.026 0.848 0.883 0.865 0.945 lying 0.621 0.069 0.601 0.621 0.611 0.835 standing 0.516 0.071 0.551 0.516 0.533 0.791 sitting 0.796 0.041 0.812 0.796 0.804 0.9 running 0.772 0.037 0.772 0.772 0.772 0.888 walking Weighted Avg. 0.721 0.045 0.72 0.721 0.72 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 492 84 3 0 0 2 6 89 | a = climbingdown 103 510 0 3 4 8 10 100 | b = climbingup 2 1 109 0 0 0 14 0 | c = jumping 0 2 3 755 12 75 8 0 | d = lying 0 8 0 18 543 219 86 0 | e = standing 2 9 0 106 230 456 79 1 | f = sitting 11 14 9 8 115 68 892 4 | g = running 86 104 0 0 0 0 4 658 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4392 71.7061 % Incorrectly Classified Instances 1733 28.2939 % Kappa statistic 0.6707 Mean absolute error 0.0739 Root mean squared error 0.2518 Relative absolute error 34.3782 % Root relative squared error 76.8179 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.038 0.697 0.698 0.698 0.863 climbingdown 0.661 0.038 0.704 0.661 0.682 0.847 climbingup 0.889 0.002 0.903 0.889 0.896 0.959 jumping 0.87 0.026 0.845 0.87 0.858 0.94 lying 0.614 0.072 0.587 0.614 0.6 0.821 standing 0.521 0.07 0.558 0.521 0.539 0.79 sitting 0.805 0.042 0.811 0.805 0.808 0.898 running 0.795 0.042 0.753 0.795 0.773 0.898 walking Weighted Avg. 0.717 0.046 0.716 0.717 0.716 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 472 90 0 1 1 1 9 102 | a = climbingdown 119 488 0 0 2 3 10 116 | b = climbingup 1 0 112 0 0 0 13 0 | c = jumping 3 0 2 744 23 78 5 0 | d = lying 1 2 0 17 537 215 102 0 | e = standing 1 9 0 107 232 460 71 3 | f = sitting 4 6 10 11 120 67 902 1 | g = running 76 98 0 0 0 1 0 677 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 10 RUN: 0 FOLD: 0 Correctly Classified Instances 4105 71.7031 % Incorrectly Classified Instances 1620 28.2969 % Kappa statistic 0.6709 Mean absolute error 0.0739 Root mean squared error 0.2524 Relative absolute error 34.3755 % Root relative squared error 76.9968 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.04 0.656 0.66 0.658 0.839 climbingdown 0.645 0.043 0.643 0.645 0.644 0.838 climbingup 0.938 0.001 0.952 0.938 0.945 0.973 jumping 0.68 0.053 0.696 0.68 0.688 0.842 lying 0.62 0.069 0.626 0.62 0.623 0.81 standing 0.564 0.082 0.553 0.564 0.558 0.793 sitting 0.976 0.007 0.96 0.976 0.968 0.985 running 0.806 0.033 0.813 0.806 0.809 0.907 walking Weighted Avg. 0.717 0.046 0.717 0.717 0.717 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 391 109 1 2 2 1 3 83 | a = climbingdown 121 400 1 8 7 7 7 69 | b = climbingup 1 2 120 0 0 0 5 0 | c = jumping 2 15 0 594 106 151 4 1 | d = lying 5 3 0 102 558 227 4 1 | e = standing 5 6 0 143 212 492 10 5 | f = sitting 1 5 4 4 3 3 854 1 | g = running 70 82 0 0 4 9 3 696 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3996 69.7991 % Incorrectly Classified Instances 1729 30.2009 % Kappa statistic 0.6487 Mean absolute error 0.0775 Root mean squared error 0.258 Relative absolute error 36.0513 % Root relative squared error 78.7031 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.041 0.654 0.667 0.661 0.839 climbingdown 0.618 0.046 0.621 0.618 0.619 0.819 climbingup 0.898 0.001 0.95 0.898 0.924 0.968 jumping 0.637 0.066 0.636 0.637 0.637 0.824 lying 0.611 0.071 0.616 0.611 0.613 0.832 standing 0.53 0.083 0.536 0.53 0.533 0.787 sitting 0.947 0.008 0.956 0.947 0.952 0.975 running 0.816 0.037 0.797 0.816 0.806 0.901 walking Weighted Avg. 0.698 0.05 0.698 0.698 0.698 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 395 111 1 0 2 0 2 81 | a = climbingdown 125 383 0 7 3 7 4 91 | b = climbingup 4 0 115 0 0 0 9 0 | c = jumping 2 13 0 556 133 164 5 0 | d = lying 1 8 0 127 550 211 2 1 | e = standing 1 18 0 174 197 463 16 4 | f = sitting 8 9 4 8 3 11 829 3 | g = running 68 75 1 2 5 8 0 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4076 71.1965 % Incorrectly Classified Instances 1649 28.8035 % Kappa statistic 0.6649 Mean absolute error 0.0752 Root mean squared error 0.2546 Relative absolute error 34.9962 % Root relative squared error 77.6681 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.037 0.674 0.671 0.672 0.845 climbingdown 0.648 0.041 0.657 0.648 0.653 0.837 climbingup 0.891 0.002 0.912 0.891 0.901 0.963 jumping 0.648 0.056 0.674 0.648 0.661 0.818 lying 0.621 0.072 0.617 0.621 0.619 0.822 standing 0.574 0.083 0.553 0.574 0.563 0.803 sitting 0.953 0.007 0.96 0.953 0.956 0.977 running 0.814 0.036 0.801 0.814 0.807 0.892 walking Weighted Avg. 0.712 0.048 0.713 0.712 0.712 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 397 93 5 4 2 1 7 83 | a = climbingdown 112 402 0 8 2 11 2 83 | b = climbingup 2 1 114 0 0 1 10 0 | c = jumping 1 6 2 566 133 158 4 3 | d = lying 0 6 0 109 559 223 2 1 | e = standing 7 14 1 141 198 501 7 4 | f = sitting 7 8 3 11 5 6 834 1 | g = running 63 82 0 1 7 5 3 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4123 72.0175 % Incorrectly Classified Instances 1602 27.9825 % Kappa statistic 0.6745 Mean absolute error 0.073 Root mean squared error 0.2499 Relative absolute error 33.9718 % Root relative squared error 76.239 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.034 0.697 0.69 0.694 0.861 climbingdown 0.66 0.046 0.637 0.66 0.648 0.84 climbingup 0.93 0.001 0.945 0.93 0.938 0.974 jumping 0.675 0.066 0.647 0.675 0.661 0.835 lying 0.658 0.067 0.647 0.658 0.652 0.823 standing 0.543 0.073 0.571 0.543 0.557 0.788 sitting 0.96 0.006 0.967 0.96 0.963 0.984 running 0.799 0.032 0.817 0.799 0.807 0.905 walking Weighted Avg. 0.72 0.046 0.721 0.72 0.72 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 408 105 1 2 2 2 4 67 | a = climbingdown 91 409 0 10 10 11 3 86 | b = climbingup 1 1 120 0 0 1 6 0 | c = jumping 2 10 0 589 115 151 5 0 | d = lying 2 4 0 121 592 180 1 0 | e = standing 6 17 0 178 186 474 10 2 | f = sitting 4 8 6 8 4 5 841 0 | g = running 71 88 0 3 6 6 0 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4117 71.9252 % Incorrectly Classified Instances 1607 28.0748 % Kappa statistic 0.6735 Mean absolute error 0.0736 Root mean squared error 0.2508 Relative absolute error 34.2659 % Root relative squared error 76.5023 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.037 0.68 0.685 0.682 0.86 climbingdown 0.655 0.043 0.649 0.655 0.652 0.839 climbingup 0.945 0.002 0.903 0.945 0.924 0.969 jumping 0.687 0.061 0.67 0.687 0.678 0.834 lying 0.66 0.072 0.63 0.66 0.645 0.833 standing 0.526 0.075 0.558 0.526 0.542 0.781 sitting 0.957 0.005 0.971 0.957 0.964 0.983 running 0.804 0.031 0.822 0.804 0.813 0.892 walking Weighted Avg. 0.719 0.046 0.72 0.719 0.719 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 405 97 1 2 4 4 6 72 | a = climbingdown 107 406 1 13 5 11 4 73 | b = climbingup 4 2 121 0 0 1 0 0 | c = jumping 2 12 0 599 100 153 6 0 | d = lying 0 10 0 112 594 181 1 2 | e = standing 5 13 0 157 229 460 7 3 | f = sitting 6 4 11 7 3 7 837 0 | g = running 67 82 0 4 8 7 1 695 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4108 71.768 % Incorrectly Classified Instances 1616 28.232 % Kappa statistic 0.6715 Mean absolute error 0.0737 Root mean squared error 0.2512 Relative absolute error 34.287 % Root relative squared error 76.6223 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.036 0.676 0.66 0.668 0.845 climbingdown 0.631 0.042 0.647 0.631 0.639 0.827 climbingup 0.875 0.002 0.926 0.875 0.9 0.966 jumping 0.677 0.06 0.669 0.677 0.673 0.832 lying 0.634 0.07 0.629 0.634 0.632 0.821 standing 0.552 0.078 0.56 0.552 0.556 0.801 sitting 0.967 0.006 0.967 0.967 0.967 0.984 running 0.839 0.035 0.809 0.839 0.824 0.918 walking Weighted Avg. 0.718 0.047 0.717 0.718 0.717 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 391 117 3 1 2 6 1 71 | a = climbingdown 109 391 1 6 5 13 4 91 | b = climbingup 1 2 112 1 0 0 10 2 | c = jumping 4 9 0 590 108 156 2 3 | d = lying 2 7 0 122 571 189 5 4 | e = standing 6 16 2 150 211 482 6 0 | f = sitting 5 6 3 6 3 6 846 0 | g = running 60 56 0 6 8 8 1 725 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4099 71.6108 % Incorrectly Classified Instances 1625 28.3892 % Kappa statistic 0.6698 Mean absolute error 0.0738 Root mean squared error 0.2532 Relative absolute error 34.3152 % Root relative squared error 77.2348 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.662 0.038 0.666 0.662 0.664 0.851 climbingdown 0.68 0.044 0.65 0.68 0.665 0.847 climbingup 0.883 0.002 0.926 0.883 0.904 0.955 jumping 0.681 0.062 0.664 0.681 0.672 0.832 lying 0.644 0.068 0.637 0.644 0.641 0.829 standing 0.538 0.077 0.558 0.538 0.548 0.79 sitting 0.961 0.008 0.954 0.961 0.957 0.979 running 0.796 0.03 0.823 0.796 0.809 0.892 walking Weighted Avg. 0.716 0.047 0.716 0.716 0.716 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 392 111 2 2 2 6 2 75 | a = climbingdown 103 422 0 12 2 8 6 68 | b = climbingup 1 3 113 0 0 1 10 0 | c = jumping 0 7 0 594 107 158 5 1 | d = lying 4 9 0 119 580 182 5 1 | e = standing 4 13 3 156 215 470 10 2 | f = sitting 3 5 4 8 3 10 841 1 | g = running 82 79 0 4 1 7 3 687 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4108 71.768 % Incorrectly Classified Instances 1616 28.232 % Kappa statistic 0.6716 Mean absolute error 0.0742 Root mean squared error 0.2521 Relative absolute error 34.5031 % Root relative squared error 76.9036 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.037 0.679 0.688 0.683 0.84 climbingdown 0.673 0.044 0.651 0.673 0.661 0.842 climbingup 0.898 0.001 0.935 0.898 0.916 0.97 jumping 0.658 0.055 0.683 0.658 0.67 0.825 lying 0.659 0.07 0.638 0.659 0.648 0.833 standing 0.545 0.08 0.552 0.545 0.548 0.786 sitting 0.95 0.006 0.965 0.95 0.957 0.976 running 0.805 0.035 0.803 0.805 0.804 0.908 walking Weighted Avg. 0.718 0.046 0.719 0.718 0.718 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 407 92 2 3 1 2 2 83 | a = climbingdown 102 417 1 5 5 9 4 77 | b = climbingup 2 3 115 0 0 1 7 0 | c = jumping 4 15 0 574 107 168 3 2 | d = lying 1 7 0 106 593 189 2 2 | e = standing 3 19 1 143 215 476 11 5 | f = sitting 6 7 4 7 5 13 831 2 | g = running 74 81 0 3 4 5 1 695 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4029 70.3878 % Incorrectly Classified Instances 1695 29.6122 % Kappa statistic 0.6555 Mean absolute error 0.0768 Root mean squared error 0.257 Relative absolute error 35.7144 % Root relative squared error 78.3925 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.042 0.638 0.644 0.641 0.829 climbingdown 0.632 0.043 0.642 0.632 0.637 0.826 climbingup 0.875 0.001 0.941 0.875 0.907 0.957 jumping 0.655 0.064 0.649 0.655 0.652 0.839 lying 0.618 0.074 0.608 0.618 0.613 0.825 standing 0.546 0.076 0.564 0.546 0.555 0.79 sitting 0.952 0.006 0.965 0.952 0.959 0.977 running 0.818 0.038 0.791 0.818 0.805 0.912 walking Weighted Avg. 0.704 0.049 0.704 0.704 0.704 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 381 112 1 3 2 0 6 87 | a = climbingdown 113 392 2 4 7 10 3 89 | b = climbingup 3 0 112 0 0 1 11 1 | c = jumping 11 13 0 572 128 144 4 1 | d = lying 3 2 0 142 556 194 2 1 | e = standing 8 11 1 155 213 477 4 4 | f = sitting 4 6 3 6 5 15 833 3 | g = running 74 75 0 0 3 5 0 706 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4131 72.1698 % Incorrectly Classified Instances 1593 27.8302 % Kappa statistic 0.6763 Mean absolute error 0.0727 Root mean squared error 0.2502 Relative absolute error 33.8198 % Root relative squared error 76.3105 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.038 0.677 0.689 0.683 0.862 climbingdown 0.648 0.04 0.664 0.648 0.656 0.838 climbingup 0.906 0.003 0.872 0.906 0.889 0.96 jumping 0.659 0.057 0.674 0.659 0.666 0.833 lying 0.653 0.067 0.647 0.653 0.65 0.837 standing 0.58 0.08 0.567 0.58 0.573 0.807 sitting 0.96 0.008 0.957 0.96 0.958 0.978 running 0.806 0.032 0.819 0.806 0.813 0.903 walking Weighted Avg. 0.722 0.046 0.722 0.722 0.722 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 408 105 3 3 1 3 3 66 | a = climbingdown 110 402 2 9 3 10 6 78 | b = climbingup 2 2 116 0 0 1 7 0 | c = jumping 1 5 0 575 113 171 7 1 | d = lying 3 5 0 107 588 187 6 4 | e = standing 4 7 1 145 198 506 7 5 | f = sitting 1 6 11 8 3 6 840 0 | g = running 74 73 0 6 3 9 2 696 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4078 71.2314 % Incorrectly Classified Instances 1647 28.7686 % Kappa statistic 0.6654 Mean absolute error 0.0747 Root mean squared error 0.2542 Relative absolute error 34.773 % Root relative squared error 77.5365 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.044 0.639 0.669 0.653 0.841 climbingdown 0.644 0.039 0.668 0.644 0.656 0.837 climbingup 0.922 0.001 0.937 0.922 0.929 0.962 jumping 0.668 0.059 0.67 0.668 0.669 0.837 lying 0.622 0.068 0.629 0.622 0.626 0.819 standing 0.564 0.083 0.548 0.564 0.556 0.802 sitting 0.95 0.005 0.973 0.95 0.961 0.976 running 0.809 0.035 0.803 0.809 0.806 0.9 walking Weighted Avg. 0.712 0.047 0.714 0.712 0.713 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 396 94 1 5 2 2 4 88 | a = climbingdown 125 399 0 9 1 10 5 71 | b = climbingup 4 0 118 1 0 1 4 0 | c = jumping 4 8 0 583 115 160 1 2 | d = lying 2 3 0 107 560 221 3 4 | e = standing 5 10 1 151 202 492 6 6 | f = sitting 9 9 6 8 3 8 831 1 | g = running 75 74 0 6 7 3 0 699 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4174 72.9083 % Incorrectly Classified Instances 1551 27.0917 % Kappa statistic 0.685 Mean absolute error 0.0715 Root mean squared error 0.2467 Relative absolute error 33.279 % Root relative squared error 75.2407 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.042 0.646 0.659 0.652 0.841 climbingdown 0.669 0.042 0.658 0.669 0.663 0.85 climbingup 0.93 0.002 0.922 0.93 0.926 0.972 jumping 0.701 0.053 0.705 0.701 0.703 0.854 lying 0.65 0.063 0.657 0.65 0.653 0.836 standing 0.589 0.077 0.58 0.589 0.584 0.81 sitting 0.963 0.005 0.975 0.963 0.969 0.982 running 0.806 0.032 0.818 0.806 0.812 0.895 walking Weighted Avg. 0.729 0.044 0.73 0.729 0.73 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 390 110 5 0 5 4 1 77 | a = climbingdown 119 415 0 3 5 5 3 70 | b = climbingup 1 1 119 1 0 0 5 1 | c = jumping 6 7 1 612 99 144 4 0 | d = lying 4 5 0 100 585 202 2 2 | e = standing 6 8 0 144 193 514 5 3 | f = sitting 3 9 4 3 2 9 843 2 | g = running 75 76 0 5 2 8 2 696 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4093 71.4934 % Incorrectly Classified Instances 1632 28.5066 % Kappa statistic 0.6684 Mean absolute error 0.0742 Root mean squared error 0.2526 Relative absolute error 34.5003 % Root relative squared error 77.0466 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.666 0.041 0.65 0.666 0.658 0.849 climbingdown 0.626 0.041 0.652 0.626 0.639 0.828 climbingup 0.922 0.002 0.922 0.922 0.922 0.968 jumping 0.685 0.061 0.668 0.685 0.676 0.83 lying 0.67 0.068 0.646 0.67 0.658 0.843 standing 0.541 0.073 0.571 0.541 0.555 0.794 sitting 0.939 0.008 0.957 0.939 0.948 0.969 running 0.808 0.038 0.791 0.808 0.8 0.9 walking Weighted Avg. 0.715 0.047 0.715 0.715 0.715 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 394 105 1 3 2 2 6 79 | a = climbingdown 111 388 0 9 7 11 5 89 | b = climbingup 2 4 118 0 0 0 4 0 | c = jumping 1 11 2 598 97 155 7 2 | d = lying 1 2 0 115 603 172 4 3 | e = standing 5 11 0 158 212 472 8 7 | f = sitting 11 5 6 9 8 10 822 4 | g = running 81 69 1 3 4 5 3 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4112 71.8253 % Incorrectly Classified Instances 1613 28.1747 % Kappa statistic 0.6723 Mean absolute error 0.073 Root mean squared error 0.2503 Relative absolute error 33.9861 % Root relative squared error 76.3572 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.039 0.663 0.66 0.662 0.85 climbingdown 0.674 0.043 0.657 0.674 0.666 0.86 climbingup 0.891 0.002 0.906 0.891 0.898 0.959 jumping 0.672 0.061 0.666 0.672 0.669 0.837 lying 0.64 0.069 0.635 0.64 0.638 0.835 standing 0.578 0.075 0.581 0.578 0.58 0.815 sitting 0.963 0.008 0.957 0.963 0.96 0.978 running 0.785 0.033 0.811 0.785 0.798 0.895 walking Weighted Avg. 0.718 0.046 0.719 0.718 0.718 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 390 117 2 2 3 3 6 68 | a = climbingdown 90 418 1 10 6 10 5 80 | b = climbingup 1 2 115 2 0 0 9 0 | c = jumping 4 4 3 587 124 144 4 3 | d = lying 1 8 0 116 576 195 3 1 | e = standing 7 12 0 149 188 505 8 4 | f = sitting 5 2 6 7 2 8 843 2 | g = running 90 73 0 8 8 4 3 678 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4088 71.4186 % Incorrectly Classified Instances 1636 28.5814 % Kappa statistic 0.6676 Mean absolute error 0.0748 Root mean squared error 0.2538 Relative absolute error 34.7848 % Root relative squared error 77.4101 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.039 0.662 0.667 0.664 0.847 climbingdown 0.647 0.046 0.631 0.647 0.639 0.845 climbingup 0.93 0.002 0.922 0.93 0.926 0.974 jumping 0.669 0.058 0.677 0.669 0.673 0.841 lying 0.653 0.071 0.633 0.653 0.643 0.828 standing 0.549 0.078 0.558 0.549 0.553 0.794 sitting 0.958 0.006 0.967 0.958 0.962 0.978 running 0.793 0.033 0.809 0.793 0.801 0.898 walking Weighted Avg. 0.714 0.047 0.715 0.714 0.715 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 394 117 0 5 1 2 3 69 | a = climbingdown 105 401 2 7 5 12 5 83 | b = climbingup 2 0 119 0 0 1 6 0 | c = jumping 2 6 0 584 110 161 7 3 | d = lying 2 12 1 105 588 187 1 4 | e = standing 6 14 1 152 212 479 6 3 | f = sitting 4 4 6 5 8 10 838 0 | g = running 80 81 0 5 5 7 1 685 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4130 72.1523 % Incorrectly Classified Instances 1594 27.8477 % Kappa statistic 0.676 Mean absolute error 0.0724 Root mean squared error 0.2505 Relative absolute error 33.6644 % Root relative squared error 76.403 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.036 0.686 0.679 0.683 0.857 climbingdown 0.661 0.041 0.662 0.661 0.662 0.844 climbingup 0.875 0.001 0.957 0.875 0.914 0.952 jumping 0.671 0.055 0.687 0.671 0.679 0.837 lying 0.657 0.076 0.616 0.657 0.636 0.827 standing 0.557 0.074 0.574 0.557 0.565 0.799 sitting 0.965 0.006 0.968 0.965 0.966 0.983 running 0.81 0.036 0.802 0.81 0.806 0.895 walking Weighted Avg. 0.722 0.046 0.722 0.722 0.722 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 402 95 2 3 2 4 3 81 | a = climbingdown 102 410 2 6 9 8 2 81 | b = climbingup 1 3 112 0 0 1 9 2 | c = jumping 3 6 0 586 123 150 4 1 | d = lying 3 5 0 111 591 183 2 5 | e = standing 6 11 0 138 223 486 7 2 | f = sitting 6 4 1 7 4 8 844 1 | g = running 63 85 0 2 7 6 1 699 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4154 72.5716 % Incorrectly Classified Instances 1570 27.4284 % Kappa statistic 0.6811 Mean absolute error 0.0724 Root mean squared error 0.2504 Relative absolute error 33.6721 % Root relative squared error 76.3855 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.038 0.686 0.725 0.705 0.869 climbingdown 0.665 0.039 0.674 0.665 0.669 0.834 climbingup 0.914 0.003 0.893 0.914 0.903 0.961 jumping 0.667 0.058 0.675 0.667 0.671 0.836 lying 0.651 0.07 0.636 0.651 0.643 0.823 standing 0.566 0.073 0.581 0.566 0.573 0.8 sitting 0.959 0.006 0.964 0.959 0.962 0.981 running 0.804 0.033 0.815 0.804 0.809 0.904 walking Weighted Avg. 0.726 0.045 0.726 0.726 0.726 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 429 92 1 0 3 2 3 62 | a = climbingdown 100 412 2 7 3 5 4 87 | b = climbingup 1 0 117 0 0 1 9 0 | c = jumping 0 13 1 582 118 150 4 4 | d = lying 3 6 0 120 586 181 3 1 | e = standing 6 7 4 145 205 494 8 4 | f = sitting 7 5 6 4 4 10 840 0 | g = running 79 76 0 4 3 7 0 694 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4074 71.174 % Incorrectly Classified Instances 1650 28.826 % Kappa statistic 0.6648 Mean absolute error 0.0747 Root mean squared error 0.254 Relative absolute error 34.7385 % Root relative squared error 77.4837 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.042 0.663 0.718 0.689 0.865 climbingdown 0.62 0.04 0.655 0.62 0.637 0.826 climbingup 0.93 0.003 0.875 0.93 0.902 0.981 jumping 0.67 0.06 0.667 0.67 0.669 0.829 lying 0.626 0.071 0.623 0.626 0.624 0.817 standing 0.548 0.08 0.551 0.548 0.549 0.798 sitting 0.952 0.008 0.953 0.952 0.953 0.975 running 0.796 0.031 0.819 0.796 0.807 0.901 walking Weighted Avg. 0.712 0.047 0.712 0.712 0.712 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 425 95 1 5 0 4 3 59 | a = climbingdown 119 385 2 13 1 11 7 83 | b = climbingup 2 0 119 0 0 0 7 0 | c = jumping 2 11 0 584 112 153 9 1 | d = lying 4 4 0 110 563 211 3 5 | e = standing 1 9 2 150 220 478 9 4 | f = sitting 5 6 12 8 4 7 833 0 | g = running 83 78 0 5 4 3 3 687 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4065 71.0168 % Incorrectly Classified Instances 1659 28.9832 % Kappa statistic 0.6626 Mean absolute error 0.0756 Root mean squared error 0.2547 Relative absolute error 35.1543 % Root relative squared error 77.6829 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.034 0.687 0.657 0.672 0.846 climbingdown 0.621 0.04 0.654 0.621 0.637 0.834 climbingup 0.898 0.001 0.935 0.898 0.916 0.962 jumping 0.69 0.063 0.664 0.69 0.677 0.835 lying 0.643 0.075 0.615 0.643 0.629 0.817 standing 0.506 0.076 0.546 0.506 0.525 0.788 sitting 0.962 0.007 0.96 0.962 0.961 0.979 running 0.824 0.041 0.781 0.824 0.802 0.902 walking Weighted Avg. 0.71 0.048 0.708 0.71 0.709 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 389 103 2 2 0 1 6 89 | a = climbingdown 99 385 1 10 5 16 6 98 | b = climbingup 1 2 115 0 0 2 8 0 | c = jumping 2 7 1 602 109 145 3 3 | d = lying 2 2 0 121 579 191 1 4 | e = standing 3 12 2 162 241 442 9 3 | f = sitting 2 6 2 8 4 9 842 2 | g = running 68 72 0 2 4 4 2 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4067 71.0517 % Incorrectly Classified Instances 1657 28.9483 % Kappa statistic 0.6634 Mean absolute error 0.0755 Root mean squared error 0.2548 Relative absolute error 35.1432 % Root relative squared error 77.7246 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.035 0.682 0.66 0.671 0.836 climbingdown 0.666 0.05 0.62 0.666 0.642 0.845 climbingup 0.914 0.002 0.907 0.914 0.911 0.969 jumping 0.634 0.06 0.654 0.634 0.644 0.814 lying 0.656 0.073 0.628 0.656 0.641 0.836 standing 0.552 0.076 0.566 0.552 0.559 0.803 sitting 0.957 0.006 0.967 0.957 0.962 0.979 running 0.792 0.035 0.802 0.792 0.797 0.887 walking Weighted Avg. 0.711 0.047 0.711 0.711 0.711 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 391 129 1 1 1 2 4 63 | a = climbingdown 90 413 3 9 5 8 2 90 | b = climbingup 2 2 117 0 0 0 7 0 | c = jumping 2 17 0 553 129 168 3 0 | d = lying 3 7 0 119 590 174 4 3 | e = standing 5 8 2 155 204 482 8 9 | f = sitting 6 4 6 6 2 10 837 4 | g = running 74 86 0 3 9 7 1 684 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4066 71.0218 % Incorrectly Classified Instances 1659 28.9782 % Kappa statistic 0.663 Mean absolute error 0.0751 Root mean squared error 0.255 Relative absolute error 34.9575 % Root relative squared error 77.7878 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.04 0.654 0.659 0.657 0.838 climbingdown 0.656 0.041 0.662 0.656 0.659 0.848 climbingup 0.891 0.003 0.857 0.891 0.874 0.954 jumping 0.674 0.058 0.678 0.674 0.676 0.839 lying 0.632 0.071 0.624 0.632 0.628 0.829 standing 0.533 0.08 0.545 0.533 0.539 0.781 sitting 0.953 0.007 0.96 0.953 0.956 0.978 running 0.809 0.037 0.794 0.809 0.802 0.905 walking Weighted Avg. 0.71 0.047 0.71 0.71 0.71 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 390 101 3 0 2 5 1 90 | a = climbingdown 104 407 1 10 3 16 4 75 | b = climbingup 1 3 114 0 0 0 10 0 | c = jumping 5 7 0 588 116 150 6 1 | d = lying 2 6 0 114 569 198 2 9 | e = standing 11 13 3 152 216 465 8 5 | f = sitting 4 4 12 3 3 14 834 1 | g = running 79 74 0 0 3 5 4 699 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4131 72.1572 % Incorrectly Classified Instances 1594 27.8428 % Kappa statistic 0.6762 Mean absolute error 0.0731 Root mean squared error 0.2507 Relative absolute error 34.001 % Root relative squared error 76.486 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.038 0.678 0.699 0.688 0.843 climbingdown 0.66 0.042 0.658 0.66 0.659 0.843 climbingup 0.945 0.001 0.953 0.945 0.949 0.982 jumping 0.664 0.06 0.667 0.664 0.666 0.834 lying 0.62 0.065 0.639 0.62 0.629 0.815 standing 0.583 0.085 0.552 0.583 0.567 0.793 sitting 0.951 0.004 0.975 0.951 0.963 0.977 running 0.819 0.029 0.835 0.819 0.827 0.912 walking Weighted Avg. 0.722 0.046 0.724 0.722 0.723 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 414 106 2 3 0 4 3 60 | a = climbingdown 115 409 1 5 4 13 4 69 | b = climbingup 1 2 121 0 0 1 3 0 | c = jumping 4 11 0 580 111 164 2 1 | d = lying 1 7 0 116 558 209 4 5 | e = standing 2 7 0 155 191 509 5 4 | f = sitting 5 4 3 9 5 16 832 1 | g = running 69 76 0 1 4 6 0 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4095 71.5284 % Incorrectly Classified Instances 1630 28.4716 % Kappa statistic 0.6689 Mean absolute error 0.0744 Root mean squared error 0.253 Relative absolute error 34.6266 % Root relative squared error 77.1816 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.043 0.643 0.672 0.657 0.841 climbingdown 0.634 0.046 0.627 0.634 0.63 0.807 climbingup 0.93 0.002 0.908 0.93 0.919 0.973 jumping 0.684 0.064 0.657 0.684 0.67 0.839 lying 0.664 0.071 0.637 0.664 0.65 0.835 standing 0.536 0.068 0.586 0.536 0.56 0.794 sitting 0.951 0.006 0.965 0.951 0.958 0.98 running 0.799 0.031 0.822 0.799 0.81 0.899 walking Weighted Avg. 0.715 0.046 0.716 0.715 0.715 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 398 121 3 4 3 0 5 58 | a = climbingdown 126 393 0 4 6 8 7 76 | b = climbingup 1 3 119 0 0 0 4 1 | c = jumping 5 10 0 597 119 134 4 4 | d = lying 0 4 0 128 598 166 1 3 | e = standing 2 12 1 173 204 468 9 4 | f = sitting 8 6 8 3 7 8 832 3 | g = running 79 78 0 0 2 15 0 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4151 72.5066 % Incorrectly Classified Instances 1574 27.4934 % Kappa statistic 0.6801 Mean absolute error 0.0724 Root mean squared error 0.2494 Relative absolute error 33.7028 % Root relative squared error 76.0651 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.038 0.677 0.688 0.682 0.857 climbingdown 0.615 0.041 0.644 0.615 0.629 0.819 climbingup 0.907 0.001 0.936 0.907 0.921 0.967 jumping 0.703 0.054 0.703 0.703 0.703 0.847 lying 0.66 0.068 0.643 0.66 0.651 0.835 standing 0.567 0.073 0.584 0.567 0.576 0.797 sitting 0.963 0.009 0.951 0.963 0.957 0.98 running 0.811 0.036 0.799 0.811 0.805 0.895 walking Weighted Avg. 0.725 0.045 0.724 0.725 0.724 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 407 102 3 2 1 3 2 72 | a = climbingdown 112 381 0 10 3 10 5 99 | b = climbingup 2 0 117 0 0 1 9 0 | c = jumping 3 8 1 614 108 128 10 1 | d = lying 0 3 0 101 594 197 4 1 | e = standing 5 8 0 138 213 495 11 3 | f = sitting 8 6 4 7 1 6 843 0 | g = running 64 84 0 2 4 7 2 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4117 71.9252 % Incorrectly Classified Instances 1607 28.0748 % Kappa statistic 0.6735 Mean absolute error 0.0734 Root mean squared error 0.2519 Relative absolute error 34.1379 % Root relative squared error 76.8291 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.039 0.668 0.684 0.676 0.844 climbingdown 0.656 0.042 0.654 0.656 0.655 0.838 climbingup 0.906 0.002 0.899 0.906 0.903 0.963 jumping 0.687 0.063 0.662 0.687 0.674 0.847 lying 0.642 0.071 0.629 0.642 0.636 0.82 standing 0.549 0.071 0.582 0.549 0.565 0.801 sitting 0.955 0.006 0.967 0.955 0.961 0.981 running 0.806 0.033 0.815 0.806 0.811 0.9 walking Weighted Avg. 0.719 0.046 0.719 0.719 0.719 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 405 105 1 2 2 4 2 71 | a = climbingdown 113 407 1 9 2 9 3 76 | b = climbingup 1 0 116 0 0 0 10 1 | c = jumping 4 10 1 599 129 125 3 1 | d = lying 1 7 0 122 578 187 2 3 | e = standing 3 14 2 166 199 479 5 5 | f = sitting 7 3 8 4 5 11 837 1 | g = running 72 76 0 3 4 8 4 696 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4124 72.0475 % Incorrectly Classified Instances 1600 27.9525 % Kappa statistic 0.6749 Mean absolute error 0.0725 Root mean squared error 0.2494 Relative absolute error 33.7455 % Root relative squared error 76.0799 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.039 0.67 0.682 0.676 0.856 climbingdown 0.674 0.043 0.655 0.674 0.665 0.859 climbingup 0.922 0.001 0.959 0.922 0.94 0.965 jumping 0.673 0.061 0.666 0.673 0.67 0.846 lying 0.679 0.075 0.628 0.679 0.652 0.84 standing 0.524 0.069 0.577 0.524 0.549 0.799 sitting 0.966 0.004 0.976 0.966 0.971 0.983 running 0.791 0.034 0.807 0.791 0.799 0.894 walking Weighted Avg. 0.72 0.046 0.721 0.72 0.72 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 404 101 0 0 2 2 3 80 | a = climbingdown 108 418 1 8 4 10 4 67 | b = climbingup 1 0 118 0 0 3 5 1 | c = jumping 9 11 0 587 121 142 2 0 | d = lying 3 4 0 114 611 164 1 3 | e = standing 3 13 1 163 223 458 3 10 | f = sitting 7 4 3 4 3 7 845 2 | g = running 68 87 0 5 9 8 3 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4132 72.1873 % Incorrectly Classified Instances 1592 27.8127 % Kappa statistic 0.6765 Mean absolute error 0.0727 Root mean squared error 0.2506 Relative absolute error 33.803 % Root relative squared error 76.4356 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.038 0.675 0.688 0.681 0.859 climbingdown 0.649 0.041 0.656 0.649 0.653 0.839 climbingup 0.867 0.003 0.86 0.867 0.864 0.941 jumping 0.662 0.058 0.674 0.662 0.668 0.818 lying 0.651 0.068 0.64 0.651 0.646 0.828 standing 0.567 0.079 0.565 0.567 0.566 0.797 sitting 0.965 0.006 0.965 0.965 0.965 0.982 running 0.822 0.03 0.828 0.822 0.825 0.911 walking Weighted Avg. 0.722 0.046 0.722 0.722 0.722 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 407 110 3 3 4 1 4 60 | a = climbingdown 114 403 4 4 3 9 3 81 | b = climbingup 6 2 111 0 0 2 7 0 | c = jumping 3 7 3 577 108 167 6 1 | d = lying 4 4 0 113 586 187 4 2 | e = standing 1 10 2 154 204 495 6 1 | f = sitting 5 2 6 3 5 8 844 2 | g = running 63 76 0 2 5 7 1 709 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4131 72.1698 % Incorrectly Classified Instances 1593 27.8302 % Kappa statistic 0.6762 Mean absolute error 0.073 Root mean squared error 0.2501 Relative absolute error 33.987 % Root relative squared error 76.2818 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.035 0.682 0.66 0.671 0.841 climbingdown 0.647 0.041 0.656 0.647 0.652 0.83 climbingup 0.922 0.002 0.929 0.922 0.925 0.968 jumping 0.685 0.055 0.692 0.685 0.688 0.84 lying 0.667 0.077 0.617 0.667 0.641 0.826 standing 0.566 0.07 0.592 0.566 0.579 0.807 sitting 0.949 0.008 0.957 0.949 0.953 0.973 running 0.81 0.036 0.798 0.81 0.804 0.91 walking Weighted Avg. 0.722 0.046 0.722 0.722 0.722 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 391 107 1 3 2 4 3 81 | a = climbingdown 91 401 0 14 8 11 6 89 | b = climbingup 4 2 118 0 0 1 3 0 | c = jumping 1 7 0 597 128 129 10 0 | d = lying 1 3 0 115 600 177 2 2 | e = standing 4 8 1 124 226 494 11 5 | f = sitting 12 6 7 6 3 11 830 0 | g = running 69 77 0 4 5 7 2 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4148 72.4668 % Incorrectly Classified Instances 1576 27.5332 % Kappa statistic 0.6796 Mean absolute error 0.0725 Root mean squared error 0.2483 Relative absolute error 33.7278 % Root relative squared error 75.73 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.036 0.681 0.66 0.67 0.852 climbingdown 0.671 0.044 0.651 0.671 0.661 0.845 climbingup 0.875 0.001 0.941 0.875 0.907 0.945 jumping 0.683 0.056 0.688 0.683 0.685 0.838 lying 0.683 0.071 0.643 0.683 0.662 0.843 standing 0.552 0.07 0.586 0.552 0.569 0.796 sitting 0.959 0.008 0.956 0.959 0.957 0.98 running 0.808 0.035 0.802 0.808 0.805 0.898 walking Weighted Avg. 0.725 0.045 0.724 0.725 0.724 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 390 100 1 1 2 3 5 89 | a = climbingdown 106 416 2 9 4 8 5 70 | b = climbingup 2 2 112 0 0 1 10 1 | c = jumping 2 6 0 596 116 143 9 1 | d = lying 4 3 0 100 615 174 1 3 | e = standing 4 16 0 146 213 482 6 6 | f = sitting 4 8 3 9 3 7 839 2 | g = running 61 88 1 5 4 4 3 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4076 71.2089 % Incorrectly Classified Instances 1648 28.7911 % Kappa statistic 0.6651 Mean absolute error 0.0745 Root mean squared error 0.2533 Relative absolute error 34.6697 % Root relative squared error 77.2582 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.04 0.662 0.675 0.668 0.851 climbingdown 0.626 0.043 0.638 0.626 0.632 0.837 climbingup 0.914 0.001 0.944 0.914 0.929 0.963 jumping 0.668 0.06 0.668 0.668 0.668 0.829 lying 0.661 0.071 0.635 0.661 0.648 0.836 standing 0.521 0.075 0.557 0.521 0.538 0.79 sitting 0.955 0.007 0.963 0.955 0.959 0.978 running 0.814 0.039 0.786 0.814 0.8 0.892 walking Weighted Avg. 0.712 0.047 0.711 0.712 0.711 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 399 103 2 3 2 1 2 79 | a = climbingdown 115 388 1 4 2 10 3 97 | b = climbingup 2 0 117 0 0 0 7 2 | c = jumping 2 7 0 583 110 158 6 7 | d = lying 4 10 0 109 595 177 3 2 | e = standing 4 18 0 163 219 455 10 4 | f = sitting 10 5 4 10 3 7 836 0 | g = running 67 77 0 1 6 9 1 703 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4081 71.2838 % Incorrectly Classified Instances 1644 28.7162 % Kappa statistic 0.666 Mean absolute error 0.0745 Root mean squared error 0.2547 Relative absolute error 34.6777 % Root relative squared error 77.7068 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.042 0.649 0.667 0.658 0.852 climbingdown 0.663 0.041 0.661 0.663 0.662 0.837 climbingup 0.898 0.002 0.906 0.898 0.902 0.96 jumping 0.672 0.061 0.664 0.672 0.668 0.834 lying 0.64 0.071 0.628 0.64 0.634 0.819 standing 0.544 0.079 0.554 0.544 0.549 0.788 sitting 0.953 0.006 0.968 0.953 0.96 0.978 running 0.796 0.033 0.813 0.796 0.805 0.901 walking Weighted Avg. 0.713 0.047 0.714 0.713 0.713 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 395 109 3 3 2 3 5 72 | a = climbingdown 115 411 2 2 1 6 3 80 | b = climbingup 2 4 115 0 0 1 6 0 | c = jumping 3 11 0 587 101 165 4 2 | d = lying 1 3 0 135 576 183 1 1 | e = standing 4 9 0 149 228 475 6 2 | f = sitting 7 2 7 7 4 13 834 1 | g = running 82 73 0 1 5 12 3 688 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4115 71.8777 % Incorrectly Classified Instances 1610 28.1223 % Kappa statistic 0.6729 Mean absolute error 0.0738 Root mean squared error 0.253 Relative absolute error 34.3265 % Root relative squared error 77.1618 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.042 0.647 0.669 0.658 0.846 climbingdown 0.666 0.042 0.66 0.666 0.663 0.843 climbingup 0.891 0.001 0.934 0.891 0.912 0.962 jumping 0.661 0.052 0.694 0.661 0.677 0.823 lying 0.663 0.071 0.636 0.663 0.65 0.832 standing 0.562 0.08 0.558 0.562 0.56 0.795 sitting 0.958 0.005 0.97 0.958 0.964 0.98 running 0.797 0.034 0.809 0.797 0.803 0.896 walking Weighted Avg. 0.719 0.046 0.721 0.719 0.72 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 396 107 0 1 1 3 3 81 | a = climbingdown 114 413 1 5 4 7 4 72 | b = climbingup 3 1 114 0 0 1 8 1 | c = jumping 4 6 1 577 112 171 2 0 | d = lying 3 5 0 100 597 191 0 4 | e = standing 4 11 0 143 214 491 7 3 | f = sitting 4 4 6 4 8 9 838 2 | g = running 84 79 0 1 2 7 2 689 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4126 72.0699 % Incorrectly Classified Instances 1599 27.9301 % Kappa statistic 0.6751 Mean absolute error 0.0729 Root mean squared error 0.2499 Relative absolute error 33.9403 % Root relative squared error 76.2419 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.035 0.695 0.699 0.697 0.86 climbingdown 0.652 0.042 0.656 0.652 0.654 0.829 climbingup 0.859 0.002 0.924 0.859 0.891 0.952 jumping 0.678 0.056 0.684 0.678 0.681 0.838 lying 0.646 0.066 0.647 0.646 0.646 0.832 standing 0.562 0.079 0.561 0.562 0.561 0.797 sitting 0.952 0.01 0.944 0.952 0.948 0.975 running 0.811 0.035 0.804 0.811 0.807 0.902 walking Weighted Avg. 0.721 0.046 0.721 0.721 0.721 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 414 104 1 1 0 7 2 63 | a = climbingdown 95 405 1 7 4 7 11 91 | b = climbingup 7 2 110 0 0 1 8 0 | c = jumping 1 6 0 592 102 158 11 3 | d = lying 1 6 0 105 581 197 3 7 | e = standing 8 8 0 148 203 491 11 4 | f = sitting 6 8 7 7 3 8 833 3 | g = running 64 78 0 6 5 7 3 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4092 71.476 % Incorrectly Classified Instances 1633 28.524 % Kappa statistic 0.6682 Mean absolute error 0.0744 Root mean squared error 0.2536 Relative absolute error 34.5916 % Root relative squared error 77.3526 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.039 0.659 0.659 0.659 0.843 climbingdown 0.635 0.043 0.644 0.635 0.64 0.832 climbingup 0.93 0.002 0.93 0.93 0.93 0.97 jumping 0.64 0.053 0.683 0.64 0.661 0.83 lying 0.681 0.08 0.614 0.681 0.646 0.836 standing 0.552 0.078 0.56 0.552 0.556 0.794 sitting 0.952 0.006 0.965 0.952 0.959 0.974 running 0.812 0.031 0.823 0.812 0.817 0.909 walking Weighted Avg. 0.715 0.047 0.716 0.715 0.715 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 390 116 2 3 6 5 2 68 | a = climbingdown 127 394 1 8 5 9 8 68 | b = climbingup 0 1 120 1 0 0 7 0 | c = jumping 1 3 0 559 142 164 1 3 | d = lying 0 4 0 101 613 181 1 0 | e = standing 1 16 1 135 222 482 8 8 | f = sitting 5 7 4 8 1 13 833 4 | g = running 68 71 1 3 9 7 3 701 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4116 71.9078 % Incorrectly Classified Instances 1608 28.0922 % Kappa statistic 0.6732 Mean absolute error 0.0731 Root mean squared error 0.2512 Relative absolute error 34.0256 % Root relative squared error 76.6323 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.041 0.657 0.677 0.667 0.854 climbingdown 0.616 0.041 0.645 0.616 0.63 0.835 climbingup 0.906 0.002 0.913 0.906 0.91 0.971 jumping 0.686 0.058 0.682 0.686 0.684 0.835 lying 0.631 0.062 0.654 0.631 0.643 0.814 standing 0.581 0.078 0.572 0.581 0.576 0.812 sitting 0.967 0.009 0.952 0.967 0.959 0.981 running 0.808 0.036 0.798 0.808 0.803 0.905 walking Weighted Avg. 0.719 0.046 0.718 0.719 0.719 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 401 96 1 4 3 1 7 79 | a = climbingdown 125 382 1 4 3 10 9 86 | b = climbingup 1 1 116 0 0 0 10 0 | c = jumping 3 6 0 599 104 155 5 1 | d = lying 1 4 0 118 568 200 5 4 | e = standing 4 21 4 144 182 507 6 5 | f = sitting 4 7 4 5 3 5 846 1 | g = running 71 75 1 4 5 9 1 697 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4128 72.1174 % Incorrectly Classified Instances 1596 27.8826 % Kappa statistic 0.6757 Mean absolute error 0.0736 Root mean squared error 0.2499 Relative absolute error 34.2575 % Root relative squared error 76.2347 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.04 0.657 0.669 0.663 0.839 climbingdown 0.644 0.044 0.638 0.644 0.641 0.829 climbingup 0.914 0.001 0.959 0.914 0.936 0.957 jumping 0.689 0.051 0.71 0.689 0.699 0.853 lying 0.652 0.072 0.629 0.652 0.64 0.832 standing 0.565 0.077 0.569 0.565 0.567 0.794 sitting 0.962 0.006 0.964 0.962 0.963 0.982 running 0.802 0.033 0.811 0.802 0.807 0.896 walking Weighted Avg. 0.721 0.046 0.722 0.721 0.722 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 396 113 0 1 0 1 3 78 | a = climbingdown 114 399 1 6 8 12 7 73 | b = climbingup 2 3 117 0 0 1 4 1 | c = jumping 2 6 0 601 106 152 5 0 | d = lying 3 9 0 103 587 194 1 3 | e = standing 4 14 1 131 215 494 10 5 | f = sitting 4 4 3 5 9 7 842 1 | g = running 78 77 0 0 8 7 1 692 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4146 72.4319 % Incorrectly Classified Instances 1578 27.5681 % Kappa statistic 0.6794 Mean absolute error 0.0721 Root mean squared error 0.2485 Relative absolute error 33.5323 % Root relative squared error 75.7941 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.037 0.684 0.694 0.689 0.852 climbingdown 0.639 0.043 0.643 0.639 0.641 0.836 climbingup 0.938 0.002 0.923 0.938 0.93 0.97 jumping 0.696 0.065 0.659 0.696 0.677 0.84 lying 0.63 0.063 0.65 0.63 0.64 0.826 standing 0.559 0.073 0.578 0.559 0.568 0.801 sitting 0.967 0.007 0.964 0.967 0.965 0.986 running 0.823 0.031 0.825 0.823 0.824 0.914 walking Weighted Avg. 0.724 0.045 0.724 0.724 0.724 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 411 113 1 1 2 5 0 59 | a = climbingdown 108 396 0 7 5 9 5 90 | b = climbingup 1 0 120 0 0 2 5 0 | c = jumping 3 16 1 607 92 146 7 0 | d = lying 2 3 0 138 567 184 6 0 | e = standing 2 8 0 164 200 488 9 2 | f = sitting 6 5 8 3 1 6 846 0 | g = running 68 75 0 1 5 4 0 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4126 72.0825 % Incorrectly Classified Instances 1598 27.9175 % Kappa statistic 0.6753 Mean absolute error 0.0727 Root mean squared error 0.2504 Relative absolute error 33.8038 % Root relative squared error 76.3843 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.035 0.689 0.669 0.679 0.854 climbingdown 0.673 0.047 0.633 0.673 0.652 0.845 climbingup 0.938 0.002 0.93 0.938 0.934 0.976 jumping 0.653 0.058 0.669 0.653 0.661 0.831 lying 0.678 0.073 0.634 0.678 0.655 0.837 standing 0.545 0.074 0.571 0.545 0.558 0.801 sitting 0.962 0.007 0.961 0.962 0.962 0.979 running 0.806 0.029 0.83 0.806 0.817 0.908 walking Weighted Avg. 0.721 0.046 0.721 0.721 0.721 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 396 119 5 0 2 2 5 63 | a = climbingdown 96 417 1 6 5 19 5 71 | b = climbingup 3 0 120 0 0 1 4 0 | c = jumping 5 11 1 569 120 155 9 2 | d = lying 0 2 0 115 610 170 1 2 | e = standing 5 12 0 153 214 476 9 4 | f = sitting 5 9 2 5 6 5 842 1 | g = running 65 89 0 2 5 6 1 696 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4140 72.327 % Incorrectly Classified Instances 1584 27.673 % Kappa statistic 0.6781 Mean absolute error 0.0728 Root mean squared error 0.2504 Relative absolute error 33.8784 % Root relative squared error 76.3838 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.041 0.651 0.66 0.655 0.842 climbingdown 0.65 0.042 0.653 0.65 0.652 0.837 climbingup 0.875 0.002 0.903 0.875 0.889 0.973 jumping 0.689 0.062 0.667 0.689 0.678 0.843 lying 0.639 0.064 0.65 0.639 0.645 0.819 standing 0.59 0.07 0.602 0.59 0.596 0.804 sitting 0.96 0.008 0.955 0.96 0.957 0.979 running 0.814 0.033 0.816 0.814 0.815 0.901 walking Weighted Avg. 0.723 0.045 0.723 0.723 0.723 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 390 106 4 2 3 3 4 79 | a = climbingdown 122 403 0 5 5 9 8 68 | b = climbingup 2 1 112 0 0 0 13 0 | c = jumping 7 11 0 601 106 143 4 0 | d = lying 0 4 0 139 575 170 4 8 | e = standing 3 15 0 145 185 515 7 3 | f = sitting 4 4 7 7 3 9 841 1 | g = running 71 73 1 2 7 7 0 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4054 70.8246 % Incorrectly Classified Instances 1670 29.1754 % Kappa statistic 0.6607 Mean absolute error 0.0759 Root mean squared error 0.2557 Relative absolute error 35.2907 % Root relative squared error 78.0082 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.043 0.636 0.66 0.648 0.834 climbingdown 0.613 0.044 0.626 0.613 0.619 0.823 climbingup 0.922 0.003 0.894 0.922 0.908 0.968 jumping 0.69 0.059 0.677 0.69 0.683 0.838 lying 0.632 0.076 0.609 0.632 0.621 0.817 standing 0.541 0.074 0.568 0.541 0.554 0.806 sitting 0.955 0.007 0.961 0.955 0.958 0.977 running 0.795 0.033 0.81 0.795 0.803 0.892 walking Weighted Avg. 0.708 0.048 0.708 0.708 0.708 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 390 110 1 0 3 2 5 80 | a = climbingdown 132 380 1 12 3 9 9 74 | b = climbingup 1 2 118 0 0 2 5 0 | c = jumping 1 9 0 602 120 137 4 0 | d = lying 5 1 0 120 569 197 4 4 | e = standing 6 10 1 145 232 472 5 2 | f = sitting 6 5 11 6 1 9 836 1 | g = running 72 90 0 4 6 3 2 687 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4096 71.5459 % Incorrectly Classified Instances 1629 28.4541 % Kappa statistic 0.669 Mean absolute error 0.0744 Root mean squared error 0.2526 Relative absolute error 34.614 % Root relative squared error 77.0438 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.038 0.677 0.691 0.684 0.858 climbingdown 0.655 0.045 0.64 0.655 0.648 0.838 climbingup 0.891 0.001 0.958 0.891 0.923 0.948 jumping 0.686 0.063 0.661 0.686 0.673 0.835 lying 0.638 0.073 0.619 0.638 0.628 0.826 standing 0.513 0.071 0.565 0.513 0.538 0.783 sitting 0.959 0.009 0.95 0.959 0.954 0.982 running 0.818 0.031 0.823 0.818 0.821 0.912 walking Weighted Avg. 0.715 0.047 0.715 0.715 0.715 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 409 103 0 2 2 2 4 70 | a = climbingdown 118 406 3 5 10 0 4 74 | b = climbingup 3 1 114 0 0 0 10 0 | c = jumping 3 13 0 599 110 136 10 2 | d = lying 0 4 0 122 574 192 6 2 | e = standing 2 19 0 166 224 448 10 4 | f = sitting 6 9 2 8 0 11 839 0 | g = running 63 79 0 4 7 4 0 707 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4056 70.8472 % Incorrectly Classified Instances 1669 29.1528 % Kappa statistic 0.6608 Mean absolute error 0.0759 Root mean squared error 0.2575 Relative absolute error 35.3176 % Root relative squared error 78.5453 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.622 0.04 0.644 0.622 0.633 0.835 climbingdown 0.65 0.047 0.628 0.65 0.639 0.826 climbingup 0.859 0.001 0.957 0.859 0.905 0.946 jumping 0.66 0.059 0.668 0.66 0.664 0.834 lying 0.651 0.074 0.622 0.651 0.636 0.827 standing 0.548 0.074 0.57 0.548 0.559 0.791 sitting 0.969 0.007 0.961 0.969 0.965 0.986 running 0.795 0.038 0.787 0.795 0.791 0.891 walking Weighted Avg. 0.708 0.048 0.708 0.708 0.708 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 368 116 1 1 0 3 2 101 | a = climbingdown 110 403 0 9 4 11 4 79 | b = climbingup 5 3 110 0 0 2 8 0 | c = jumping 4 5 0 576 128 153 6 1 | d = lying 3 10 0 115 586 179 6 1 | e = standing 5 15 2 148 214 478 7 4 | f = sitting 3 7 2 7 3 5 848 0 | g = running 73 83 0 6 7 7 1 687 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4132 72.1747 % Incorrectly Classified Instances 1593 27.8253 % Kappa statistic 0.6762 Mean absolute error 0.0728 Root mean squared error 0.2497 Relative absolute error 33.879 % Root relative squared error 76.1803 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.038 0.659 0.642 0.65 0.835 climbingdown 0.647 0.041 0.658 0.647 0.653 0.855 climbingup 0.922 0.001 0.944 0.922 0.933 0.967 jumping 0.694 0.056 0.691 0.694 0.693 0.848 lying 0.636 0.07 0.627 0.636 0.631 0.825 standing 0.57 0.077 0.57 0.57 0.57 0.805 sitting 0.962 0.006 0.968 0.962 0.965 0.981 running 0.828 0.034 0.811 0.828 0.819 0.904 walking Weighted Avg. 0.722 0.046 0.722 0.722 0.722 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 380 122 3 1 4 2 5 75 | a = climbingdown 108 401 2 8 3 8 6 84 | b = climbingup 3 1 118 0 0 1 4 1 | c = jumping 4 13 0 605 99 145 4 2 | d = lying 2 1 0 116 572 206 0 3 | e = standing 4 7 1 136 217 498 8 2 | f = sitting 4 8 1 5 5 10 843 0 | g = running 72 56 0 4 12 4 1 715 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4137 72.262 % Incorrectly Classified Instances 1588 27.738 % Kappa statistic 0.6774 Mean absolute error 0.0722 Root mean squared error 0.2497 Relative absolute error 33.6091 % Root relative squared error 76.1719 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.036 0.68 0.673 0.677 0.843 climbingdown 0.675 0.043 0.657 0.675 0.666 0.85 climbingup 0.922 0.001 0.952 0.922 0.937 0.976 jumping 0.689 0.066 0.651 0.689 0.67 0.828 lying 0.65 0.069 0.637 0.65 0.643 0.828 standing 0.54 0.068 0.589 0.54 0.564 0.79 sitting 0.958 0.007 0.96 0.958 0.959 0.976 running 0.817 0.032 0.819 0.817 0.818 0.897 walking Weighted Avg. 0.723 0.046 0.722 0.723 0.722 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 398 105 0 3 1 5 5 74 | a = climbingdown 110 419 1 8 4 4 5 70 | b = climbingup 0 1 118 0 0 3 5 1 | c = jumping 2 10 0 601 122 134 3 0 | d = lying 2 6 0 125 585 171 7 4 | e = standing 4 13 0 176 197 472 8 4 | f = sitting 5 7 5 5 5 7 838 3 | g = running 64 77 0 5 5 5 2 706 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4105 71.7156 % Incorrectly Classified Instances 1619 28.2844 % Kappa statistic 0.6711 Mean absolute error 0.0741 Root mean squared error 0.2525 Relative absolute error 34.4794 % Root relative squared error 77.0363 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.036 0.687 0.68 0.684 0.85 climbingdown 0.658 0.045 0.641 0.658 0.649 0.84 climbingup 0.946 0.002 0.917 0.946 0.931 0.985 jumping 0.648 0.057 0.671 0.648 0.659 0.821 lying 0.666 0.074 0.626 0.666 0.645 0.826 standing 0.551 0.079 0.558 0.551 0.554 0.808 sitting 0.96 0.006 0.966 0.96 0.963 0.979 running 0.796 0.031 0.821 0.796 0.808 0.893 walking Weighted Avg. 0.717 0.047 0.718 0.717 0.718 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 402 109 5 3 1 2 2 67 | a = climbingdown 103 408 0 4 6 14 6 79 | b = climbingup 1 0 122 1 0 0 5 0 | c = jumping 3 14 0 565 110 175 5 0 | d = lying 2 3 0 117 599 178 0 1 | e = standing 0 9 0 145 228 481 7 3 | f = sitting 6 8 6 4 4 7 840 0 | g = running 68 86 0 3 9 5 5 688 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4128 72.1174 % Incorrectly Classified Instances 1596 27.8826 % Kappa statistic 0.6757 Mean absolute error 0.0727 Root mean squared error 0.2488 Relative absolute error 33.8086 % Root relative squared error 75.8864 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.037 0.669 0.649 0.659 0.837 climbingdown 0.673 0.041 0.666 0.673 0.669 0.857 climbingup 0.914 0.003 0.886 0.914 0.9 0.957 jumping 0.678 0.06 0.672 0.678 0.675 0.836 lying 0.653 0.066 0.65 0.653 0.652 0.844 standing 0.556 0.076 0.569 0.556 0.562 0.804 sitting 0.954 0.007 0.963 0.954 0.959 0.974 running 0.823 0.036 0.801 0.823 0.812 0.911 walking Weighted Avg. 0.721 0.046 0.721 0.721 0.721 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 384 111 5 2 1 1 7 81 | a = climbingdown 97 417 1 11 3 12 1 78 | b = climbingup 3 1 117 1 0 0 6 0 | c = jumping 3 13 0 591 100 155 7 3 | d = lying 3 2 0 108 588 188 3 8 | e = standing 7 10 3 154 201 485 7 6 | f = sitting 4 7 6 8 5 9 835 1 | g = running 73 65 0 5 7 2 1 711 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4082 71.3138 % Incorrectly Classified Instances 1642 28.6862 % Kappa statistic 0.6663 Mean absolute error 0.0755 Root mean squared error 0.2551 Relative absolute error 35.1215 % Root relative squared error 77.8026 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.042 0.661 0.708 0.684 0.861 climbingdown 0.623 0.042 0.643 0.623 0.633 0.827 climbingup 0.906 0.001 0.959 0.906 0.932 0.964 jumping 0.64 0.059 0.663 0.64 0.652 0.823 lying 0.659 0.071 0.634 0.659 0.646 0.825 standing 0.552 0.077 0.562 0.552 0.557 0.777 sitting 0.959 0.008 0.953 0.959 0.956 0.975 running 0.797 0.034 0.807 0.797 0.802 0.894 walking Weighted Avg. 0.713 0.047 0.713 0.713 0.713 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 419 102 0 2 0 5 3 61 | a = climbingdown 114 386 0 7 0 11 9 93 | b = climbingup 3 1 116 0 0 0 8 0 | c = jumping 6 9 1 559 128 160 7 3 | d = lying 0 6 0 117 593 178 3 3 | e = standing 7 13 1 152 205 482 10 3 | f = sitting 7 5 3 6 4 9 839 2 | g = running 78 78 0 0 6 12 1 688 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4157 72.624 % Incorrectly Classified Instances 1567 27.376 % Kappa statistic 0.6816 Mean absolute error 0.0717 Root mean squared error 0.2486 Relative absolute error 33.3774 % Root relative squared error 75.8403 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.039 0.675 0.708 0.691 0.857 climbingdown 0.621 0.041 0.646 0.621 0.633 0.829 climbingup 0.93 0.003 0.895 0.93 0.912 0.963 jumping 0.703 0.053 0.707 0.703 0.705 0.853 lying 0.666 0.071 0.637 0.666 0.651 0.831 standing 0.567 0.075 0.578 0.567 0.572 0.798 sitting 0.95 0.005 0.972 0.95 0.961 0.977 running 0.805 0.033 0.815 0.805 0.81 0.898 walking Weighted Avg. 0.726 0.045 0.727 0.726 0.727 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 419 92 2 2 3 4 1 69 | a = climbingdown 115 385 3 7 5 19 5 81 | b = climbingup 2 1 119 0 0 0 6 0 | c = jumping 4 13 0 614 109 130 3 0 | d = lying 0 2 0 102 599 195 0 2 | e = standing 8 13 0 134 209 495 8 6 | f = sitting 6 3 8 7 10 10 831 0 | g = running 67 87 1 3 5 4 1 695 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4111 71.8204 % Incorrectly Classified Instances 1613 28.1796 % Kappa statistic 0.6722 Mean absolute error 0.074 Root mean squared error 0.2508 Relative absolute error 34.4411 % Root relative squared error 76.5021 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.037 0.679 0.676 0.677 0.849 climbingdown 0.674 0.041 0.666 0.674 0.67 0.843 climbingup 0.891 0.002 0.919 0.891 0.905 0.948 jumping 0.667 0.066 0.647 0.667 0.657 0.835 lying 0.652 0.074 0.621 0.652 0.636 0.824 standing 0.527 0.072 0.567 0.527 0.546 0.789 sitting 0.953 0.006 0.965 0.953 0.959 0.977 running 0.83 0.03 0.83 0.83 0.83 0.915 walking Weighted Avg. 0.718 0.047 0.718 0.718 0.718 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 400 108 2 3 3 3 1 72 | a = climbingdown 102 418 2 10 3 9 7 69 | b = climbingup 3 2 114 1 0 1 7 0 | c = jumping 3 6 2 582 124 150 4 2 | d = lying 4 5 0 129 587 173 2 0 | e = standing 6 12 1 164 220 460 7 3 | f = sitting 7 7 3 9 4 10 834 1 | g = running 64 70 0 2 4 5 2 716 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4128 72.1174 % Incorrectly Classified Instances 1596 27.8826 % Kappa statistic 0.6757 Mean absolute error 0.0724 Root mean squared error 0.2505 Relative absolute error 33.6928 % Root relative squared error 76.427 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.042 0.65 0.676 0.663 0.849 climbingdown 0.648 0.043 0.647 0.648 0.648 0.829 climbingup 0.914 0.001 0.959 0.914 0.936 0.967 jumping 0.672 0.06 0.669 0.672 0.67 0.815 lying 0.626 0.069 0.628 0.626 0.627 0.826 standing 0.597 0.069 0.609 0.597 0.603 0.813 sitting 0.967 0.007 0.962 0.967 0.965 0.983 running 0.802 0.034 0.808 0.802 0.805 0.887 walking Weighted Avg. 0.721 0.046 0.721 0.721 0.721 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 400 109 0 2 4 2 5 70 | a = climbingdown 112 402 0 6 7 3 7 83 | b = climbingup 1 3 117 1 0 0 6 0 | c = jumping 3 11 0 587 129 136 6 1 | d = lying 7 5 0 135 563 181 3 6 | e = standing 0 10 2 143 188 521 5 4 | f = sitting 5 8 3 1 5 7 846 0 | g = running 87 73 0 3 1 6 1 692 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4126 72.0699 % Incorrectly Classified Instances 1599 27.9301 % Kappa statistic 0.6751 Mean absolute error 0.073 Root mean squared error 0.251 Relative absolute error 33.9419 % Root relative squared error 76.5513 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.04 0.657 0.671 0.664 0.836 climbingdown 0.649 0.042 0.651 0.649 0.65 0.84 climbingup 0.906 0.002 0.921 0.906 0.913 0.973 jumping 0.687 0.058 0.683 0.687 0.685 0.843 lying 0.668 0.075 0.625 0.668 0.646 0.824 standing 0.533 0.07 0.578 0.533 0.554 0.804 sitting 0.957 0.006 0.967 0.957 0.962 0.979 running 0.819 0.032 0.817 0.819 0.818 0.902 walking Weighted Avg. 0.721 0.046 0.721 0.721 0.72 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 397 114 3 3 2 3 1 69 | a = climbingdown 117 403 1 8 0 6 4 82 | b = climbingup 1 0 116 0 0 1 9 1 | c = jumping 9 9 1 600 112 139 2 1 | d = lying 3 7 0 111 601 170 5 3 | e = standing 3 11 1 147 236 465 8 2 | f = sitting 6 5 4 6 4 13 837 0 | g = running 68 70 0 4 6 8 0 707 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4043 70.6201 % Incorrectly Classified Instances 1682 29.3799 % Kappa statistic 0.6582 Mean absolute error 0.0763 Root mean squared error 0.2568 Relative absolute error 35.4804 % Root relative squared error 78.345 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.043 0.643 0.667 0.655 0.841 climbingdown 0.619 0.044 0.628 0.619 0.624 0.826 climbingup 0.852 0.002 0.908 0.852 0.879 0.943 jumping 0.676 0.06 0.671 0.676 0.674 0.838 lying 0.654 0.077 0.614 0.654 0.634 0.824 standing 0.53 0.07 0.577 0.53 0.553 0.787 sitting 0.96 0.007 0.959 0.96 0.959 0.981 running 0.779 0.039 0.779 0.779 0.779 0.891 walking Weighted Avg. 0.706 0.048 0.706 0.706 0.706 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 395 91 1 4 1 4 4 92 | a = climbingdown 121 384 0 6 3 15 3 88 | b = climbingup 4 3 109 0 0 1 11 0 | c = jumping 4 12 0 590 135 125 4 3 | d = lying 2 8 0 112 589 182 3 4 | e = standing 3 12 1 161 218 463 11 4 | f = sitting 4 8 9 4 5 5 841 0 | g = running 81 93 0 2 8 7 0 672 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4138 72.2795 % Incorrectly Classified Instances 1587 27.7205 % Kappa statistic 0.6776 Mean absolute error 0.0723 Root mean squared error 0.2471 Relative absolute error 33.6216 % Root relative squared error 75.3918 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.041 0.663 0.691 0.677 0.863 climbingdown 0.669 0.043 0.655 0.669 0.662 0.842 climbingup 0.867 0.001 0.933 0.867 0.899 0.946 jumping 0.682 0.058 0.679 0.682 0.68 0.837 lying 0.663 0.071 0.636 0.663 0.649 0.839 standing 0.545 0.071 0.58 0.545 0.562 0.804 sitting 0.963 0.008 0.954 0.963 0.958 0.982 running 0.801 0.03 0.828 0.801 0.814 0.897 walking Weighted Avg. 0.723 0.045 0.723 0.723 0.723 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 409 109 1 1 0 1 5 66 | a = climbingdown 109 415 0 8 4 11 6 67 | b = climbingup 1 1 111 1 0 0 13 1 | c = jumping 3 12 1 595 107 149 4 2 | d = lying 5 2 0 119 597 166 6 5 | e = standing 6 14 0 143 227 476 4 3 | f = sitting 3 9 6 6 0 8 843 0 | g = running 81 72 0 3 4 9 3 692 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4113 71.8428 % Incorrectly Classified Instances 1612 28.1572 % Kappa statistic 0.6725 Mean absolute error 0.0734 Root mean squared error 0.2506 Relative absolute error 34.165 % Root relative squared error 76.4538 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.043 0.65 0.701 0.674 0.857 climbingdown 0.642 0.04 0.659 0.642 0.65 0.843 climbingup 0.891 0.002 0.913 0.891 0.902 0.959 jumping 0.683 0.053 0.699 0.683 0.691 0.834 lying 0.67 0.08 0.611 0.67 0.639 0.83 standing 0.514 0.073 0.559 0.514 0.536 0.784 sitting 0.961 0.006 0.966 0.961 0.963 0.977 running 0.807 0.03 0.826 0.807 0.816 0.91 walking Weighted Avg. 0.718 0.046 0.719 0.718 0.718 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 414 104 2 4 1 2 2 62 | a = climbingdown 115 398 2 10 3 11 6 75 | b = climbingup 4 3 115 0 0 1 6 0 | c = jumping 2 12 0 596 119 142 2 0 | d = lying 3 1 0 103 603 187 1 2 | e = standing 7 17 0 135 251 449 11 3 | f = sitting 4 4 7 3 4 7 841 5 | g = running 88 65 0 2 6 4 2 697 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4108 71.768 % Incorrectly Classified Instances 1616 28.232 % Kappa statistic 0.6716 Mean absolute error 0.0732 Root mean squared error 0.2517 Relative absolute error 34.0735 % Root relative squared error 76.7674 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.658 0.041 0.651 0.658 0.654 0.838 climbingdown 0.645 0.041 0.656 0.645 0.65 0.834 climbingup 0.922 0.001 0.944 0.922 0.933 0.972 jumping 0.68 0.058 0.68 0.68 0.68 0.83 lying 0.646 0.073 0.621 0.646 0.633 0.822 standing 0.552 0.072 0.58 0.552 0.566 0.799 sitting 0.962 0.006 0.964 0.962 0.963 0.982 running 0.813 0.036 0.8 0.813 0.806 0.898 walking Weighted Avg. 0.718 0.046 0.717 0.718 0.717 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 389 109 1 5 2 3 3 79 | a = climbingdown 107 400 0 6 4 6 8 89 | b = climbingup 1 1 118 0 0 1 7 0 | c = jumping 1 8 0 594 120 146 3 1 | d = lying 1 12 0 116 581 184 5 1 | e = standing 1 8 2 150 221 482 4 5 | f = sitting 11 8 4 2 3 4 842 1 | g = running 87 64 0 1 4 5 1 702 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4178 72.9909 % Incorrectly Classified Instances 1546 27.0091 % Kappa statistic 0.6857 Mean absolute error 0.0713 Root mean squared error 0.2465 Relative absolute error 33.1849 % Root relative squared error 75.1938 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.034 0.685 0.644 0.664 0.84 climbingdown 0.632 0.044 0.637 0.632 0.635 0.824 climbingup 0.945 0.002 0.924 0.945 0.934 0.983 jumping 0.686 0.056 0.686 0.686 0.686 0.845 lying 0.688 0.067 0.657 0.688 0.672 0.845 standing 0.591 0.067 0.613 0.591 0.602 0.812 sitting 0.959 0.007 0.959 0.959 0.959 0.98 running 0.824 0.037 0.799 0.824 0.811 0.916 walking Weighted Avg. 0.73 0.044 0.729 0.73 0.729 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 381 119 2 4 1 0 4 81 | a = climbingdown 99 392 2 5 7 14 11 90 | b = climbingup 0 3 121 0 0 0 4 0 | c = jumping 5 9 0 598 117 140 3 0 | d = lying 0 5 0 112 619 158 3 3 | e = standing 4 11 1 147 185 516 8 1 | f = sitting 4 3 5 5 5 10 839 4 | g = running 63 73 0 1 8 4 3 712 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4103 71.6806 % Incorrectly Classified Instances 1621 28.3194 % Kappa statistic 0.6707 Mean absolute error 0.0737 Root mean squared error 0.2522 Relative absolute error 34.2777 % Root relative squared error 76.9458 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.041 0.656 0.677 0.667 0.847 climbingdown 0.637 0.046 0.628 0.637 0.633 0.849 climbingup 0.891 0.002 0.905 0.891 0.898 0.96 jumping 0.666 0.059 0.671 0.666 0.669 0.828 lying 0.656 0.068 0.642 0.656 0.649 0.827 standing 0.561 0.072 0.585 0.561 0.573 0.791 sitting 0.965 0.007 0.96 0.965 0.962 0.981 running 0.796 0.035 0.803 0.796 0.8 0.895 walking Weighted Avg. 0.717 0.046 0.717 0.717 0.717 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 401 112 2 2 0 2 2 71 | a = climbingdown 122 395 3 4 2 5 3 86 | b = climbingup 3 0 114 1 0 1 9 0 | c = jumping 3 11 0 581 107 156 10 4 | d = lying 2 10 0 124 590 169 2 3 | e = standing 3 11 1 143 212 490 9 4 | f = sitting 3 7 6 4 3 7 844 1 | g = running 74 83 0 7 5 7 0 688 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4077 71.2264 % Incorrectly Classified Instances 1647 28.7736 % Kappa statistic 0.6653 Mean absolute error 0.075 Root mean squared error 0.2534 Relative absolute error 34.8952 % Root relative squared error 77.3107 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.041 0.651 0.659 0.655 0.837 climbingdown 0.637 0.04 0.658 0.637 0.648 0.826 climbingup 0.93 0.001 0.944 0.93 0.937 0.963 jumping 0.672 0.061 0.663 0.672 0.667 0.83 lying 0.62 0.07 0.622 0.62 0.621 0.829 standing 0.55 0.082 0.548 0.55 0.549 0.805 sitting 0.965 0.005 0.971 0.965 0.968 0.982 running 0.816 0.035 0.808 0.816 0.812 0.894 walking Weighted Avg. 0.712 0.047 0.712 0.712 0.712 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 390 115 1 2 1 4 3 76 | a = climbingdown 108 395 1 14 5 10 3 84 | b = climbingup 3 0 119 0 0 0 6 0 | c = jumping 4 6 1 586 97 172 5 1 | d = lying 2 5 0 138 558 197 0 0 | e = standing 7 7 2 137 228 480 7 5 | f = sitting 6 4 2 5 2 10 844 2 | g = running 79 68 0 2 6 3 1 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4048 70.7198 % Incorrectly Classified Instances 1676 29.2802 % Kappa statistic 0.6592 Mean absolute error 0.0758 Root mean squared error 0.2562 Relative absolute error 35.2565 % Root relative squared error 78.1544 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.662 0.039 0.661 0.662 0.662 0.84 climbingdown 0.624 0.039 0.663 0.624 0.643 0.826 climbingup 0.859 0.002 0.917 0.859 0.887 0.948 jumping 0.667 0.064 0.652 0.667 0.66 0.828 lying 0.65 0.078 0.609 0.65 0.629 0.822 standing 0.527 0.076 0.556 0.527 0.541 0.788 sitting 0.95 0.006 0.965 0.95 0.957 0.975 running 0.811 0.038 0.792 0.811 0.801 0.894 walking Weighted Avg. 0.707 0.048 0.708 0.707 0.707 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 392 98 3 5 2 3 0 89 | a = climbingdown 112 387 1 10 10 12 3 85 | b = climbingup 0 4 110 0 0 0 14 0 | c = jumping 3 6 2 582 129 144 3 3 | d = lying 1 6 0 115 585 192 1 0 | e = standing 4 13 0 161 219 461 9 7 | f = sitting 3 6 4 11 9 11 831 0 | g = running 78 64 0 8 7 6 0 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4099 71.6108 % Incorrectly Classified Instances 1625 28.3892 % Kappa statistic 0.6698 Mean absolute error 0.0744 Root mean squared error 0.252 Relative absolute error 34.6191 % Root relative squared error 76.8864 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.662 0.042 0.644 0.662 0.653 0.856 climbingdown 0.626 0.043 0.636 0.626 0.631 0.843 climbingup 0.914 0.002 0.921 0.914 0.918 0.968 jumping 0.686 0.058 0.681 0.686 0.683 0.852 lying 0.664 0.069 0.644 0.664 0.654 0.838 standing 0.55 0.075 0.568 0.55 0.559 0.802 sitting 0.949 0.005 0.972 0.949 0.96 0.978 running 0.805 0.036 0.799 0.805 0.802 0.903 walking Weighted Avg. 0.716 0.046 0.717 0.716 0.716 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 392 105 1 4 1 3 2 84 | a = climbingdown 124 388 0 7 3 7 4 87 | b = climbingup 2 2 117 0 0 0 7 0 | c = jumping 4 9 0 599 96 161 4 0 | d = lying 2 7 0 112 598 179 2 0 | e = standing 6 12 1 149 219 480 4 2 | f = sitting 4 9 8 5 6 11 830 2 | g = running 75 78 0 4 6 4 1 695 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4118 71.9301 % Incorrectly Classified Instances 1607 28.0699 % Kappa statistic 0.6734 Mean absolute error 0.0731 Root mean squared error 0.2511 Relative absolute error 34.0336 % Root relative squared error 76.6111 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.032 0.712 0.694 0.703 0.865 climbingdown 0.652 0.038 0.674 0.652 0.663 0.848 climbingup 0.914 0.003 0.886 0.914 0.9 0.956 jumping 0.668 0.066 0.646 0.668 0.657 0.826 lying 0.634 0.073 0.62 0.634 0.627 0.819 standing 0.538 0.076 0.561 0.538 0.549 0.79 sitting 0.961 0.006 0.968 0.961 0.964 0.984 running 0.834 0.034 0.813 0.834 0.824 0.911 walking Weighted Avg. 0.719 0.047 0.719 0.719 0.719 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 411 103 0 3 0 1 4 70 | a = climbingdown 87 404 3 14 7 11 6 88 | b = climbingup 1 4 117 0 0 0 6 0 | c = jumping 3 7 1 583 117 159 3 0 | d = lying 1 8 0 133 571 186 0 1 | e = standing 6 9 1 158 217 470 8 4 | f = sitting 4 3 8 6 4 6 841 3 | g = running 64 61 2 5 5 5 1 721 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4124 72.0349 % Incorrectly Classified Instances 1601 27.9651 % Kappa statistic 0.6747 Mean absolute error 0.0733 Root mean squared error 0.2502 Relative absolute error 34.0922 % Root relative squared error 76.3343 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.04 0.667 0.686 0.676 0.857 climbingdown 0.644 0.041 0.654 0.644 0.649 0.838 climbingup 0.945 0.001 0.968 0.945 0.957 0.977 jumping 0.67 0.059 0.672 0.67 0.671 0.816 lying 0.633 0.075 0.613 0.633 0.623 0.822 standing 0.56 0.072 0.582 0.56 0.571 0.803 sitting 0.968 0.005 0.975 0.968 0.971 0.984 running 0.818 0.034 0.812 0.818 0.815 0.901 walking Weighted Avg. 0.72 0.046 0.72 0.72 0.72 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 406 105 1 3 3 4 2 68 | a = climbingdown 111 399 1 4 5 11 6 83 | b = climbingup 1 1 121 0 0 1 3 1 | c = jumping 6 14 0 585 133 129 4 2 | d = lying 2 6 0 128 570 191 1 2 | e = standing 3 13 1 144 211 489 6 6 | f = sitting 3 5 1 5 2 10 847 2 | g = running 77 67 0 2 6 5 0 707 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4072 71.1266 % Incorrectly Classified Instances 1653 28.8734 % Kappa statistic 0.6641 Mean absolute error 0.0747 Root mean squared error 0.2535 Relative absolute error 34.7664 % Root relative squared error 77.3303 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.04 0.647 0.64 0.643 0.832 climbingdown 0.655 0.048 0.623 0.655 0.638 0.844 climbingup 0.906 0.001 0.959 0.906 0.932 0.964 jumping 0.683 0.063 0.66 0.683 0.671 0.839 lying 0.678 0.072 0.637 0.678 0.657 0.844 standing 0.509 0.071 0.564 0.509 0.535 0.782 sitting 0.962 0.007 0.959 0.962 0.961 0.98 running 0.786 0.033 0.807 0.786 0.796 0.902 walking Weighted Avg. 0.711 0.047 0.711 0.711 0.711 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 379 120 1 1 2 3 4 82 | a = climbingdown 115 406 0 12 6 10 2 69 | b = climbingup 3 0 116 0 0 1 8 0 | c = jumping 5 8 0 596 104 152 5 3 | d = lying 2 6 0 111 610 164 4 3 | e = standing 6 8 0 172 226 444 12 5 | f = sitting 6 5 4 8 4 6 842 0 | g = running 70 99 0 3 5 7 1 679 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4061 70.9345 % Incorrectly Classified Instances 1664 29.0655 % Kappa statistic 0.6618 Mean absolute error 0.0748 Root mean squared error 0.2551 Relative absolute error 34.7948 % Root relative squared error 77.8044 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.035 0.683 0.655 0.669 0.842 climbingdown 0.661 0.045 0.642 0.661 0.651 0.849 climbingup 0.875 0.002 0.918 0.875 0.896 0.962 jumping 0.661 0.06 0.665 0.661 0.663 0.822 lying 0.619 0.073 0.613 0.619 0.616 0.814 standing 0.535 0.079 0.55 0.535 0.542 0.792 sitting 0.962 0.006 0.964 0.962 0.963 0.981 running 0.819 0.039 0.789 0.819 0.804 0.904 walking Weighted Avg. 0.709 0.048 0.709 0.709 0.709 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 388 108 3 2 1 3 1 86 | a = climbingdown 98 410 1 4 3 14 2 88 | b = climbingup 4 1 112 0 0 0 11 0 | c = jumping 4 17 0 577 112 153 6 4 | d = lying 4 7 0 127 557 196 2 7 | e = standing 7 12 0 152 224 467 9 2 | f = sitting 2 6 6 5 3 9 842 2 | g = running 61 78 0 1 9 7 0 708 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4061 70.9469 % Incorrectly Classified Instances 1663 29.0531 % Kappa statistic 0.6621 Mean absolute error 0.0756 Root mean squared error 0.2574 Relative absolute error 35.1705 % Root relative squared error 78.5073 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.042 0.645 0.664 0.654 0.843 climbingdown 0.652 0.046 0.634 0.652 0.643 0.832 climbingup 0.914 0.001 0.936 0.914 0.925 0.972 jumping 0.651 0.062 0.652 0.651 0.652 0.814 lying 0.649 0.077 0.611 0.649 0.629 0.815 standing 0.531 0.072 0.571 0.531 0.55 0.787 sitting 0.959 0.004 0.976 0.959 0.967 0.981 running 0.802 0.033 0.811 0.802 0.807 0.898 walking Weighted Avg. 0.709 0.048 0.71 0.709 0.71 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 393 115 4 3 1 2 1 73 | a = climbingdown 120 404 0 5 4 9 2 76 | b = climbingup 2 1 117 0 0 1 7 0 | c = jumping 2 10 1 568 137 146 4 4 | d = lying 3 7 0 127 584 175 1 3 | e = standing 5 15 0 163 218 464 6 3 | f = sitting 7 6 2 3 5 11 839 2 | g = running 77 79 1 2 7 5 0 692 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4141 72.3445 % Incorrectly Classified Instances 1583 27.6555 % Kappa statistic 0.6784 Mean absolute error 0.0725 Root mean squared error 0.2486 Relative absolute error 33.7407 % Root relative squared error 75.8253 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.04 0.664 0.688 0.676 0.867 climbingdown 0.673 0.044 0.65 0.673 0.661 0.844 climbingup 0.875 0.002 0.926 0.875 0.9 0.947 jumping 0.68 0.06 0.672 0.68 0.676 0.831 lying 0.654 0.069 0.638 0.654 0.646 0.828 standing 0.556 0.07 0.587 0.556 0.571 0.814 sitting 0.949 0.005 0.971 0.949 0.96 0.976 running 0.819 0.031 0.822 0.819 0.821 0.909 walking Weighted Avg. 0.723 0.045 0.724 0.723 0.724 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 407 100 1 4 0 4 3 73 | a = climbingdown 115 418 1 11 1 7 4 64 | b = climbingup 7 1 112 0 0 1 6 1 | c = jumping 5 10 0 593 112 145 4 3 | d = lying 2 13 0 114 589 171 5 6 | e = standing 3 17 2 145 213 485 3 5 | f = sitting 9 6 5 14 3 7 830 1 | g = running 65 78 0 2 5 6 0 707 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4123 72.03 % Incorrectly Classified Instances 1601 27.97 % Kappa statistic 0.6747 Mean absolute error 0.0728 Root mean squared error 0.2518 Relative absolute error 33.8668 % Root relative squared error 76.8087 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.041 0.649 0.654 0.652 0.841 climbingdown 0.652 0.044 0.64 0.652 0.646 0.841 climbingup 0.945 0.001 0.945 0.945 0.945 0.977 jumping 0.675 0.06 0.669 0.675 0.672 0.834 lying 0.653 0.064 0.656 0.653 0.654 0.829 standing 0.577 0.075 0.581 0.577 0.579 0.806 sitting 0.97 0.006 0.968 0.97 0.969 0.984 running 0.788 0.034 0.803 0.788 0.795 0.906 walking Weighted Avg. 0.72 0.046 0.721 0.72 0.72 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 387 107 3 2 4 2 4 83 | a = climbingdown 120 404 1 4 4 6 8 73 | b = climbingup 1 2 121 0 0 0 3 1 | c = jumping 2 11 0 589 112 149 5 4 | d = lying 3 5 0 105 588 191 5 3 | e = standing 3 10 0 172 181 504 2 1 | f = sitting 4 5 2 4 4 5 850 2 | g = running 76 87 1 4 4 10 1 680 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4098 71.5933 % Incorrectly Classified Instances 1626 28.4067 % Kappa statistic 0.6696 Mean absolute error 0.0744 Root mean squared error 0.2529 Relative absolute error 34.6234 % Root relative squared error 77.1462 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.036 0.685 0.672 0.679 0.84 climbingdown 0.652 0.041 0.658 0.652 0.655 0.84 climbingup 0.946 0.002 0.917 0.946 0.931 0.975 jumping 0.677 0.059 0.674 0.677 0.675 0.836 lying 0.628 0.066 0.638 0.628 0.633 0.818 standing 0.562 0.083 0.55 0.562 0.556 0.807 sitting 0.946 0.006 0.964 0.946 0.955 0.976 running 0.811 0.038 0.792 0.811 0.801 0.904 walking Weighted Avg. 0.716 0.047 0.716 0.716 0.716 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 398 100 2 2 1 0 4 85 | a = climbingdown 94 404 4 7 6 11 7 87 | b = climbingup 1 2 122 0 0 1 3 0 | c = jumping 2 13 0 590 105 154 5 3 | d = lying 1 3 0 111 565 217 3 0 | e = standing 3 7 0 159 200 491 8 5 | f = sitting 10 11 5 4 3 10 828 4 | g = running 72 74 0 3 5 8 1 700 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4113 71.8553 % Incorrectly Classified Instances 1611 28.1447 % Kappa statistic 0.6725 Mean absolute error 0.0739 Root mean squared error 0.2517 Relative absolute error 34.3863 % Root relative squared error 76.7728 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.041 0.651 0.66 0.655 0.848 climbingdown 0.598 0.041 0.639 0.598 0.618 0.825 climbingup 0.891 0.002 0.905 0.891 0.898 0.97 jumping 0.685 0.059 0.675 0.685 0.68 0.832 lying 0.658 0.071 0.635 0.658 0.646 0.828 standing 0.575 0.071 0.592 0.575 0.583 0.8 sitting 0.959 0.008 0.957 0.959 0.958 0.978 running 0.818 0.034 0.809 0.818 0.814 0.906 walking Weighted Avg. 0.719 0.046 0.718 0.719 0.718 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 390 114 3 3 2 8 3 68 | a = climbingdown 126 371 1 8 5 9 7 93 | b = climbingup 1 0 114 1 0 1 11 0 | c = jumping 3 6 0 598 126 135 5 0 | d = lying 0 7 0 114 592 180 5 2 | e = standing 4 7 1 154 195 502 6 4 | f = sitting 5 8 7 5 4 7 839 0 | g = running 70 68 0 3 9 6 1 707 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4035 70.4927 % Incorrectly Classified Instances 1689 29.5073 % Kappa statistic 0.6567 Mean absolute error 0.0763 Root mean squared error 0.2575 Relative absolute error 35.4934 % Root relative squared error 78.5532 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.042 0.634 0.633 0.633 0.838 climbingdown 0.626 0.042 0.646 0.626 0.636 0.837 climbingup 0.898 0.002 0.906 0.898 0.902 0.97 jumping 0.651 0.057 0.671 0.651 0.661 0.814 lying 0.649 0.076 0.614 0.649 0.631 0.82 standing 0.548 0.079 0.555 0.548 0.551 0.792 sitting 0.945 0.007 0.958 0.945 0.952 0.973 running 0.811 0.038 0.793 0.811 0.802 0.907 walking Weighted Avg. 0.705 0.049 0.705 0.705 0.705 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 374 117 2 4 2 3 0 89 | a = climbingdown 113 388 1 5 5 14 11 83 | b = climbingup 4 1 115 0 0 1 7 0 | c = jumping 7 6 0 568 125 163 4 0 | d = lying 1 5 0 122 584 184 2 2 | e = standing 8 6 3 140 222 478 10 6 | f = sitting 8 3 6 7 7 14 827 3 | g = running 75 75 0 0 6 5 2 701 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4109 71.7729 % Incorrectly Classified Instances 1616 28.2271 % Kappa statistic 0.6715 Mean absolute error 0.073 Root mean squared error 0.2519 Relative absolute error 33.982 % Root relative squared error 76.8391 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.041 0.663 0.696 0.679 0.863 climbingdown 0.627 0.037 0.674 0.627 0.65 0.84 climbingup 0.867 0.001 0.949 0.867 0.906 0.943 jumping 0.694 0.06 0.675 0.694 0.684 0.845 lying 0.631 0.07 0.626 0.631 0.629 0.82 standing 0.549 0.077 0.561 0.549 0.555 0.794 sitting 0.96 0.008 0.958 0.96 0.959 0.979 running 0.815 0.035 0.805 0.815 0.81 0.903 walking Weighted Avg. 0.718 0.047 0.718 0.718 0.717 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 412 91 0 1 1 6 3 78 | a = climbingdown 118 389 2 9 6 14 4 78 | b = climbingup 1 3 111 0 0 0 13 0 | c = jumping 1 7 0 606 117 137 4 1 | d = lying 4 4 0 117 568 204 1 2 | e = standing 5 8 1 154 209 479 9 8 | f = sitting 4 3 3 9 2 11 840 3 | g = running 76 72 0 2 4 3 3 704 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4160 72.6638 % Incorrectly Classified Instances 1565 27.3362 % Kappa statistic 0.682 Mean absolute error 0.0716 Root mean squared error 0.2476 Relative absolute error 33.3268 % Root relative squared error 75.5158 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.039 0.674 0.701 0.687 0.862 climbingdown 0.671 0.038 0.681 0.671 0.676 0.849 climbingup 0.867 0.001 0.941 0.867 0.902 0.966 jumping 0.687 0.056 0.686 0.687 0.687 0.853 lying 0.657 0.073 0.628 0.657 0.642 0.824 standing 0.543 0.073 0.574 0.543 0.558 0.789 sitting 0.97 0.009 0.95 0.97 0.96 0.983 running 0.815 0.029 0.833 0.815 0.824 0.909 walking Weighted Avg. 0.727 0.045 0.726 0.727 0.726 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 415 99 3 3 4 3 3 62 | a = climbingdown 111 416 1 3 4 5 10 70 | b = climbingup 3 1 111 0 0 2 11 0 | c = jumping 2 10 1 600 103 145 7 5 | d = lying 0 5 0 113 591 184 5 2 | e = standing 3 7 0 150 232 474 6 1 | f = sitting 4 6 2 1 4 8 849 1 | g = running 78 67 0 4 3 5 3 704 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4076 71.1965 % Incorrectly Classified Instances 1649 28.8035 % Kappa statistic 0.665 Mean absolute error 0.0749 Root mean squared error 0.2545 Relative absolute error 34.8308 % Root relative squared error 77.6283 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.041 0.659 0.686 0.672 0.868 climbingdown 0.629 0.042 0.644 0.629 0.636 0.828 climbingup 0.93 0.003 0.895 0.93 0.912 0.969 jumping 0.683 0.06 0.672 0.683 0.677 0.835 lying 0.641 0.073 0.62 0.641 0.63 0.823 standing 0.533 0.077 0.556 0.533 0.544 0.775 sitting 0.953 0.007 0.962 0.953 0.958 0.977 running 0.797 0.033 0.812 0.797 0.805 0.898 walking Weighted Avg. 0.712 0.047 0.712 0.712 0.712 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 406 103 3 1 2 2 6 69 | a = climbingdown 113 390 1 13 3 16 5 79 | b = climbingup 2 0 119 0 0 1 5 1 | c = jumping 3 10 0 596 116 140 6 2 | d = lying 1 7 0 113 577 196 3 3 | e = standing 6 13 1 153 223 465 8 4 | f = sitting 4 6 9 5 5 11 835 1 | g = running 81 77 0 6 5 6 0 688 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4105 71.7031 % Incorrectly Classified Instances 1620 28.2969 % Kappa statistic 0.6709 Mean absolute error 0.0737 Root mean squared error 0.2526 Relative absolute error 34.3081 % Root relative squared error 77.0596 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.038 0.67 0.676 0.673 0.839 climbingdown 0.652 0.044 0.641 0.652 0.646 0.838 climbingup 0.868 0.003 0.889 0.868 0.878 0.949 jumping 0.68 0.061 0.668 0.68 0.674 0.822 lying 0.646 0.069 0.634 0.646 0.64 0.818 standing 0.542 0.075 0.565 0.542 0.553 0.798 sitting 0.955 0.009 0.952 0.955 0.954 0.979 running 0.817 0.03 0.827 0.817 0.822 0.903 walking Weighted Avg. 0.717 0.046 0.717 0.717 0.717 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 400 114 1 0 3 3 4 67 | a = climbingdown 107 404 3 5 6 11 9 75 | b = climbingup 5 3 112 0 0 0 9 0 | c = jumping 7 10 0 594 102 153 6 1 | d = lying 2 5 0 126 581 181 2 3 | e = standing 3 12 0 158 217 473 9 1 | f = sitting 6 7 9 4 2 11 836 0 | g = running 67 75 1 2 5 5 3 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4080 71.2788 % Incorrectly Classified Instances 1644 28.7212 % Kappa statistic 0.666 Mean absolute error 0.0751 Root mean squared error 0.2542 Relative absolute error 34.93 % Root relative squared error 77.5329 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.035 0.693 0.693 0.693 0.856 climbingdown 0.64 0.048 0.616 0.64 0.628 0.833 climbingup 0.898 0.003 0.885 0.898 0.891 0.957 jumping 0.671 0.054 0.692 0.671 0.681 0.847 lying 0.661 0.078 0.614 0.661 0.637 0.822 standing 0.53 0.077 0.554 0.53 0.542 0.774 sitting 0.95 0.007 0.961 0.95 0.955 0.977 running 0.791 0.033 0.811 0.791 0.801 0.901 walking Weighted Avg. 0.713 0.047 0.714 0.713 0.713 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 410 107 6 1 0 0 3 65 | a = climbingdown 106 397 1 13 5 10 7 81 | b = climbingup 5 0 115 0 0 1 7 0 | c = jumping 2 10 1 586 104 164 4 2 | d = lying 1 5 0 113 595 181 4 1 | e = standing 3 18 0 123 253 463 8 5 | f = sitting 4 5 7 8 5 10 831 5 | g = running 61 102 0 3 7 6 1 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4091 71.471 % Incorrectly Classified Instances 1633 28.529 % Kappa statistic 0.6683 Mean absolute error 0.0744 Root mean squared error 0.2535 Relative absolute error 34.6133 % Root relative squared error 77.3264 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.043 0.644 0.675 0.659 0.844 climbingdown 0.669 0.045 0.642 0.669 0.656 0.855 climbingup 0.938 0.001 0.952 0.938 0.945 0.976 jumping 0.677 0.059 0.675 0.677 0.676 0.841 lying 0.638 0.073 0.619 0.638 0.628 0.824 standing 0.556 0.077 0.566 0.556 0.561 0.791 sitting 0.959 0.006 0.969 0.959 0.964 0.977 running 0.773 0.028 0.829 0.773 0.8 0.888 walking Weighted Avg. 0.715 0.047 0.717 0.715 0.716 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 399 118 2 4 2 4 2 60 | a = climbingdown 114 415 0 11 4 7 3 66 | b = climbingup 2 0 120 0 1 0 5 0 | c = jumping 3 5 1 591 123 143 5 2 | d = lying 1 5 0 114 574 200 3 3 | e = standing 3 11 0 149 212 486 9 4 | f = sitting 8 4 3 5 5 8 839 3 | g = running 90 88 0 2 6 10 0 667 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4096 71.5584 % Incorrectly Classified Instances 1628 28.4416 % Kappa statistic 0.6691 Mean absolute error 0.0739 Root mean squared error 0.2517 Relative absolute error 34.3616 % Root relative squared error 76.7671 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.038 0.672 0.684 0.678 0.852 climbingdown 0.652 0.04 0.663 0.652 0.657 0.841 climbingup 0.898 0.001 0.943 0.898 0.92 0.97 jumping 0.69 0.065 0.655 0.69 0.672 0.85 lying 0.62 0.068 0.629 0.62 0.625 0.816 standing 0.56 0.076 0.57 0.56 0.565 0.801 sitting 0.949 0.007 0.962 0.949 0.955 0.975 running 0.802 0.035 0.803 0.802 0.803 0.904 walking Weighted Avg. 0.716 0.047 0.716 0.716 0.716 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 404 99 1 1 1 3 4 78 | a = climbingdown 107 405 0 10 5 12 2 80 | b = climbingup 2 1 115 0 0 1 9 0 | c = jumping 3 8 0 602 97 155 6 1 | d = lying 0 2 0 145 558 186 6 3 | e = standing 6 2 0 148 218 489 6 4 | f = sitting 8 6 6 8 4 9 830 4 | g = running 71 88 0 5 4 3 0 693 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4147 72.4493 % Incorrectly Classified Instances 1577 27.5507 % Kappa statistic 0.6796 Mean absolute error 0.072 Root mean squared error 0.2486 Relative absolute error 33.4979 % Root relative squared error 75.8397 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.041 0.67 0.713 0.691 0.866 climbingdown 0.64 0.038 0.671 0.64 0.655 0.841 climbingup 0.922 0.003 0.887 0.922 0.904 0.957 jumping 0.694 0.061 0.671 0.694 0.682 0.841 lying 0.661 0.065 0.654 0.661 0.657 0.836 standing 0.56 0.071 0.586 0.56 0.573 0.797 sitting 0.954 0.006 0.966 0.954 0.96 0.978 running 0.794 0.035 0.8 0.794 0.797 0.908 walking Weighted Avg. 0.724 0.045 0.724 0.724 0.724 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 422 84 1 1 3 5 2 74 | a = climbingdown 114 397 2 6 2 11 3 85 | b = climbingup 3 2 118 1 0 0 3 1 | c = jumping 6 10 1 605 100 144 5 1 | d = lying 3 4 0 120 595 170 5 3 | e = standing 4 10 2 159 198 489 6 5 | f = sitting 5 6 8 5 5 8 835 3 | g = running 73 79 1 5 7 8 5 686 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4113 71.8553 % Incorrectly Classified Instances 1611 28.1447 % Kappa statistic 0.6725 Mean absolute error 0.0735 Root mean squared error 0.2522 Relative absolute error 34.1981 % Root relative squared error 76.9378 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.032 0.713 0.689 0.701 0.866 climbingdown 0.694 0.037 0.692 0.694 0.693 0.863 climbingup 0.891 0.001 0.942 0.891 0.916 0.964 jumping 0.667 0.062 0.659 0.667 0.663 0.814 lying 0.629 0.069 0.629 0.629 0.629 0.827 standing 0.55 0.08 0.553 0.55 0.551 0.788 sitting 0.95 0.008 0.956 0.95 0.953 0.972 running 0.813 0.039 0.789 0.813 0.8 0.898 walking Weighted Avg. 0.719 0.047 0.719 0.719 0.719 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 408 92 0 2 0 4 5 81 | a = climbingdown 74 430 1 8 2 4 9 92 | b = climbingup 1 1 114 0 0 2 9 1 | c = jumping 5 11 0 582 115 154 3 2 | d = lying 1 3 0 118 566 207 2 3 | e = standing 4 11 0 159 204 480 9 6 | f = sitting 4 6 6 9 5 11 831 3 | g = running 75 67 0 5 8 6 1 702 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4093 71.5059 % Incorrectly Classified Instances 1631 28.4941 % Kappa statistic 0.6684 Mean absolute error 0.0743 Root mean squared error 0.252 Relative absolute error 34.5874 % Root relative squared error 76.8677 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.037 0.677 0.676 0.676 0.861 climbingdown 0.64 0.04 0.661 0.64 0.65 0.827 climbingup 0.906 0.001 0.951 0.906 0.928 0.969 jumping 0.681 0.063 0.66 0.681 0.67 0.837 lying 0.63 0.076 0.606 0.63 0.618 0.815 standing 0.522 0.073 0.562 0.522 0.542 0.791 sitting 0.962 0.006 0.968 0.962 0.965 0.98 running 0.834 0.035 0.807 0.834 0.821 0.915 walking Weighted Avg. 0.715 0.047 0.714 0.715 0.714 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 400 107 1 2 0 1 3 78 | a = climbingdown 114 397 1 10 8 9 3 78 | b = climbingup 1 0 116 0 0 0 11 0 | c = jumping 4 7 0 594 118 146 1 2 | d = lying 3 5 0 129 567 189 3 4 | e = standing 5 10 1 152 233 456 6 10 | f = sitting 5 7 3 8 4 6 842 0 | g = running 59 68 0 5 6 4 1 721 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4112 71.8253 % Incorrectly Classified Instances 1613 28.1747 % Kappa statistic 0.6722 Mean absolute error 0.0736 Root mean squared error 0.2526 Relative absolute error 34.2483 % Root relative squared error 77.0397 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.04 0.664 0.688 0.676 0.846 climbingdown 0.626 0.038 0.664 0.626 0.645 0.834 climbingup 0.922 0.002 0.922 0.922 0.922 0.979 jumping 0.677 0.062 0.663 0.677 0.67 0.828 lying 0.644 0.072 0.626 0.644 0.635 0.828 standing 0.571 0.073 0.586 0.571 0.578 0.801 sitting 0.954 0.006 0.969 0.954 0.961 0.978 running 0.804 0.036 0.799 0.804 0.802 0.9 walking Weighted Avg. 0.718 0.046 0.719 0.718 0.718 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 407 97 2 2 3 3 6 72 | a = climbingdown 110 388 2 10 3 9 4 94 | b = climbingup 1 1 118 0 0 0 8 0 | c = jumping 1 10 1 590 126 139 3 2 | d = lying 3 5 0 127 580 183 0 2 | e = standing 1 10 2 150 204 499 5 3 | f = sitting 6 8 3 7 3 11 835 2 | g = running 84 65 0 4 7 8 1 695 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4135 72.2271 % Incorrectly Classified Instances 1590 27.7729 % Kappa statistic 0.677 Mean absolute error 0.0721 Root mean squared error 0.2488 Relative absolute error 33.5516 % Root relative squared error 75.8933 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.042 0.649 0.672 0.661 0.85 climbingdown 0.639 0.043 0.646 0.639 0.642 0.832 climbingup 0.891 0.002 0.919 0.891 0.905 0.956 jumping 0.669 0.055 0.688 0.669 0.678 0.843 lying 0.654 0.07 0.637 0.654 0.645 0.84 standing 0.574 0.072 0.59 0.574 0.582 0.805 sitting 0.967 0.007 0.959 0.967 0.963 0.981 running 0.818 0.034 0.813 0.818 0.815 0.909 walking Weighted Avg. 0.722 0.045 0.722 0.722 0.722 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 398 108 2 0 1 2 7 74 | a = climbingdown 127 396 2 7 4 5 5 74 | b = climbingup 4 2 114 0 0 1 7 0 | c = jumping 1 17 0 583 116 149 5 1 | d = lying 2 4 0 117 589 180 2 6 | e = standing 5 10 0 132 209 501 9 7 | f = sitting 3 4 6 6 4 5 847 1 | g = running 73 72 0 3 2 6 1 707 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4077 71.214 % Incorrectly Classified Instances 1648 28.786 % Kappa statistic 0.6652 Mean absolute error 0.0753 Root mean squared error 0.255 Relative absolute error 35.011 % Root relative squared error 77.7995 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.666 0.041 0.649 0.666 0.657 0.84 climbingdown 0.616 0.043 0.637 0.616 0.626 0.821 climbingup 0.907 0.003 0.886 0.907 0.897 0.962 jumping 0.667 0.06 0.667 0.667 0.667 0.831 lying 0.674 0.074 0.629 0.674 0.651 0.829 standing 0.536 0.071 0.576 0.536 0.555 0.798 sitting 0.953 0.007 0.961 0.953 0.957 0.976 running 0.802 0.036 0.798 0.802 0.8 0.898 walking Weighted Avg. 0.712 0.047 0.712 0.712 0.712 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 394 102 3 5 1 4 1 82 | a = climbingdown 117 382 3 10 5 8 8 87 | b = climbingup 2 2 117 2 0 0 6 0 | c = jumping 2 6 0 582 124 151 5 2 | d = lying 1 5 0 116 607 167 3 1 | e = standing 7 12 0 150 223 468 10 3 | f = sitting 5 11 7 6 4 8 834 0 | g = running 79 80 2 2 1 6 1 693 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4112 71.8253 % Incorrectly Classified Instances 1613 28.1747 % Kappa statistic 0.6722 Mean absolute error 0.0734 Root mean squared error 0.251 Relative absolute error 34.1271 % Root relative squared error 76.5718 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.037 0.673 0.669 0.671 0.842 climbingdown 0.647 0.046 0.631 0.647 0.639 0.848 climbingup 0.867 0.001 0.933 0.867 0.899 0.951 jumping 0.679 0.059 0.675 0.679 0.677 0.834 lying 0.65 0.071 0.63 0.65 0.64 0.832 standing 0.557 0.074 0.574 0.557 0.565 0.806 sitting 0.962 0.005 0.97 0.962 0.966 0.981 running 0.808 0.034 0.811 0.808 0.809 0.902 walking Weighted Avg. 0.718 0.046 0.719 0.718 0.719 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 396 120 1 1 0 2 2 70 | a = climbingdown 104 402 0 9 8 13 2 83 | b = climbingup 4 2 111 0 1 1 9 0 | c = jumping 3 11 0 592 104 153 5 4 | d = lying 3 6 0 123 585 179 2 2 | e = standing 5 7 0 148 220 486 4 3 | f = sitting 4 9 7 3 4 5 842 1 | g = running 69 80 0 1 6 8 2 698 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4085 71.3662 % Incorrectly Classified Instances 1639 28.6338 % Kappa statistic 0.6668 Mean absolute error 0.0745 Root mean squared error 0.254 Relative absolute error 34.6711 % Root relative squared error 77.491 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.038 0.671 0.667 0.669 0.847 climbingdown 0.639 0.042 0.651 0.639 0.645 0.838 climbingup 0.852 0.001 0.956 0.852 0.901 0.953 jumping 0.675 0.059 0.672 0.675 0.673 0.827 lying 0.647 0.07 0.632 0.647 0.639 0.821 standing 0.557 0.079 0.56 0.557 0.558 0.793 sitting 0.944 0.008 0.953 0.944 0.948 0.973 running 0.813 0.037 0.798 0.813 0.806 0.896 walking Weighted Avg. 0.714 0.047 0.714 0.714 0.714 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 395 108 0 5 1 2 6 75 | a = climbingdown 101 396 1 7 7 8 7 93 | b = climbingup 5 1 109 0 0 1 12 0 | c = jumping 4 6 0 589 118 148 5 3 | d = lying 0 5 0 104 582 204 4 1 | e = standing 8 8 0 158 204 486 6 3 | f = sitting 11 8 4 11 3 9 826 3 | g = running 65 76 0 3 6 10 1 702 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4122 72.0126 % Incorrectly Classified Instances 1602 27.9874 % Kappa statistic 0.6746 Mean absolute error 0.0727 Root mean squared error 0.2515 Relative absolute error 33.828 % Root relative squared error 76.7084 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.04 0.663 0.684 0.673 0.851 climbingdown 0.658 0.04 0.669 0.658 0.663 0.85 climbingup 0.922 0.003 0.874 0.922 0.897 0.981 jumping 0.699 0.06 0.676 0.699 0.687 0.831 lying 0.618 0.064 0.644 0.618 0.63 0.82 standing 0.564 0.076 0.573 0.564 0.568 0.792 sitting 0.96 0.008 0.955 0.96 0.957 0.979 running 0.803 0.035 0.804 0.803 0.803 0.901 walking Weighted Avg. 0.72 0.046 0.719 0.72 0.72 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 405 98 4 4 2 0 2 77 | a = climbingdown 114 408 0 5 2 3 10 78 | b = climbingup 1 1 118 0 0 1 7 0 | c = jumping 3 6 0 610 103 144 6 1 | d = lying 2 10 0 114 556 208 7 3 | e = standing 3 9 1 163 189 492 8 8 | f = sitting 1 2 12 6 5 7 840 2 | g = running 82 76 0 1 7 4 0 693 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4066 71.0342 % Incorrectly Classified Instances 1658 28.9658 % Kappa statistic 0.6631 Mean absolute error 0.0754 Root mean squared error 0.2561 Relative absolute error 35.1019 % Root relative squared error 78.1161 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.038 0.659 0.64 0.65 0.826 climbingdown 0.668 0.047 0.632 0.668 0.649 0.84 climbingup 0.883 0.002 0.919 0.883 0.9 0.95 jumping 0.649 0.057 0.673 0.649 0.661 0.805 lying 0.649 0.075 0.617 0.649 0.633 0.818 standing 0.543 0.08 0.549 0.543 0.546 0.795 sitting 0.965 0.007 0.959 0.965 0.962 0.982 running 0.801 0.03 0.824 0.801 0.812 0.9 walking Weighted Avg. 0.71 0.048 0.711 0.71 0.711 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 379 126 2 2 0 2 8 73 | a = climbingdown 112 414 2 4 6 12 6 64 | b = climbingup 6 1 113 0 0 1 7 0 | c = jumping 2 5 0 567 123 169 4 3 | d = lying 1 6 0 109 584 194 3 3 | e = standing 4 7 0 156 223 474 5 4 | f = sitting 2 7 6 2 6 7 844 1 | g = running 69 89 0 3 4 4 3 691 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4100 71.6282 % Incorrectly Classified Instances 1624 28.3718 % Kappa statistic 0.6699 Mean absolute error 0.0735 Root mean squared error 0.2526 Relative absolute error 34.1885 % Root relative squared error 77.0585 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.033 0.697 0.655 0.675 0.838 climbingdown 0.676 0.043 0.655 0.676 0.665 0.841 climbingup 0.93 0.002 0.915 0.93 0.922 0.965 jumping 0.651 0.053 0.687 0.651 0.668 0.826 lying 0.629 0.077 0.604 0.629 0.616 0.82 standing 0.564 0.08 0.558 0.564 0.561 0.8 sitting 0.963 0.007 0.959 0.963 0.961 0.982 running 0.817 0.034 0.808 0.817 0.813 0.907 walking Weighted Avg. 0.716 0.047 0.717 0.716 0.716 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 388 106 1 3 4 2 3 85 | a = climbingdown 93 419 2 7 6 11 7 75 | b = climbingup 0 1 119 0 0 2 6 0 | c = jumping 3 10 0 568 126 158 4 4 | d = lying 6 9 0 113 566 201 5 0 | e = standing 0 13 0 130 226 492 10 2 | f = sitting 2 6 8 3 4 8 843 1 | g = running 65 76 0 3 5 8 1 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4110 71.8029 % Incorrectly Classified Instances 1614 28.1971 % Kappa statistic 0.6719 Mean absolute error 0.0737 Root mean squared error 0.2504 Relative absolute error 34.31 % Root relative squared error 76.3818 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.037 0.671 0.66 0.666 0.844 climbingdown 0.626 0.043 0.638 0.626 0.632 0.827 climbingup 0.922 0.002 0.922 0.922 0.922 0.973 jumping 0.677 0.061 0.667 0.677 0.672 0.845 lying 0.658 0.071 0.632 0.658 0.645 0.836 standing 0.562 0.073 0.58 0.562 0.571 0.812 sitting 0.949 0.006 0.964 0.949 0.956 0.974 running 0.822 0.035 0.809 0.822 0.815 0.911 walking Weighted Avg. 0.718 0.046 0.718 0.718 0.718 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 390 121 2 1 2 3 1 71 | a = climbingdown 118 388 1 5 7 10 2 89 | b = climbingup 1 3 118 0 0 0 6 0 | c = jumping 3 5 1 591 119 147 7 0 | d = lying 1 4 0 129 592 171 3 0 | e = standing 5 9 0 150 205 491 10 3 | f = sitting 4 6 6 5 4 15 830 5 | g = running 59 72 0 5 7 9 2 710 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4087 71.4011 % Incorrectly Classified Instances 1637 28.5989 % Kappa statistic 0.6673 Mean absolute error 0.0738 Root mean squared error 0.2525 Relative absolute error 34.3299 % Root relative squared error 77.0202 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.039 0.66 0.657 0.658 0.844 climbingdown 0.635 0.047 0.622 0.635 0.629 0.833 climbingup 0.891 0.002 0.905 0.891 0.898 0.955 jumping 0.674 0.058 0.675 0.674 0.674 0.845 lying 0.657 0.07 0.637 0.657 0.647 0.822 standing 0.542 0.076 0.563 0.542 0.552 0.805 sitting 0.959 0.006 0.964 0.959 0.962 0.982 running 0.81 0.035 0.806 0.81 0.808 0.907 walking Weighted Avg. 0.714 0.047 0.714 0.714 0.714 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 388 125 2 2 4 3 3 64 | a = climbingdown 105 394 1 5 5 12 5 93 | b = climbingup 4 2 114 0 0 0 7 1 | c = jumping 3 12 1 588 105 155 6 3 | d = lying 5 5 0 110 591 183 5 1 | e = standing 6 12 2 156 213 473 5 6 | f = sitting 4 7 6 8 4 7 839 0 | g = running 73 76 0 2 6 7 0 700 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4072 71.1266 % Incorrectly Classified Instances 1653 28.8734 % Kappa statistic 0.6642 Mean absolute error 0.0743 Root mean squared error 0.2535 Relative absolute error 34.5809 % Root relative squared error 77.3263 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.04 0.661 0.681 0.671 0.861 climbingdown 0.655 0.041 0.662 0.655 0.659 0.844 climbingup 0.922 0.002 0.908 0.922 0.915 0.971 jumping 0.66 0.058 0.673 0.66 0.666 0.823 lying 0.636 0.077 0.606 0.636 0.62 0.821 standing 0.532 0.08 0.545 0.532 0.538 0.782 sitting 0.959 0.006 0.969 0.959 0.964 0.981 running 0.803 0.033 0.811 0.803 0.807 0.9 walking Weighted Avg. 0.711 0.048 0.712 0.711 0.711 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 403 101 2 0 1 4 5 76 | a = climbingdown 111 406 1 5 4 17 3 73 | b = climbingup 0 2 118 0 0 1 6 1 | c = jumping 1 14 0 576 125 151 4 2 | d = lying 2 13 0 115 572 196 2 0 | e = standing 5 4 3 151 232 464 7 7 | f = sitting 7 3 6 6 2 10 840 2 | g = running 81 70 0 3 8 8 0 693 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4084 71.3362 % Incorrectly Classified Instances 1641 28.6638 % Kappa statistic 0.6667 Mean absolute error 0.0742 Root mean squared error 0.2512 Relative absolute error 34.5428 % Root relative squared error 76.6135 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.036 0.689 0.686 0.688 0.859 climbingdown 0.668 0.048 0.629 0.668 0.648 0.844 climbingup 0.93 0.001 0.944 0.93 0.937 0.968 jumping 0.631 0.06 0.653 0.631 0.642 0.824 lying 0.676 0.076 0.623 0.676 0.648 0.843 standing 0.518 0.072 0.566 0.518 0.541 0.79 sitting 0.966 0.009 0.949 0.966 0.958 0.982 running 0.797 0.032 0.817 0.797 0.807 0.915 walking Weighted Avg. 0.713 0.047 0.713 0.713 0.713 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 406 109 0 2 1 4 5 65 | a = climbingdown 99 414 0 6 8 8 3 82 | b = climbingup 3 1 119 0 0 1 4 0 | c = jumping 8 11 1 551 129 159 11 3 | d = lying 1 5 0 120 608 163 2 1 | e = standing 4 21 0 158 220 453 15 3 | f = sitting 7 2 5 4 4 8 845 0 | g = running 61 95 1 3 6 4 5 688 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4087 71.3886 % Incorrectly Classified Instances 1638 28.6114 % Kappa statistic 0.6672 Mean absolute error 0.0746 Root mean squared error 0.2543 Relative absolute error 34.692 % Root relative squared error 77.5834 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.037 0.678 0.679 0.678 0.855 climbingdown 0.657 0.041 0.662 0.657 0.66 0.844 climbingup 0.891 0.002 0.927 0.891 0.908 0.953 jumping 0.669 0.062 0.659 0.669 0.664 0.827 lying 0.636 0.069 0.631 0.636 0.633 0.819 standing 0.534 0.082 0.539 0.534 0.537 0.779 sitting 0.957 0.006 0.965 0.957 0.961 0.981 running 0.816 0.034 0.809 0.816 0.813 0.909 walking Weighted Avg. 0.714 0.047 0.714 0.714 0.714 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 402 100 2 4 3 5 1 75 | a = climbingdown 99 408 1 5 2 22 4 80 | b = climbingup 4 1 114 0 0 0 9 0 | c = jumping 4 9 1 583 110 161 4 0 | d = lying 2 6 0 117 572 197 3 3 | e = standing 4 14 2 165 206 466 9 7 | f = sitting 7 9 3 9 2 7 837 1 | g = running 71 69 0 2 11 6 0 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4126 72.0699 % Incorrectly Classified Instances 1599 27.9301 % Kappa statistic 0.6751 Mean absolute error 0.0735 Root mean squared error 0.2505 Relative absolute error 34.2017 % Root relative squared error 76.4271 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.04 0.671 0.699 0.685 0.877 climbingdown 0.635 0.043 0.645 0.635 0.64 0.829 climbingup 0.899 0.001 0.959 0.899 0.928 0.964 jumping 0.659 0.054 0.687 0.659 0.673 0.832 lying 0.67 0.073 0.633 0.67 0.651 0.838 standing 0.561 0.075 0.574 0.561 0.567 0.795 sitting 0.957 0.007 0.961 0.957 0.959 0.98 running 0.807 0.034 0.81 0.807 0.808 0.901 walking Weighted Avg. 0.721 0.046 0.721 0.721 0.721 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 414 105 2 4 1 2 1 63 | a = climbingdown 115 394 1 6 6 7 4 87 | b = climbingup 3 2 116 0 0 1 7 0 | c = jumping 5 10 0 575 129 148 5 0 | d = lying 0 6 0 90 603 194 4 3 | e = standing 0 6 0 158 203 490 11 5 | f = sitting 4 9 2 3 6 8 837 6 | g = running 76 79 0 1 5 4 2 697 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4133 72.2048 % Incorrectly Classified Instances 1591 27.7952 % Kappa statistic 0.6765 Mean absolute error 0.0726 Root mean squared error 0.2508 Relative absolute error 33.7918 % Root relative squared error 76.5164 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.035 0.694 0.682 0.688 0.85 climbingdown 0.621 0.041 0.646 0.621 0.633 0.824 climbingup 0.906 0.001 0.951 0.906 0.928 0.956 jumping 0.671 0.052 0.697 0.671 0.684 0.837 lying 0.668 0.072 0.635 0.668 0.651 0.834 standing 0.572 0.077 0.571 0.572 0.571 0.8 sitting 0.96 0.005 0.971 0.96 0.966 0.981 running 0.814 0.041 0.781 0.814 0.797 0.905 walking Weighted Avg. 0.722 0.046 0.723 0.722 0.722 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 404 97 2 3 1 4 3 78 | a = climbingdown 98 385 0 6 4 14 7 106 | b = climbingup 4 4 116 0 0 2 1 1 | c = jumping 1 11 0 585 112 156 5 2 | d = lying 0 4 0 109 601 182 2 2 | e = standing 5 10 0 130 218 499 7 4 | f = sitting 5 5 4 3 5 9 840 4 | g = running 65 80 0 3 5 8 0 703 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4083 71.3312 % Incorrectly Classified Instances 1641 28.6688 % Kappa statistic 0.6665 Mean absolute error 0.075 Root mean squared error 0.255 Relative absolute error 34.8894 % Root relative squared error 77.7864 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.045 0.633 0.671 0.651 0.845 climbingdown 0.602 0.04 0.648 0.602 0.624 0.824 climbingup 0.883 0.003 0.876 0.883 0.879 0.962 jumping 0.694 0.057 0.688 0.694 0.691 0.841 lying 0.629 0.071 0.624 0.629 0.626 0.819 standing 0.561 0.076 0.571 0.561 0.566 0.794 sitting 0.953 0.007 0.961 0.953 0.957 0.975 running 0.816 0.036 0.802 0.816 0.809 0.896 walking Weighted Avg. 0.713 0.047 0.713 0.713 0.713 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 397 109 1 1 1 2 2 79 | a = climbingdown 131 373 3 5 8 10 7 83 | b = climbingup 3 0 113 0 0 0 12 0 | c = jumping 2 12 0 605 109 142 2 0 | d = lying 6 5 0 119 566 198 3 3 | e = standing 6 13 0 138 212 490 7 7 | f = sitting 2 5 12 9 3 8 834 2 | g = running 80 59 0 3 8 8 1 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4136 72.2572 % Incorrectly Classified Instances 1588 27.7428 % Kappa statistic 0.6773 Mean absolute error 0.0726 Root mean squared error 0.25 Relative absolute error 33.7765 % Root relative squared error 76.2693 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.038 0.674 0.69 0.682 0.851 climbingdown 0.629 0.042 0.646 0.629 0.637 0.828 climbingup 0.945 0.001 0.96 0.945 0.953 0.974 jumping 0.675 0.058 0.679 0.675 0.677 0.833 lying 0.664 0.073 0.629 0.664 0.646 0.836 standing 0.544 0.071 0.579 0.544 0.561 0.792 sitting 0.969 0.008 0.955 0.969 0.962 0.982 running 0.818 0.032 0.82 0.818 0.819 0.909 walking Weighted Avg. 0.723 0.046 0.722 0.723 0.722 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 408 107 1 0 1 5 5 64 | a = climbingdown 117 390 0 6 2 15 6 84 | b = climbingup 0 1 121 0 0 0 5 1 | c = jumping 6 9 0 589 111 150 7 1 | d = lying 1 3 0 127 598 165 4 2 | e = standing 2 15 2 140 225 475 11 3 | f = sitting 3 4 2 4 6 8 848 0 | g = running 68 75 0 2 8 2 2 707 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4028 70.3704 % Incorrectly Classified Instances 1696 29.6296 % Kappa statistic 0.6553 Mean absolute error 0.0769 Root mean squared error 0.2575 Relative absolute error 35.7736 % Root relative squared error 78.5557 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.045 0.619 0.629 0.624 0.825 climbingdown 0.598 0.046 0.61 0.598 0.604 0.813 climbingup 0.93 0.001 0.952 0.93 0.941 0.974 jumping 0.685 0.064 0.659 0.685 0.672 0.831 lying 0.609 0.065 0.637 0.609 0.623 0.824 standing 0.57 0.079 0.564 0.57 0.567 0.799 sitting 0.965 0.006 0.969 0.965 0.967 0.986 running 0.785 0.039 0.78 0.785 0.782 0.894 walking Weighted Avg. 0.704 0.048 0.704 0.704 0.704 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 372 120 0 1 3 2 3 90 | a = climbingdown 124 371 1 4 7 12 6 95 | b = climbingup 2 0 119 0 0 2 5 0 | c = jumping 2 10 0 598 102 156 5 0 | d = lying 2 4 0 137 548 204 3 2 | e = standing 7 8 0 158 194 498 5 3 | f = sitting 5 6 5 5 2 7 844 1 | g = running 87 89 0 4 4 2 0 678 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4104 71.6981 % Incorrectly Classified Instances 1620 28.3019 % Kappa statistic 0.6707 Mean absolute error 0.0741 Root mean squared error 0.2521 Relative absolute error 34.4774 % Root relative squared error 76.8926 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.038 0.673 0.677 0.675 0.861 climbingdown 0.663 0.04 0.668 0.663 0.666 0.843 climbingup 0.898 0.001 0.935 0.898 0.916 0.963 jumping 0.679 0.058 0.677 0.679 0.678 0.829 lying 0.633 0.078 0.604 0.633 0.618 0.819 standing 0.548 0.074 0.57 0.548 0.558 0.801 sitting 0.954 0.008 0.956 0.954 0.955 0.977 running 0.812 0.032 0.817 0.812 0.815 0.908 walking Weighted Avg. 0.717 0.047 0.717 0.717 0.717 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 401 108 2 4 1 4 1 71 | a = climbingdown 97 411 0 9 5 13 10 75 | b = climbingup 2 1 115 0 0 1 9 0 | c = jumping 1 9 0 593 129 135 5 1 | d = lying 4 8 0 118 570 197 1 2 | e = standing 5 5 1 144 228 478 9 3 | f = sitting 8 5 4 5 5 8 835 5 | g = running 78 68 1 3 6 3 3 701 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4125 72.065 % Incorrectly Classified Instances 1599 27.935 % Kappa statistic 0.6751 Mean absolute error 0.0734 Root mean squared error 0.251 Relative absolute error 34.1516 % Root relative squared error 76.5678 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.666 0.04 0.657 0.666 0.661 0.843 climbingdown 0.656 0.041 0.66 0.656 0.658 0.843 climbingup 0.922 0.003 0.881 0.922 0.901 0.962 jumping 0.674 0.061 0.664 0.674 0.669 0.835 lying 0.668 0.07 0.641 0.668 0.654 0.831 standing 0.545 0.071 0.582 0.545 0.563 0.795 sitting 0.945 0.006 0.965 0.945 0.955 0.975 running 0.827 0.033 0.816 0.827 0.822 0.902 walking Weighted Avg. 0.721 0.046 0.72 0.721 0.72 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 394 106 2 3 2 3 7 75 | a = climbingdown 113 407 1 10 2 5 2 80 | b = climbingup 0 2 118 0 0 0 7 1 | c = jumping 4 5 0 588 123 151 2 0 | d = lying 1 8 0 117 601 165 6 2 | e = standing 11 19 2 161 196 476 6 2 | f = sitting 5 8 11 4 6 13 827 1 | g = running 72 62 0 2 8 5 0 714 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 11 RUN: 0 FOLD: 0 Correctly Classified Instances 3943 65.7495 % Incorrectly Classified Instances 2054 34.2505 % Kappa statistic 0.6024 Mean absolute error 0.0889 Root mean squared error 0.2745 Relative absolute error 41.265 % Root relative squared error 83.649 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.05 0.628 0.669 0.648 0.836 climbingdown 0.613 0.057 0.641 0.613 0.627 0.824 climbingup 0.854 0.002 0.905 0.854 0.879 0.953 jumping 0.656 0.077 0.597 0.656 0.625 0.832 lying 0.564 0.071 0.57 0.564 0.567 0.808 standing 0.436 0.078 0.481 0.436 0.457 0.757 sitting 0.975 0.007 0.958 0.975 0.967 0.987 running 0.666 0.057 0.677 0.666 0.671 0.834 walking Weighted Avg. 0.657 0.056 0.656 0.657 0.656 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 449 101 2 2 1 4 10 102 | a = climbingdown 127 524 0 10 10 11 6 167 | b = climbingup 3 0 105 0 0 0 15 0 | c = jumping 3 4 1 585 126 169 0 4 | d = lying 8 11 0 135 482 206 2 10 | e = standing 7 8 0 243 216 371 2 4 | f = sitting 7 3 6 2 1 1 824 1 | g = running 111 166 2 3 10 10 1 603 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3883 64.749 % Incorrectly Classified Instances 2114 35.251 % Kappa statistic 0.5908 Mean absolute error 0.092 Root mean squared error 0.2793 Relative absolute error 42.6949 % Root relative squared error 85.1239 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.05 0.612 0.629 0.621 0.805 climbingdown 0.595 0.058 0.632 0.595 0.613 0.808 climbingup 0.894 0.001 0.94 0.894 0.917 0.962 jumping 0.626 0.076 0.591 0.626 0.608 0.816 lying 0.567 0.07 0.575 0.567 0.571 0.808 standing 0.406 0.088 0.433 0.406 0.419 0.74 sitting 0.979 0.006 0.962 0.979 0.97 0.989 running 0.692 0.061 0.667 0.692 0.679 0.845 walking Weighted Avg. 0.647 0.058 0.645 0.647 0.646 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 422 117 1 1 5 4 10 111 | a = climbingdown 134 509 0 3 11 15 7 176 | b = climbingup 4 0 110 0 0 0 9 0 | c = jumping 7 4 0 558 118 199 2 3 | d = lying 2 9 0 125 484 227 1 6 | e = standing 7 16 0 255 212 346 1 15 | f = sitting 6 3 6 0 1 0 827 2 | g = running 107 147 0 2 11 9 3 627 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3894 64.9325 % Incorrectly Classified Instances 2103 35.0675 % Kappa statistic 0.5931 Mean absolute error 0.091 Root mean squared error 0.28 Relative absolute error 42.2369 % Root relative squared error 85.3233 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.612 0.056 0.581 0.612 0.596 0.795 climbingdown 0.607 0.063 0.614 0.607 0.61 0.815 climbingup 0.854 0.003 0.847 0.854 0.85 0.943 jumping 0.646 0.071 0.615 0.646 0.63 0.823 lying 0.588 0.069 0.587 0.588 0.587 0.804 standing 0.462 0.082 0.483 0.462 0.473 0.76 sitting 0.969 0.009 0.947 0.969 0.958 0.984 running 0.629 0.055 0.669 0.629 0.648 0.814 walking Weighted Avg. 0.649 0.057 0.648 0.649 0.648 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 411 115 6 2 3 7 20 108 | a = climbingdown 146 518 3 5 8 9 6 159 | b = climbingup 3 0 105 0 0 0 15 0 | c = jumping 4 2 0 576 117 190 0 3 | d = lying 8 13 0 131 502 196 0 4 | e = standing 6 12 0 220 214 394 1 5 | f = sitting 6 3 9 1 3 2 819 2 | g = running 124 181 1 1 8 17 4 569 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4028 67.1669 % Incorrectly Classified Instances 1969 32.8331 % Kappa statistic 0.6189 Mean absolute error 0.0864 Root mean squared error 0.2692 Relative absolute error 40.1247 % Root relative squared error 82.0209 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.045 0.654 0.674 0.664 0.836 climbingdown 0.651 0.057 0.656 0.651 0.653 0.828 climbingup 0.902 0.001 0.949 0.902 0.925 0.969 jumping 0.623 0.072 0.602 0.623 0.612 0.828 lying 0.623 0.07 0.595 0.623 0.609 0.819 standing 0.437 0.079 0.478 0.437 0.456 0.756 sitting 0.96 0.004 0.974 0.96 0.967 0.983 running 0.704 0.054 0.7 0.704 0.702 0.852 walking Weighted Avg. 0.672 0.054 0.671 0.672 0.671 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 453 109 0 4 0 6 6 94 | a = climbingdown 121 556 0 7 7 2 3 158 | b = climbingup 2 1 111 0 0 0 9 0 | c = jumping 2 3 0 556 129 200 0 2 | d = lying 0 11 0 107 532 194 1 9 | e = standing 2 12 0 245 215 372 0 6 | f = sitting 14 6 6 2 2 0 810 4 | g = running 99 150 0 3 9 4 3 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3908 65.1659 % Incorrectly Classified Instances 2089 34.8341 % Kappa statistic 0.5955 Mean absolute error 0.091 Root mean squared error 0.2766 Relative absolute error 42.2706 % Root relative squared error 84.2995 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.622 0.046 0.629 0.622 0.625 0.811 climbingdown 0.607 0.066 0.605 0.607 0.606 0.808 climbingup 0.837 0.002 0.904 0.837 0.869 0.941 jumping 0.647 0.067 0.626 0.647 0.637 0.836 lying 0.561 0.068 0.576 0.561 0.569 0.804 standing 0.459 0.09 0.459 0.459 0.459 0.761 sitting 0.968 0.005 0.967 0.968 0.967 0.983 running 0.668 0.06 0.663 0.668 0.665 0.835 walking Weighted Avg. 0.652 0.057 0.652 0.652 0.652 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 418 128 0 2 1 2 11 110 | a = climbingdown 125 518 2 9 9 15 1 175 | b = climbingup 3 5 103 0 0 0 12 0 | c = jumping 4 6 0 577 105 198 0 2 | d = lying 3 10 0 113 479 238 0 11 | e = standing 3 16 0 216 218 391 1 7 | f = sitting 5 5 9 1 2 2 817 3 | g = running 104 168 0 3 17 6 3 605 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3956 65.9663 % Incorrectly Classified Instances 2041 34.0337 % Kappa statistic 0.605 Mean absolute error 0.0892 Root mean squared error 0.2749 Relative absolute error 41.4236 % Root relative squared error 83.7794 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.047 0.628 0.634 0.631 0.828 climbingdown 0.616 0.062 0.621 0.616 0.618 0.819 climbingup 0.911 0.002 0.896 0.911 0.903 0.963 jumping 0.638 0.066 0.628 0.638 0.633 0.826 lying 0.605 0.073 0.58 0.605 0.592 0.814 standing 0.442 0.085 0.463 0.442 0.453 0.747 sitting 0.96 0.004 0.976 0.96 0.968 0.982 running 0.683 0.056 0.683 0.683 0.683 0.842 walking Weighted Avg. 0.66 0.056 0.66 0.66 0.66 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 426 131 0 1 2 7 8 97 | a = climbingdown 130 526 1 4 10 12 3 168 | b = climbingup 1 2 112 0 0 0 8 0 | c = jumping 0 8 0 569 96 213 0 6 | d = lying 4 9 1 123 516 196 1 3 | e = standing 8 5 0 205 251 377 0 6 | f = sitting 7 8 9 0 2 1 811 7 | g = running 102 158 2 4 13 8 0 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3919 65.3493 % Incorrectly Classified Instances 2078 34.6507 % Kappa statistic 0.5976 Mean absolute error 0.0896 Root mean squared error 0.2775 Relative absolute error 41.6084 % Root relative squared error 84.5622 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.048 0.614 0.607 0.611 0.792 climbingdown 0.652 0.066 0.622 0.652 0.637 0.82 climbingup 0.828 0.002 0.902 0.828 0.863 0.939 jumping 0.646 0.078 0.593 0.646 0.618 0.826 lying 0.569 0.063 0.601 0.569 0.585 0.808 standing 0.451 0.084 0.471 0.451 0.46 0.769 sitting 0.96 0.007 0.957 0.96 0.959 0.979 running 0.658 0.056 0.676 0.658 0.667 0.838 walking Weighted Avg. 0.653 0.057 0.653 0.653 0.653 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 408 123 4 4 1 4 7 121 | a = climbingdown 123 557 0 8 8 12 0 146 | b = climbingup 3 0 101 0 0 0 18 0 | c = jumping 2 11 0 576 102 195 2 4 | d = lying 4 10 0 134 486 213 2 5 | e = standing 5 10 0 247 196 384 1 9 | f = sitting 9 7 7 0 8 2 811 1 | g = running 110 178 0 3 7 6 6 596 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3929 65.5161 % Incorrectly Classified Instances 2068 34.4839 % Kappa statistic 0.5996 Mean absolute error 0.0907 Root mean squared error 0.2765 Relative absolute error 42.1025 % Root relative squared error 84.2513 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.612 0.046 0.628 0.612 0.62 0.804 climbingdown 0.638 0.062 0.632 0.638 0.635 0.824 climbingup 0.893 0.002 0.908 0.893 0.901 0.956 jumping 0.63 0.068 0.618 0.63 0.624 0.827 lying 0.573 0.07 0.576 0.573 0.574 0.8 standing 0.453 0.086 0.465 0.453 0.459 0.761 sitting 0.96 0.005 0.97 0.96 0.965 0.978 running 0.68 0.063 0.659 0.68 0.669 0.837 walking Weighted Avg. 0.655 0.056 0.655 0.655 0.655 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 411 125 2 0 4 6 7 117 | a = climbingdown 104 545 1 6 10 6 7 175 | b = climbingup 5 1 109 0 1 0 6 0 | c = jumping 5 9 0 562 108 205 0 3 | d = lying 4 9 0 124 489 216 1 11 | e = standing 9 12 0 214 225 386 0 6 | f = sitting 8 5 8 0 2 4 811 7 | g = running 108 157 0 4 10 7 4 616 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3949 65.8496 % Incorrectly Classified Instances 2048 34.1504 % Kappa statistic 0.6036 Mean absolute error 0.0891 Root mean squared error 0.2758 Relative absolute error 41.3908 % Root relative squared error 84.0412 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.043 0.657 0.656 0.657 0.827 climbingdown 0.632 0.063 0.624 0.632 0.628 0.824 climbingup 0.91 0.002 0.888 0.91 0.899 0.973 jumping 0.64 0.071 0.612 0.64 0.626 0.82 lying 0.567 0.072 0.567 0.567 0.567 0.8 standing 0.432 0.087 0.451 0.432 0.441 0.77 sitting 0.964 0.004 0.973 0.964 0.969 0.982 running 0.683 0.054 0.692 0.683 0.687 0.849 walking Weighted Avg. 0.658 0.056 0.658 0.658 0.658 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 441 126 3 1 4 5 5 87 | a = climbingdown 115 540 0 10 10 9 5 165 | b = climbingup 1 1 111 0 0 0 9 0 | c = jumping 2 10 0 571 106 199 0 4 | d = lying 2 17 0 116 484 225 0 10 | e = standing 2 11 0 227 235 368 2 7 | f = sitting 9 2 11 0 2 3 815 3 | g = running 99 158 0 8 13 7 2 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3918 65.3436 % Incorrectly Classified Instances 2078 34.6564 % Kappa statistic 0.5976 Mean absolute error 0.0897 Root mean squared error 0.2757 Relative absolute error 41.6309 % Root relative squared error 84.0097 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.044 0.641 0.621 0.631 0.814 climbingdown 0.621 0.062 0.624 0.621 0.622 0.82 climbingup 0.803 0.003 0.852 0.803 0.827 0.925 jumping 0.596 0.061 0.63 0.596 0.613 0.834 lying 0.612 0.071 0.588 0.612 0.6 0.819 standing 0.461 0.094 0.45 0.461 0.455 0.76 sitting 0.959 0.008 0.952 0.959 0.955 0.98 running 0.679 0.061 0.666 0.679 0.672 0.838 walking Weighted Avg. 0.653 0.057 0.654 0.653 0.654 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 417 121 0 1 2 6 11 113 | a = climbingdown 113 530 0 1 8 13 3 186 | b = climbingup 6 0 98 0 0 0 18 0 | c = jumping 4 7 1 532 110 236 0 2 | d = lying 2 10 0 99 523 217 0 3 | e = standing 3 9 1 209 234 393 1 2 | f = sitting 12 4 15 0 1 1 810 2 | g = running 94 168 0 2 11 8 8 615 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 3924 65.4327 % Incorrectly Classified Instances 2073 34.5673 % Kappa statistic 0.5989 Mean absolute error 0.0902 Root mean squared error 0.2775 Relative absolute error 41.8818 % Root relative squared error 84.5749 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.048 0.625 0.635 0.63 0.818 climbingdown 0.646 0.069 0.609 0.646 0.627 0.83 climbingup 0.877 0.003 0.863 0.877 0.87 0.97 jumping 0.593 0.062 0.624 0.593 0.608 0.812 lying 0.616 0.07 0.593 0.616 0.604 0.826 standing 0.452 0.091 0.451 0.452 0.452 0.746 sitting 0.96 0.008 0.954 0.96 0.957 0.981 running 0.648 0.051 0.695 0.648 0.67 0.832 walking Weighted Avg. 0.654 0.056 0.655 0.654 0.654 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 427 142 3 4 2 6 10 78 | a = climbingdown 114 552 1 4 6 12 8 157 | b = climbingup 2 1 107 0 0 0 12 0 | c = jumping 6 6 0 529 123 223 2 3 | d = lying 0 11 0 90 526 218 0 9 | e = standing 9 15 0 213 221 385 2 7 | f = sitting 7 7 13 2 0 1 811 4 | g = running 118 173 0 6 9 8 5 587 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3890 64.8658 % Incorrectly Classified Instances 2107 35.1342 % Kappa statistic 0.5922 Mean absolute error 0.0918 Root mean squared error 0.2794 Relative absolute error 42.6253 % Root relative squared error 85.1497 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.625 0.048 0.621 0.625 0.623 0.806 climbingdown 0.628 0.062 0.625 0.628 0.627 0.81 climbingup 0.877 0.003 0.856 0.877 0.866 0.969 jumping 0.647 0.066 0.631 0.647 0.639 0.835 lying 0.534 0.067 0.569 0.534 0.551 0.798 standing 0.461 0.097 0.441 0.461 0.451 0.752 sitting 0.961 0.006 0.961 0.961 0.961 0.981 running 0.65 0.059 0.664 0.65 0.657 0.826 walking Weighted Avg. 0.649 0.057 0.649 0.649 0.649 0.833 === Confusion Matrix === a b c d e f g h <-- classified as 420 114 2 2 3 4 11 116 | a = climbingdown 114 536 3 7 7 17 5 165 | b = climbingup 0 1 107 0 0 0 13 1 | c = jumping 2 6 0 577 104 200 1 2 | d = lying 2 9 0 111 456 271 0 5 | e = standing 6 11 0 213 221 393 1 7 | f = sitting 9 8 11 0 3 0 812 2 | g = running 123 172 2 5 7 6 2 589 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3856 64.2988 % Incorrectly Classified Instances 2141 35.7012 % Kappa statistic 0.5856 Mean absolute error 0.0925 Root mean squared error 0.2807 Relative absolute error 42.9407 % Root relative squared error 85.5442 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.047 0.625 0.621 0.623 0.81 climbingdown 0.624 0.071 0.594 0.624 0.609 0.812 climbingup 0.902 0.002 0.887 0.902 0.894 0.95 jumping 0.619 0.073 0.595 0.619 0.607 0.822 lying 0.588 0.076 0.563 0.588 0.575 0.792 standing 0.407 0.085 0.441 0.407 0.424 0.749 sitting 0.96 0.005 0.971 0.96 0.965 0.981 running 0.645 0.056 0.671 0.645 0.658 0.836 walking Weighted Avg. 0.643 0.058 0.643 0.643 0.642 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 417 136 4 2 4 3 8 98 | a = climbingdown 120 533 0 11 7 11 3 169 | b = climbingup 0 1 110 0 0 1 10 0 | c = jumping 2 10 0 552 120 206 0 2 | d = lying 2 12 0 123 502 209 1 5 | e = standing 6 8 0 234 247 347 1 9 | f = sitting 5 14 10 0 2 0 811 3 | g = running 115 183 0 5 9 9 1 584 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3890 64.8658 % Incorrectly Classified Instances 2107 35.1342 % Kappa statistic 0.5922 Mean absolute error 0.091 Root mean squared error 0.279 Relative absolute error 42.243 % Root relative squared error 85.0101 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.047 0.63 0.634 0.632 0.821 climbingdown 0.626 0.059 0.636 0.626 0.631 0.821 climbingup 0.902 0.003 0.874 0.902 0.888 0.972 jumping 0.628 0.074 0.596 0.628 0.612 0.823 lying 0.559 0.074 0.557 0.559 0.558 0.797 standing 0.426 0.086 0.451 0.426 0.438 0.741 sitting 0.961 0.005 0.969 0.961 0.965 0.98 running 0.67 0.06 0.663 0.67 0.666 0.83 walking Weighted Avg. 0.649 0.057 0.648 0.649 0.648 0.833 === Confusion Matrix === a b c d e f g h <-- classified as 426 108 2 1 3 3 6 123 | a = climbingdown 127 535 0 1 11 10 7 163 | b = climbingup 3 0 111 0 0 0 9 0 | c = jumping 3 5 0 560 127 193 1 3 | d = lying 6 5 0 135 477 226 1 4 | e = standing 3 12 0 238 224 363 2 10 | f = sitting 4 4 14 0 4 2 812 5 | g = running 104 172 0 4 11 8 0 606 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3896 64.9658 % Incorrectly Classified Instances 2101 35.0342 % Kappa statistic 0.5932 Mean absolute error 0.0918 Root mean squared error 0.2778 Relative absolute error 42.6083 % Root relative squared error 84.64 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.046 0.624 0.61 0.617 0.795 climbingdown 0.632 0.064 0.62 0.632 0.626 0.813 climbingup 0.854 0.002 0.905 0.854 0.879 0.967 jumping 0.618 0.071 0.604 0.618 0.611 0.818 lying 0.578 0.071 0.574 0.578 0.576 0.804 standing 0.448 0.089 0.456 0.448 0.452 0.767 sitting 0.959 0.006 0.961 0.959 0.96 0.978 running 0.668 0.058 0.672 0.668 0.67 0.844 walking Weighted Avg. 0.65 0.057 0.65 0.65 0.65 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 410 125 1 1 1 4 13 117 | a = climbingdown 128 540 0 13 4 9 4 157 | b = climbingup 3 1 105 0 0 0 12 2 | c = jumping 4 8 0 551 113 213 0 2 | d = lying 4 14 0 120 494 219 0 3 | e = standing 2 6 0 224 232 382 2 4 | f = sitting 9 4 10 0 0 2 809 10 | g = running 97 173 0 4 16 9 2 605 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3975 66.2831 % Incorrectly Classified Instances 2022 33.7169 % Kappa statistic 0.6087 Mean absolute error 0.0881 Root mean squared error 0.2737 Relative absolute error 40.8909 % Root relative squared error 83.4147 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.637 0.051 0.611 0.637 0.623 0.818 climbingdown 0.625 0.068 0.605 0.625 0.614 0.811 climbingup 0.87 0.002 0.899 0.87 0.884 0.952 jumping 0.646 0.067 0.628 0.646 0.637 0.832 lying 0.618 0.067 0.605 0.618 0.611 0.823 standing 0.454 0.081 0.482 0.454 0.467 0.768 sitting 0.968 0.005 0.971 0.968 0.97 0.984 running 0.661 0.052 0.695 0.661 0.678 0.842 walking Weighted Avg. 0.663 0.055 0.663 0.663 0.663 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 428 142 4 2 5 6 3 82 | a = climbingdown 136 534 0 3 12 13 1 156 | b = climbingup 0 1 107 0 0 0 14 1 | c = jumping 2 10 0 576 111 187 3 3 | d = lying 0 11 0 101 528 202 1 11 | e = standing 6 9 0 234 206 386 1 9 | f = sitting 8 5 8 0 1 4 817 1 | g = running 121 171 0 1 10 3 1 599 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3959 66.0163 % Incorrectly Classified Instances 2038 33.9837 % Kappa statistic 0.6054 Mean absolute error 0.0888 Root mean squared error 0.2742 Relative absolute error 41.2394 % Root relative squared error 83.5691 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.047 0.623 0.616 0.62 0.812 climbingdown 0.629 0.06 0.634 0.629 0.631 0.82 climbingup 0.894 0.002 0.924 0.894 0.909 0.971 jumping 0.692 0.078 0.607 0.692 0.646 0.839 lying 0.572 0.064 0.597 0.572 0.584 0.801 standing 0.433 0.079 0.477 0.433 0.454 0.772 sitting 0.968 0.005 0.967 0.968 0.967 0.985 running 0.669 0.06 0.663 0.669 0.666 0.838 walking Weighted Avg. 0.66 0.056 0.659 0.66 0.659 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 414 117 2 2 2 9 6 120 | a = climbingdown 119 537 0 4 7 10 5 172 | b = climbingup 2 0 110 0 0 0 11 0 | c = jumping 5 7 0 617 108 155 0 0 | d = lying 3 6 0 130 488 218 1 7 | e = standing 3 10 0 260 203 369 1 6 | f = sitting 14 1 6 1 1 1 818 3 | g = running 104 169 1 3 8 11 4 606 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3925 65.4494 % Incorrectly Classified Instances 2072 34.5506 % Kappa statistic 0.5987 Mean absolute error 0.0899 Root mean squared error 0.2772 Relative absolute error 41.7184 % Root relative squared error 84.4806 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.043 0.641 0.613 0.627 0.815 climbingdown 0.619 0.061 0.629 0.619 0.624 0.822 climbingup 0.813 0.001 0.935 0.813 0.87 0.922 jumping 0.638 0.071 0.611 0.638 0.624 0.82 lying 0.603 0.076 0.567 0.603 0.585 0.812 standing 0.419 0.081 0.461 0.419 0.439 0.749 sitting 0.978 0.007 0.959 0.978 0.968 0.986 running 0.682 0.062 0.662 0.682 0.672 0.847 walking Weighted Avg. 0.654 0.057 0.653 0.654 0.653 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 411 120 1 2 0 4 12 121 | a = climbingdown 111 529 1 6 8 15 3 181 | b = climbingup 4 2 100 1 0 0 15 1 | c = jumping 1 6 0 569 127 188 0 1 | d = lying 2 7 0 120 515 203 1 6 | e = standing 4 12 0 230 243 357 1 5 | f = sitting 6 3 5 0 4 0 826 1 | g = running 102 162 0 3 11 7 3 618 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3907 65.1492 % Incorrectly Classified Instances 2090 34.8508 % Kappa statistic 0.5955 Mean absolute error 0.0908 Root mean squared error 0.2766 Relative absolute error 42.1633 % Root relative squared error 84.2859 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.641 0.047 0.63 0.641 0.636 0.821 climbingdown 0.618 0.064 0.617 0.618 0.618 0.819 climbingup 0.87 0.002 0.884 0.87 0.877 0.957 jumping 0.6 0.067 0.609 0.6 0.604 0.812 lying 0.603 0.075 0.573 0.603 0.588 0.812 standing 0.418 0.088 0.441 0.418 0.429 0.746 sitting 0.968 0.006 0.961 0.968 0.965 0.984 running 0.682 0.056 0.686 0.682 0.684 0.847 walking Weighted Avg. 0.651 0.057 0.65 0.651 0.651 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 430 128 6 0 3 6 9 89 | a = climbingdown 128 528 1 7 7 13 3 167 | b = climbingup 0 0 107 0 0 0 15 1 | c = jumping 2 11 0 535 121 220 0 3 | d = lying 1 9 0 108 515 206 2 13 | e = standing 6 16 0 229 239 356 1 5 | f = sitting 9 4 7 0 1 1 818 5 | g = running 106 160 0 0 13 6 3 618 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3929 65.527 % Incorrectly Classified Instances 2067 34.473 % Kappa statistic 0.5998 Mean absolute error 0.0899 Root mean squared error 0.276 Relative absolute error 41.7348 % Root relative squared error 84.1097 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.048 0.623 0.624 0.624 0.82 climbingdown 0.658 0.062 0.637 0.658 0.647 0.832 climbingup 0.91 0.002 0.925 0.91 0.917 0.96 jumping 0.649 0.074 0.606 0.649 0.627 0.823 lying 0.566 0.071 0.57 0.566 0.568 0.801 standing 0.414 0.088 0.438 0.414 0.426 0.752 sitting 0.969 0.005 0.972 0.969 0.97 0.985 running 0.666 0.052 0.695 0.666 0.68 0.846 walking Weighted Avg. 0.655 0.056 0.655 0.655 0.655 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 419 132 2 1 3 4 7 103 | a = climbingdown 124 562 0 4 6 12 4 142 | b = climbingup 3 3 111 0 0 0 5 0 | c = jumping 2 1 0 579 109 195 1 5 | d = lying 6 8 0 123 483 228 1 5 | e = standing 7 12 0 240 230 353 1 9 | f = sitting 12 2 6 2 1 2 819 1 | g = running 100 162 1 7 16 12 5 603 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 3897 64.9825 % Incorrectly Classified Instances 2100 35.0175 % Kappa statistic 0.5935 Mean absolute error 0.0914 Root mean squared error 0.2788 Relative absolute error 42.4444 % Root relative squared error 84.9589 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.044 0.637 0.607 0.621 0.818 climbingdown 0.666 0.068 0.618 0.666 0.641 0.829 climbingup 0.918 0.002 0.889 0.918 0.903 0.976 jumping 0.618 0.068 0.613 0.618 0.615 0.824 lying 0.582 0.07 0.581 0.582 0.582 0.808 standing 0.428 0.095 0.427 0.428 0.428 0.735 sitting 0.961 0.004 0.976 0.961 0.968 0.983 running 0.643 0.056 0.672 0.643 0.657 0.834 walking Weighted Avg. 0.65 0.057 0.651 0.65 0.65 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 408 124 2 2 1 5 7 123 | a = climbingdown 106 569 1 7 12 11 4 144 | b = climbingup 2 1 112 0 0 0 7 0 | c = jumping 0 6 0 551 110 225 0 0 | d = lying 3 2 0 105 497 240 0 7 | e = standing 7 18 0 231 222 365 1 8 | f = sitting 8 6 11 1 2 2 812 3 | g = running 107 195 0 2 11 7 1 583 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3942 65.7329 % Incorrectly Classified Instances 2055 34.2671 % Kappa statistic 0.6022 Mean absolute error 0.0892 Root mean squared error 0.2743 Relative absolute error 41.4293 % Root relative squared error 83.5813 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.045 0.641 0.634 0.637 0.816 climbingdown 0.644 0.054 0.664 0.644 0.654 0.827 climbingup 0.844 0.003 0.873 0.844 0.858 0.95 jumping 0.633 0.064 0.633 0.633 0.633 0.836 lying 0.577 0.081 0.542 0.577 0.559 0.803 standing 0.424 0.089 0.442 0.424 0.433 0.756 sitting 0.957 0.007 0.96 0.957 0.959 0.978 running 0.701 0.057 0.688 0.701 0.694 0.862 walking Weighted Avg. 0.657 0.056 0.657 0.657 0.657 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 426 110 4 4 0 6 11 111 | a = climbingdown 111 550 1 3 12 9 4 164 | b = climbingup 4 1 103 0 0 0 14 0 | c = jumping 1 5 0 565 125 194 0 2 | d = lying 2 9 0 102 493 240 0 8 | e = standing 4 7 0 216 261 361 3 0 | f = sitting 15 4 10 1 3 0 809 3 | g = running 102 142 0 2 16 7 2 635 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3925 65.4494 % Incorrectly Classified Instances 2072 34.5506 % Kappa statistic 0.5988 Mean absolute error 0.0902 Root mean squared error 0.277 Relative absolute error 41.8785 % Root relative squared error 84.4042 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.043 0.638 0.606 0.621 0.803 climbingdown 0.628 0.066 0.612 0.628 0.62 0.805 climbingup 0.893 0.002 0.893 0.893 0.893 0.963 jumping 0.649 0.07 0.617 0.649 0.633 0.835 lying 0.577 0.071 0.575 0.577 0.576 0.809 standing 0.435 0.082 0.469 0.435 0.452 0.755 sitting 0.973 0.008 0.954 0.973 0.963 0.986 running 0.671 0.06 0.667 0.671 0.669 0.834 walking Weighted Avg. 0.654 0.057 0.652 0.654 0.653 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 407 135 2 4 3 5 12 104 | a = climbingdown 105 536 1 5 10 12 10 175 | b = climbingup 2 1 109 0 1 0 8 1 | c = jumping 6 8 1 579 108 184 1 5 | d = lying 2 14 0 123 493 210 2 10 | e = standing 8 11 0 223 232 371 0 7 | f = sitting 7 1 9 1 1 2 822 2 | g = running 101 170 0 3 10 7 7 608 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3889 64.8491 % Incorrectly Classified Instances 2108 35.1509 % Kappa statistic 0.5919 Mean absolute error 0.0917 Root mean squared error 0.2795 Relative absolute error 42.5968 % Root relative squared error 85.1853 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.043 0.645 0.624 0.634 0.809 climbingdown 0.628 0.064 0.62 0.628 0.624 0.823 climbingup 0.902 0.003 0.867 0.902 0.884 0.967 jumping 0.633 0.074 0.6 0.633 0.616 0.819 lying 0.58 0.076 0.557 0.58 0.569 0.801 standing 0.392 0.083 0.439 0.392 0.414 0.737 sitting 0.959 0.005 0.971 0.959 0.965 0.978 running 0.683 0.061 0.666 0.683 0.674 0.845 walking Weighted Avg. 0.648 0.058 0.647 0.648 0.647 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 419 124 4 2 2 4 5 112 | a = climbingdown 117 536 0 5 4 6 7 179 | b = climbingup 5 1 111 0 0 0 6 0 | c = jumping 3 5 0 565 123 190 0 6 | d = lying 0 9 0 123 495 221 2 3 | e = standing 6 11 0 242 253 334 0 6 | f = sitting 8 5 13 1 1 2 810 5 | g = running 92 174 0 4 10 3 4 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3932 65.5661 % Incorrectly Classified Instances 2065 34.4339 % Kappa statistic 0.6002 Mean absolute error 0.0894 Root mean squared error 0.2771 Relative absolute error 41.5028 % Root relative squared error 84.4305 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.049 0.634 0.669 0.651 0.822 climbingdown 0.635 0.059 0.64 0.635 0.637 0.82 climbingup 0.797 0.002 0.916 0.797 0.852 0.925 jumping 0.639 0.07 0.616 0.639 0.627 0.822 lying 0.583 0.082 0.54 0.583 0.561 0.803 standing 0.41 0.08 0.457 0.41 0.432 0.75 sitting 0.963 0.007 0.96 0.963 0.962 0.982 running 0.675 0.052 0.699 0.675 0.687 0.836 walking Weighted Avg. 0.656 0.056 0.655 0.656 0.655 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 449 114 2 1 2 1 8 94 | a = climbingdown 123 542 0 7 11 11 5 155 | b = climbingup 6 4 98 0 0 0 14 1 | c = jumping 3 5 0 570 121 187 0 6 | d = lying 0 8 0 133 498 208 3 4 | e = standing 7 13 0 211 267 349 1 4 | f = sitting 14 5 7 1 3 1 814 0 | g = running 106 156 0 3 20 6 3 612 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3951 65.8829 % Incorrectly Classified Instances 2046 34.1171 % Kappa statistic 0.604 Mean absolute error 0.0896 Root mean squared error 0.2754 Relative absolute error 41.623 % Root relative squared error 83.9366 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.046 0.629 0.621 0.625 0.806 climbingdown 0.663 0.069 0.615 0.663 0.638 0.828 climbingup 0.911 0.002 0.903 0.911 0.907 0.972 jumping 0.646 0.07 0.616 0.646 0.631 0.826 lying 0.597 0.07 0.586 0.597 0.592 0.811 standing 0.423 0.079 0.469 0.423 0.445 0.748 sitting 0.964 0.006 0.963 0.964 0.964 0.984 running 0.657 0.054 0.683 0.657 0.67 0.836 walking Weighted Avg. 0.659 0.056 0.657 0.659 0.658 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 417 139 4 2 0 6 10 93 | a = climbingdown 106 566 0 6 5 9 5 157 | b = climbingup 3 0 112 0 0 0 8 0 | c = jumping 6 9 0 576 105 192 0 4 | d = lying 6 9 0 126 510 195 0 8 | e = standing 3 13 0 223 236 360 5 12 | f = sitting 6 9 8 0 4 1 815 2 | g = running 116 176 0 2 10 4 3 595 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3903 65.0825 % Incorrectly Classified Instances 2094 34.9175 % Kappa statistic 0.5948 Mean absolute error 0.0909 Root mean squared error 0.2782 Relative absolute error 42.1956 % Root relative squared error 84.7648 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.049 0.621 0.638 0.629 0.828 climbingdown 0.625 0.059 0.64 0.625 0.632 0.818 climbingup 0.927 0.003 0.864 0.927 0.894 0.968 jumping 0.652 0.076 0.601 0.652 0.625 0.827 lying 0.559 0.076 0.55 0.559 0.554 0.777 standing 0.403 0.082 0.449 0.403 0.425 0.741 sitting 0.969 0.005 0.968 0.969 0.969 0.987 running 0.669 0.057 0.678 0.669 0.673 0.845 walking Weighted Avg. 0.651 0.057 0.648 0.651 0.649 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 428 109 4 2 4 5 15 104 | a = climbingdown 121 534 0 9 15 7 2 166 | b = climbingup 2 1 114 0 0 0 6 0 | c = jumping 4 5 0 582 120 179 0 2 | d = lying 6 7 0 126 477 228 1 9 | e = standing 4 13 0 246 239 343 1 6 | f = sitting 8 2 14 1 0 0 819 1 | g = running 116 164 0 3 13 2 2 606 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3957 65.983 % Incorrectly Classified Instances 2040 34.017 % Kappa statistic 0.605 Mean absolute error 0.0888 Root mean squared error 0.2756 Relative absolute error 41.2514 % Root relative squared error 83.989 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.046 0.637 0.634 0.635 0.818 climbingdown 0.617 0.061 0.627 0.617 0.622 0.815 climbingup 0.837 0.002 0.92 0.837 0.877 0.946 jumping 0.629 0.066 0.624 0.629 0.626 0.835 lying 0.596 0.069 0.59 0.596 0.593 0.81 standing 0.457 0.085 0.472 0.457 0.464 0.756 sitting 0.964 0.009 0.947 0.964 0.955 0.981 running 0.693 0.059 0.676 0.693 0.684 0.844 walking Weighted Avg. 0.66 0.056 0.659 0.66 0.659 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 426 113 2 3 2 1 15 110 | a = climbingdown 119 527 1 7 7 7 9 177 | b = climbingup 2 2 103 0 0 0 16 0 | c = jumping 2 5 0 561 109 211 1 3 | d = lying 1 10 0 114 509 212 3 5 | e = standing 7 17 0 208 228 389 0 3 | f = sitting 11 6 6 1 2 1 815 3 | g = running 101 161 0 5 6 3 2 627 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3903 65.0825 % Incorrectly Classified Instances 2094 34.9175 % Kappa statistic 0.5947 Mean absolute error 0.0912 Root mean squared error 0.2787 Relative absolute error 42.3268 % Root relative squared error 84.929 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.048 0.619 0.619 0.619 0.812 climbingdown 0.606 0.065 0.609 0.606 0.608 0.814 climbingup 0.894 0.003 0.873 0.894 0.884 0.973 jumping 0.628 0.069 0.615 0.628 0.621 0.826 lying 0.585 0.069 0.585 0.585 0.585 0.805 standing 0.459 0.088 0.462 0.459 0.461 0.765 sitting 0.956 0.006 0.961 0.956 0.958 0.977 running 0.663 0.058 0.669 0.663 0.666 0.842 walking Weighted Avg. 0.651 0.057 0.651 0.651 0.651 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 416 127 2 6 3 4 12 102 | a = climbingdown 127 518 0 7 12 6 4 181 | b = climbingup 0 0 110 0 0 0 12 1 | c = jumping 2 7 0 560 104 215 0 4 | d = lying 6 16 0 111 500 221 0 0 | e = standing 5 10 0 222 215 391 2 6 | f = sitting 8 5 11 1 8 1 807 3 | g = running 108 167 3 4 12 8 3 601 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3909 65.1935 % Incorrectly Classified Instances 2087 34.8065 % Kappa statistic 0.596 Mean absolute error 0.0909 Root mean squared error 0.2795 Relative absolute error 42.1958 % Root relative squared error 85.1684 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.05 0.622 0.653 0.637 0.832 climbingdown 0.626 0.064 0.619 0.626 0.622 0.828 climbingup 0.828 0.002 0.878 0.828 0.852 0.942 jumping 0.641 0.068 0.623 0.641 0.632 0.818 lying 0.612 0.077 0.57 0.612 0.591 0.812 standing 0.413 0.079 0.463 0.413 0.437 0.749 sitting 0.963 0.007 0.959 0.963 0.961 0.984 running 0.635 0.058 0.662 0.635 0.648 0.82 walking Weighted Avg. 0.652 0.057 0.65 0.652 0.651 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 439 120 3 3 0 6 4 97 | a = climbingdown 127 535 0 3 3 8 4 175 | b = climbingup 2 1 101 0 0 0 17 1 | c = jumping 3 8 0 571 123 184 2 0 | d = lying 7 9 0 104 523 200 3 8 | e = standing 3 8 0 229 250 352 1 9 | f = sitting 8 4 11 0 3 1 813 4 | g = running 117 179 0 7 15 9 4 575 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 3933 65.5828 % Incorrectly Classified Instances 2064 34.4172 % Kappa statistic 0.6005 Mean absolute error 0.09 Root mean squared error 0.2759 Relative absolute error 41.7765 % Root relative squared error 84.0879 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.049 0.616 0.624 0.62 0.81 climbingdown 0.642 0.06 0.638 0.642 0.64 0.814 climbingup 0.893 0.002 0.924 0.893 0.908 0.948 jumping 0.645 0.072 0.611 0.645 0.627 0.842 lying 0.556 0.068 0.576 0.556 0.566 0.801 standing 0.452 0.091 0.452 0.452 0.452 0.762 sitting 0.968 0.006 0.961 0.968 0.965 0.983 running 0.667 0.053 0.692 0.667 0.679 0.835 walking Weighted Avg. 0.656 0.056 0.656 0.656 0.656 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 419 120 1 6 3 4 15 104 | a = climbingdown 126 548 1 10 8 9 2 150 | b = climbingup 0 0 109 0 0 0 13 0 | c = jumping 1 8 0 575 99 207 0 2 | d = lying 6 4 0 126 475 237 1 5 | e = standing 7 9 0 217 228 385 1 5 | f = sitting 5 5 7 2 3 2 818 3 | g = running 116 165 0 5 8 7 1 604 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3926 65.4661 % Incorrectly Classified Instances 2071 34.5339 % Kappa statistic 0.5992 Mean absolute error 0.0899 Root mean squared error 0.2767 Relative absolute error 41.7236 % Root relative squared error 84.3238 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.047 0.637 0.649 0.643 0.823 climbingdown 0.617 0.064 0.617 0.617 0.617 0.808 climbingup 0.91 0.003 0.86 0.91 0.884 0.965 jumping 0.627 0.071 0.605 0.627 0.616 0.819 lying 0.593 0.073 0.574 0.593 0.583 0.801 standing 0.438 0.082 0.469 0.438 0.453 0.76 sitting 0.96 0.006 0.961 0.96 0.96 0.98 running 0.666 0.055 0.681 0.666 0.673 0.849 walking Weighted Avg. 0.655 0.056 0.653 0.655 0.654 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 436 122 3 2 3 2 9 95 | a = climbingdown 125 527 2 3 8 13 11 165 | b = climbingup 2 0 111 0 0 0 9 0 | c = jumping 3 6 0 559 128 191 0 5 | d = lying 0 9 0 122 506 209 1 7 | e = standing 4 8 0 236 225 373 0 6 | f = sitting 9 3 11 1 2 4 811 4 | g = running 105 179 2 1 9 4 3 603 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3891 64.8824 % Incorrectly Classified Instances 2106 35.1176 % Kappa statistic 0.5922 Mean absolute error 0.0916 Root mean squared error 0.2794 Relative absolute error 42.5154 % Root relative squared error 85.1307 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.612 0.044 0.635 0.612 0.623 0.804 climbingdown 0.657 0.068 0.617 0.657 0.636 0.823 climbingup 0.828 0.001 0.935 0.828 0.878 0.927 jumping 0.636 0.07 0.612 0.636 0.624 0.829 lying 0.554 0.069 0.573 0.554 0.563 0.797 standing 0.423 0.092 0.431 0.423 0.427 0.729 sitting 0.98 0.006 0.966 0.98 0.973 0.987 running 0.651 0.059 0.664 0.651 0.658 0.83 walking Weighted Avg. 0.649 0.058 0.648 0.649 0.648 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 411 128 2 6 3 5 5 112 | a = climbingdown 99 562 1 3 13 8 5 164 | b = climbingup 6 1 101 0 0 0 14 0 | c = jumping 1 12 0 567 93 213 2 4 | d = lying 3 14 0 114 473 243 0 7 | e = standing 4 18 0 231 228 360 1 10 | f = sitting 7 3 4 0 2 0 827 1 | g = running 116 173 0 5 14 6 2 590 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3931 65.5494 % Incorrectly Classified Instances 2066 34.4506 % Kappa statistic 0.6 Mean absolute error 0.0893 Root mean squared error 0.2764 Relative absolute error 41.443 % Root relative squared error 84.2297 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.045 0.635 0.624 0.629 0.818 climbingdown 0.667 0.067 0.622 0.667 0.644 0.836 climbingup 0.821 0.002 0.918 0.821 0.867 0.966 jumping 0.646 0.072 0.611 0.646 0.628 0.828 lying 0.549 0.066 0.582 0.549 0.565 0.792 standing 0.443 0.091 0.446 0.443 0.445 0.745 sitting 0.956 0.007 0.96 0.956 0.958 0.977 running 0.675 0.052 0.699 0.675 0.687 0.848 walking Weighted Avg. 0.655 0.056 0.656 0.655 0.656 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 419 127 2 0 3 5 9 107 | a = climbingdown 112 570 0 10 4 12 1 146 | b = climbingup 3 1 101 0 0 0 18 0 | c = jumping 3 5 0 576 106 201 0 1 | d = lying 4 17 0 121 469 236 2 5 | e = standing 5 18 0 235 213 377 0 3 | f = sitting 16 9 7 0 1 2 807 2 | g = running 98 169 0 1 10 12 4 612 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3962 66.0664 % Incorrectly Classified Instances 2035 33.9336 % Kappa statistic 0.606 Mean absolute error 0.0896 Root mean squared error 0.2755 Relative absolute error 41.6062 % Root relative squared error 83.9594 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.05 0.616 0.629 0.623 0.813 climbingdown 0.618 0.06 0.632 0.618 0.625 0.817 climbingup 0.78 0.002 0.897 0.78 0.835 0.924 jumping 0.641 0.066 0.63 0.641 0.636 0.828 lying 0.598 0.068 0.594 0.598 0.596 0.827 standing 0.465 0.083 0.481 0.465 0.473 0.755 sitting 0.968 0.007 0.956 0.968 0.962 0.982 running 0.683 0.059 0.672 0.683 0.678 0.84 walking Weighted Avg. 0.661 0.055 0.66 0.661 0.66 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 423 124 2 1 1 5 11 105 | a = climbingdown 133 528 0 5 5 11 2 170 | b = climbingup 3 3 96 1 0 0 19 1 | c = jumping 2 4 0 571 124 185 0 5 | d = lying 4 7 0 109 511 215 1 7 | e = standing 4 13 0 217 210 396 2 10 | f = sitting 7 2 9 0 2 3 818 4 | g = running 111 155 0 2 7 9 3 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3922 65.3994 % Incorrectly Classified Instances 2075 34.6006 % Kappa statistic 0.5984 Mean absolute error 0.0901 Root mean squared error 0.2754 Relative absolute error 41.8349 % Root relative squared error 83.929 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.046 0.639 0.643 0.641 0.814 climbingdown 0.611 0.064 0.613 0.611 0.612 0.81 climbingup 0.919 0.002 0.919 0.919 0.919 0.969 jumping 0.627 0.069 0.614 0.627 0.62 0.83 lying 0.581 0.069 0.581 0.581 0.581 0.811 standing 0.459 0.088 0.464 0.459 0.461 0.755 sitting 0.954 0.006 0.965 0.954 0.96 0.98 running 0.666 0.059 0.666 0.666 0.666 0.842 walking Weighted Avg. 0.654 0.057 0.654 0.654 0.654 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 432 117 1 2 3 5 12 100 | a = climbingdown 111 522 0 6 17 11 3 184 | b = climbingup 1 1 113 0 0 0 7 1 | c = jumping 4 10 1 559 102 211 1 4 | d = lying 3 10 0 121 496 214 4 5 | e = standing 6 13 0 216 221 391 0 5 | f = sitting 15 9 8 2 2 0 806 3 | g = running 104 170 0 4 12 11 2 603 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3908 65.1659 % Incorrectly Classified Instances 2089 34.8341 % Kappa statistic 0.5957 Mean absolute error 0.0901 Root mean squared error 0.2774 Relative absolute error 41.8435 % Root relative squared error 84.5383 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.048 0.619 0.62 0.62 0.811 climbingdown 0.595 0.065 0.605 0.595 0.6 0.811 climbingup 0.919 0.003 0.883 0.919 0.9 0.977 jumping 0.604 0.068 0.608 0.604 0.606 0.824 lying 0.617 0.07 0.595 0.617 0.606 0.82 standing 0.471 0.082 0.487 0.471 0.479 0.766 sitting 0.962 0.004 0.975 0.962 0.968 0.985 running 0.652 0.066 0.637 0.652 0.644 0.828 walking Weighted Avg. 0.652 0.057 0.651 0.652 0.651 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 416 121 4 1 3 3 7 116 | a = climbingdown 116 508 3 2 11 11 3 200 | b = climbingup 1 1 113 0 0 0 8 0 | c = jumping 4 9 0 539 125 212 0 3 | d = lying 5 5 0 114 527 189 0 14 | e = standing 4 12 0 227 206 401 0 2 | f = sitting 13 6 8 0 2 1 813 2 | g = running 113 178 0 3 11 7 3 591 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3934 65.5995 % Incorrectly Classified Instances 2063 34.4005 % Kappa statistic 0.6005 Mean absolute error 0.09 Root mean squared error 0.2768 Relative absolute error 41.7912 % Root relative squared error 84.3614 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.042 0.646 0.61 0.627 0.807 climbingdown 0.65 0.064 0.628 0.65 0.639 0.82 climbingup 0.837 0.003 0.866 0.837 0.851 0.947 jumping 0.645 0.072 0.611 0.645 0.627 0.834 lying 0.611 0.074 0.579 0.611 0.595 0.806 standing 0.414 0.08 0.461 0.414 0.436 0.751 sitting 0.963 0.005 0.97 0.963 0.967 0.984 running 0.666 0.061 0.66 0.666 0.663 0.846 walking Weighted Avg. 0.656 0.056 0.655 0.656 0.655 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 409 122 1 0 1 3 8 127 | a = climbingdown 108 555 2 9 6 11 1 162 | b = climbingup 5 1 103 0 0 0 13 1 | c = jumping 1 7 0 575 116 191 0 2 | d = lying 2 8 0 111 522 198 0 13 | e = standing 5 10 0 242 235 353 1 6 | f = sitting 4 5 13 0 6 3 814 0 | g = running 99 176 0 4 15 7 2 603 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3932 65.5661 % Incorrectly Classified Instances 2065 34.4339 % Kappa statistic 0.6003 Mean absolute error 0.0904 Root mean squared error 0.2757 Relative absolute error 41.9623 % Root relative squared error 84.0123 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.049 0.623 0.648 0.636 0.824 climbingdown 0.602 0.054 0.647 0.602 0.624 0.812 climbingup 0.846 0.003 0.867 0.846 0.856 0.948 jumping 0.639 0.07 0.616 0.639 0.627 0.821 lying 0.564 0.07 0.572 0.564 0.568 0.814 standing 0.472 0.09 0.465 0.472 0.469 0.752 sitting 0.959 0.006 0.964 0.959 0.961 0.981 running 0.679 0.059 0.674 0.679 0.676 0.845 walking Weighted Avg. 0.656 0.056 0.657 0.656 0.656 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 435 97 4 2 6 6 8 113 | a = climbingdown 129 514 0 8 14 15 5 169 | b = climbingup 6 0 104 0 1 0 11 1 | c = jumping 1 7 1 570 110 197 0 6 | d = lying 3 8 0 124 482 235 1 1 | e = standing 2 11 0 213 216 402 1 7 | f = sitting 13 5 11 0 4 1 810 1 | g = running 109 152 0 8 10 8 4 615 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3959 66.0274 % Incorrectly Classified Instances 2037 33.9726 % Kappa statistic 0.6057 Mean absolute error 0.0894 Root mean squared error 0.2761 Relative absolute error 41.5167 % Root relative squared error 84.1258 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.05 0.628 0.664 0.645 0.831 climbingdown 0.604 0.064 0.609 0.604 0.607 0.806 climbingup 0.91 0.001 0.941 0.91 0.925 0.968 jumping 0.674 0.069 0.63 0.674 0.651 0.836 lying 0.597 0.068 0.592 0.597 0.594 0.808 standing 0.419 0.08 0.465 0.419 0.441 0.737 sitting 0.976 0.004 0.976 0.976 0.976 0.991 running 0.655 0.059 0.665 0.655 0.66 0.833 walking Weighted Avg. 0.66 0.056 0.658 0.66 0.659 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 446 111 3 3 1 6 5 97 | a = climbingdown 133 516 0 6 4 5 3 187 | b = climbingup 2 2 111 0 0 0 7 0 | c = jumping 1 9 0 601 102 176 0 3 | d = lying 1 14 0 106 510 216 0 7 | e = standing 6 13 0 235 236 357 3 2 | f = sitting 11 1 3 0 1 1 825 3 | g = running 110 181 1 3 8 7 2 593 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 3902 65.0659 % Incorrectly Classified Instances 2095 34.9341 % Kappa statistic 0.5944 Mean absolute error 0.0909 Root mean squared error 0.278 Relative absolute error 42.2198 % Root relative squared error 84.7137 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.043 0.65 0.639 0.645 0.814 climbingdown 0.647 0.065 0.624 0.647 0.635 0.822 climbingup 0.877 0.002 0.892 0.877 0.884 0.948 jumping 0.614 0.07 0.605 0.614 0.61 0.819 lying 0.561 0.072 0.566 0.561 0.563 0.794 standing 0.433 0.093 0.436 0.433 0.434 0.752 sitting 0.967 0.005 0.969 0.967 0.968 0.984 running 0.662 0.057 0.676 0.662 0.669 0.842 walking Weighted Avg. 0.651 0.057 0.651 0.651 0.651 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 429 112 4 2 5 6 9 104 | a = climbingdown 107 553 0 6 8 9 4 168 | b = climbingup 2 4 107 0 0 0 9 0 | c = jumping 4 8 0 548 104 225 0 3 | d = lying 4 15 0 122 479 226 1 7 | e = standing 4 8 0 224 241 369 0 6 | f = sitting 15 0 9 2 1 1 817 0 | g = running 95 186 0 2 9 11 3 600 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3955 65.9496 % Incorrectly Classified Instances 2042 34.0504 % Kappa statistic 0.6046 Mean absolute error 0.0888 Root mean squared error 0.2749 Relative absolute error 41.2421 % Root relative squared error 83.7723 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.046 0.637 0.634 0.635 0.812 climbingdown 0.644 0.064 0.626 0.644 0.635 0.83 climbingup 0.828 0.002 0.918 0.828 0.871 0.931 jumping 0.64 0.067 0.626 0.64 0.633 0.84 lying 0.583 0.07 0.582 0.583 0.582 0.81 standing 0.448 0.086 0.462 0.448 0.455 0.765 sitting 0.968 0.007 0.96 0.968 0.964 0.984 running 0.672 0.056 0.682 0.672 0.677 0.834 walking Weighted Avg. 0.659 0.056 0.659 0.659 0.659 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 426 124 1 1 3 1 10 106 | a = climbingdown 115 551 1 5 7 13 3 160 | b = climbingup 4 1 101 0 0 0 15 1 | c = jumping 3 10 0 571 109 198 0 1 | d = lying 2 8 0 121 498 219 1 5 | e = standing 7 11 0 210 233 382 2 7 | f = sitting 13 2 7 0 0 2 818 3 | g = running 99 173 0 4 6 12 3 608 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3986 66.4666 % Incorrectly Classified Instances 2011 33.5334 % Kappa statistic 0.6108 Mean absolute error 0.0876 Root mean squared error 0.2724 Relative absolute error 40.6878 % Root relative squared error 83.0149 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.047 0.631 0.635 0.633 0.81 climbingdown 0.633 0.058 0.643 0.633 0.638 0.83 climbingup 0.926 0.002 0.904 0.926 0.915 0.98 jumping 0.668 0.065 0.642 0.668 0.655 0.847 lying 0.595 0.075 0.567 0.595 0.581 0.812 standing 0.424 0.08 0.466 0.424 0.444 0.758 sitting 0.967 0.006 0.966 0.967 0.966 0.986 running 0.688 0.056 0.685 0.688 0.686 0.845 walking Weighted Avg. 0.665 0.055 0.663 0.665 0.663 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 427 111 1 0 1 3 8 121 | a = climbingdown 134 541 0 7 7 8 6 151 | b = climbingup 3 0 113 0 0 0 6 0 | c = jumping 1 3 0 596 115 172 1 4 | d = lying 4 9 0 114 508 214 3 2 | e = standing 6 13 0 207 259 361 1 5 | f = sitting 7 5 10 1 0 1 817 4 | g = running 95 159 1 3 6 15 4 623 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3983 66.4165 % Incorrectly Classified Instances 2014 33.5835 % Kappa statistic 0.6102 Mean absolute error 0.0891 Root mean squared error 0.2724 Relative absolute error 41.38 % Root relative squared error 83.002 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.046 0.631 0.629 0.63 0.827 climbingdown 0.621 0.065 0.613 0.621 0.617 0.817 climbingup 0.886 0.003 0.865 0.886 0.876 0.974 jumping 0.646 0.071 0.614 0.646 0.63 0.84 lying 0.61 0.067 0.602 0.61 0.606 0.819 standing 0.454 0.081 0.482 0.454 0.467 0.76 sitting 0.969 0.005 0.968 0.969 0.969 0.985 running 0.683 0.052 0.699 0.683 0.691 0.843 walking Weighted Avg. 0.664 0.055 0.663 0.664 0.664 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 423 142 1 3 1 2 6 94 | a = climbingdown 127 530 2 8 14 7 7 159 | b = climbingup 3 1 109 0 0 0 10 0 | c = jumping 4 3 0 576 104 200 2 3 | d = lying 2 13 0 112 521 200 1 5 | e = standing 5 11 0 233 212 386 0 4 | f = sitting 4 4 13 1 3 0 819 1 | g = running 102 161 1 5 11 6 1 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3875 64.6156 % Incorrectly Classified Instances 2122 35.3844 % Kappa statistic 0.5892 Mean absolute error 0.0924 Root mean squared error 0.2814 Relative absolute error 42.8903 % Root relative squared error 85.7371 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.048 0.624 0.634 0.629 0.801 climbingdown 0.607 0.066 0.604 0.607 0.605 0.812 climbingup 0.854 0.001 0.938 0.854 0.894 0.944 jumping 0.648 0.077 0.596 0.648 0.621 0.821 lying 0.581 0.073 0.568 0.581 0.574 0.794 standing 0.407 0.082 0.452 0.407 0.429 0.758 sitting 0.963 0.006 0.961 0.963 0.962 0.98 running 0.653 0.058 0.667 0.653 0.66 0.824 walking Weighted Avg. 0.646 0.058 0.645 0.646 0.645 0.83 === Confusion Matrix === a b c d e f g h <-- classified as 426 123 1 1 1 4 10 106 | a = climbingdown 130 518 1 5 8 19 4 169 | b = climbingup 2 0 105 0 0 0 16 0 | c = jumping 1 9 0 578 112 185 0 7 | d = lying 1 13 0 134 496 203 1 6 | e = standing 3 8 0 245 243 347 0 6 | f = sitting 11 9 5 0 3 1 813 2 | g = running 109 177 0 7 11 8 2 592 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3949 65.8496 % Incorrectly Classified Instances 2048 34.1504 % Kappa statistic 0.6037 Mean absolute error 0.089 Root mean squared error 0.2748 Relative absolute error 41.3148 % Root relative squared error 83.7275 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.055 0.586 0.616 0.601 0.801 climbingdown 0.618 0.064 0.616 0.618 0.617 0.814 climbingup 0.902 0.002 0.895 0.902 0.899 0.96 jumping 0.648 0.066 0.632 0.648 0.64 0.83 lying 0.635 0.071 0.598 0.635 0.616 0.821 standing 0.438 0.076 0.487 0.438 0.461 0.753 sitting 0.956 0.004 0.975 0.956 0.965 0.982 running 0.658 0.059 0.666 0.658 0.662 0.84 walking Weighted Avg. 0.658 0.055 0.658 0.658 0.658 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 414 125 3 3 5 2 4 116 | a = climbingdown 137 528 0 2 8 8 3 168 | b = climbingup 2 1 111 0 0 0 9 0 | c = jumping 6 10 0 578 114 181 0 3 | d = lying 2 7 0 104 542 192 2 5 | e = standing 8 15 0 223 230 373 2 1 | f = sitting 13 2 10 1 3 2 807 6 | g = running 124 169 0 3 5 8 1 596 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3989 66.5166 % Incorrectly Classified Instances 2008 33.4834 % Kappa statistic 0.6114 Mean absolute error 0.0878 Root mean squared error 0.2734 Relative absolute error 40.7783 % Root relative squared error 83.2982 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.047 0.635 0.653 0.644 0.838 climbingdown 0.658 0.059 0.65 0.658 0.654 0.829 climbingup 0.87 0.003 0.856 0.87 0.863 0.94 jumping 0.659 0.068 0.628 0.659 0.643 0.837 lying 0.582 0.069 0.583 0.582 0.582 0.788 standing 0.458 0.083 0.476 0.458 0.467 0.763 sitting 0.959 0.006 0.964 0.959 0.961 0.983 running 0.659 0.054 0.685 0.659 0.672 0.838 walking Weighted Avg. 0.665 0.054 0.665 0.665 0.665 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 439 104 4 3 3 6 8 105 | a = climbingdown 117 562 1 1 9 9 5 150 | b = climbingup 4 0 107 0 0 0 12 0 | c = jumping 3 4 0 587 115 178 0 4 | d = lying 3 9 0 115 497 225 1 4 | e = standing 6 9 0 225 216 390 0 6 | f = sitting 9 2 13 2 3 1 810 5 | g = running 110 174 0 1 10 10 4 597 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3915 65.2826 % Incorrectly Classified Instances 2082 34.7174 % Kappa statistic 0.5971 Mean absolute error 0.0911 Root mean squared error 0.2775 Relative absolute error 42.2777 % Root relative squared error 84.5615 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.637 0.046 0.637 0.637 0.637 0.812 climbingdown 0.637 0.06 0.637 0.637 0.637 0.824 climbingup 0.894 0.003 0.866 0.894 0.88 0.968 jumping 0.622 0.07 0.608 0.622 0.615 0.814 lying 0.576 0.075 0.561 0.576 0.568 0.805 standing 0.42 0.091 0.434 0.42 0.427 0.746 sitting 0.963 0.006 0.964 0.963 0.964 0.984 running 0.679 0.053 0.693 0.679 0.686 0.835 walking Weighted Avg. 0.653 0.057 0.652 0.653 0.653 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 428 119 5 3 3 6 8 100 | a = climbingdown 124 544 1 3 9 13 4 156 | b = climbingup 1 0 110 1 0 0 11 0 | c = jumping 1 13 0 555 113 204 0 6 | d = lying 3 6 0 117 491 231 0 5 | e = standing 2 10 0 232 242 358 3 5 | f = sitting 7 7 11 1 4 1 814 0 | g = running 106 155 0 1 13 12 4 615 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3929 65.5161 % Incorrectly Classified Instances 2068 34.4839 % Kappa statistic 0.5997 Mean absolute error 0.09 Root mean squared error 0.2769 Relative absolute error 41.7682 % Root relative squared error 84.3758 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.049 0.626 0.657 0.641 0.832 climbingdown 0.615 0.057 0.643 0.615 0.628 0.815 climbingup 0.805 0.002 0.892 0.805 0.846 0.934 jumping 0.652 0.075 0.604 0.652 0.627 0.83 lying 0.568 0.07 0.573 0.568 0.571 0.806 standing 0.424 0.084 0.455 0.424 0.439 0.752 sitting 0.968 0.007 0.957 0.968 0.962 0.985 running 0.682 0.057 0.682 0.682 0.682 0.836 walking Weighted Avg. 0.655 0.056 0.654 0.655 0.654 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 441 106 2 1 0 4 8 109 | a = climbingdown 141 525 0 6 12 8 3 159 | b = climbingup 2 3 99 0 0 0 18 1 | c = jumping 4 5 1 582 104 190 0 6 | d = lying 3 7 0 125 485 227 2 5 | e = standing 4 9 1 240 228 361 3 6 | f = sitting 11 2 8 1 3 0 818 2 | g = running 98 160 0 9 14 4 3 618 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3910 65.2101 % Incorrectly Classified Instances 2086 34.7899 % Kappa statistic 0.596 Mean absolute error 0.0909 Root mean squared error 0.2778 Relative absolute error 42.1988 % Root relative squared error 84.6512 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.041 0.654 0.62 0.637 0.824 climbingdown 0.635 0.073 0.592 0.635 0.613 0.816 climbingup 0.885 0.001 0.939 0.885 0.911 0.951 jumping 0.642 0.073 0.606 0.642 0.624 0.823 lying 0.555 0.071 0.566 0.555 0.561 0.791 standing 0.434 0.086 0.455 0.434 0.444 0.762 sitting 0.964 0.006 0.962 0.964 0.963 0.983 running 0.675 0.054 0.689 0.675 0.682 0.841 walking Weighted Avg. 0.652 0.057 0.652 0.652 0.652 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 416 133 2 2 4 6 14 94 | a = climbingdown 124 542 1 9 11 5 1 161 | b = climbingup 1 1 108 1 0 0 11 0 | c = jumping 3 9 0 573 115 188 0 4 | d = lying 1 10 0 126 474 236 1 6 | e = standing 2 19 0 233 221 370 1 6 | f = sitting 9 6 4 0 3 3 815 5 | g = running 80 195 0 1 9 5 4 612 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 3920 65.366 % Incorrectly Classified Instances 2077 34.634 % Kappa statistic 0.598 Mean absolute error 0.0902 Root mean squared error 0.2757 Relative absolute error 41.8839 % Root relative squared error 84.0194 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.052 0.613 0.652 0.632 0.823 climbingdown 0.622 0.06 0.633 0.622 0.627 0.813 climbingup 0.837 0.002 0.904 0.837 0.869 0.933 jumping 0.638 0.073 0.605 0.638 0.621 0.829 lying 0.578 0.066 0.593 0.578 0.586 0.814 standing 0.446 0.086 0.463 0.446 0.454 0.761 sitting 0.963 0.006 0.962 0.963 0.963 0.982 running 0.653 0.059 0.664 0.653 0.659 0.825 walking Weighted Avg. 0.654 0.056 0.653 0.654 0.653 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 438 112 0 1 2 7 6 106 | a = climbingdown 127 531 0 4 9 5 8 170 | b = climbingup 5 1 103 0 0 0 13 1 | c = jumping 5 4 0 569 117 195 0 2 | d = lying 2 14 0 112 494 223 1 8 | e = standing 5 9 0 249 198 380 0 11 | f = sitting 11 3 11 1 1 3 813 1 | g = running 121 165 0 4 12 8 4 592 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3940 65.6995 % Incorrectly Classified Instances 2057 34.3005 % Kappa statistic 0.6019 Mean absolute error 0.0905 Root mean squared error 0.2754 Relative absolute error 41.9989 % Root relative squared error 83.9114 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.052 0.608 0.634 0.621 0.823 climbingdown 0.629 0.061 0.63 0.629 0.63 0.825 climbingup 0.878 0.002 0.9 0.878 0.889 0.958 jumping 0.661 0.073 0.614 0.661 0.637 0.83 lying 0.594 0.068 0.591 0.594 0.592 0.82 standing 0.416 0.078 0.469 0.416 0.441 0.76 sitting 0.967 0.006 0.962 0.967 0.965 0.982 running 0.663 0.059 0.667 0.663 0.665 0.833 walking Weighted Avg. 0.657 0.056 0.655 0.657 0.655 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 426 130 0 0 2 2 6 106 | a = climbingdown 120 537 0 4 8 8 5 172 | b = climbingup 0 1 108 0 0 0 13 1 | c = jumping 5 7 1 590 113 174 0 2 | d = lying 4 12 0 112 507 208 2 9 | e = standing 12 11 2 250 217 354 0 5 | f = sitting 10 2 7 0 2 2 817 5 | g = running 124 152 2 5 9 7 6 601 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3951 65.8829 % Incorrectly Classified Instances 2046 34.1171 % Kappa statistic 0.604 Mean absolute error 0.0886 Root mean squared error 0.275 Relative absolute error 41.1253 % Root relative squared error 83.7983 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.047 0.638 0.661 0.649 0.831 climbingdown 0.626 0.059 0.639 0.626 0.633 0.827 climbingup 0.877 0.002 0.915 0.877 0.895 0.959 jumping 0.655 0.072 0.613 0.655 0.633 0.832 lying 0.566 0.066 0.585 0.566 0.575 0.804 standing 0.441 0.087 0.455 0.441 0.448 0.746 sitting 0.961 0.007 0.959 0.961 0.96 0.983 running 0.673 0.056 0.681 0.673 0.677 0.84 walking Weighted Avg. 0.659 0.056 0.658 0.659 0.658 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 444 104 1 3 4 5 8 103 | a = climbingdown 125 535 0 7 12 5 4 166 | b = climbingup 0 0 107 0 0 0 15 0 | c = jumping 4 7 0 584 102 188 2 5 | d = lying 1 8 0 118 483 236 3 5 | e = standing 7 13 0 237 213 376 1 5 | f = sitting 14 4 9 0 1 3 812 2 | g = running 101 166 0 4 10 13 2 610 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3950 65.8663 % Incorrectly Classified Instances 2047 34.1337 % Kappa statistic 0.6037 Mean absolute error 0.0889 Root mean squared error 0.2761 Relative absolute error 41.2726 % Root relative squared error 84.1247 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.043 0.647 0.629 0.638 0.814 climbingdown 0.643 0.064 0.627 0.643 0.635 0.819 climbingup 0.902 0.002 0.894 0.902 0.898 0.969 jumping 0.645 0.069 0.621 0.645 0.633 0.827 lying 0.597 0.077 0.563 0.597 0.58 0.796 standing 0.421 0.082 0.46 0.421 0.44 0.758 sitting 0.96 0.005 0.968 0.96 0.964 0.984 running 0.677 0.055 0.686 0.677 0.681 0.847 walking Weighted Avg. 0.659 0.056 0.658 0.659 0.658 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 423 124 4 2 2 2 10 105 | a = climbingdown 116 549 1 4 6 15 2 161 | b = climbingup 3 0 110 0 0 0 8 1 | c = jumping 1 4 0 575 125 183 1 3 | d = lying 5 7 0 120 510 210 0 2 | e = standing 2 18 0 222 244 359 1 6 | f = sitting 11 5 8 1 4 2 811 3 | g = running 93 169 0 2 15 9 5 613 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3947 65.8162 % Incorrectly Classified Instances 2050 34.1838 % Kappa statistic 0.6032 Mean absolute error 0.089 Root mean squared error 0.2765 Relative absolute error 41.317 % Root relative squared error 84.2545 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.05 0.623 0.656 0.639 0.822 climbingdown 0.629 0.06 0.634 0.629 0.631 0.818 climbingup 0.828 0.002 0.902 0.828 0.863 0.945 jumping 0.639 0.068 0.623 0.639 0.631 0.838 lying 0.594 0.069 0.59 0.594 0.592 0.804 standing 0.434 0.088 0.448 0.434 0.441 0.757 sitting 0.967 0.005 0.967 0.967 0.967 0.981 running 0.666 0.055 0.683 0.666 0.674 0.831 walking Weighted Avg. 0.658 0.056 0.658 0.658 0.658 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 441 118 2 2 1 11 4 93 | a = climbingdown 128 538 1 3 5 9 3 168 | b = climbingup 3 1 101 0 0 0 16 1 | c = jumping 1 8 0 570 105 206 1 1 | d = lying 6 3 0 106 507 219 1 11 | e = standing 4 12 0 230 231 370 0 5 | f = sitting 10 8 8 0 0 1 817 1 | g = running 115 161 0 4 11 9 3 603 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3949 65.8496 % Incorrectly Classified Instances 2048 34.1504 % Kappa statistic 0.6035 Mean absolute error 0.0892 Root mean squared error 0.2764 Relative absolute error 41.4362 % Root relative squared error 84.2145 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.612 0.045 0.634 0.612 0.623 0.799 climbingdown 0.627 0.065 0.616 0.627 0.621 0.809 climbingup 0.893 0.002 0.886 0.893 0.89 0.963 jumping 0.666 0.066 0.637 0.666 0.651 0.841 lying 0.57 0.072 0.57 0.57 0.57 0.798 standing 0.446 0.084 0.467 0.446 0.456 0.758 sitting 0.964 0.005 0.968 0.964 0.966 0.983 running 0.682 0.058 0.676 0.682 0.679 0.838 walking Weighted Avg. 0.658 0.056 0.658 0.658 0.658 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 411 134 4 1 4 1 8 109 | a = climbingdown 128 536 0 3 7 11 3 167 | b = climbingup 2 0 109 0 0 0 11 0 | c = jumping 2 5 0 593 95 195 0 1 | d = lying 3 6 0 128 487 221 0 9 | e = standing 6 11 0 200 246 380 3 6 | f = sitting 5 3 10 0 6 2 815 4 | g = running 91 175 0 6 10 4 2 618 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3918 65.3327 % Incorrectly Classified Instances 2079 34.6673 % Kappa statistic 0.5976 Mean absolute error 0.0907 Root mean squared error 0.2784 Relative absolute error 42.1167 % Root relative squared error 84.8289 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.647 0.046 0.641 0.647 0.644 0.829 climbingdown 0.608 0.061 0.622 0.608 0.615 0.812 climbingup 0.927 0.002 0.919 0.927 0.923 0.984 jumping 0.609 0.068 0.609 0.609 0.609 0.812 lying 0.582 0.072 0.575 0.582 0.578 0.795 standing 0.438 0.092 0.441 0.438 0.439 0.742 sitting 0.964 0.004 0.973 0.964 0.969 0.984 running 0.688 0.059 0.676 0.688 0.682 0.843 walking Weighted Avg. 0.653 0.057 0.653 0.653 0.653 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 434 112 3 1 1 3 10 107 | a = climbingdown 125 519 1 4 12 15 2 176 | b = climbingup 1 0 114 0 0 0 8 0 | c = jumping 4 8 0 543 110 225 1 1 | d = lying 4 11 0 114 497 219 0 9 | e = standing 6 8 0 226 234 373 1 4 | f = sitting 14 3 6 0 3 3 815 1 | g = running 89 174 0 3 8 8 1 623 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3920 65.366 % Incorrectly Classified Instances 2077 34.634 % Kappa statistic 0.5978 Mean absolute error 0.0907 Root mean squared error 0.278 Relative absolute error 42.0919 % Root relative squared error 84.7047 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.046 0.623 0.604 0.613 0.811 climbingdown 0.595 0.064 0.606 0.595 0.6 0.8 climbingup 0.813 0.002 0.901 0.813 0.855 0.935 jumping 0.654 0.076 0.602 0.654 0.627 0.841 lying 0.584 0.066 0.595 0.584 0.59 0.804 standing 0.445 0.082 0.473 0.445 0.459 0.752 sitting 0.973 0.005 0.967 0.973 0.97 0.987 running 0.689 0.062 0.664 0.689 0.676 0.842 walking Weighted Avg. 0.654 0.057 0.653 0.654 0.653 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 405 136 4 1 2 3 7 113 | a = climbingdown 125 508 0 13 11 11 1 185 | b = climbingup 2 2 100 0 0 0 17 2 | c = jumping 3 4 0 583 98 199 0 5 | d = lying 3 7 0 136 499 203 0 6 | e = standing 3 15 0 231 220 379 1 3 | f = sitting 7 5 7 1 1 0 822 2 | g = running 102 161 0 4 7 6 2 624 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3905 65.1159 % Incorrectly Classified Instances 2092 34.8841 % Kappa statistic 0.5949 Mean absolute error 0.0908 Root mean squared error 0.2782 Relative absolute error 42.1757 % Root relative squared error 84.7817 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.046 0.636 0.638 0.637 0.812 climbingdown 0.617 0.061 0.627 0.617 0.622 0.813 climbingup 0.837 0.002 0.92 0.837 0.877 0.939 jumping 0.65 0.072 0.612 0.65 0.631 0.837 lying 0.577 0.076 0.558 0.577 0.567 0.811 standing 0.399 0.084 0.439 0.399 0.418 0.741 sitting 0.963 0.006 0.964 0.963 0.964 0.981 running 0.684 0.059 0.672 0.684 0.678 0.835 walking Weighted Avg. 0.651 0.057 0.65 0.651 0.65 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 428 113 2 0 4 5 5 114 | a = climbingdown 121 527 1 6 6 12 5 176 | b = climbingup 3 2 103 0 1 0 14 0 | c = jumping 3 6 0 580 113 187 0 3 | d = lying 0 7 0 124 493 224 2 4 | e = standing 6 20 0 231 250 340 2 3 | f = sitting 13 3 6 0 6 1 814 2 | g = running 99 163 0 6 11 5 2 620 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3963 66.0941 % Incorrectly Classified Instances 2033 33.9059 % Kappa statistic 0.6065 Mean absolute error 0.0896 Root mean squared error 0.2763 Relative absolute error 41.6151 % Root relative squared error 84.1842 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.047 0.63 0.638 0.634 0.821 climbingdown 0.619 0.063 0.621 0.619 0.62 0.815 climbingup 0.935 0.002 0.898 0.935 0.916 0.978 jumping 0.678 0.072 0.624 0.678 0.65 0.839 lying 0.567 0.064 0.595 0.567 0.581 0.801 standing 0.45 0.085 0.468 0.45 0.458 0.75 sitting 0.972 0.004 0.975 0.972 0.973 0.986 running 0.661 0.058 0.67 0.661 0.666 0.839 walking Weighted Avg. 0.661 0.055 0.66 0.661 0.66 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 429 120 3 2 5 4 4 105 | a = climbingdown 126 529 1 7 7 14 4 166 | b = climbingup 1 1 115 0 0 0 5 1 | c = jumping 2 6 0 605 100 178 0 1 | d = lying 1 7 0 116 484 229 2 15 | e = standing 8 11 0 234 208 383 3 5 | f = sitting 5 4 9 1 2 2 820 1 | g = running 109 174 0 5 7 9 3 598 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 3821 63.7152 % Incorrectly Classified Instances 2176 36.2848 % Kappa statistic 0.5789 Mean absolute error 0.0936 Root mean squared error 0.2833 Relative absolute error 43.4791 % Root relative squared error 86.3254 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.054 0.59 0.616 0.603 0.794 climbingdown 0.608 0.067 0.602 0.608 0.605 0.8 climbingup 0.877 0.003 0.87 0.877 0.873 0.959 jumping 0.624 0.07 0.609 0.624 0.616 0.83 lying 0.574 0.077 0.554 0.574 0.564 0.788 standing 0.415 0.084 0.45 0.415 0.432 0.75 sitting 0.951 0.005 0.971 0.951 0.961 0.978 running 0.636 0.063 0.644 0.636 0.64 0.827 walking Weighted Avg. 0.637 0.059 0.637 0.637 0.637 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 414 124 1 1 0 3 5 124 | a = climbingdown 136 519 1 6 6 8 3 175 | b = climbingup 6 0 107 0 0 0 8 1 | c = jumping 3 10 0 557 117 200 0 5 | d = lying 6 11 0 135 490 206 0 6 | e = standing 2 13 0 213 262 354 3 5 | f = sitting 11 3 13 1 4 6 804 3 | g = running 124 182 1 2 6 10 5 576 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3894 64.9325 % Incorrectly Classified Instances 2103 35.0675 % Kappa statistic 0.593 Mean absolute error 0.0918 Root mean squared error 0.2802 Relative absolute error 42.6228 % Root relative squared error 85.3918 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.05 0.622 0.646 0.634 0.818 climbingdown 0.626 0.06 0.632 0.626 0.629 0.824 climbingup 0.861 0.003 0.84 0.861 0.85 0.95 jumping 0.623 0.07 0.609 0.623 0.616 0.818 lying 0.55 0.07 0.567 0.55 0.559 0.792 standing 0.45 0.094 0.443 0.45 0.446 0.748 sitting 0.95 0.006 0.962 0.95 0.956 0.976 running 0.671 0.055 0.686 0.671 0.679 0.837 walking Weighted Avg. 0.649 0.057 0.65 0.649 0.65 0.833 === Confusion Matrix === a b c d e f g h <-- classified as 434 119 3 3 0 6 11 96 | a = climbingdown 128 535 2 7 9 11 3 159 | b = climbingup 2 0 105 0 0 0 14 1 | c = jumping 2 8 0 556 103 219 0 4 | d = lying 3 11 0 128 470 237 1 4 | e = standing 5 10 0 216 229 383 1 8 | f = sitting 10 5 14 1 4 2 803 6 | g = running 114 158 1 2 14 7 2 608 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3893 64.9158 % Incorrectly Classified Instances 2104 35.0842 % Kappa statistic 0.5926 Mean absolute error 0.0923 Root mean squared error 0.2794 Relative absolute error 42.8439 % Root relative squared error 85.1404 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.612 0.042 0.648 0.612 0.629 0.802 climbingdown 0.643 0.066 0.619 0.643 0.631 0.812 climbingup 0.861 0.002 0.921 0.861 0.89 0.96 jumping 0.623 0.071 0.607 0.623 0.615 0.82 lying 0.553 0.075 0.549 0.553 0.551 0.793 standing 0.42 0.088 0.441 0.42 0.43 0.754 sitting 0.975 0.007 0.96 0.975 0.968 0.986 running 0.682 0.059 0.674 0.682 0.678 0.845 walking Weighted Avg. 0.649 0.058 0.648 0.649 0.648 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 411 130 2 1 5 1 12 110 | a = climbingdown 106 549 0 8 9 5 6 171 | b = climbingup 4 0 105 1 0 0 12 0 | c = jumping 0 12 0 556 113 209 0 2 | d = lying 7 13 0 125 472 231 1 5 | e = standing 5 10 0 223 245 358 1 10 | f = sitting 4 7 7 0 1 1 824 1 | g = running 97 166 0 2 14 7 2 618 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3928 65.4994 % Incorrectly Classified Instances 2069 34.5006 % Kappa statistic 0.5996 Mean absolute error 0.0898 Root mean squared error 0.2772 Relative absolute error 41.6735 % Root relative squared error 84.4826 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.051 0.614 0.646 0.629 0.821 climbingdown 0.616 0.062 0.624 0.616 0.62 0.806 climbingup 0.854 0.003 0.854 0.854 0.854 0.939 jumping 0.618 0.068 0.615 0.618 0.616 0.822 lying 0.572 0.067 0.587 0.572 0.58 0.804 standing 0.48 0.087 0.476 0.48 0.478 0.765 sitting 0.962 0.006 0.963 0.962 0.963 0.984 running 0.664 0.057 0.673 0.664 0.669 0.834 walking Weighted Avg. 0.655 0.056 0.655 0.655 0.655 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 434 108 3 0 2 4 10 111 | a = climbingdown 129 526 1 8 8 13 3 166 | b = climbingup 5 1 105 0 0 0 12 0 | c = jumping 6 12 0 551 115 206 0 2 | d = lying 5 9 0 123 488 220 3 5 | e = standing 9 17 0 207 205 409 1 4 | f = sitting 7 6 14 0 1 0 813 4 | g = running 112 164 0 7 12 7 2 602 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3908 65.1659 % Incorrectly Classified Instances 2089 34.8341 % Kappa statistic 0.5956 Mean absolute error 0.0908 Root mean squared error 0.2786 Relative absolute error 42.1753 % Root relative squared error 84.9062 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.045 0.629 0.61 0.619 0.803 climbingdown 0.626 0.063 0.623 0.626 0.625 0.814 climbingup 0.935 0.002 0.913 0.935 0.924 0.972 jumping 0.626 0.073 0.598 0.626 0.612 0.811 lying 0.595 0.073 0.574 0.595 0.584 0.81 standing 0.406 0.083 0.447 0.406 0.426 0.748 sitting 0.966 0.003 0.982 0.966 0.974 0.984 running 0.685 0.062 0.661 0.685 0.673 0.848 walking Weighted Avg. 0.652 0.057 0.65 0.652 0.651 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 409 135 0 3 3 6 2 113 | a = climbingdown 113 535 0 6 4 11 2 183 | b = climbingup 1 0 115 0 0 0 7 0 | c = jumping 6 8 0 558 115 200 0 5 | d = lying 1 10 0 125 508 199 1 10 | e = standing 5 8 0 240 244 346 2 7 | f = sitting 11 6 11 0 1 0 816 0 | g = running 104 157 0 1 10 12 1 621 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3933 65.5828 % Incorrectly Classified Instances 2064 34.4172 % Kappa statistic 0.6007 Mean absolute error 0.09 Root mean squared error 0.2762 Relative absolute error 41.7881 % Root relative squared error 84.1573 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.668 0.051 0.621 0.668 0.644 0.82 climbingdown 0.632 0.061 0.631 0.632 0.632 0.821 climbingup 0.951 0.003 0.886 0.951 0.918 0.978 jumping 0.628 0.073 0.6 0.628 0.613 0.829 lying 0.578 0.071 0.576 0.578 0.577 0.803 standing 0.439 0.085 0.462 0.439 0.45 0.753 sitting 0.968 0.003 0.98 0.968 0.974 0.986 running 0.642 0.053 0.682 0.642 0.662 0.832 walking Weighted Avg. 0.656 0.056 0.656 0.656 0.655 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 448 112 2 4 0 3 5 97 | a = climbingdown 126 540 1 6 10 10 2 159 | b = climbingup 2 0 117 0 0 0 4 0 | c = jumping 7 4 1 560 110 203 2 5 | d = lying 4 11 0 133 494 209 0 3 | e = standing 8 4 1 225 233 374 1 6 | f = sitting 8 5 9 0 3 1 818 1 | g = running 118 180 1 6 7 9 3 582 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3953 65.9163 % Incorrectly Classified Instances 2044 34.0837 % Kappa statistic 0.6043 Mean absolute error 0.089 Root mean squared error 0.2748 Relative absolute error 41.3096 % Root relative squared error 83.7421 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.046 0.632 0.629 0.63 0.821 climbingdown 0.636 0.063 0.627 0.636 0.631 0.819 climbingup 0.862 0.002 0.906 0.862 0.883 0.951 jumping 0.632 0.065 0.631 0.632 0.632 0.84 lying 0.602 0.073 0.578 0.602 0.59 0.808 standing 0.434 0.085 0.458 0.434 0.445 0.751 sitting 0.969 0.005 0.969 0.969 0.969 0.984 running 0.679 0.058 0.676 0.679 0.677 0.843 walking Weighted Avg. 0.659 0.056 0.658 0.659 0.659 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 422 118 2 4 3 7 9 106 | a = climbingdown 119 544 1 4 8 8 2 169 | b = climbingup 3 2 106 0 0 1 11 0 | c = jumping 1 6 0 564 114 204 0 3 | d = lying 2 11 0 111 514 211 1 4 | e = standing 7 18 0 206 238 369 0 13 | f = sitting 11 3 8 1 2 1 819 0 | g = running 103 166 0 4 10 5 3 615 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3979 66.3498 % Incorrectly Classified Instances 2018 33.6502 % Kappa statistic 0.6093 Mean absolute error 0.0884 Root mean squared error 0.2735 Relative absolute error 41.0419 % Root relative squared error 83.3449 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.632 0.048 0.623 0.632 0.628 0.817 climbingdown 0.65 0.062 0.635 0.65 0.642 0.824 climbingup 0.846 0.001 0.929 0.846 0.885 0.954 jumping 0.646 0.066 0.63 0.646 0.638 0.835 lying 0.621 0.069 0.6 0.621 0.61 0.814 standing 0.43 0.082 0.466 0.43 0.447 0.761 sitting 0.964 0.005 0.969 0.964 0.967 0.982 running 0.671 0.058 0.674 0.671 0.672 0.839 walking Weighted Avg. 0.663 0.055 0.663 0.663 0.663 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 425 113 1 3 4 5 8 113 | a = climbingdown 122 556 1 4 6 11 0 155 | b = climbingup 2 2 104 0 0 0 14 1 | c = jumping 5 5 0 576 103 198 0 4 | d = lying 3 9 0 105 530 197 2 8 | e = standing 12 13 0 224 226 366 1 10 | f = sitting 11 4 6 0 3 3 815 3 | g = running 102 174 0 3 12 6 1 607 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3900 65.0325 % Incorrectly Classified Instances 2097 34.9675 % Kappa statistic 0.594 Mean absolute error 0.092 Root mean squared error 0.2794 Relative absolute error 42.6995 % Root relative squared error 85.1267 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.048 0.63 0.649 0.639 0.813 climbingdown 0.631 0.066 0.614 0.631 0.622 0.813 climbingup 0.821 0.002 0.91 0.821 0.863 0.959 jumping 0.648 0.072 0.612 0.648 0.629 0.826 lying 0.585 0.068 0.588 0.585 0.587 0.807 standing 0.392 0.087 0.427 0.392 0.409 0.734 sitting 0.97 0.007 0.96 0.97 0.965 0.984 running 0.655 0.057 0.671 0.655 0.663 0.827 walking Weighted Avg. 0.65 0.057 0.648 0.65 0.649 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 436 120 1 3 2 2 6 102 | a = climbingdown 114 539 1 5 7 16 5 167 | b = climbingup 3 1 101 0 0 0 18 0 | c = jumping 3 9 0 578 102 197 0 3 | d = lying 3 13 0 101 500 223 2 12 | e = standing 8 19 0 256 231 334 0 4 | f = sitting 6 3 8 1 2 2 819 3 | g = running 119 174 0 1 7 9 3 593 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3892 64.9099 % Incorrectly Classified Instances 2104 35.0901 % Kappa statistic 0.5927 Mean absolute error 0.0919 Root mean squared error 0.2808 Relative absolute error 42.6661 % Root relative squared error 85.5832 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.6 0.047 0.618 0.6 0.609 0.804 climbingdown 0.637 0.066 0.617 0.637 0.627 0.82 climbingup 0.893 0.004 0.826 0.893 0.858 0.959 jumping 0.665 0.075 0.607 0.665 0.635 0.836 lying 0.577 0.069 0.583 0.577 0.58 0.801 standing 0.405 0.083 0.448 0.405 0.425 0.74 sitting 0.942 0.006 0.96 0.942 0.951 0.976 running 0.673 0.059 0.67 0.673 0.672 0.834 walking Weighted Avg. 0.649 0.057 0.647 0.649 0.648 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 403 119 1 3 2 3 14 127 | a = climbingdown 120 544 2 11 9 8 4 156 | b = climbingup 2 1 109 0 0 0 10 0 | c = jumping 2 9 0 593 98 188 0 2 | d = lying 5 12 0 123 493 219 0 2 | e = standing 5 23 0 244 225 345 2 8 | f = sitting 11 8 20 0 3 2 795 5 | g = running 104 165 0 3 16 5 3 610 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 3969 66.1831 % Incorrectly Classified Instances 2028 33.8169 % Kappa statistic 0.6074 Mean absolute error 0.0887 Root mean squared error 0.2754 Relative absolute error 41.2013 % Root relative squared error 83.9169 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.046 0.633 0.628 0.63 0.821 climbingdown 0.619 0.063 0.621 0.619 0.62 0.81 climbingup 0.846 0.002 0.889 0.846 0.867 0.952 jumping 0.627 0.063 0.636 0.627 0.631 0.827 lying 0.615 0.073 0.583 0.615 0.598 0.809 standing 0.464 0.081 0.485 0.464 0.474 0.752 sitting 0.966 0.006 0.963 0.966 0.964 0.981 running 0.684 0.059 0.673 0.684 0.679 0.846 walking Weighted Avg. 0.662 0.055 0.661 0.662 0.661 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 422 123 4 2 1 4 6 110 | a = climbingdown 124 529 4 3 10 12 7 165 | b = climbingup 6 0 104 0 0 0 13 0 | c = jumping 1 6 0 559 119 203 0 4 | d = lying 2 8 0 116 525 190 2 11 | e = standing 3 12 0 197 235 395 0 10 | f = sitting 14 7 4 1 1 1 815 1 | g = running 95 167 1 1 10 9 3 620 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3919 65.3493 % Incorrectly Classified Instances 2078 34.6507 % Kappa statistic 0.5978 Mean absolute error 0.0905 Root mean squared error 0.2766 Relative absolute error 42.0127 % Root relative squared error 84.2997 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.047 0.629 0.635 0.632 0.815 climbingdown 0.622 0.062 0.624 0.622 0.623 0.813 climbingup 0.878 0.004 0.837 0.878 0.857 0.963 jumping 0.645 0.079 0.587 0.645 0.614 0.83 lying 0.597 0.07 0.586 0.597 0.592 0.81 standing 0.414 0.08 0.462 0.414 0.437 0.757 sitting 0.961 0.006 0.966 0.961 0.963 0.984 running 0.667 0.055 0.682 0.667 0.674 0.843 walking Weighted Avg. 0.653 0.056 0.652 0.653 0.652 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 426 119 3 3 5 4 11 100 | a = climbingdown 120 531 0 7 16 13 0 167 | b = climbingup 1 1 108 0 0 1 12 0 | c = jumping 3 11 1 575 117 183 0 2 | d = lying 5 9 0 120 510 206 0 4 | e = standing 5 11 0 268 208 353 0 7 | f = sitting 2 9 16 0 4 1 812 1 | g = running 115 160 1 7 10 3 6 604 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3968 66.1664 % Incorrectly Classified Instances 2029 33.8336 % Kappa statistic 0.6072 Mean absolute error 0.0894 Root mean squared error 0.2761 Relative absolute error 41.5151 % Root relative squared error 84.1417 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.048 0.62 0.618 0.619 0.81 climbingdown 0.619 0.063 0.62 0.619 0.62 0.813 climbingup 0.862 0.003 0.876 0.862 0.869 0.952 jumping 0.667 0.072 0.617 0.667 0.641 0.834 lying 0.6 0.066 0.602 0.6 0.601 0.806 standing 0.442 0.078 0.485 0.442 0.463 0.751 sitting 0.96 0.007 0.96 0.96 0.96 0.981 running 0.688 0.058 0.68 0.688 0.684 0.84 walking Weighted Avg. 0.662 0.055 0.66 0.662 0.661 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 415 131 1 3 1 3 8 109 | a = climbingdown 124 529 1 6 10 12 5 167 | b = climbingup 1 0 106 1 0 0 15 0 | c = jumping 2 9 0 595 114 167 1 4 | d = lying 6 13 0 107 512 209 0 7 | e = standing 5 7 0 252 207 377 0 4 | f = sitting 10 6 13 1 1 1 811 2 | g = running 106 158 0 0 6 8 5 623 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3918 65.3327 % Incorrectly Classified Instances 2079 34.6673 % Kappa statistic 0.5976 Mean absolute error 0.091 Root mean squared error 0.2787 Relative absolute error 42.2527 % Root relative squared error 84.9142 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.046 0.641 0.653 0.647 0.821 climbingdown 0.624 0.061 0.631 0.624 0.627 0.817 climbingup 0.854 0.002 0.882 0.854 0.868 0.957 jumping 0.609 0.067 0.614 0.609 0.611 0.832 lying 0.603 0.076 0.57 0.603 0.586 0.805 standing 0.437 0.086 0.456 0.437 0.446 0.743 sitting 0.949 0.006 0.965 0.949 0.957 0.977 running 0.673 0.06 0.667 0.673 0.67 0.829 walking Weighted Avg. 0.653 0.057 0.654 0.653 0.653 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 438 114 1 0 5 7 9 97 | a = climbingdown 120 533 1 1 7 6 3 183 | b = climbingup 4 1 105 1 0 0 12 0 | c = jumping 3 6 0 543 133 205 0 2 | d = lying 3 6 0 107 515 212 0 11 | e = standing 4 10 0 229 227 372 1 9 | f = sitting 16 4 12 0 6 2 802 3 | g = running 95 171 0 4 11 11 4 610 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3913 65.2493 % Incorrectly Classified Instances 2084 34.7507 % Kappa statistic 0.5965 Mean absolute error 0.0909 Root mean squared error 0.279 Relative absolute error 42.218 % Root relative squared error 85.0147 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.043 0.644 0.616 0.63 0.805 climbingdown 0.642 0.068 0.61 0.642 0.626 0.827 climbingup 0.869 0.001 0.93 0.869 0.898 0.957 jumping 0.61 0.068 0.611 0.61 0.61 0.821 lying 0.607 0.08 0.558 0.607 0.581 0.806 standing 0.428 0.082 0.464 0.428 0.446 0.757 sitting 0.968 0.006 0.962 0.968 0.965 0.984 running 0.662 0.056 0.676 0.662 0.669 0.834 walking Weighted Avg. 0.652 0.057 0.652 0.652 0.652 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 414 134 1 2 1 4 8 108 | a = climbingdown 115 548 1 10 6 11 4 159 | b = climbingup 3 3 106 0 0 0 9 1 | c = jumping 2 4 0 544 140 198 0 4 | d = lying 1 8 0 123 518 199 0 5 | e = standing 5 19 0 207 246 365 2 8 | f = sitting 8 3 6 1 5 2 818 2 | g = running 95 179 0 4 12 7 9 600 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3945 65.7829 % Incorrectly Classified Instances 2052 34.2171 % Kappa statistic 0.6028 Mean absolute error 0.0897 Root mean squared error 0.2755 Relative absolute error 41.6546 % Root relative squared error 83.944 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.052 0.611 0.644 0.627 0.825 climbingdown 0.617 0.061 0.627 0.617 0.622 0.811 climbingup 0.844 0.002 0.896 0.844 0.869 0.935 jumping 0.643 0.073 0.605 0.643 0.624 0.828 lying 0.578 0.066 0.593 0.578 0.586 0.807 standing 0.454 0.082 0.478 0.454 0.466 0.773 sitting 0.966 0.006 0.966 0.966 0.966 0.984 running 0.674 0.056 0.682 0.674 0.678 0.841 walking Weighted Avg. 0.658 0.056 0.657 0.658 0.657 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 433 115 1 1 2 8 12 100 | a = climbingdown 137 527 0 6 9 7 4 164 | b = climbingup 6 3 103 0 0 0 10 0 | c = jumping 1 5 0 574 111 197 0 4 | d = lying 2 12 0 131 494 206 2 7 | e = standing 10 11 0 232 207 387 0 5 | f = sitting 7 4 10 0 2 1 816 5 | g = running 113 163 1 5 8 4 1 611 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3923 65.416 % Incorrectly Classified Instances 2074 34.584 % Kappa statistic 0.5986 Mean absolute error 0.0901 Root mean squared error 0.2768 Relative absolute error 41.841 % Root relative squared error 84.3457 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.048 0.635 0.655 0.645 0.824 climbingdown 0.641 0.061 0.634 0.641 0.638 0.826 climbingup 0.852 0.002 0.897 0.852 0.874 0.951 jumping 0.603 0.069 0.605 0.603 0.604 0.824 lying 0.571 0.073 0.565 0.571 0.568 0.795 standing 0.459 0.087 0.465 0.459 0.462 0.746 sitting 0.968 0.007 0.96 0.968 0.964 0.986 running 0.659 0.056 0.678 0.659 0.668 0.846 walking Weighted Avg. 0.654 0.056 0.654 0.654 0.654 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 440 107 0 4 0 10 8 103 | a = climbingdown 119 548 1 6 6 10 3 162 | b = climbingup 3 0 104 0 0 0 15 0 | c = jumping 6 7 0 537 115 220 0 6 | d = lying 4 11 0 135 488 206 2 8 | e = standing 4 12 0 202 235 391 3 5 | f = sitting 5 7 11 0 4 0 818 0 | g = running 112 172 0 4 15 3 3 597 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3955 65.9496 % Incorrectly Classified Instances 2042 34.0504 % Kappa statistic 0.6046 Mean absolute error 0.0891 Root mean squared error 0.2764 Relative absolute error 41.3596 % Root relative squared error 84.2244 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.044 0.636 0.607 0.621 0.818 climbingdown 0.632 0.069 0.604 0.632 0.617 0.815 climbingup 0.885 0.002 0.908 0.885 0.896 0.964 jumping 0.656 0.066 0.634 0.656 0.645 0.842 lying 0.582 0.071 0.575 0.582 0.579 0.793 standing 0.455 0.083 0.475 0.455 0.465 0.751 sitting 0.972 0.006 0.966 0.972 0.969 0.987 running 0.672 0.055 0.685 0.672 0.678 0.832 walking Weighted Avg. 0.659 0.056 0.659 0.659 0.659 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 408 146 2 2 3 6 9 96 | a = climbingdown 121 540 3 3 10 11 3 164 | b = climbingup 0 2 108 0 0 0 12 0 | c = jumping 3 7 0 585 108 184 1 4 | d = lying 2 10 0 124 497 213 0 8 | e = standing 8 12 0 207 232 388 0 5 | f = sitting 10 3 4 0 3 1 821 3 | g = running 90 174 2 2 11 14 4 608 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3913 65.2493 % Incorrectly Classified Instances 2084 34.7507 % Kappa statistic 0.5967 Mean absolute error 0.0898 Root mean squared error 0.2753 Relative absolute error 41.6887 % Root relative squared error 83.8942 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.647 0.041 0.665 0.647 0.656 0.826 climbingdown 0.637 0.065 0.618 0.637 0.627 0.818 climbingup 0.959 0.003 0.887 0.959 0.922 0.982 jumping 0.604 0.071 0.599 0.604 0.602 0.817 lying 0.591 0.079 0.554 0.591 0.572 0.807 standing 0.424 0.084 0.456 0.424 0.439 0.758 sitting 0.968 0.004 0.976 0.968 0.972 0.984 running 0.656 0.058 0.667 0.656 0.661 0.837 walking Weighted Avg. 0.652 0.057 0.652 0.652 0.652 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 435 116 4 5 1 2 6 103 | a = climbingdown 107 544 1 2 6 12 6 176 | b = climbingup 1 0 118 0 0 0 3 1 | c = jumping 2 13 0 539 124 212 0 2 | d = lying 1 9 0 137 504 198 0 4 | e = standing 2 14 0 211 257 361 0 7 | f = sitting 6 2 10 2 2 1 818 4 | g = running 100 182 0 4 15 6 5 594 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3965 66.1274 % Incorrectly Classified Instances 2031 33.8726 % Kappa statistic 0.6067 Mean absolute error 0.0885 Root mean squared error 0.2749 Relative absolute error 41.1082 % Root relative squared error 83.7736 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.641 0.039 0.674 0.641 0.658 0.821 climbingdown 0.644 0.065 0.624 0.644 0.634 0.817 climbingup 0.854 0.002 0.897 0.854 0.875 0.947 jumping 0.657 0.075 0.605 0.657 0.63 0.832 lying 0.567 0.065 0.591 0.567 0.579 0.808 standing 0.445 0.084 0.466 0.445 0.456 0.751 sitting 0.969 0.006 0.963 0.969 0.966 0.984 running 0.675 0.058 0.673 0.675 0.674 0.837 walking Weighted Avg. 0.661 0.056 0.661 0.661 0.661 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 431 113 1 1 1 5 9 111 | a = climbingdown 99 550 0 5 7 9 4 180 | b = climbingup 2 0 105 0 0 0 16 0 | c = jumping 4 10 0 586 106 185 0 1 | d = lying 2 6 0 129 484 228 1 4 | e = standing 11 11 0 243 205 379 1 1 | f = sitting 5 8 11 0 2 0 818 0 | g = running 85 184 0 4 14 7 0 612 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 3957 65.983 % Incorrectly Classified Instances 2040 34.017 % Kappa statistic 0.6052 Mean absolute error 0.0897 Root mean squared error 0.277 Relative absolute error 41.663 % Root relative squared error 84.4094 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.048 0.631 0.653 0.642 0.831 climbingdown 0.629 0.063 0.623 0.629 0.626 0.816 climbingup 0.886 0.002 0.908 0.886 0.897 0.968 jumping 0.641 0.073 0.606 0.641 0.623 0.827 lying 0.603 0.067 0.6 0.603 0.602 0.811 standing 0.452 0.081 0.481 0.452 0.466 0.763 sitting 0.961 0.006 0.961 0.961 0.961 0.979 running 0.65 0.056 0.674 0.65 0.661 0.824 walking Weighted Avg. 0.66 0.056 0.659 0.66 0.659 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 438 111 1 1 2 3 12 103 | a = climbingdown 127 538 1 9 2 14 3 161 | b = climbingup 0 1 109 0 0 0 12 1 | c = jumping 4 7 0 572 127 177 0 5 | d = lying 1 13 0 106 515 210 3 6 | e = standing 0 7 0 249 206 385 1 4 | f = sitting 8 7 9 2 0 2 812 5 | g = running 116 179 0 5 6 9 2 588 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3935 65.6161 % Incorrectly Classified Instances 2062 34.3839 % Kappa statistic 0.6008 Mean absolute error 0.09 Root mean squared error 0.2764 Relative absolute error 41.7804 % Root relative squared error 84.2352 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.048 0.624 0.638 0.631 0.824 climbingdown 0.612 0.058 0.638 0.612 0.624 0.816 climbingup 0.836 0.002 0.903 0.836 0.868 0.933 jumping 0.657 0.076 0.602 0.657 0.628 0.823 lying 0.557 0.066 0.583 0.557 0.57 0.809 standing 0.453 0.082 0.478 0.453 0.465 0.765 sitting 0.963 0.005 0.968 0.963 0.966 0.985 running 0.684 0.063 0.659 0.684 0.671 0.841 walking Weighted Avg. 0.656 0.056 0.656 0.656 0.656 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 428 120 3 3 1 3 8 105 | a = climbingdown 120 523 0 12 4 7 3 186 | b = climbingup 4 2 102 1 0 0 13 0 | c = jumping 4 3 0 586 123 174 0 2 | d = lying 1 14 0 122 476 230 3 8 | e = standing 4 11 0 241 195 386 0 15 | f = sitting 8 4 8 1 4 1 814 5 | g = running 117 143 0 7 13 6 0 620 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3904 65.0992 % Incorrectly Classified Instances 2093 34.9008 % Kappa statistic 0.5949 Mean absolute error 0.0913 Root mean squared error 0.278 Relative absolute error 42.3832 % Root relative squared error 84.7128 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.051 0.603 0.619 0.611 0.808 climbingdown 0.642 0.069 0.606 0.642 0.623 0.815 climbingup 0.877 0.002 0.884 0.877 0.881 0.955 jumping 0.651 0.07 0.619 0.651 0.635 0.829 lying 0.566 0.07 0.574 0.566 0.57 0.798 standing 0.426 0.087 0.448 0.426 0.437 0.746 sitting 0.964 0.005 0.967 0.964 0.966 0.983 running 0.652 0.05 0.698 0.652 0.674 0.836 walking Weighted Avg. 0.651 0.057 0.651 0.651 0.651 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 416 143 6 1 0 7 9 90 | a = climbingdown 134 548 0 6 5 9 4 148 | b = climbingup 5 0 107 0 0 0 10 0 | c = jumping 4 10 0 581 103 194 0 0 | d = lying 4 11 0 119 483 229 0 8 | e = standing 5 12 0 228 237 363 1 6 | f = sitting 7 3 8 1 4 3 815 4 | g = running 115 178 0 2 10 6 4 591 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3959 66.0163 % Incorrectly Classified Instances 2038 33.9837 % Kappa statistic 0.6054 Mean absolute error 0.0887 Root mean squared error 0.2734 Relative absolute error 41.2021 % Root relative squared error 83.3062 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.609 0.047 0.62 0.609 0.614 0.811 climbingdown 0.631 0.061 0.632 0.631 0.632 0.832 climbingup 0.877 0.002 0.915 0.877 0.895 0.957 jumping 0.654 0.065 0.636 0.654 0.645 0.842 lying 0.595 0.071 0.583 0.595 0.589 0.822 standing 0.445 0.085 0.464 0.445 0.454 0.765 sitting 0.964 0.005 0.969 0.964 0.967 0.982 running 0.683 0.059 0.672 0.683 0.678 0.841 walking Weighted Avg. 0.66 0.056 0.66 0.66 0.66 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 409 115 2 2 3 12 7 122 | a = climbingdown 121 539 0 6 8 9 1 170 | b = climbingup 2 0 107 0 0 0 13 0 | c = jumping 7 9 0 583 103 187 1 2 | d = lying 2 12 0 109 508 220 0 3 | e = standing 6 12 0 211 240 379 1 3 | f = sitting 11 5 8 0 3 1 815 2 | g = running 102 161 0 5 7 9 3 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3915 65.2826 % Incorrectly Classified Instances 2082 34.7174 % Kappa statistic 0.597 Mean absolute error 0.0898 Root mean squared error 0.2764 Relative absolute error 41.691 % Root relative squared error 84.2405 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.637 0.048 0.625 0.637 0.631 0.817 climbingdown 0.632 0.062 0.629 0.632 0.631 0.81 climbingup 0.82 0.003 0.87 0.82 0.844 0.954 jumping 0.62 0.068 0.615 0.62 0.618 0.838 lying 0.575 0.068 0.582 0.575 0.579 0.808 standing 0.452 0.088 0.459 0.452 0.456 0.757 sitting 0.968 0.009 0.949 0.968 0.958 0.983 running 0.662 0.058 0.669 0.662 0.666 0.828 walking Weighted Avg. 0.653 0.057 0.652 0.653 0.652 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 428 110 3 1 2 6 14 108 | a = climbingdown 119 540 1 9 9 6 4 166 | b = climbingup 3 1 100 0 0 0 17 1 | c = jumping 1 13 0 553 113 209 0 3 | d = lying 3 13 0 112 491 224 4 7 | e = standing 3 16 0 223 217 385 0 8 | f = sitting 10 1 8 0 3 1 818 4 | g = running 118 164 3 1 8 7 5 600 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3837 63.982 % Incorrectly Classified Instances 2160 36.018 % Kappa statistic 0.5818 Mean absolute error 0.0932 Root mean squared error 0.2822 Relative absolute error 43.2759 % Root relative squared error 85.9792 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.577 0.043 0.63 0.577 0.602 0.795 climbingdown 0.614 0.069 0.595 0.614 0.604 0.809 climbingup 0.919 0.003 0.869 0.919 0.893 0.966 jumping 0.609 0.072 0.595 0.609 0.602 0.831 lying 0.58 0.074 0.566 0.58 0.573 0.805 standing 0.42 0.091 0.433 0.42 0.426 0.742 sitting 0.962 0.005 0.967 0.962 0.964 0.982 running 0.666 0.061 0.659 0.666 0.662 0.832 walking Weighted Avg. 0.64 0.059 0.639 0.64 0.639 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 388 153 4 1 1 4 9 112 | a = climbingdown 114 524 1 10 7 11 3 184 | b = climbingup 1 1 113 0 0 0 8 0 | c = jumping 3 8 0 543 126 208 2 1 | d = lying 1 11 0 112 495 227 1 7 | e = standing 5 10 0 241 232 358 0 6 | f = sitting 10 4 12 0 2 2 813 2 | g = running 94 170 0 5 12 17 5 603 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3923 65.416 % Incorrectly Classified Instances 2074 34.584 % Kappa statistic 0.5986 Mean absolute error 0.09 Root mean squared error 0.2772 Relative absolute error 41.7804 % Root relative squared error 84.457 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.049 0.623 0.64 0.631 0.833 climbingdown 0.638 0.062 0.632 0.638 0.635 0.816 climbingup 0.862 0.002 0.898 0.862 0.88 0.946 jumping 0.646 0.07 0.617 0.646 0.631 0.835 lying 0.55 0.068 0.572 0.55 0.561 0.796 standing 0.446 0.088 0.457 0.446 0.452 0.749 sitting 0.957 0.007 0.956 0.957 0.957 0.978 running 0.671 0.057 0.678 0.671 0.674 0.844 walking Weighted Avg. 0.654 0.056 0.654 0.654 0.654 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 430 116 4 2 1 4 8 107 | a = climbingdown 121 545 0 7 9 9 3 160 | b = climbingup 0 1 106 0 0 0 16 0 | c = jumping 4 5 0 576 102 203 0 2 | d = lying 2 10 0 134 469 225 3 10 | e = standing 7 19 0 212 224 380 4 6 | f = sitting 14 6 8 0 4 0 809 4 | g = running 112 160 0 2 11 10 3 608 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3935 65.6161 % Incorrectly Classified Instances 2062 34.3839 % Kappa statistic 0.6008 Mean absolute error 0.0896 Root mean squared error 0.2763 Relative absolute error 41.6137 % Root relative squared error 84.1867 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.047 0.627 0.624 0.625 0.809 climbingdown 0.623 0.061 0.63 0.623 0.627 0.808 climbingup 0.829 0.003 0.85 0.829 0.84 0.927 jumping 0.627 0.069 0.612 0.627 0.619 0.819 lying 0.576 0.066 0.593 0.576 0.584 0.805 standing 0.458 0.087 0.465 0.458 0.462 0.768 sitting 0.969 0.007 0.96 0.969 0.965 0.982 running 0.687 0.06 0.669 0.687 0.678 0.841 walking Weighted Avg. 0.656 0.056 0.655 0.656 0.656 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 419 113 4 1 4 4 3 124 | a = climbingdown 120 532 1 4 13 8 7 169 | b = climbingup 3 3 102 0 0 0 15 0 | c = jumping 3 13 0 559 107 206 2 2 | d = lying 7 12 0 118 492 219 2 4 | e = standing 5 10 0 231 209 390 3 3 | f = sitting 3 4 13 0 0 0 819 6 | g = running 108 157 0 0 5 12 2 622 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3911 65.2159 % Incorrectly Classified Instances 2086 34.7841 % Kappa statistic 0.5962 Mean absolute error 0.0908 Root mean squared error 0.2775 Relative absolute error 42.1748 % Root relative squared error 84.5534 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.048 0.629 0.649 0.639 0.824 climbingdown 0.645 0.065 0.624 0.645 0.634 0.816 climbingup 0.862 0.002 0.922 0.862 0.891 0.95 jumping 0.631 0.078 0.585 0.631 0.607 0.814 lying 0.6 0.074 0.575 0.6 0.587 0.807 standing 0.397 0.083 0.441 0.397 0.418 0.749 sitting 0.966 0.005 0.968 0.966 0.967 0.983 running 0.651 0.05 0.699 0.651 0.674 0.831 walking Weighted Avg. 0.652 0.057 0.652 0.652 0.651 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 436 118 3 2 0 4 6 103 | a = climbingdown 125 551 2 8 16 13 4 135 | b = climbingup 2 2 106 0 0 0 12 1 | c = jumping 3 5 0 563 118 200 0 3 | d = lying 3 5 0 119 512 207 2 6 | e = standing 8 5 0 264 233 338 1 3 | f = sitting 10 8 4 1 2 1 815 3 | g = running 106 189 0 5 10 4 2 590 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3938 65.6771 % Incorrectly Classified Instances 2058 34.3229 % Kappa statistic 0.6016 Mean absolute error 0.0903 Root mean squared error 0.2765 Relative absolute error 41.9403 % Root relative squared error 84.2556 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.049 0.629 0.665 0.646 0.837 climbingdown 0.612 0.062 0.62 0.612 0.616 0.808 climbingup 0.886 0.002 0.924 0.886 0.905 0.961 jumping 0.64 0.073 0.604 0.64 0.621 0.829 lying 0.581 0.066 0.594 0.581 0.587 0.808 standing 0.442 0.087 0.459 0.442 0.45 0.76 sitting 0.97 0.004 0.976 0.97 0.973 0.985 running 0.659 0.056 0.675 0.659 0.667 0.829 walking Weighted Avg. 0.657 0.056 0.657 0.657 0.657 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 446 114 1 2 0 7 7 94 | a = climbingdown 134 523 0 10 5 12 0 170 | b = climbingup 3 1 109 0 1 0 9 0 | c = jumping 2 3 0 571 105 205 0 6 | d = lying 5 12 0 126 496 206 0 9 | e = standing 6 16 0 231 215 377 1 6 | f = sitting 6 4 8 0 1 4 819 2 | g = running 107 170 0 6 12 11 3 597 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 3867 64.4822 % Incorrectly Classified Instances 2130 35.5178 % Kappa statistic 0.5877 Mean absolute error 0.0925 Root mean squared error 0.2817 Relative absolute error 42.9623 % Root relative squared error 85.8499 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.601 0.051 0.599 0.601 0.6 0.804 climbingdown 0.622 0.058 0.641 0.622 0.631 0.824 climbingup 0.877 0.003 0.856 0.877 0.866 0.954 jumping 0.601 0.073 0.59 0.601 0.596 0.812 lying 0.584 0.075 0.565 0.584 0.575 0.798 standing 0.42 0.091 0.433 0.42 0.427 0.741 sitting 0.963 0.004 0.976 0.963 0.97 0.984 running 0.682 0.059 0.672 0.682 0.677 0.843 walking Weighted Avg. 0.645 0.058 0.645 0.645 0.645 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 404 125 6 3 4 7 9 114 | a = climbingdown 130 531 1 7 8 10 0 167 | b = climbingup 3 0 107 0 0 0 9 3 | c = jumping 1 3 0 536 124 224 0 4 | d = lying 3 10 1 116 499 217 1 7 | e = standing 8 10 0 240 234 358 0 2 | f = sitting 4 6 10 1 4 2 814 4 | g = running 121 143 0 5 10 8 1 618 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3939 65.6828 % Incorrectly Classified Instances 2058 34.3172 % Kappa statistic 0.6017 Mean absolute error 0.09 Root mean squared error 0.2757 Relative absolute error 41.7819 % Root relative squared error 84.023 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.647 0.044 0.648 0.647 0.648 0.824 climbingdown 0.638 0.062 0.632 0.638 0.635 0.83 climbingup 0.893 0.003 0.872 0.893 0.883 0.969 jumping 0.656 0.073 0.611 0.656 0.632 0.829 lying 0.569 0.062 0.603 0.569 0.586 0.815 standing 0.439 0.088 0.453 0.439 0.446 0.759 sitting 0.97 0.007 0.96 0.97 0.965 0.984 running 0.646 0.061 0.653 0.646 0.649 0.833 walking Weighted Avg. 0.657 0.056 0.655 0.657 0.656 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 435 107 5 2 1 4 5 113 | a = climbingdown 105 545 0 4 9 11 5 175 | b = climbingup 0 1 109 0 0 0 12 0 | c = jumping 6 9 0 585 93 194 0 5 | d = lying 6 4 0 119 486 229 4 6 | e = standing 3 15 0 245 203 374 1 11 | f = sitting 8 4 10 0 2 0 820 1 | g = running 108 177 1 3 12 13 7 585 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3972 66.2331 % Incorrectly Classified Instances 2025 33.7669 % Kappa statistic 0.608 Mean absolute error 0.0888 Root mean squared error 0.2737 Relative absolute error 41.2106 % Root relative squared error 83.3932 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.05 0.624 0.653 0.638 0.823 climbingdown 0.601 0.061 0.621 0.601 0.611 0.813 climbingup 0.893 0.002 0.916 0.893 0.905 0.966 jumping 0.682 0.073 0.619 0.682 0.649 0.843 lying 0.58 0.066 0.593 0.58 0.586 0.807 standing 0.435 0.081 0.47 0.435 0.452 0.761 sitting 0.974 0.004 0.973 0.974 0.973 0.987 running 0.678 0.055 0.686 0.678 0.682 0.845 walking Weighted Avg. 0.662 0.055 0.661 0.662 0.661 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 439 116 4 6 2 4 6 95 | a = climbingdown 138 513 1 2 13 9 5 173 | b = climbingup 1 1 109 0 1 0 10 0 | c = jumping 1 5 0 608 98 176 0 4 | d = lying 4 10 0 120 495 219 0 6 | e = standing 7 13 0 240 218 371 0 3 | f = sitting 6 4 5 2 3 2 823 0 | g = running 108 164 0 4 5 9 2 614 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3942 65.7329 % Incorrectly Classified Instances 2055 34.2671 % Kappa statistic 0.6022 Mean absolute error 0.0898 Root mean squared error 0.2762 Relative absolute error 41.7112 % Root relative squared error 84.1702 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.048 0.629 0.642 0.636 0.823 climbingdown 0.6 0.065 0.607 0.6 0.603 0.805 climbingup 0.886 0.002 0.908 0.886 0.897 0.955 jumping 0.654 0.067 0.63 0.654 0.641 0.837 lying 0.587 0.07 0.581 0.587 0.584 0.805 standing 0.457 0.081 0.484 0.457 0.47 0.758 sitting 0.962 0.005 0.968 0.962 0.965 0.983 running 0.667 0.061 0.66 0.667 0.663 0.834 walking Weighted Avg. 0.657 0.056 0.657 0.657 0.657 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 431 128 2 0 2 3 7 98 | a = climbingdown 121 512 0 6 10 7 5 193 | b = climbingup 2 0 109 0 0 0 12 0 | c = jumping 4 8 0 583 115 179 0 3 | d = lying 6 8 0 119 501 213 0 7 | e = standing 9 15 0 213 220 389 0 6 | f = sitting 9 4 9 2 2 2 813 4 | g = running 103 169 0 3 13 11 3 604 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3987 66.4832 % Incorrectly Classified Instances 2010 33.5168 % Kappa statistic 0.6107 Mean absolute error 0.0879 Root mean squared error 0.2713 Relative absolute error 40.8182 % Root relative squared error 82.6739 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.044 0.644 0.629 0.637 0.805 climbingdown 0.638 0.066 0.616 0.638 0.627 0.821 climbingup 0.854 0.001 0.963 0.854 0.905 0.957 jumping 0.67 0.079 0.598 0.67 0.632 0.837 lying 0.597 0.06 0.621 0.597 0.609 0.825 standing 0.412 0.081 0.458 0.412 0.434 0.748 sitting 0.972 0.004 0.973 0.972 0.972 0.986 running 0.701 0.055 0.693 0.701 0.697 0.856 walking Weighted Avg. 0.665 0.055 0.664 0.665 0.664 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 422 135 0 1 0 4 3 106 | a = climbingdown 113 545 0 9 11 15 5 156 | b = climbingup 6 1 105 0 0 0 11 0 | c = jumping 2 8 0 598 88 192 0 4 | d = lying 4 14 0 123 510 200 1 2 | e = standing 9 13 0 268 202 351 2 7 | f = sitting 6 7 4 0 1 0 821 6 | g = running 93 162 0 1 9 5 1 635 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3900 65.0325 % Incorrectly Classified Instances 2097 34.9675 % Kappa statistic 0.594 Mean absolute error 0.091 Root mean squared error 0.2781 Relative absolute error 42.2569 % Root relative squared error 84.746 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.042 0.647 0.617 0.632 0.808 climbingdown 0.66 0.067 0.62 0.66 0.64 0.834 climbingup 0.894 0.002 0.909 0.894 0.902 0.967 jumping 0.615 0.069 0.609 0.615 0.612 0.821 lying 0.603 0.077 0.565 0.603 0.584 0.808 standing 0.386 0.088 0.421 0.386 0.403 0.728 sitting 0.962 0.006 0.966 0.962 0.964 0.985 running 0.669 0.056 0.679 0.669 0.674 0.834 walking Weighted Avg. 0.65 0.057 0.649 0.65 0.649 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 414 132 2 1 3 5 11 103 | a = climbingdown 105 564 1 5 8 12 3 156 | b = climbingup 1 1 110 0 0 0 11 0 | c = jumping 4 6 0 549 115 216 0 2 | d = lying 0 17 0 107 515 207 0 8 | e = standing 4 12 0 235 258 329 1 13 | f = sitting 9 4 7 0 4 4 813 4 | g = running 103 173 1 4 8 8 3 606 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3895 64.9491 % Incorrectly Classified Instances 2102 35.0509 % Kappa statistic 0.5931 Mean absolute error 0.0914 Root mean squared error 0.2789 Relative absolute error 42.4382 % Root relative squared error 84.9995 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.597 0.051 0.597 0.597 0.597 0.806 climbingdown 0.635 0.069 0.603 0.635 0.618 0.812 climbingup 0.862 0.002 0.898 0.862 0.88 0.944 jumping 0.631 0.073 0.602 0.631 0.616 0.818 lying 0.614 0.07 0.592 0.614 0.603 0.822 standing 0.413 0.081 0.457 0.413 0.434 0.759 sitting 0.964 0.007 0.959 0.964 0.962 0.982 running 0.654 0.054 0.682 0.654 0.668 0.826 walking Weighted Avg. 0.649 0.057 0.648 0.649 0.648 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 401 140 4 1 2 6 13 105 | a = climbingdown 127 542 1 5 6 10 9 154 | b = climbingup 3 3 106 0 0 0 11 0 | c = jumping 6 10 0 563 113 197 0 3 | d = lying 6 7 0 116 524 196 0 5 | e = standing 4 11 0 247 230 352 0 8 | f = sitting 13 9 7 0 0 0 815 1 | g = running 112 177 0 3 10 9 2 592 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3817 63.6485 % Incorrectly Classified Instances 2180 36.3515 % Kappa statistic 0.5779 Mean absolute error 0.0938 Root mean squared error 0.2839 Relative absolute error 43.5547 % Root relative squared error 86.5171 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.05 0.607 0.61 0.608 0.809 climbingdown 0.591 0.059 0.624 0.591 0.607 0.808 climbingup 0.805 0.002 0.908 0.805 0.853 0.917 jumping 0.596 0.07 0.6 0.596 0.598 0.807 lying 0.557 0.079 0.538 0.557 0.547 0.794 standing 0.417 0.09 0.433 0.417 0.425 0.745 sitting 0.973 0.007 0.96 0.973 0.966 0.984 running 0.683 0.067 0.646 0.683 0.664 0.842 walking Weighted Avg. 0.636 0.059 0.636 0.636 0.636 0.829 === Confusion Matrix === a b c d e f g h <-- classified as 410 122 0 3 1 7 8 121 | a = climbingdown 125 505 1 3 9 12 2 197 | b = climbingup 5 1 99 0 0 0 18 0 | c = jumping 5 14 0 532 125 210 0 6 | d = lying 3 10 0 132 475 224 1 8 | e = standing 8 8 0 213 262 355 1 5 | f = sitting 8 2 8 0 1 2 822 2 | g = running 112 147 1 4 10 9 4 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3948 65.8329 % Incorrectly Classified Instances 2049 34.1671 % Kappa statistic 0.6034 Mean absolute error 0.0892 Root mean squared error 0.2742 Relative absolute error 41.4354 % Root relative squared error 83.5655 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.047 0.623 0.613 0.618 0.811 climbingdown 0.664 0.063 0.636 0.664 0.65 0.836 climbingup 0.878 0.003 0.857 0.878 0.867 0.967 jumping 0.647 0.069 0.622 0.647 0.634 0.836 lying 0.589 0.073 0.574 0.589 0.582 0.809 standing 0.412 0.083 0.451 0.412 0.431 0.753 sitting 0.964 0.006 0.962 0.964 0.963 0.983 running 0.679 0.054 0.693 0.679 0.686 0.84 walking Weighted Avg. 0.658 0.056 0.656 0.658 0.657 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 412 128 5 2 2 8 9 106 | a = climbingdown 109 568 2 11 2 4 7 152 | b = climbingup 2 0 108 0 0 0 13 0 | c = jumping 2 12 0 577 105 190 1 5 | d = lying 3 16 0 115 503 213 0 4 | e = standing 9 15 0 221 252 351 0 3 | f = sitting 6 6 11 0 2 2 814 3 | g = running 118 148 0 2 10 11 2 615 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3900 65.0434 % Incorrectly Classified Instances 2096 34.9566 % Kappa statistic 0.5942 Mean absolute error 0.0906 Root mean squared error 0.275 Relative absolute error 42.0545 % Root relative squared error 83.8008 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.05 0.618 0.643 0.63 0.836 climbingdown 0.608 0.066 0.607 0.608 0.607 0.828 climbingup 0.893 0.001 0.94 0.893 0.916 0.972 jumping 0.658 0.072 0.614 0.658 0.635 0.836 lying 0.567 0.071 0.571 0.567 0.569 0.801 standing 0.428 0.084 0.459 0.428 0.443 0.77 sitting 0.964 0.004 0.974 0.964 0.969 0.983 running 0.651 0.059 0.662 0.651 0.657 0.839 walking Weighted Avg. 0.65 0.057 0.65 0.65 0.65 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 432 121 1 1 2 2 8 105 | a = climbingdown 133 520 1 2 6 8 2 183 | b = climbingup 3 0 109 0 0 0 9 1 | c = jumping 1 6 0 586 119 178 0 1 | d = lying 4 12 0 120 484 228 0 6 | e = standing 5 8 0 242 229 365 0 3 | f = sitting 10 10 5 0 0 3 814 2 | g = running 111 180 0 4 7 11 3 590 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 12 RUN: 0 FOLD: 0 Correctly Classified Instances 4319 74.5684 % Incorrectly Classified Instances 1473 25.4316 % Kappa statistic 0.7048 Mean absolute error 0.0678 Root mean squared error 0.2371 Relative absolute error 31.4685 % Root relative squared error 72.2408 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.041 0.682 0.686 0.684 0.847 climbingdown 0.65 0.049 0.666 0.65 0.658 0.831 climbingup 0.817 0.002 0.912 0.817 0.862 0.966 jumping 0.901 0.021 0.88 0.901 0.89 0.948 lying 0.667 0.069 0.621 0.667 0.643 0.859 standing 0.57 0.057 0.631 0.57 0.599 0.836 sitting 0.98 0.006 0.967 0.98 0.973 0.991 running 0.733 0.05 0.721 0.733 0.727 0.87 walking Weighted Avg. 0.746 0.041 0.745 0.746 0.745 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 453 86 1 3 10 6 5 96 | a = climbingdown 108 494 0 4 4 8 1 141 | b = climbingup 1 0 103 0 0 0 22 0 | c = jumping 1 5 0 767 33 43 0 2 | d = lying 12 4 0 38 560 222 0 3 | e = standing 10 6 0 60 288 485 0 2 | f = sitting 5 2 9 0 0 0 824 1 | g = running 74 145 0 0 7 5 0 633 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4261 73.567 % Incorrectly Classified Instances 1531 26.433 % Kappa statistic 0.6932 Mean absolute error 0.07 Root mean squared error 0.2416 Relative absolute error 32.4662 % Root relative squared error 73.6213 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.043 0.67 0.68 0.675 0.843 climbingdown 0.62 0.046 0.672 0.62 0.645 0.83 climbingup 0.849 0.003 0.877 0.849 0.863 0.965 jumping 0.87 0.023 0.865 0.87 0.868 0.935 lying 0.586 0.062 0.616 0.586 0.601 0.845 standing 0.622 0.072 0.596 0.622 0.609 0.838 sitting 0.974 0.005 0.972 0.974 0.973 0.986 running 0.757 0.053 0.715 0.757 0.735 0.874 walking Weighted Avg. 0.736 0.043 0.735 0.736 0.735 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 448 105 0 3 12 11 3 77 | a = climbingdown 106 471 1 6 2 2 0 172 | b = climbingup 1 0 107 0 0 0 18 0 | c = jumping 0 4 0 740 47 60 0 0 | d = lying 13 6 0 38 492 280 0 10 | e = standing 10 7 0 67 236 529 0 2 | f = sitting 3 4 14 0 1 0 820 0 | g = running 88 104 0 1 9 5 3 654 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4347 75.0518 % Incorrectly Classified Instances 1445 24.9482 % Kappa statistic 0.7105 Mean absolute error 0.0666 Root mean squared error 0.2342 Relative absolute error 30.8888 % Root relative squared error 71.3686 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.037 0.708 0.701 0.704 0.864 climbingdown 0.667 0.051 0.661 0.667 0.664 0.852 climbingup 0.873 0.002 0.894 0.873 0.884 0.964 jumping 0.902 0.018 0.897 0.902 0.9 0.957 lying 0.651 0.065 0.63 0.651 0.64 0.866 standing 0.614 0.063 0.627 0.614 0.62 0.847 sitting 0.98 0.004 0.974 0.98 0.977 0.992 running 0.703 0.049 0.717 0.703 0.71 0.862 walking Weighted Avg. 0.751 0.04 0.75 0.751 0.75 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 462 86 0 1 9 10 5 86 | a = climbingdown 91 506 1 5 5 6 0 145 | b = climbingup 0 0 110 0 0 0 16 0 | c = jumping 1 4 0 768 36 40 1 1 | d = lying 9 3 0 31 546 247 0 3 | e = standing 8 4 0 49 264 523 0 4 | f = sitting 2 2 12 0 0 0 825 1 | g = running 80 160 0 2 7 8 0 607 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4287 74.0159 % Incorrectly Classified Instances 1505 25.9841 % Kappa statistic 0.6985 Mean absolute error 0.0687 Root mean squared error 0.2389 Relative absolute error 31.8984 % Root relative squared error 72.7766 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.043 0.674 0.698 0.686 0.85 climbingdown 0.653 0.047 0.676 0.653 0.664 0.836 climbingup 0.817 0.003 0.858 0.817 0.837 0.966 jumping 0.875 0.019 0.888 0.875 0.882 0.945 lying 0.617 0.065 0.615 0.617 0.616 0.844 standing 0.596 0.07 0.593 0.596 0.595 0.829 sitting 0.97 0.005 0.969 0.97 0.97 0.988 running 0.742 0.048 0.73 0.742 0.736 0.874 walking Weighted Avg. 0.74 0.042 0.741 0.74 0.74 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 460 94 2 2 10 10 3 78 | a = climbingdown 106 496 0 3 5 5 1 144 | b = climbingup 0 1 103 0 0 0 22 0 | c = jumping 2 3 0 745 30 69 0 2 | d = lying 11 11 0 34 517 261 0 4 | e = standing 8 3 0 53 272 508 0 8 | f = sitting 7 2 15 0 0 0 817 1 | g = running 88 124 0 2 6 3 0 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4280 73.895 % Incorrectly Classified Instances 1512 26.105 % Kappa statistic 0.6971 Mean absolute error 0.0694 Root mean squared error 0.2408 Relative absolute error 32.2323 % Root relative squared error 73.3605 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.04 0.685 0.675 0.68 0.849 climbingdown 0.658 0.052 0.657 0.658 0.657 0.842 climbingup 0.811 0.003 0.844 0.811 0.827 0.92 jumping 0.865 0.023 0.868 0.865 0.866 0.935 lying 0.631 0.063 0.628 0.631 0.63 0.855 standing 0.613 0.067 0.612 0.613 0.612 0.846 sitting 0.969 0.006 0.967 0.969 0.968 0.983 running 0.729 0.049 0.722 0.729 0.725 0.86 walking Weighted Avg. 0.739 0.042 0.739 0.739 0.739 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 445 105 1 7 18 4 4 75 | a = climbingdown 91 500 0 4 2 6 3 154 | b = climbingup 2 1 103 0 0 0 21 0 | c = jumping 4 4 0 736 41 64 0 2 | d = lying 11 5 0 40 529 247 0 6 | e = standing 7 11 0 60 246 522 0 6 | f = sitting 4 3 18 0 1 0 815 0 | g = running 86 132 0 1 5 10 0 630 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4285 73.9941 % Incorrectly Classified Instances 1506 26.0059 % Kappa statistic 0.6983 Mean absolute error 0.0682 Root mean squared error 0.2379 Relative absolute error 31.6641 % Root relative squared error 72.4709 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.041 0.695 0.718 0.706 0.867 climbingdown 0.672 0.048 0.681 0.672 0.677 0.839 climbingup 0.849 0.003 0.849 0.849 0.849 0.943 jumping 0.891 0.023 0.87 0.891 0.88 0.945 lying 0.59 0.066 0.603 0.59 0.596 0.841 standing 0.588 0.071 0.587 0.588 0.587 0.834 sitting 0.971 0.006 0.966 0.971 0.969 0.985 running 0.722 0.044 0.74 0.722 0.731 0.868 walking Weighted Avg. 0.74 0.042 0.739 0.74 0.739 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 473 89 1 3 7 16 6 64 | a = climbingdown 90 511 0 3 5 4 5 142 | b = climbingup 1 0 107 0 0 0 18 0 | c = jumping 1 3 0 757 38 50 0 1 | d = lying 17 3 0 40 495 278 0 6 | e = standing 10 6 0 61 268 501 0 6 | f = sitting 4 2 18 0 0 0 817 0 | g = running 85 136 0 6 8 5 0 624 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4291 74.0977 % Incorrectly Classified Instances 1500 25.9023 % Kappa statistic 0.6995 Mean absolute error 0.0687 Root mean squared error 0.2403 Relative absolute error 31.9067 % Root relative squared error 73.2023 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.043 0.671 0.689 0.68 0.86 climbingdown 0.654 0.05 0.662 0.654 0.658 0.83 climbingup 0.913 0.003 0.858 0.913 0.885 0.971 jumping 0.876 0.019 0.89 0.876 0.883 0.941 lying 0.617 0.063 0.624 0.617 0.621 0.842 standing 0.604 0.072 0.591 0.604 0.598 0.831 sitting 0.971 0.003 0.98 0.971 0.976 0.984 running 0.729 0.046 0.735 0.729 0.732 0.856 walking Weighted Avg. 0.741 0.041 0.742 0.741 0.741 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 454 101 2 3 8 8 5 78 | a = climbingdown 109 497 0 2 3 9 1 139 | b = climbingup 0 0 115 0 0 0 11 0 | c = jumping 2 6 0 745 37 57 0 3 | d = lying 11 4 0 27 518 277 0 2 | e = standing 13 10 0 56 253 515 0 5 | f = sitting 5 2 17 0 0 0 817 0 | g = running 83 131 0 4 11 5 0 630 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4290 74.0805 % Incorrectly Classified Instances 1501 25.9195 % Kappa statistic 0.6993 Mean absolute error 0.069 Root mean squared error 0.2398 Relative absolute error 32.0037 % Root relative squared error 73.0539 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.043 0.684 0.718 0.7 0.857 climbingdown 0.653 0.052 0.653 0.653 0.653 0.836 climbingup 0.889 0.002 0.911 0.889 0.9 0.978 jumping 0.891 0.023 0.869 0.891 0.88 0.94 lying 0.632 0.064 0.627 0.632 0.629 0.859 standing 0.586 0.064 0.614 0.586 0.599 0.828 sitting 0.971 0.004 0.978 0.971 0.975 0.986 running 0.701 0.05 0.711 0.701 0.706 0.854 walking Weighted Avg. 0.741 0.042 0.74 0.741 0.74 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 473 83 1 1 8 8 2 83 | a = climbingdown 100 496 0 2 4 8 1 149 | b = climbingup 1 0 112 0 0 0 13 0 | c = jumping 3 3 0 757 35 49 0 3 | d = lying 17 5 0 39 530 241 0 7 | e = standing 13 4 0 71 262 499 0 3 | f = sitting 9 3 10 0 1 0 817 1 | g = running 76 166 0 1 5 8 2 606 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4270 73.7351 % Incorrectly Classified Instances 1521 26.2649 % Kappa statistic 0.6951 Mean absolute error 0.0688 Root mean squared error 0.2401 Relative absolute error 31.9287 % Root relative squared error 73.1662 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.042 0.682 0.695 0.688 0.852 climbingdown 0.632 0.047 0.669 0.632 0.65 0.822 climbingup 0.849 0.002 0.922 0.849 0.884 0.945 jumping 0.888 0.02 0.882 0.888 0.885 0.944 lying 0.611 0.07 0.595 0.611 0.603 0.849 standing 0.593 0.067 0.605 0.593 0.599 0.833 sitting 0.983 0.004 0.978 0.983 0.98 0.991 running 0.723 0.053 0.705 0.723 0.714 0.86 walking Weighted Avg. 0.737 0.042 0.737 0.737 0.737 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 458 84 0 3 19 8 1 86 | a = climbingdown 98 480 0 2 9 7 0 164 | b = climbingup 1 1 107 0 0 0 17 0 | c = jumping 3 6 0 755 36 48 0 2 | d = lying 11 8 0 42 513 260 0 5 | e = standing 7 3 0 54 278 505 1 4 | f = sitting 4 0 9 0 0 0 827 1 | g = running 90 135 0 0 7 7 0 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4294 74.1495 % Incorrectly Classified Instances 1497 25.8505 % Kappa statistic 0.7 Mean absolute error 0.0682 Root mean squared error 0.2393 Relative absolute error 31.6499 % Root relative squared error 72.9043 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.04 0.677 0.655 0.666 0.83 climbingdown 0.653 0.054 0.645 0.653 0.649 0.832 climbingup 0.873 0.003 0.866 0.873 0.87 0.949 jumping 0.898 0.017 0.901 0.898 0.899 0.951 lying 0.619 0.06 0.635 0.619 0.627 0.86 standing 0.629 0.068 0.615 0.629 0.622 0.842 sitting 0.974 0.005 0.973 0.974 0.973 0.988 running 0.718 0.053 0.704 0.718 0.711 0.86 walking Weighted Avg. 0.741 0.042 0.742 0.741 0.741 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 432 107 2 2 13 3 3 98 | a = climbingdown 95 496 0 3 6 9 2 149 | b = climbingup 2 0 110 0 0 0 14 0 | c = jumping 1 3 0 763 35 46 1 1 | d = lying 12 3 1 28 519 271 0 5 | e = standing 12 11 0 48 238 535 0 7 | f = sitting 3 3 14 0 1 0 819 1 | g = running 81 146 0 3 5 6 3 620 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4269 73.7051 % Incorrectly Classified Instances 1523 26.2949 % Kappa statistic 0.6948 Mean absolute error 0.0693 Root mean squared error 0.2417 Relative absolute error 32.1687 % Root relative squared error 73.6493 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.04 0.682 0.667 0.674 0.843 climbingdown 0.675 0.059 0.633 0.675 0.654 0.836 climbingup 0.81 0.003 0.872 0.81 0.84 0.95 jumping 0.881 0.02 0.884 0.881 0.883 0.944 lying 0.619 0.064 0.62 0.619 0.62 0.849 standing 0.613 0.069 0.604 0.613 0.608 0.846 sitting 0.973 0.006 0.966 0.973 0.969 0.985 running 0.7 0.044 0.734 0.7 0.717 0.862 walking Weighted Avg. 0.737 0.042 0.738 0.737 0.737 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 440 117 2 1 11 4 3 82 | a = climbingdown 99 513 0 6 5 7 2 128 | b = climbingup 1 0 102 0 1 0 22 0 | c = jumping 3 4 0 749 34 58 0 2 | d = lying 13 5 0 33 519 265 0 3 | e = standing 8 4 0 56 258 522 0 4 | f = sitting 7 4 12 0 0 0 819 0 | g = running 74 163 1 2 9 8 2 605 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4293 74.1195 % Incorrectly Classified Instances 1499 25.8805 % Kappa statistic 0.6997 Mean absolute error 0.069 Root mean squared error 0.2384 Relative absolute error 32.0384 % Root relative squared error 72.6205 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.038 0.696 0.681 0.689 0.855 climbingdown 0.678 0.057 0.643 0.678 0.66 0.849 climbingup 0.833 0.003 0.861 0.833 0.847 0.946 jumping 0.871 0.022 0.873 0.871 0.872 0.94 lying 0.645 0.065 0.627 0.645 0.636 0.851 standing 0.585 0.063 0.616 0.585 0.6 0.838 sitting 0.97 0.005 0.97 0.97 0.97 0.985 running 0.727 0.048 0.728 0.727 0.727 0.874 walking Weighted Avg. 0.741 0.042 0.741 0.741 0.741 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 449 108 1 4 10 5 2 80 | a = climbingdown 97 515 0 1 3 4 1 139 | b = climbingup 1 0 105 0 0 0 20 0 | c = jumping 3 5 0 741 40 60 0 2 | d = lying 12 3 0 37 541 237 0 9 | e = standing 9 11 0 65 265 498 0 4 | f = sitting 6 2 16 0 0 0 816 1 | g = running 68 157 0 1 4 4 2 628 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4297 74.1885 % Incorrectly Classified Instances 1495 25.8115 % Kappa statistic 0.7005 Mean absolute error 0.0684 Root mean squared error 0.2399 Relative absolute error 31.7237 % Root relative squared error 73.0935 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.035 0.719 0.69 0.704 0.853 climbingdown 0.687 0.053 0.662 0.687 0.674 0.839 climbingup 0.873 0.002 0.887 0.873 0.88 0.972 jumping 0.893 0.022 0.873 0.893 0.883 0.943 lying 0.598 0.065 0.608 0.598 0.603 0.838 standing 0.596 0.072 0.589 0.596 0.592 0.826 sitting 0.975 0.003 0.981 0.975 0.978 0.994 running 0.718 0.047 0.729 0.718 0.723 0.862 walking Weighted Avg. 0.742 0.042 0.742 0.742 0.742 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 455 96 0 7 8 13 2 78 | a = climbingdown 80 522 0 4 4 6 0 144 | b = climbingup 0 2 110 0 0 0 14 0 | c = jumping 2 5 0 760 36 47 0 1 | d = lying 12 6 0 33 502 281 0 5 | e = standing 4 2 0 65 270 508 0 3 | f = sitting 3 2 14 1 0 1 820 0 | g = running 77 153 0 1 6 7 0 620 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4308 74.3785 % Incorrectly Classified Instances 1484 25.6215 % Kappa statistic 0.7027 Mean absolute error 0.0687 Root mean squared error 0.2374 Relative absolute error 31.9085 % Root relative squared error 72.3191 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.04 0.685 0.681 0.683 0.849 climbingdown 0.641 0.048 0.668 0.641 0.654 0.825 climbingup 0.857 0.003 0.871 0.857 0.864 0.979 jumping 0.89 0.028 0.848 0.89 0.868 0.944 lying 0.666 0.066 0.631 0.666 0.648 0.862 standing 0.574 0.06 0.621 0.574 0.597 0.85 sitting 0.976 0.005 0.969 0.976 0.973 0.99 running 0.738 0.047 0.732 0.738 0.735 0.875 walking Weighted Avg. 0.744 0.041 0.742 0.744 0.743 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 449 99 2 6 14 12 4 73 | a = climbingdown 97 487 3 5 1 6 3 158 | b = climbingup 1 0 108 0 0 0 17 0 | c = jumping 4 5 0 757 37 48 0 0 | d = lying 5 3 0 42 559 229 0 1 | e = standing 10 3 0 80 269 489 0 1 | f = sitting 8 1 11 0 0 0 821 0 | g = running 81 131 0 3 6 3 2 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4288 74.0331 % Incorrectly Classified Instances 1504 25.9669 % Kappa statistic 0.6987 Mean absolute error 0.0695 Root mean squared error 0.2411 Relative absolute error 32.277 % Root relative squared error 73.461 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.042 0.682 0.704 0.693 0.848 climbingdown 0.653 0.05 0.665 0.653 0.659 0.829 climbingup 0.865 0.001 0.94 0.865 0.901 0.972 jumping 0.871 0.023 0.869 0.871 0.87 0.936 lying 0.607 0.061 0.628 0.607 0.617 0.853 standing 0.608 0.074 0.586 0.608 0.597 0.816 sitting 0.987 0.005 0.968 0.987 0.978 0.991 running 0.719 0.046 0.734 0.719 0.726 0.861 walking Weighted Avg. 0.74 0.042 0.74 0.74 0.74 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 464 93 0 0 9 11 7 75 | a = climbingdown 107 496 1 5 8 5 1 137 | b = climbingup 1 0 109 0 0 0 16 0 | c = jumping 2 4 0 741 37 63 2 2 | d = lying 6 3 1 43 509 276 0 1 | e = standing 11 8 0 63 242 518 0 10 | f = sitting 3 2 5 0 0 1 830 0 | g = running 86 140 0 1 5 10 1 621 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4322 74.6331 % Incorrectly Classified Instances 1469 25.3669 % Kappa statistic 0.7056 Mean absolute error 0.0674 Root mean squared error 0.2365 Relative absolute error 31.2883 % Root relative squared error 72.0563 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.037 0.715 0.721 0.718 0.867 climbingdown 0.661 0.051 0.661 0.661 0.661 0.831 climbingup 0.833 0.003 0.868 0.833 0.85 0.949 jumping 0.87 0.02 0.883 0.87 0.876 0.94 lying 0.609 0.065 0.613 0.609 0.611 0.848 standing 0.615 0.072 0.597 0.615 0.606 0.845 sitting 0.974 0.006 0.962 0.974 0.968 0.985 running 0.748 0.041 0.764 0.748 0.756 0.873 walking Weighted Avg. 0.746 0.041 0.747 0.746 0.747 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 475 99 3 3 9 8 5 57 | a = climbingdown 101 502 0 1 11 8 6 130 | b = climbingup 1 1 105 0 0 0 18 1 | c = jumping 0 6 0 740 43 59 0 3 | d = lying 10 6 0 37 511 272 0 3 | e = standing 8 8 0 56 250 524 0 6 | f = sitting 4 3 13 0 2 0 819 0 | g = running 65 135 0 1 7 7 3 646 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4299 74.2359 % Incorrectly Classified Instances 1492 25.7641 % Kappa statistic 0.7011 Mean absolute error 0.0684 Root mean squared error 0.2391 Relative absolute error 31.7441 % Root relative squared error 72.8388 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.039 0.694 0.683 0.689 0.85 climbingdown 0.678 0.053 0.659 0.678 0.668 0.849 climbingup 0.889 0.003 0.875 0.889 0.882 0.967 jumping 0.887 0.02 0.883 0.887 0.885 0.945 lying 0.616 0.065 0.618 0.616 0.617 0.848 standing 0.601 0.07 0.596 0.601 0.598 0.814 sitting 0.974 0.004 0.977 0.974 0.976 0.989 running 0.718 0.046 0.734 0.718 0.726 0.864 walking Weighted Avg. 0.742 0.041 0.743 0.742 0.742 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 450 106 1 4 7 13 6 72 | a = climbingdown 93 515 1 2 4 5 0 140 | b = climbingup 1 0 112 0 0 0 13 0 | c = jumping 3 3 0 754 34 51 0 5 | d = lying 7 5 0 36 517 271 0 3 | e = standing 10 5 0 57 264 512 0 4 | f = sitting 5 1 14 0 1 0 819 1 | g = running 79 147 0 1 10 7 0 620 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4229 73.0271 % Incorrectly Classified Instances 1562 26.9729 % Kappa statistic 0.6871 Mean absolute error 0.0699 Root mean squared error 0.2429 Relative absolute error 32.4469 % Root relative squared error 74.0154 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.044 0.669 0.693 0.681 0.849 climbingdown 0.645 0.056 0.633 0.645 0.639 0.831 climbingup 0.843 0.002 0.884 0.843 0.863 0.947 jumping 0.874 0.023 0.866 0.874 0.87 0.942 lying 0.622 0.069 0.605 0.622 0.613 0.846 standing 0.572 0.065 0.604 0.572 0.588 0.826 sitting 0.969 0.004 0.975 0.969 0.972 0.987 running 0.704 0.049 0.715 0.704 0.709 0.858 walking Weighted Avg. 0.73 0.043 0.73 0.73 0.73 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 457 103 0 5 15 9 1 69 | a = climbingdown 101 490 0 4 3 1 0 161 | b = climbingup 0 0 107 0 0 0 20 0 | c = jumping 2 4 0 743 40 58 0 3 | d = lying 22 5 0 42 522 246 0 2 | e = standing 13 8 0 64 273 487 0 6 | f = sitting 9 2 14 0 0 0 815 1 | g = running 79 162 0 0 10 5 0 608 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4222 72.9062 % Incorrectly Classified Instances 1569 27.0938 % Kappa statistic 0.6855 Mean absolute error 0.0705 Root mean squared error 0.2451 Relative absolute error 32.7251 % Root relative squared error 74.688 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.042 0.671 0.665 0.668 0.839 climbingdown 0.65 0.055 0.639 0.65 0.644 0.83 climbingup 0.857 0.001 0.931 0.857 0.893 0.967 jumping 0.879 0.026 0.855 0.879 0.867 0.94 lying 0.583 0.065 0.603 0.583 0.593 0.838 standing 0.585 0.07 0.591 0.585 0.588 0.824 sitting 0.985 0.004 0.975 0.985 0.98 0.991 running 0.716 0.051 0.711 0.716 0.714 0.861 walking Weighted Avg. 0.729 0.044 0.728 0.729 0.728 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 438 111 0 0 8 7 3 92 | a = climbingdown 103 494 0 5 2 10 0 146 | b = climbingup 0 0 108 0 0 0 18 0 | c = jumping 6 2 0 747 44 50 0 1 | d = lying 20 3 0 51 489 270 0 6 | e = standing 8 9 0 70 259 498 0 7 | f = sitting 2 3 8 0 0 0 829 0 | g = running 76 151 0 1 9 8 0 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4305 74.3395 % Incorrectly Classified Instances 1486 25.6605 % Kappa statistic 0.7024 Mean absolute error 0.0685 Root mean squared error 0.2368 Relative absolute error 31.7959 % Root relative squared error 72.1354 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.043 0.678 0.706 0.692 0.869 climbingdown 0.645 0.048 0.669 0.645 0.657 0.84 climbingup 0.897 0.004 0.831 0.897 0.863 0.957 jumping 0.876 0.024 0.863 0.876 0.87 0.939 lying 0.654 0.067 0.621 0.654 0.637 0.874 standing 0.584 0.062 0.619 0.584 0.601 0.835 sitting 0.969 0.004 0.974 0.969 0.971 0.983 running 0.729 0.045 0.741 0.729 0.735 0.877 walking Weighted Avg. 0.743 0.041 0.743 0.743 0.743 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 466 93 1 4 12 11 6 67 | a = climbingdown 107 490 2 6 6 6 2 141 | b = climbingup 0 0 113 0 0 0 13 0 | c = jumping 3 2 0 745 46 54 0 0 | d = lying 7 4 0 39 548 229 0 11 | e = standing 11 8 0 67 266 497 1 1 | f = sitting 4 2 19 0 0 1 816 0 | g = running 89 133 1 2 4 5 0 630 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4222 72.8936 % Incorrectly Classified Instances 1570 27.1064 % Kappa statistic 0.6855 Mean absolute error 0.0707 Root mean squared error 0.2429 Relative absolute error 32.8305 % Root relative squared error 73.9911 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.046 0.654 0.672 0.663 0.83 climbingdown 0.662 0.056 0.642 0.662 0.652 0.837 climbingup 0.857 0.002 0.885 0.857 0.871 0.947 jumping 0.901 0.023 0.87 0.901 0.885 0.953 lying 0.535 0.058 0.608 0.535 0.569 0.828 standing 0.627 0.077 0.584 0.627 0.604 0.846 sitting 0.977 0.005 0.973 0.977 0.975 0.989 running 0.69 0.047 0.718 0.69 0.704 0.864 walking Weighted Avg. 0.729 0.044 0.728 0.729 0.728 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 443 109 0 4 8 7 6 82 | a = climbingdown 105 503 0 7 1 7 0 137 | b = climbingup 1 0 108 0 0 0 17 0 | c = jumping 2 4 0 767 23 54 0 1 | d = lying 15 8 0 55 448 307 0 5 | e = standing 5 7 0 48 250 534 0 8 | f = sitting 3 1 14 0 0 0 823 1 | g = running 103 151 0 1 7 6 0 596 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4239 73.1872 % Incorrectly Classified Instances 1553 26.8128 % Kappa statistic 0.6888 Mean absolute error 0.0708 Root mean squared error 0.2426 Relative absolute error 32.8729 % Root relative squared error 73.9092 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.039 0.692 0.686 0.689 0.852 climbingdown 0.654 0.054 0.647 0.654 0.651 0.836 climbingup 0.802 0.003 0.842 0.802 0.821 0.939 jumping 0.878 0.022 0.872 0.878 0.875 0.942 lying 0.593 0.063 0.614 0.593 0.603 0.851 standing 0.593 0.073 0.582 0.593 0.588 0.832 sitting 0.968 0.007 0.961 0.968 0.964 0.983 running 0.723 0.05 0.719 0.723 0.721 0.868 walking Weighted Avg. 0.732 0.043 0.732 0.732 0.732 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 452 91 2 1 10 14 8 81 | a = climbingdown 99 497 1 1 5 6 2 149 | b = climbingup 2 0 101 0 0 0 23 0 | c = jumping 3 8 0 747 37 54 0 2 | d = lying 13 8 0 35 497 281 0 4 | e = standing 7 8 0 72 253 505 0 7 | f = sitting 9 0 15 0 0 2 815 1 | g = running 68 156 1 1 8 5 0 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4279 73.8778 % Incorrectly Classified Instances 1513 26.1222 % Kappa statistic 0.6969 Mean absolute error 0.0684 Root mean squared error 0.2399 Relative absolute error 31.746 % Root relative squared error 73.0924 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.04 0.691 0.695 0.693 0.859 climbingdown 0.674 0.051 0.667 0.674 0.67 0.842 climbingup 0.873 0.003 0.859 0.873 0.866 0.955 jumping 0.864 0.021 0.874 0.864 0.869 0.932 lying 0.598 0.068 0.6 0.598 0.599 0.838 standing 0.615 0.069 0.605 0.615 0.61 0.844 sitting 0.971 0.004 0.976 0.971 0.974 0.99 running 0.719 0.047 0.729 0.719 0.724 0.864 walking Weighted Avg. 0.739 0.042 0.74 0.739 0.739 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 458 95 1 1 11 12 4 77 | a = climbingdown 97 512 0 1 4 5 1 140 | b = climbingup 0 2 110 0 0 0 14 0 | c = jumping 2 4 0 734 53 53 1 3 | d = lying 11 4 0 48 502 268 0 6 | e = standing 8 6 0 55 255 524 0 4 | f = sitting 3 2 17 0 1 0 818 1 | g = running 84 143 0 1 11 4 0 621 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4298 74.2058 % Incorrectly Classified Instances 1494 25.7942 % Kappa statistic 0.7007 Mean absolute error 0.0683 Root mean squared error 0.238 Relative absolute error 31.7187 % Root relative squared error 72.5065 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.039 0.692 0.673 0.682 0.846 climbingdown 0.668 0.047 0.68 0.668 0.674 0.844 climbingup 0.889 0.003 0.855 0.889 0.872 0.953 jumping 0.878 0.023 0.868 0.878 0.873 0.942 lying 0.598 0.059 0.633 0.598 0.615 0.857 standing 0.626 0.074 0.594 0.626 0.609 0.847 sitting 0.964 0.005 0.97 0.964 0.967 0.983 running 0.743 0.05 0.725 0.743 0.734 0.872 walking Weighted Avg. 0.742 0.042 0.742 0.742 0.742 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 444 98 1 2 10 10 6 89 | a = climbingdown 99 508 0 2 1 4 3 143 | b = climbingup 1 0 112 0 0 0 13 0 | c = jumping 3 3 0 746 42 56 0 0 | d = lying 4 6 0 39 502 283 0 5 | e = standing 8 4 0 67 233 533 0 7 | f = sitting 7 5 18 0 0 0 811 0 | g = running 76 123 0 3 5 12 3 642 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4261 73.567 % Incorrectly Classified Instances 1531 26.433 % Kappa statistic 0.6932 Mean absolute error 0.0703 Root mean squared error 0.2419 Relative absolute error 32.6232 % Root relative squared error 73.7113 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.042 0.671 0.665 0.668 0.823 climbingdown 0.625 0.047 0.666 0.625 0.645 0.83 climbingup 0.841 0.003 0.876 0.841 0.858 0.952 jumping 0.876 0.02 0.883 0.876 0.88 0.941 lying 0.613 0.064 0.619 0.613 0.616 0.857 standing 0.62 0.071 0.602 0.62 0.611 0.831 sitting 0.98 0.006 0.966 0.98 0.973 0.989 running 0.729 0.055 0.701 0.729 0.715 0.861 walking Weighted Avg. 0.736 0.043 0.735 0.736 0.735 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 439 89 2 2 20 11 5 92 | a = climbingdown 109 475 0 1 4 8 2 161 | b = climbingup 0 1 106 0 0 0 19 0 | c = jumping 0 2 0 745 44 59 0 0 | d = lying 11 4 0 38 514 266 0 6 | e = standing 12 4 0 58 241 528 0 9 | f = sitting 3 0 13 0 0 0 824 1 | g = running 80 138 0 0 8 5 3 630 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4311 74.4431 % Incorrectly Classified Instances 1480 25.5569 % Kappa statistic 0.7034 Mean absolute error 0.0678 Root mean squared error 0.2383 Relative absolute error 31.47 % Root relative squared error 72.5914 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.041 0.688 0.695 0.691 0.857 climbingdown 0.651 0.047 0.675 0.651 0.663 0.851 climbingup 0.802 0.002 0.878 0.802 0.838 0.93 jumping 0.882 0.025 0.858 0.882 0.87 0.94 lying 0.614 0.062 0.627 0.614 0.62 0.839 standing 0.626 0.066 0.621 0.626 0.623 0.843 sitting 0.977 0.006 0.965 0.977 0.971 0.989 running 0.737 0.048 0.731 0.737 0.734 0.863 walking Weighted Avg. 0.744 0.041 0.743 0.744 0.744 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 458 94 0 2 11 8 4 82 | a = climbingdown 97 495 2 2 10 6 2 146 | b = climbingup 2 0 101 0 0 0 23 0 | c = jumping 3 4 0 750 45 47 0 1 | d = lying 8 8 0 49 515 255 0 4 | e = standing 7 6 0 70 234 533 0 2 | f = sitting 3 4 12 0 0 0 822 0 | g = running 88 122 0 1 6 9 1 637 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4270 73.7351 % Incorrectly Classified Instances 1521 26.2649 % Kappa statistic 0.6952 Mean absolute error 0.0688 Root mean squared error 0.2397 Relative absolute error 31.9472 % Root relative squared error 73.0442 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.04 0.684 0.674 0.679 0.832 climbingdown 0.667 0.052 0.661 0.667 0.664 0.846 climbingup 0.857 0.003 0.878 0.857 0.867 0.956 jumping 0.874 0.02 0.88 0.874 0.877 0.938 lying 0.577 0.06 0.62 0.577 0.598 0.841 standing 0.631 0.075 0.593 0.631 0.612 0.843 sitting 0.981 0.005 0.968 0.981 0.975 0.991 running 0.719 0.05 0.715 0.719 0.717 0.869 walking Weighted Avg. 0.737 0.042 0.737 0.737 0.737 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 444 101 3 3 13 10 3 82 | a = climbingdown 94 507 0 2 5 5 4 143 | b = climbingup 0 0 108 0 0 0 18 0 | c = jumping 0 4 0 743 39 62 1 1 | d = lying 18 4 0 42 484 282 0 9 | e = standing 9 8 0 51 234 538 0 12 | f = sitting 2 1 12 0 1 0 825 0 | g = running 82 142 0 3 5 10 1 621 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4321 74.6158 % Incorrectly Classified Instances 1470 25.3842 % Kappa statistic 0.7055 Mean absolute error 0.0667 Root mean squared error 0.2359 Relative absolute error 30.9458 % Root relative squared error 71.8637 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.039 0.706 0.731 0.718 0.864 climbingdown 0.667 0.05 0.668 0.667 0.668 0.839 climbingup 0.857 0.002 0.9 0.857 0.878 0.941 jumping 0.878 0.023 0.868 0.878 0.873 0.936 lying 0.604 0.061 0.628 0.604 0.616 0.847 standing 0.622 0.073 0.596 0.622 0.608 0.838 sitting 0.976 0.004 0.975 0.976 0.976 0.987 running 0.718 0.043 0.746 0.718 0.732 0.87 walking Weighted Avg. 0.746 0.041 0.747 0.746 0.746 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 482 82 0 4 18 6 3 64 | a = climbingdown 95 507 0 4 8 8 1 137 | b = climbingup 0 0 108 0 1 0 17 0 | c = jumping 2 8 0 747 33 59 0 2 | d = lying 7 5 0 38 507 280 0 2 | e = standing 8 9 0 68 232 529 0 5 | f = sitting 4 1 12 0 1 1 821 1 | g = running 85 147 0 0 7 5 0 620 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4255 73.4761 % Incorrectly Classified Instances 1536 26.5239 % Kappa statistic 0.6922 Mean absolute error 0.0691 Root mean squared error 0.2388 Relative absolute error 32.0708 % Root relative squared error 72.7525 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.038 0.697 0.681 0.689 0.858 climbingdown 0.674 0.056 0.646 0.674 0.659 0.834 climbingup 0.873 0.003 0.866 0.873 0.87 0.959 jumping 0.877 0.023 0.866 0.877 0.871 0.939 lying 0.607 0.07 0.595 0.607 0.601 0.856 standing 0.579 0.068 0.595 0.579 0.587 0.838 sitting 0.96 0.004 0.978 0.96 0.969 0.98 running 0.728 0.046 0.734 0.728 0.731 0.873 walking Weighted Avg. 0.735 0.043 0.735 0.735 0.735 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 449 110 0 8 9 7 1 75 | a = climbingdown 93 512 0 5 4 5 1 140 | b = climbingup 1 0 110 0 0 0 15 0 | c = jumping 5 4 0 746 49 44 0 3 | d = lying 11 4 0 39 509 273 0 3 | e = standing 5 8 0 62 278 493 0 5 | f = sitting 9 5 17 0 1 0 807 2 | g = running 71 150 0 1 6 6 1 629 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4335 74.8575 % Incorrectly Classified Instances 1456 25.1425 % Kappa statistic 0.7083 Mean absolute error 0.0671 Root mean squared error 0.236 Relative absolute error 31.1225 % Root relative squared error 71.8999 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.037 0.71 0.71 0.71 0.853 climbingdown 0.665 0.05 0.667 0.665 0.666 0.835 climbingup 0.866 0.002 0.887 0.866 0.876 0.958 jumping 0.901 0.026 0.857 0.901 0.879 0.95 lying 0.639 0.063 0.633 0.639 0.636 0.846 standing 0.593 0.06 0.63 0.593 0.611 0.844 sitting 0.977 0.004 0.974 0.977 0.976 0.989 running 0.72 0.049 0.72 0.72 0.72 0.86 walking Weighted Avg. 0.749 0.041 0.747 0.749 0.748 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 468 76 1 5 11 7 3 88 | a = climbingdown 98 505 0 3 2 5 1 145 | b = climbingup 0 1 110 0 0 0 16 0 | c = jumping 0 7 0 767 34 41 0 2 | d = lying 14 3 0 48 536 236 0 2 | e = standing 6 10 0 71 255 505 0 4 | f = sitting 4 1 13 0 0 0 822 1 | g = running 69 154 0 1 9 7 2 622 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4312 74.4475 % Incorrectly Classified Instances 1480 25.5525 % Kappa statistic 0.7035 Mean absolute error 0.0679 Root mean squared error 0.2369 Relative absolute error 31.4973 % Root relative squared error 72.1766 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.041 0.695 0.725 0.71 0.867 climbingdown 0.676 0.051 0.668 0.676 0.672 0.843 climbingup 0.81 0.003 0.872 0.81 0.84 0.952 jumping 0.895 0.02 0.883 0.895 0.889 0.945 lying 0.58 0.063 0.609 0.58 0.594 0.845 standing 0.609 0.072 0.593 0.609 0.601 0.834 sitting 0.973 0.005 0.972 0.973 0.972 0.988 running 0.731 0.042 0.753 0.731 0.742 0.875 walking Weighted Avg. 0.744 0.041 0.744 0.744 0.744 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 478 86 1 3 9 11 0 71 | a = climbingdown 103 514 1 5 6 5 1 125 | b = climbingup 1 1 102 0 0 0 22 0 | c = jumping 2 2 0 762 37 45 1 2 | d = lying 16 8 0 36 487 288 0 4 | e = standing 8 9 0 57 255 518 0 4 | f = sitting 8 1 13 0 0 0 819 1 | g = running 72 148 0 0 6 6 0 632 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4307 74.3612 % Incorrectly Classified Instances 1485 25.6388 % Kappa statistic 0.7026 Mean absolute error 0.0682 Root mean squared error 0.2376 Relative absolute error 31.6514 % Root relative squared error 72.3817 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.041 0.686 0.701 0.694 0.854 climbingdown 0.68 0.053 0.661 0.68 0.671 0.846 climbingup 0.905 0.003 0.877 0.905 0.891 0.977 jumping 0.892 0.023 0.871 0.892 0.882 0.949 lying 0.642 0.07 0.609 0.642 0.625 0.84 standing 0.558 0.06 0.618 0.558 0.586 0.839 sitting 0.976 0.004 0.979 0.976 0.977 0.99 running 0.716 0.045 0.735 0.716 0.726 0.866 walking Weighted Avg. 0.744 0.041 0.743 0.744 0.743 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 462 93 1 2 9 4 4 84 | a = climbingdown 94 517 2 5 7 7 1 127 | b = climbingup 0 0 114 0 0 0 12 0 | c = jumping 6 6 0 759 40 40 0 0 | d = lying 13 6 0 36 539 237 0 8 | e = standing 18 5 0 68 282 475 0 3 | f = sitting 4 3 11 0 0 1 822 1 | g = running 76 152 2 1 8 5 1 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4257 73.4979 % Incorrectly Classified Instances 1535 26.5021 % Kappa statistic 0.6925 Mean absolute error 0.0698 Root mean squared error 0.2411 Relative absolute error 32.4076 % Root relative squared error 73.4495 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.043 0.659 0.649 0.654 0.828 climbingdown 0.647 0.053 0.65 0.647 0.649 0.831 climbingup 0.898 0.002 0.912 0.898 0.905 0.964 jumping 0.886 0.022 0.876 0.886 0.881 0.945 lying 0.629 0.072 0.598 0.629 0.613 0.842 standing 0.584 0.068 0.598 0.584 0.591 0.823 sitting 0.982 0.004 0.976 0.982 0.979 0.99 running 0.715 0.045 0.736 0.715 0.725 0.864 walking Weighted Avg. 0.735 0.043 0.735 0.735 0.735 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 428 103 3 1 17 18 5 84 | a = climbingdown 114 492 3 3 6 8 3 131 | b = climbingup 1 0 114 0 0 0 12 0 | c = jumping 1 4 0 754 44 46 0 2 | d = lying 7 4 0 46 528 253 0 1 | e = standing 8 6 0 56 281 497 0 3 | f = sitting 8 1 5 0 0 0 826 1 | g = running 82 147 0 1 7 9 0 618 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4350 75.1036 % Incorrectly Classified Instances 1442 24.8964 % Kappa statistic 0.7111 Mean absolute error 0.0667 Root mean squared error 0.2344 Relative absolute error 30.9668 % Root relative squared error 71.4139 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.038 0.711 0.718 0.714 0.858 climbingdown 0.678 0.051 0.668 0.678 0.673 0.847 climbingup 0.849 0.003 0.856 0.849 0.853 0.943 jumping 0.884 0.022 0.873 0.884 0.878 0.94 lying 0.644 0.063 0.635 0.644 0.639 0.863 standing 0.606 0.066 0.612 0.606 0.609 0.838 sitting 0.973 0.005 0.97 0.973 0.971 0.99 running 0.728 0.041 0.756 0.728 0.742 0.865 walking Weighted Avg. 0.751 0.04 0.751 0.751 0.751 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 474 89 1 2 14 7 1 72 | a = climbingdown 99 515 0 11 0 9 3 123 | b = climbingup 1 0 107 0 0 0 18 0 | c = jumping 0 6 0 751 36 54 0 3 | d = lying 13 3 0 36 540 246 0 1 | e = standing 7 13 0 59 254 516 0 3 | f = sitting 4 1 17 0 0 0 818 1 | g = running 69 144 0 1 7 11 3 629 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4293 74.1195 % Incorrectly Classified Instances 1499 25.8805 % Kappa statistic 0.6997 Mean absolute error 0.0687 Root mean squared error 0.2366 Relative absolute error 31.8944 % Root relative squared error 72.0958 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.039 0.69 0.682 0.686 0.85 climbingdown 0.641 0.054 0.642 0.641 0.641 0.829 climbingup 0.865 0.002 0.886 0.865 0.876 0.963 jumping 0.874 0.019 0.888 0.874 0.881 0.94 lying 0.613 0.063 0.623 0.613 0.618 0.861 standing 0.626 0.071 0.602 0.626 0.613 0.856 sitting 0.977 0.004 0.976 0.977 0.977 0.989 running 0.735 0.047 0.732 0.735 0.733 0.875 walking Weighted Avg. 0.741 0.042 0.742 0.741 0.742 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 450 112 1 3 15 6 3 70 | a = climbingdown 100 487 1 4 3 11 1 153 | b = climbingup 2 0 109 0 0 0 15 0 | c = jumping 2 4 0 743 34 65 0 2 | d = lying 12 4 0 39 514 267 0 3 | e = standing 9 8 0 45 252 533 0 5 | f = sitting 4 4 11 0 0 0 822 0 | g = running 73 140 1 3 7 4 1 635 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4284 73.9769 % Incorrectly Classified Instances 1507 26.0231 % Kappa statistic 0.698 Mean absolute error 0.0692 Root mean squared error 0.2405 Relative absolute error 32.0954 % Root relative squared error 73.2792 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.037 0.704 0.69 0.697 0.856 climbingdown 0.667 0.057 0.639 0.667 0.653 0.833 climbingup 0.841 0.002 0.891 0.841 0.865 0.961 jumping 0.88 0.023 0.869 0.88 0.874 0.941 lying 0.656 0.066 0.628 0.656 0.641 0.854 standing 0.583 0.063 0.614 0.583 0.598 0.831 sitting 0.976 0.004 0.974 0.976 0.975 0.988 running 0.694 0.049 0.713 0.694 0.703 0.855 walking Weighted Avg. 0.74 0.042 0.74 0.74 0.74 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 455 97 1 2 9 9 2 84 | a = climbingdown 85 507 0 5 5 6 1 151 | b = climbingup 0 1 106 0 0 0 19 0 | c = jumping 2 3 0 748 37 58 0 2 | d = lying 9 5 0 32 550 239 0 4 | e = standing 6 10 0 72 267 497 0 0 | f = sitting 6 0 12 0 1 0 821 1 | g = running 83 171 0 2 7 1 0 600 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4263 73.6142 % Incorrectly Classified Instances 1528 26.3858 % Kappa statistic 0.6939 Mean absolute error 0.0703 Root mean squared error 0.2417 Relative absolute error 32.6249 % Root relative squared error 73.6385 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.037 0.701 0.683 0.692 0.846 climbingdown 0.659 0.056 0.639 0.659 0.649 0.819 climbingup 0.873 0.004 0.846 0.873 0.859 0.98 jumping 0.868 0.016 0.901 0.868 0.884 0.943 lying 0.663 0.075 0.6 0.663 0.63 0.858 standing 0.573 0.064 0.606 0.573 0.589 0.819 sitting 0.974 0.005 0.973 0.974 0.973 0.988 running 0.696 0.049 0.713 0.696 0.704 0.857 walking Weighted Avg. 0.736 0.042 0.738 0.736 0.737 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 450 112 2 0 7 15 5 68 | a = climbingdown 82 501 0 1 5 8 1 162 | b = climbingup 0 1 110 0 0 0 15 0 | c = jumping 2 3 0 738 49 56 0 2 | d = lying 10 4 0 34 556 231 0 4 | e = standing 10 5 0 46 297 488 0 6 | f = sitting 3 1 17 0 1 0 819 0 | g = running 85 157 1 0 11 7 2 601 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4295 74.1668 % Incorrectly Classified Instances 1496 25.8332 % Kappa statistic 0.7003 Mean absolute error 0.0681 Root mean squared error 0.2373 Relative absolute error 31.6122 % Root relative squared error 72.3105 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.044 0.676 0.721 0.698 0.865 climbingdown 0.653 0.047 0.677 0.653 0.664 0.838 climbingup 0.905 0.002 0.891 0.905 0.898 0.981 jumping 0.895 0.024 0.865 0.895 0.88 0.949 lying 0.659 0.07 0.616 0.659 0.637 0.861 standing 0.565 0.062 0.61 0.565 0.586 0.838 sitting 0.969 0.003 0.984 0.969 0.977 0.988 running 0.694 0.047 0.721 0.694 0.708 0.86 walking Weighted Avg. 0.742 0.042 0.741 0.742 0.741 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 475 77 0 2 13 7 1 84 | a = climbingdown 97 496 2 4 7 10 1 143 | b = climbingup 1 0 114 0 0 0 10 1 | c = jumping 5 2 0 761 40 42 0 0 | d = lying 9 1 0 37 553 239 0 0 | e = standing 12 6 0 74 276 481 0 3 | f = sitting 6 4 12 2 1 0 815 1 | g = running 98 147 0 0 8 10 1 600 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4258 73.5279 % Incorrectly Classified Instances 1533 26.4721 % Kappa statistic 0.6928 Mean absolute error 0.07 Root mean squared error 0.2412 Relative absolute error 32.4667 % Root relative squared error 73.4822 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.043 0.676 0.693 0.685 0.861 climbingdown 0.653 0.047 0.679 0.653 0.666 0.844 climbingup 0.802 0.003 0.863 0.802 0.831 0.951 jumping 0.887 0.024 0.863 0.887 0.875 0.943 lying 0.604 0.064 0.614 0.604 0.609 0.845 standing 0.573 0.07 0.584 0.573 0.578 0.813 sitting 0.974 0.006 0.966 0.974 0.97 0.988 running 0.736 0.051 0.719 0.736 0.727 0.862 walking Weighted Avg. 0.735 0.043 0.734 0.735 0.734 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 457 85 2 4 11 9 6 85 | a = climbingdown 105 496 0 3 0 5 0 151 | b = climbingup 1 1 101 0 0 0 23 0 | c = jumping 0 2 0 755 33 59 0 2 | d = lying 7 8 0 39 506 273 0 5 | e = standing 15 3 0 73 267 488 0 6 | f = sitting 5 3 14 0 0 0 819 0 | g = running 86 132 0 1 7 2 0 636 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4318 74.564 % Incorrectly Classified Instances 1473 25.436 % Kappa statistic 0.7048 Mean absolute error 0.0678 Root mean squared error 0.2374 Relative absolute error 31.4862 % Root relative squared error 72.3374 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.036 0.704 0.675 0.689 0.854 climbingdown 0.661 0.056 0.641 0.661 0.651 0.838 climbingup 0.857 0.003 0.878 0.857 0.867 0.974 jumping 0.904 0.024 0.867 0.904 0.885 0.951 lying 0.623 0.06 0.637 0.623 0.63 0.858 standing 0.624 0.068 0.613 0.624 0.619 0.841 sitting 0.98 0.005 0.972 0.98 0.976 0.992 running 0.712 0.043 0.742 0.712 0.727 0.861 walking Weighted Avg. 0.746 0.041 0.745 0.746 0.745 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 445 101 1 4 14 8 5 81 | a = climbingdown 102 502 2 7 5 13 1 127 | b = climbingup 0 0 108 0 0 0 18 0 | c = jumping 2 4 0 769 29 44 0 3 | d = lying 9 4 0 37 522 264 0 2 | e = standing 6 3 0 69 242 532 0 0 | f = sitting 1 3 12 0 0 0 825 1 | g = running 67 166 0 1 8 7 0 615 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4277 73.8432 % Incorrectly Classified Instances 1515 26.1568 % Kappa statistic 0.6964 Mean absolute error 0.0693 Root mean squared error 0.2408 Relative absolute error 32.1752 % Root relative squared error 73.3551 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.034 0.719 0.688 0.703 0.844 climbingdown 0.649 0.052 0.655 0.649 0.652 0.845 climbingup 0.865 0.003 0.865 0.865 0.865 0.959 jumping 0.906 0.019 0.891 0.906 0.899 0.951 lying 0.616 0.066 0.611 0.616 0.613 0.843 standing 0.57 0.067 0.595 0.57 0.582 0.82 sitting 0.976 0.004 0.975 0.976 0.976 0.988 running 0.726 0.058 0.687 0.726 0.706 0.864 walking Weighted Avg. 0.738 0.042 0.738 0.738 0.738 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 454 87 1 1 10 8 3 96 | a = climbingdown 85 493 0 2 5 5 1 169 | b = climbingup 0 1 109 0 0 0 16 0 | c = jumping 2 4 0 771 26 43 0 5 | d = lying 7 7 0 32 516 268 0 8 | e = standing 15 6 0 57 280 486 0 8 | f = sitting 2 0 16 0 1 1 821 0 | g = running 66 155 0 2 7 6 1 627 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4273 73.7742 % Incorrectly Classified Instances 1519 26.2258 % Kappa statistic 0.6956 Mean absolute error 0.0696 Root mean squared error 0.2413 Relative absolute error 32.3105 % Root relative squared error 73.5045 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.039 0.695 0.694 0.694 0.849 climbingdown 0.657 0.053 0.651 0.657 0.654 0.841 climbingup 0.802 0.002 0.878 0.802 0.838 0.943 jumping 0.878 0.023 0.867 0.878 0.873 0.943 lying 0.599 0.063 0.617 0.599 0.608 0.832 standing 0.609 0.069 0.602 0.609 0.606 0.84 sitting 0.976 0.006 0.967 0.976 0.972 0.99 running 0.725 0.048 0.724 0.725 0.724 0.871 walking Weighted Avg. 0.738 0.042 0.737 0.738 0.737 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 458 100 0 5 11 2 3 81 | a = climbingdown 97 499 1 4 2 11 0 146 | b = climbingup 0 0 101 0 0 0 25 0 | c = jumping 2 4 0 746 36 59 0 3 | d = lying 14 2 0 53 502 262 0 5 | e = standing 13 10 0 50 257 519 0 3 | f = sitting 5 2 12 0 0 0 822 1 | g = running 70 150 1 2 6 9 0 626 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4229 73.0145 % Incorrectly Classified Instances 1563 26.9855 % Kappa statistic 0.6868 Mean absolute error 0.0705 Root mean squared error 0.2439 Relative absolute error 32.7257 % Root relative squared error 74.3122 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.04 0.687 0.686 0.686 0.852 climbingdown 0.667 0.054 0.651 0.667 0.659 0.839 climbingup 0.849 0.001 0.947 0.849 0.895 0.958 jumping 0.866 0.021 0.874 0.866 0.87 0.932 lying 0.609 0.072 0.588 0.609 0.598 0.835 standing 0.569 0.072 0.576 0.569 0.573 0.82 sitting 0.989 0.005 0.972 0.989 0.981 0.994 running 0.692 0.047 0.719 0.692 0.705 0.851 walking Weighted Avg. 0.73 0.044 0.731 0.73 0.73 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 452 100 0 1 14 10 2 80 | a = climbingdown 96 507 0 3 6 3 2 143 | b = climbingup 0 0 107 0 0 0 19 0 | c = jumping 1 7 0 736 42 61 0 3 | d = lying 9 4 0 35 511 276 0 4 | e = standing 5 1 0 67 290 485 0 4 | f = sitting 4 0 5 0 0 0 833 0 | g = running 91 160 1 0 6 7 1 598 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4302 74.2749 % Incorrectly Classified Instances 1490 25.7251 % Kappa statistic 0.7014 Mean absolute error 0.0677 Root mean squared error 0.2376 Relative absolute error 31.4033 % Root relative squared error 72.3949 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.035 0.718 0.692 0.705 0.855 climbingdown 0.661 0.055 0.644 0.661 0.652 0.834 climbingup 0.857 0.002 0.915 0.857 0.885 0.946 jumping 0.888 0.027 0.851 0.888 0.869 0.941 lying 0.61 0.062 0.627 0.61 0.618 0.842 standing 0.61 0.069 0.603 0.61 0.607 0.838 sitting 0.977 0.004 0.975 0.977 0.976 0.992 running 0.725 0.045 0.737 0.725 0.731 0.883 walking Weighted Avg. 0.743 0.042 0.742 0.743 0.742 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 456 97 1 5 10 9 3 78 | a = climbingdown 99 502 0 6 7 8 1 137 | b = climbingup 3 0 108 0 0 0 15 0 | c = jumping 2 5 0 755 41 45 1 1 | d = lying 9 3 0 41 512 271 0 3 | e = standing 9 3 0 79 238 520 0 3 | f = sitting 7 1 9 0 0 1 823 1 | g = running 50 169 0 1 9 8 1 626 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4346 75.0345 % Incorrectly Classified Instances 1446 24.9655 % Kappa statistic 0.7103 Mean absolute error 0.0665 Root mean squared error 0.2347 Relative absolute error 30.8725 % Root relative squared error 71.5189 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.038 0.704 0.697 0.7 0.856 climbingdown 0.679 0.051 0.667 0.679 0.673 0.845 climbingup 0.85 0.002 0.908 0.85 0.878 0.959 jumping 0.888 0.021 0.878 0.888 0.883 0.947 lying 0.607 0.062 0.625 0.607 0.615 0.841 standing 0.647 0.067 0.625 0.647 0.636 0.839 sitting 0.979 0.004 0.974 0.979 0.976 0.988 running 0.723 0.045 0.74 0.723 0.731 0.874 walking Weighted Avg. 0.75 0.04 0.75 0.75 0.75 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 459 102 0 2 9 9 5 73 | a = climbingdown 84 516 2 7 4 5 0 142 | b = climbingup 2 0 108 0 0 0 17 0 | c = jumping 1 2 0 755 46 45 0 1 | d = lying 12 4 0 45 509 265 0 4 | e = standing 7 2 0 48 244 551 0 0 | f = sitting 6 2 9 1 0 0 823 0 | g = running 81 146 0 2 3 7 0 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4321 74.6158 % Incorrectly Classified Instances 1470 25.3842 % Kappa statistic 0.7055 Mean absolute error 0.068 Root mean squared error 0.2387 Relative absolute error 31.5599 % Root relative squared error 72.7268 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.039 0.702 0.716 0.709 0.852 climbingdown 0.676 0.05 0.671 0.676 0.674 0.853 climbingup 0.865 0.002 0.886 0.865 0.876 0.966 jumping 0.885 0.023 0.869 0.885 0.877 0.942 lying 0.622 0.06 0.637 0.622 0.629 0.844 standing 0.602 0.069 0.602 0.602 0.602 0.828 sitting 0.973 0.005 0.969 0.973 0.971 0.986 running 0.719 0.046 0.731 0.719 0.725 0.865 walking Weighted Avg. 0.746 0.041 0.746 0.746 0.746 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 472 82 1 3 13 9 5 74 | a = climbingdown 88 514 0 3 4 4 3 144 | b = climbingup 0 1 109 0 0 0 15 1 | c = jumping 2 4 0 752 28 63 0 1 | d = lying 18 3 0 36 522 256 1 3 | e = standing 14 7 0 71 244 513 0 3 | f = sitting 9 1 11 0 0 0 818 2 | g = running 69 154 2 0 9 7 2 621 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4244 73.2861 % Incorrectly Classified Instances 1547 26.7139 % Kappa statistic 0.69 Mean absolute error 0.0703 Root mean squared error 0.2425 Relative absolute error 32.6146 % Root relative squared error 73.875 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.043 0.668 0.675 0.672 0.848 climbingdown 0.654 0.051 0.66 0.654 0.657 0.835 climbingup 0.865 0.002 0.893 0.865 0.879 0.965 jumping 0.892 0.026 0.855 0.892 0.873 0.944 lying 0.566 0.064 0.601 0.566 0.583 0.836 standing 0.593 0.071 0.589 0.593 0.591 0.82 sitting 0.98 0.004 0.977 0.98 0.979 0.992 running 0.729 0.049 0.723 0.729 0.726 0.865 walking Weighted Avg. 0.733 0.043 0.731 0.733 0.732 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 445 95 1 3 11 10 3 91 | a = climbingdown 108 497 0 3 8 1 1 142 | b = climbingup 3 0 109 0 0 0 14 0 | c = jumping 0 6 0 759 38 46 0 2 | d = lying 20 5 0 46 475 289 1 3 | e = standing 7 11 0 76 250 505 0 2 | f = sitting 3 1 12 0 0 0 824 1 | g = running 80 138 0 1 9 6 0 630 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4279 73.8905 % Incorrectly Classified Instances 1512 26.1095 % Kappa statistic 0.697 Mean absolute error 0.0691 Root mean squared error 0.2397 Relative absolute error 32.0785 % Root relative squared error 73.0191 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.043 0.677 0.704 0.69 0.858 climbingdown 0.626 0.049 0.659 0.626 0.642 0.832 climbingup 0.873 0.002 0.902 0.873 0.887 0.964 jumping 0.868 0.022 0.871 0.868 0.87 0.935 lying 0.642 0.069 0.613 0.642 0.627 0.857 standing 0.592 0.064 0.614 0.592 0.603 0.836 sitting 0.977 0.004 0.979 0.977 0.978 0.992 running 0.723 0.05 0.716 0.723 0.72 0.862 walking Weighted Avg. 0.739 0.042 0.739 0.739 0.739 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 464 82 2 3 13 10 1 84 | a = climbingdown 118 476 0 3 7 5 0 151 | b = climbingup 1 0 110 0 0 0 15 0 | c = jumping 2 8 0 739 43 56 1 2 | d = lying 7 4 0 45 539 240 0 4 | e = standing 12 4 0 57 267 504 0 7 | f = sitting 7 1 10 0 1 0 822 0 | g = running 74 147 0 1 10 6 1 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4251 73.407 % Incorrectly Classified Instances 1540 26.593 % Kappa statistic 0.6914 Mean absolute error 0.0701 Root mean squared error 0.2422 Relative absolute error 32.5452 % Root relative squared error 73.8042 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.043 0.671 0.684 0.678 0.839 climbingdown 0.654 0.049 0.67 0.654 0.662 0.84 climbingup 0.833 0.003 0.854 0.833 0.843 0.943 jumping 0.878 0.022 0.874 0.878 0.876 0.942 lying 0.584 0.066 0.601 0.584 0.593 0.838 standing 0.603 0.073 0.588 0.603 0.595 0.841 sitting 0.97 0.006 0.967 0.97 0.969 0.987 running 0.731 0.048 0.729 0.731 0.73 0.874 walking Weighted Avg. 0.734 0.043 0.734 0.734 0.734 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 451 98 1 0 14 6 2 87 | a = climbingdown 107 497 1 2 3 6 3 141 | b = climbingup 0 0 105 0 0 0 21 0 | c = jumping 2 5 0 747 35 61 1 0 | d = lying 14 6 0 46 490 281 0 2 | e = standing 9 5 0 60 259 513 0 5 | f = sitting 5 2 16 0 1 1 816 0 | g = running 84 129 0 0 13 5 1 632 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4282 73.9423 % Incorrectly Classified Instances 1509 26.0577 % Kappa statistic 0.6976 Mean absolute error 0.0688 Root mean squared error 0.2404 Relative absolute error 31.9444 % Root relative squared error 73.246 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.044 0.656 0.648 0.652 0.835 climbingdown 0.652 0.056 0.639 0.652 0.645 0.839 climbingup 0.817 0.003 0.866 0.817 0.841 0.932 jumping 0.881 0.021 0.876 0.881 0.879 0.937 lying 0.66 0.063 0.641 0.66 0.651 0.858 standing 0.612 0.062 0.629 0.612 0.62 0.843 sitting 0.966 0.005 0.971 0.966 0.968 0.982 running 0.718 0.049 0.719 0.718 0.718 0.866 walking Weighted Avg. 0.739 0.042 0.74 0.739 0.74 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 427 112 1 3 11 11 1 93 | a = climbingdown 108 495 0 3 1 8 1 143 | b = climbingup 0 2 103 0 0 0 21 0 | c = jumping 6 4 0 750 40 50 0 1 | d = lying 6 6 0 35 554 237 0 1 | e = standing 7 8 0 62 250 521 0 4 | f = sitting 7 6 15 1 0 0 812 0 | g = running 90 142 0 2 8 1 1 620 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4300 74.2403 % Incorrectly Classified Instances 1492 25.7597 % Kappa statistic 0.7013 Mean absolute error 0.0677 Root mean squared error 0.2363 Relative absolute error 31.4151 % Root relative squared error 71.989 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.043 0.677 0.705 0.69 0.856 climbingdown 0.675 0.049 0.676 0.675 0.675 0.841 climbingup 0.897 0.005 0.796 0.897 0.843 0.962 jumping 0.876 0.026 0.853 0.876 0.865 0.939 lying 0.65 0.067 0.622 0.65 0.636 0.864 standing 0.589 0.06 0.631 0.589 0.609 0.847 sitting 0.96 0.003 0.983 0.96 0.971 0.986 running 0.706 0.046 0.728 0.706 0.717 0.866 walking Weighted Avg. 0.742 0.041 0.743 0.742 0.742 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 465 88 1 3 11 10 1 81 | a = climbingdown 97 513 0 5 4 3 0 138 | b = climbingup 2 0 113 0 0 0 11 0 | c = jumping 2 5 0 745 44 54 0 0 | d = lying 15 4 0 45 545 224 1 5 | e = standing 7 6 0 74 260 502 0 3 | f = sitting 4 0 28 0 1 0 807 1 | g = running 95 143 0 1 11 3 1 610 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4253 73.4289 % Incorrectly Classified Instances 1539 26.5711 % Kappa statistic 0.6916 Mean absolute error 0.0705 Root mean squared error 0.2421 Relative absolute error 32.7035 % Root relative squared error 73.7482 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.041 0.68 0.673 0.676 0.84 climbingdown 0.626 0.055 0.632 0.626 0.629 0.845 climbingup 0.833 0.002 0.913 0.833 0.871 0.956 jumping 0.882 0.025 0.86 0.882 0.871 0.944 lying 0.634 0.068 0.612 0.634 0.623 0.839 standing 0.573 0.064 0.608 0.573 0.59 0.829 sitting 0.975 0.004 0.976 0.975 0.976 0.988 running 0.738 0.051 0.719 0.738 0.729 0.876 walking Weighted Avg. 0.734 0.043 0.734 0.734 0.734 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 444 111 0 2 17 7 1 78 | a = climbingdown 112 476 1 2 5 3 0 161 | b = climbingup 0 2 105 0 0 0 19 0 | c = jumping 2 4 0 750 47 46 0 1 | d = lying 11 10 0 32 532 253 0 1 | e = standing 4 9 0 83 262 488 0 6 | f = sitting 7 3 9 0 0 0 820 2 | g = running 73 138 0 3 6 6 0 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4276 73.826 % Incorrectly Classified Instances 1516 26.174 % Kappa statistic 0.6963 Mean absolute error 0.068 Root mean squared error 0.2397 Relative absolute error 31.5541 % Root relative squared error 73.0275 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.037 0.709 0.704 0.707 0.881 climbingdown 0.676 0.053 0.659 0.676 0.668 0.85 climbingup 0.865 0.003 0.879 0.865 0.872 0.966 jumping 0.887 0.018 0.892 0.887 0.89 0.95 lying 0.594 0.069 0.592 0.594 0.593 0.831 standing 0.595 0.076 0.575 0.595 0.585 0.837 sitting 0.971 0.004 0.975 0.971 0.973 0.986 running 0.708 0.044 0.739 0.708 0.723 0.861 walking Weighted Avg. 0.738 0.042 0.74 0.738 0.739 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 464 96 1 1 6 11 3 77 | a = climbingdown 96 514 0 1 9 11 1 128 | b = climbingup 0 0 109 0 0 0 17 0 | c = jumping 1 3 0 755 37 52 0 3 | d = lying 7 3 0 35 498 293 0 3 | e = standing 8 3 0 48 282 507 0 4 | f = sitting 4 4 14 1 0 0 817 1 | g = running 74 157 0 5 9 7 0 612 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4243 73.2562 % Incorrectly Classified Instances 1549 26.7438 % Kappa statistic 0.6896 Mean absolute error 0.0698 Root mean squared error 0.242 Relative absolute error 32.3969 % Root relative squared error 73.7303 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.038 0.692 0.672 0.682 0.846 climbingdown 0.659 0.056 0.641 0.659 0.65 0.839 climbingup 0.857 0.003 0.878 0.857 0.867 0.95 jumping 0.855 0.023 0.864 0.855 0.86 0.933 lying 0.613 0.066 0.611 0.613 0.612 0.853 standing 0.606 0.071 0.597 0.606 0.601 0.841 sitting 0.974 0.005 0.969 0.974 0.972 0.986 running 0.711 0.049 0.719 0.711 0.715 0.869 walking Weighted Avg. 0.733 0.043 0.733 0.733 0.733 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 443 114 0 3 10 11 3 75 | a = climbingdown 91 501 1 6 4 3 3 151 | b = climbingup 1 1 108 0 0 0 16 0 | c = jumping 7 4 0 728 46 64 0 2 | d = lying 7 3 0 47 514 265 0 3 | e = standing 6 3 0 58 261 516 0 8 | f = sitting 6 1 14 0 0 0 819 1 | g = running 79 154 0 1 6 6 4 614 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4209 72.6692 % Incorrectly Classified Instances 1583 27.3308 % Kappa statistic 0.6828 Mean absolute error 0.0717 Root mean squared error 0.245 Relative absolute error 33.275 % Root relative squared error 74.6403 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.038 0.683 0.643 0.663 0.829 climbingdown 0.646 0.054 0.643 0.646 0.644 0.832 climbingup 0.897 0.002 0.904 0.897 0.9 0.967 jumping 0.88 0.024 0.865 0.88 0.872 0.942 lying 0.59 0.067 0.6 0.59 0.595 0.841 standing 0.577 0.076 0.567 0.577 0.572 0.824 sitting 0.979 0.004 0.975 0.979 0.977 0.989 running 0.72 0.052 0.707 0.72 0.713 0.862 walking Weighted Avg. 0.727 0.044 0.726 0.727 0.726 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 424 101 3 2 11 5 4 109 | a = climbingdown 95 491 0 9 11 10 3 141 | b = climbingup 0 1 113 0 0 0 12 0 | c = jumping 0 5 0 749 39 58 0 0 | d = lying 11 1 0 38 495 293 0 1 | e = standing 14 9 0 68 262 492 0 7 | f = sitting 8 0 9 0 0 1 823 0 | g = running 69 156 0 0 7 8 2 622 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4257 73.5106 % Incorrectly Classified Instances 1534 26.4894 % Kappa statistic 0.6927 Mean absolute error 0.0691 Root mean squared error 0.2407 Relative absolute error 32.0671 % Root relative squared error 73.3468 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.04 0.69 0.697 0.693 0.861 climbingdown 0.675 0.049 0.675 0.675 0.675 0.845 climbingup 0.882 0.003 0.875 0.882 0.878 0.96 jumping 0.89 0.022 0.876 0.89 0.883 0.943 lying 0.574 0.065 0.601 0.574 0.587 0.847 standing 0.593 0.076 0.574 0.593 0.583 0.829 sitting 0.97 0.004 0.974 0.97 0.972 0.985 running 0.711 0.049 0.718 0.711 0.714 0.866 walking Weighted Avg. 0.735 0.043 0.735 0.735 0.735 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 459 80 1 3 14 10 7 85 | a = climbingdown 88 512 0 4 2 7 0 146 | b = climbingup 0 1 112 0 0 0 14 0 | c = jumping 3 3 0 757 39 48 0 1 | d = lying 11 5 0 34 482 302 0 5 | e = standing 9 7 0 64 262 505 0 4 | f = sitting 6 4 15 0 0 0 816 0 | g = running 89 147 0 2 3 8 1 614 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4298 74.2186 % Incorrectly Classified Instances 1493 25.7814 % Kappa statistic 0.7008 Mean absolute error 0.0685 Root mean squared error 0.2398 Relative absolute error 31.7796 % Root relative squared error 73.0642 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.038 0.71 0.716 0.713 0.874 climbingdown 0.679 0.052 0.662 0.679 0.67 0.852 climbingup 0.833 0.002 0.882 0.833 0.857 0.957 jumping 0.904 0.021 0.883 0.904 0.893 0.954 lying 0.635 0.072 0.6 0.635 0.617 0.833 standing 0.546 0.064 0.597 0.546 0.571 0.808 sitting 0.976 0.005 0.972 0.976 0.974 0.988 running 0.714 0.046 0.731 0.714 0.722 0.862 walking Weighted Avg. 0.742 0.042 0.741 0.742 0.741 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 472 95 0 1 12 7 3 69 | a = climbingdown 84 516 2 4 3 5 1 145 | b = climbingup 3 0 105 0 0 0 18 0 | c = jumping 3 3 0 769 25 50 0 1 | d = lying 5 4 0 42 533 250 0 5 | e = standing 11 8 0 54 308 465 0 5 | f = sitting 3 2 12 0 1 0 821 2 | g = running 84 152 0 1 6 2 2 617 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4210 72.699 % Incorrectly Classified Instances 1581 27.301 % Kappa statistic 0.6832 Mean absolute error 0.0709 Root mean squared error 0.2446 Relative absolute error 32.9177 % Root relative squared error 74.5291 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.041 0.682 0.689 0.685 0.85 climbingdown 0.654 0.052 0.653 0.654 0.654 0.838 climbingup 0.841 0.003 0.869 0.841 0.855 0.945 jumping 0.859 0.027 0.846 0.859 0.852 0.935 lying 0.615 0.072 0.59 0.615 0.602 0.836 standing 0.549 0.07 0.576 0.549 0.562 0.819 sitting 0.967 0.005 0.971 0.967 0.969 0.982 running 0.725 0.047 0.731 0.725 0.728 0.866 walking Weighted Avg. 0.727 0.044 0.727 0.727 0.727 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 454 94 0 6 19 2 1 83 | a = climbingdown 112 497 0 7 3 3 1 137 | b = climbingup 0 1 106 0 0 0 19 0 | c = jumping 2 4 0 730 45 65 1 3 | d = lying 12 5 0 39 516 265 0 2 | e = standing 11 7 0 78 283 467 0 5 | f = sitting 9 1 16 0 1 1 814 0 | g = running 66 152 0 3 7 8 2 626 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4252 73.4243 % Incorrectly Classified Instances 1539 26.5757 % Kappa statistic 0.6915 Mean absolute error 0.07 Root mean squared error 0.2396 Relative absolute error 32.4729 % Root relative squared error 73.0028 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.041 0.672 0.646 0.659 0.848 climbingdown 0.67 0.053 0.658 0.67 0.664 0.854 climbingup 0.802 0.002 0.894 0.802 0.845 0.94 jumping 0.884 0.024 0.865 0.884 0.874 0.941 lying 0.589 0.063 0.614 0.589 0.601 0.849 standing 0.612 0.069 0.604 0.612 0.608 0.846 sitting 0.982 0.006 0.963 0.982 0.972 0.992 running 0.721 0.051 0.711 0.721 0.716 0.866 walking Weighted Avg. 0.734 0.043 0.733 0.734 0.733 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 426 105 1 3 10 8 7 99 | a = climbingdown 95 509 1 3 4 7 0 141 | b = climbingup 0 0 101 0 0 0 25 0 | c = jumping 3 2 0 751 43 48 0 3 | d = lying 16 7 0 42 494 272 0 7 | e = standing 8 4 0 69 247 521 0 3 | f = sitting 4 1 10 0 0 0 827 0 | g = running 82 146 0 0 7 6 0 623 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4290 74.0805 % Incorrectly Classified Instances 1501 25.9195 % Kappa statistic 0.6994 Mean absolute error 0.0683 Root mean squared error 0.2391 Relative absolute error 31.7098 % Root relative squared error 72.8359 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.04 0.692 0.697 0.694 0.847 climbingdown 0.658 0.057 0.635 0.658 0.646 0.829 climbingup 0.952 0.004 0.845 0.952 0.896 0.989 jumping 0.888 0.027 0.851 0.888 0.869 0.942 lying 0.604 0.058 0.636 0.604 0.62 0.846 standing 0.607 0.067 0.608 0.607 0.608 0.842 sitting 0.969 0.002 0.987 0.969 0.978 0.988 running 0.714 0.045 0.735 0.714 0.725 0.869 walking Weighted Avg. 0.741 0.041 0.74 0.741 0.74 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 459 99 2 1 13 14 5 66 | a = climbingdown 104 500 0 0 4 6 0 146 | b = climbingup 1 0 120 0 0 0 5 0 | c = jumping 4 4 0 755 36 49 0 2 | d = lying 11 7 0 53 506 257 0 4 | e = standing 12 12 0 77 231 517 0 3 | f = sitting 3 4 18 0 0 0 816 1 | g = running 69 162 2 1 5 7 1 617 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4246 73.308 % Incorrectly Classified Instances 1546 26.692 % Kappa statistic 0.6902 Mean absolute error 0.0705 Root mean squared error 0.2416 Relative absolute error 32.7342 % Root relative squared error 73.6003 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.038 0.69 0.665 0.677 0.838 climbingdown 0.625 0.051 0.649 0.625 0.637 0.816 climbingup 0.873 0.002 0.902 0.873 0.887 0.963 jumping 0.868 0.019 0.887 0.868 0.878 0.938 lying 0.601 0.067 0.604 0.601 0.603 0.85 standing 0.61 0.073 0.591 0.61 0.6 0.854 sitting 0.981 0.005 0.972 0.981 0.976 0.993 running 0.735 0.055 0.7 0.735 0.717 0.861 walking Weighted Avg. 0.733 0.043 0.734 0.733 0.733 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 438 98 0 0 15 11 6 91 | a = climbingdown 100 475 1 2 4 9 2 167 | b = climbingup 0 1 110 0 0 0 15 0 | c = jumping 4 5 0 739 39 60 1 3 | d = lying 9 10 0 36 504 273 0 7 | e = standing 7 5 0 51 266 520 0 3 | f = sitting 3 0 11 1 0 0 825 1 | g = running 74 138 0 4 6 7 0 635 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4315 74.4993 % Incorrectly Classified Instances 1477 25.5007 % Kappa statistic 0.704 Mean absolute error 0.0675 Root mean squared error 0.236 Relative absolute error 31.3486 % Root relative squared error 71.8963 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.039 0.688 0.677 0.682 0.841 climbingdown 0.682 0.052 0.664 0.682 0.673 0.859 climbingup 0.817 0.003 0.873 0.817 0.844 0.931 jumping 0.897 0.018 0.894 0.897 0.896 0.956 lying 0.617 0.064 0.622 0.617 0.62 0.85 standing 0.621 0.068 0.612 0.621 0.617 0.853 sitting 0.971 0.006 0.965 0.971 0.968 0.986 running 0.719 0.046 0.731 0.719 0.725 0.866 walking Weighted Avg. 0.745 0.041 0.745 0.745 0.745 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 446 101 0 1 11 7 7 86 | a = climbingdown 89 518 0 2 7 8 1 135 | b = climbingup 1 0 103 1 0 0 21 0 | c = jumping 2 2 0 763 37 45 0 2 | d = lying 15 8 0 27 518 269 0 2 | e = standing 5 5 0 59 250 529 1 3 | f = sitting 5 3 15 0 1 0 817 0 | g = running 85 143 0 0 9 6 0 621 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4291 74.0849 % Incorrectly Classified Instances 1501 25.9151 % Kappa statistic 0.6993 Mean absolute error 0.0688 Root mean squared error 0.2385 Relative absolute error 31.9506 % Root relative squared error 72.6593 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.043 0.683 0.715 0.698 0.866 climbingdown 0.651 0.055 0.641 0.651 0.646 0.833 climbingup 0.865 0.002 0.908 0.865 0.886 0.967 jumping 0.882 0.022 0.875 0.882 0.879 0.936 lying 0.622 0.065 0.619 0.622 0.621 0.848 standing 0.613 0.068 0.61 0.613 0.611 0.844 sitting 0.974 0.004 0.976 0.974 0.975 0.989 running 0.697 0.043 0.74 0.697 0.718 0.854 walking Weighted Avg. 0.741 0.042 0.742 0.741 0.741 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 471 97 1 3 8 12 1 66 | a = climbingdown 109 495 0 5 1 11 0 139 | b = climbingup 0 0 109 0 0 0 17 0 | c = jumping 3 3 0 751 38 54 0 2 | d = lying 13 4 0 45 522 252 0 3 | e = standing 9 4 0 53 262 522 0 2 | f = sitting 8 2 10 1 1 0 819 0 | g = running 77 167 0 0 11 5 2 602 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4222 72.8936 % Incorrectly Classified Instances 1570 27.1064 % Kappa statistic 0.6854 Mean absolute error 0.0709 Root mean squared error 0.2434 Relative absolute error 32.9123 % Root relative squared error 74.168 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.044 0.661 0.672 0.667 0.84 climbingdown 0.638 0.053 0.643 0.638 0.641 0.821 climbingup 0.825 0.002 0.889 0.825 0.856 0.954 jumping 0.865 0.023 0.865 0.865 0.865 0.934 lying 0.6 0.064 0.615 0.6 0.607 0.86 standing 0.615 0.071 0.598 0.615 0.606 0.827 sitting 0.977 0.006 0.967 0.977 0.972 0.988 running 0.7 0.051 0.706 0.7 0.703 0.852 walking Weighted Avg. 0.729 0.044 0.729 0.729 0.729 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 443 101 0 2 9 8 4 92 | a = climbingdown 114 485 0 7 4 3 2 145 | b = climbingup 1 0 104 0 0 0 20 1 | c = jumping 6 2 0 736 49 54 2 2 | d = lying 8 6 0 39 503 276 0 7 | e = standing 10 7 0 63 244 523 0 4 | f = sitting 2 2 13 1 0 0 823 1 | g = running 86 151 0 3 9 10 0 605 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4324 74.6547 % Incorrectly Classified Instances 1468 25.3453 % Kappa statistic 0.7059 Mean absolute error 0.0675 Root mean squared error 0.2359 Relative absolute error 31.339 % Root relative squared error 71.864 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.045 0.667 0.694 0.68 0.854 climbingdown 0.638 0.048 0.668 0.638 0.653 0.829 climbingup 0.85 0.001 0.939 0.85 0.893 0.947 jumping 0.911 0.025 0.864 0.911 0.887 0.952 lying 0.655 0.066 0.628 0.655 0.641 0.854 standing 0.571 0.056 0.638 0.571 0.603 0.848 sitting 0.986 0.004 0.974 0.986 0.98 0.992 running 0.734 0.05 0.72 0.734 0.727 0.867 walking Weighted Avg. 0.747 0.041 0.745 0.747 0.745 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 458 97 0 6 13 6 3 77 | a = climbingdown 105 485 1 2 4 8 0 155 | b = climbingup 1 0 108 0 0 0 17 1 | c = jumping 1 1 0 774 38 36 0 0 | d = lying 18 2 0 38 549 224 0 7 | e = standing 14 7 0 73 266 486 0 5 | f = sitting 5 0 6 0 0 0 830 1 | g = running 85 134 0 3 4 2 2 634 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4265 73.6488 % Incorrectly Classified Instances 1526 26.3512 % Kappa statistic 0.6942 Mean absolute error 0.0698 Root mean squared error 0.2405 Relative absolute error 32.3798 % Root relative squared error 73.2729 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.037 0.702 0.686 0.694 0.846 climbingdown 0.683 0.05 0.675 0.683 0.679 0.856 climbingup 0.825 0.003 0.874 0.825 0.849 0.937 jumping 0.847 0.018 0.892 0.847 0.869 0.939 lying 0.615 0.069 0.6 0.615 0.607 0.85 standing 0.591 0.076 0.572 0.591 0.582 0.83 sitting 0.977 0.005 0.969 0.977 0.973 0.988 running 0.727 0.048 0.727 0.727 0.727 0.874 walking Weighted Avg. 0.736 0.043 0.739 0.736 0.738 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 453 92 1 3 12 13 3 83 | a = climbingdown 88 519 2 3 7 2 1 138 | b = climbingup 0 1 104 0 0 0 21 0 | c = jumping 1 5 0 720 40 84 0 0 | d = lying 12 7 0 30 515 268 0 6 | e = standing 9 5 0 51 277 503 0 6 | f = sitting 5 0 11 0 0 0 823 3 | g = running 77 140 1 0 8 9 1 628 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4294 74.1495 % Incorrectly Classified Instances 1497 25.8505 % Kappa statistic 0.7 Mean absolute error 0.0691 Root mean squared error 0.2392 Relative absolute error 32.0747 % Root relative squared error 72.8933 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.042 0.68 0.701 0.691 0.855 climbingdown 0.646 0.048 0.669 0.646 0.657 0.844 climbingup 0.786 0.003 0.861 0.786 0.822 0.94 jumping 0.88 0.021 0.877 0.88 0.878 0.941 lying 0.654 0.065 0.63 0.654 0.642 0.852 standing 0.606 0.061 0.632 0.606 0.618 0.84 sitting 0.973 0.006 0.966 0.973 0.969 0.984 running 0.707 0.053 0.699 0.707 0.703 0.865 walking Weighted Avg. 0.741 0.042 0.741 0.741 0.741 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 462 88 3 1 11 8 1 85 | a = climbingdown 92 491 1 4 7 6 0 159 | b = climbingup 1 0 99 0 0 0 26 0 | c = jumping 4 5 0 748 34 54 1 4 | d = lying 12 5 0 38 549 224 0 11 | e = standing 5 3 0 60 264 516 0 4 | f = sitting 7 2 12 0 1 1 818 0 | g = running 96 140 0 2 6 8 1 611 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4260 73.5624 % Incorrectly Classified Instances 1531 26.4376 % Kappa statistic 0.6931 Mean absolute error 0.0701 Root mean squared error 0.2426 Relative absolute error 32.5365 % Root relative squared error 73.9243 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.036 0.71 0.693 0.701 0.846 climbingdown 0.654 0.05 0.662 0.654 0.658 0.835 climbingup 0.802 0.003 0.856 0.802 0.828 0.937 jumping 0.878 0.021 0.877 0.878 0.877 0.943 lying 0.598 0.068 0.597 0.598 0.598 0.837 standing 0.595 0.072 0.589 0.595 0.592 0.832 sitting 0.969 0.006 0.967 0.969 0.968 0.987 running 0.735 0.05 0.72 0.735 0.727 0.862 walking Weighted Avg. 0.736 0.043 0.736 0.736 0.736 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 457 95 0 2 13 11 4 77 | a = climbingdown 88 497 2 3 4 8 1 157 | b = climbingup 1 2 101 0 0 0 22 0 | c = jumping 4 2 0 746 40 56 0 2 | d = lying 13 1 0 45 502 272 0 6 | e = standing 4 9 0 54 274 507 0 4 | f = sitting 8 3 14 0 0 0 815 1 | g = running 69 142 1 1 8 7 1 635 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4308 74.3913 % Incorrectly Classified Instances 1483 25.6087 % Kappa statistic 0.7028 Mean absolute error 0.068 Root mean squared error 0.2362 Relative absolute error 31.577 % Root relative squared error 71.9782 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.036 0.697 0.653 0.674 0.829 climbingdown 0.686 0.051 0.668 0.686 0.677 0.859 climbingup 0.865 0.003 0.872 0.865 0.869 0.958 jumping 0.887 0.025 0.861 0.887 0.874 0.941 lying 0.617 0.061 0.632 0.617 0.624 0.865 standing 0.603 0.068 0.604 0.603 0.604 0.842 sitting 0.976 0.004 0.976 0.976 0.976 0.989 running 0.742 0.049 0.728 0.742 0.735 0.88 walking Weighted Avg. 0.744 0.041 0.743 0.744 0.743 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 430 103 0 5 14 7 3 97 | a = climbingdown 88 521 2 7 3 7 2 130 | b = climbingup 2 0 109 0 0 0 15 0 | c = jumping 2 3 0 754 34 55 0 2 | d = lying 8 2 0 41 518 265 0 5 | e = standing 11 9 0 67 246 514 0 5 | f = sitting 3 1 14 1 0 0 821 1 | g = running 73 141 0 1 5 3 0 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4300 74.2532 % Incorrectly Classified Instances 1491 25.7468 % Kappa statistic 0.7013 Mean absolute error 0.0688 Root mean squared error 0.2389 Relative absolute error 31.9101 % Root relative squared error 72.7903 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.041 0.687 0.692 0.689 0.852 climbingdown 0.673 0.052 0.66 0.673 0.667 0.844 climbingup 0.905 0.002 0.905 0.905 0.905 0.97 jumping 0.893 0.027 0.85 0.893 0.871 0.948 lying 0.614 0.063 0.624 0.614 0.619 0.84 standing 0.581 0.064 0.61 0.581 0.595 0.829 sitting 0.98 0.003 0.98 0.98 0.98 0.989 running 0.723 0.047 0.731 0.723 0.727 0.865 walking Weighted Avg. 0.743 0.041 0.741 0.743 0.742 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 456 102 3 5 7 9 3 74 | a = climbingdown 95 511 2 4 6 2 0 139 | b = climbingup 0 0 114 0 0 0 12 0 | c = jumping 5 6 0 760 35 43 0 2 | d = lying 11 2 0 46 515 258 0 7 | e = standing 13 5 0 79 252 495 0 8 | f = sitting 8 1 7 0 1 0 824 0 | g = running 76 147 0 0 9 5 2 625 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4313 74.4648 % Incorrectly Classified Instances 1479 25.5352 % Kappa statistic 0.7037 Mean absolute error 0.0675 Root mean squared error 0.2381 Relative absolute error 31.3346 % Root relative squared error 72.5287 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.041 0.685 0.697 0.691 0.853 climbingdown 0.667 0.047 0.683 0.667 0.675 0.847 climbingup 0.865 0.002 0.924 0.865 0.893 0.946 jumping 0.873 0.018 0.892 0.873 0.882 0.94 lying 0.641 0.07 0.607 0.641 0.624 0.847 standing 0.592 0.065 0.612 0.592 0.602 0.842 sitting 0.981 0.005 0.973 0.981 0.977 0.989 running 0.727 0.05 0.72 0.727 0.724 0.859 walking Weighted Avg. 0.745 0.041 0.745 0.745 0.745 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 459 80 0 1 13 9 9 88 | a = climbingdown 98 507 1 1 7 4 0 142 | b = climbingup 2 0 109 0 0 0 14 1 | c = jumping 3 6 0 743 43 53 0 3 | d = lying 8 10 0 33 538 244 0 6 | e = standing 11 5 0 52 276 504 0 4 | f = sitting 3 3 8 1 1 0 825 0 | g = running 86 131 0 2 8 9 0 628 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4236 73.1354 % Incorrectly Classified Instances 1556 26.8646 % Kappa statistic 0.6882 Mean absolute error 0.0716 Root mean squared error 0.244 Relative absolute error 33.2252 % Root relative squared error 74.3424 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.04 0.683 0.671 0.677 0.844 climbingdown 0.647 0.054 0.644 0.647 0.646 0.82 climbingup 0.857 0.003 0.878 0.857 0.867 0.962 jumping 0.87 0.02 0.881 0.87 0.875 0.938 lying 0.598 0.064 0.612 0.598 0.605 0.841 standing 0.602 0.072 0.589 0.602 0.595 0.83 sitting 0.981 0.005 0.968 0.981 0.975 0.992 running 0.711 0.053 0.702 0.711 0.706 0.859 walking Weighted Avg. 0.731 0.043 0.731 0.731 0.731 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 442 94 2 2 10 11 8 90 | a = climbingdown 95 492 0 1 5 8 1 158 | b = climbingup 1 0 108 0 0 0 17 0 | c = jumping 5 6 0 740 42 58 0 0 | d = lying 16 8 0 34 502 274 0 5 | e = standing 18 6 0 58 249 513 0 8 | f = sitting 2 0 12 1 0 1 825 0 | g = running 68 158 1 4 12 6 1 614 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4234 73.1008 % Incorrectly Classified Instances 1558 26.8992 % Kappa statistic 0.688 Mean absolute error 0.0704 Root mean squared error 0.2441 Relative absolute error 32.6779 % Root relative squared error 74.3616 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.043 0.684 0.73 0.706 0.869 climbingdown 0.646 0.053 0.647 0.646 0.646 0.838 climbingup 0.857 0.003 0.864 0.857 0.861 0.947 jumping 0.881 0.022 0.872 0.881 0.877 0.941 lying 0.576 0.064 0.603 0.576 0.589 0.829 standing 0.586 0.076 0.57 0.586 0.578 0.822 sitting 0.967 0.005 0.969 0.967 0.968 0.986 running 0.705 0.045 0.735 0.705 0.719 0.867 walking Weighted Avg. 0.731 0.043 0.731 0.731 0.731 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 481 91 0 1 2 17 5 62 | a = climbingdown 103 491 0 4 6 8 2 146 | b = climbingup 0 1 108 0 0 0 17 0 | c = jumping 3 5 0 750 29 63 0 1 | d = lying 18 4 0 40 483 288 0 6 | e = standing 7 5 0 63 273 499 0 5 | f = sitting 5 4 17 1 0 1 813 0 | g = running 86 158 0 1 8 0 2 609 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4281 73.9123 % Incorrectly Classified Instances 1511 26.0877 % Kappa statistic 0.6972 Mean absolute error 0.0689 Root mean squared error 0.2385 Relative absolute error 31.9602 % Root relative squared error 72.6545 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.04 0.689 0.697 0.693 0.855 climbingdown 0.651 0.053 0.651 0.651 0.651 0.829 climbingup 0.794 0.002 0.901 0.794 0.844 0.914 jumping 0.864 0.02 0.88 0.864 0.872 0.939 lying 0.59 0.058 0.633 0.59 0.611 0.86 standing 0.64 0.076 0.592 0.64 0.615 0.844 sitting 0.974 0.007 0.959 0.974 0.966 0.99 running 0.733 0.047 0.733 0.733 0.733 0.878 walking Weighted Avg. 0.739 0.042 0.74 0.739 0.739 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 459 98 1 5 10 7 10 69 | a = climbingdown 99 495 0 3 3 7 2 151 | b = climbingup 2 1 100 0 0 0 23 0 | c = jumping 7 4 0 735 39 65 0 1 | d = lying 14 8 0 32 495 288 0 2 | e = standing 10 6 0 59 227 545 0 5 | f = sitting 5 4 10 0 0 0 819 3 | g = running 70 144 0 1 8 8 0 633 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4283 73.9468 % Incorrectly Classified Instances 1509 26.0532 % Kappa statistic 0.6976 Mean absolute error 0.0693 Root mean squared error 0.2388 Relative absolute error 32.1453 % Root relative squared error 72.7545 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.037 0.702 0.676 0.689 0.84 climbingdown 0.667 0.05 0.668 0.667 0.668 0.848 climbingup 0.795 0.003 0.871 0.795 0.831 0.936 jumping 0.872 0.02 0.88 0.872 0.876 0.94 lying 0.629 0.07 0.604 0.629 0.616 0.853 standing 0.59 0.067 0.602 0.59 0.596 0.842 sitting 0.977 0.007 0.961 0.977 0.969 0.989 running 0.736 0.049 0.724 0.736 0.73 0.866 walking Weighted Avg. 0.739 0.042 0.74 0.739 0.739 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 446 104 0 3 13 9 6 79 | a = climbingdown 85 507 4 4 4 6 1 149 | b = climbingup 1 0 101 0 0 0 25 0 | c = jumping 5 4 0 741 46 54 0 0 | d = lying 9 3 0 35 527 257 0 7 | e = standing 8 7 0 57 271 502 0 6 | f = sitting 4 2 11 1 0 0 823 1 | g = running 77 132 0 1 11 6 1 636 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4288 74.0459 % Incorrectly Classified Instances 1503 25.9541 % Kappa statistic 0.6987 Mean absolute error 0.0682 Root mean squared error 0.239 Relative absolute error 31.672 % Root relative squared error 72.8252 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.04 0.685 0.671 0.678 0.842 climbingdown 0.659 0.055 0.646 0.659 0.652 0.827 climbingup 0.81 0.001 0.953 0.81 0.876 0.941 jumping 0.892 0.021 0.877 0.892 0.884 0.953 lying 0.644 0.066 0.623 0.644 0.633 0.859 standing 0.591 0.067 0.604 0.591 0.597 0.832 sitting 0.985 0.006 0.967 0.985 0.976 0.991 running 0.708 0.046 0.729 0.708 0.718 0.868 walking Weighted Avg. 0.74 0.042 0.74 0.74 0.74 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 443 101 0 8 13 13 2 80 | a = climbingdown 104 501 1 2 4 6 3 139 | b = climbingup 1 0 102 0 0 0 23 0 | c = jumping 2 4 0 758 33 51 0 2 | d = lying 4 3 0 34 540 256 0 1 | e = standing 8 6 0 61 270 503 0 3 | f = sitting 6 0 4 0 0 0 829 3 | g = running 79 161 0 1 7 4 0 612 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4360 75.2892 % Incorrectly Classified Instances 1431 24.7108 % Kappa statistic 0.7132 Mean absolute error 0.0657 Root mean squared error 0.2336 Relative absolute error 30.5098 % Root relative squared error 71.1871 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.034 0.724 0.701 0.712 0.855 climbingdown 0.67 0.047 0.684 0.67 0.677 0.837 climbingup 0.881 0.002 0.902 0.881 0.892 0.951 jumping 0.892 0.018 0.896 0.892 0.894 0.95 lying 0.628 0.06 0.638 0.628 0.633 0.858 standing 0.64 0.069 0.614 0.64 0.627 0.844 sitting 0.977 0.005 0.973 0.977 0.975 0.988 running 0.723 0.052 0.71 0.723 0.717 0.868 walking Weighted Avg. 0.753 0.04 0.753 0.753 0.753 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 462 73 1 3 13 12 3 92 | a = climbingdown 81 509 0 2 5 10 2 151 | b = climbingup 0 0 111 0 0 0 15 0 | c = jumping 1 1 0 758 29 57 1 3 | d = lying 14 3 0 37 527 255 0 3 | e = standing 5 6 0 45 246 545 0 4 | f = sitting 4 3 10 0 0 0 823 2 | g = running 71 149 1 1 6 9 2 625 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4346 75.0475 % Incorrectly Classified Instances 1445 24.9525 % Kappa statistic 0.7104 Mean absolute error 0.0665 Root mean squared error 0.2353 Relative absolute error 30.8724 % Root relative squared error 71.6919 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.037 0.702 0.678 0.69 0.84 climbingdown 0.687 0.053 0.662 0.687 0.674 0.846 climbingup 0.873 0.002 0.887 0.873 0.88 0.963 jumping 0.894 0.024 0.867 0.894 0.88 0.946 lying 0.645 0.062 0.638 0.645 0.641 0.864 standing 0.619 0.06 0.64 0.619 0.629 0.854 sitting 0.976 0.004 0.979 0.976 0.977 0.99 running 0.715 0.048 0.724 0.715 0.719 0.864 walking Weighted Avg. 0.75 0.04 0.75 0.75 0.75 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 447 94 0 2 17 11 1 87 | a = climbingdown 87 522 0 2 10 2 2 135 | b = climbingup 1 0 110 0 0 0 15 0 | c = jumping 3 3 0 760 39 45 0 0 | d = lying 8 1 0 49 541 234 0 6 | e = standing 10 8 0 63 237 527 0 7 | f = sitting 2 3 14 0 0 0 821 1 | g = running 79 158 0 1 4 4 0 618 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4283 73.9596 % Incorrectly Classified Instances 1508 26.0404 % Kappa statistic 0.6978 Mean absolute error 0.0688 Root mean squared error 0.2386 Relative absolute error 31.9506 % Root relative squared error 72.7091 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.037 0.699 0.671 0.685 0.86 climbingdown 0.679 0.06 0.631 0.679 0.654 0.84 climbingup 0.857 0.003 0.878 0.857 0.867 0.961 jumping 0.867 0.021 0.878 0.867 0.873 0.934 lying 0.631 0.066 0.617 0.631 0.623 0.858 standing 0.603 0.067 0.609 0.603 0.606 0.836 sitting 0.973 0.004 0.978 0.973 0.976 0.987 running 0.716 0.045 0.736 0.716 0.726 0.874 walking Weighted Avg. 0.74 0.042 0.741 0.74 0.74 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 442 122 0 4 11 6 3 71 | a = climbingdown 92 516 0 3 3 8 1 137 | b = climbingup 2 2 108 0 0 0 14 0 | c = jumping 3 6 0 737 51 50 0 3 | d = lying 7 7 0 31 529 261 0 4 | e = standing 9 5 0 62 255 514 0 7 | f = sitting 7 1 15 0 0 0 818 0 | g = running 70 159 0 2 9 5 0 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4322 74.6331 % Incorrectly Classified Instances 1469 25.3669 % Kappa statistic 0.7057 Mean absolute error 0.0677 Root mean squared error 0.2386 Relative absolute error 31.4091 % Root relative squared error 72.701 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.037 0.712 0.712 0.712 0.856 climbingdown 0.684 0.052 0.664 0.684 0.674 0.837 climbingup 0.873 0.002 0.887 0.873 0.88 0.961 jumping 0.894 0.024 0.867 0.894 0.88 0.949 lying 0.638 0.066 0.621 0.638 0.629 0.85 standing 0.597 0.064 0.617 0.597 0.607 0.829 sitting 0.98 0.005 0.973 0.98 0.976 0.992 running 0.689 0.044 0.731 0.689 0.709 0.849 walking Weighted Avg. 0.746 0.041 0.746 0.746 0.746 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 469 93 1 3 7 9 2 75 | a = climbingdown 82 519 0 5 6 7 2 138 | b = climbingup 2 2 110 0 0 0 12 0 | c = jumping 1 2 0 761 37 47 3 0 | d = lying 6 1 0 45 535 247 0 5 | e = standing 7 4 0 63 269 509 0 0 | f = sitting 1 1 13 0 1 0 824 1 | g = running 91 160 0 1 7 6 4 595 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4266 73.6533 % Incorrectly Classified Instances 1526 26.3467 % Kappa statistic 0.6943 Mean absolute error 0.0689 Root mean squared error 0.2396 Relative absolute error 31.9799 % Root relative squared error 73.0145 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.041 0.682 0.677 0.68 0.842 climbingdown 0.661 0.057 0.636 0.661 0.649 0.848 climbingup 0.865 0.003 0.852 0.865 0.858 0.951 jumping 0.895 0.02 0.884 0.895 0.89 0.946 lying 0.616 0.066 0.613 0.616 0.615 0.847 standing 0.579 0.066 0.603 0.579 0.591 0.844 sitting 0.971 0.004 0.974 0.971 0.973 0.988 running 0.715 0.048 0.721 0.715 0.718 0.863 walking Weighted Avg. 0.737 0.042 0.736 0.737 0.736 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 447 107 0 2 11 11 3 79 | a = climbingdown 94 502 0 2 5 9 2 145 | b = climbingup 0 0 109 0 0 0 17 0 | c = jumping 2 3 0 762 35 48 0 1 | d = lying 19 3 0 36 517 256 0 8 | e = standing 11 12 0 59 270 493 0 6 | f = sitting 3 2 19 0 0 0 818 0 | g = running 79 160 0 1 5 1 0 618 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4280 73.895 % Incorrectly Classified Instances 1512 26.105 % Kappa statistic 0.6971 Mean absolute error 0.0687 Root mean squared error 0.2396 Relative absolute error 31.9038 % Root relative squared error 73.0024 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.047 0.663 0.726 0.693 0.863 climbingdown 0.65 0.044 0.692 0.65 0.67 0.831 climbingup 0.825 0.001 0.937 0.825 0.878 0.956 jumping 0.881 0.022 0.872 0.881 0.877 0.941 lying 0.623 0.073 0.59 0.623 0.606 0.832 standing 0.543 0.065 0.589 0.543 0.565 0.831 sitting 0.983 0.005 0.97 0.983 0.976 0.991 running 0.742 0.045 0.744 0.742 0.743 0.874 walking Weighted Avg. 0.739 0.042 0.739 0.739 0.738 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 479 82 0 1 13 8 4 73 | a = climbingdown 114 494 0 4 5 4 2 137 | b = climbingup 0 1 104 0 0 0 20 1 | c = jumping 3 5 0 750 40 51 0 2 | d = lying 19 3 0 35 523 257 0 2 | e = standing 14 2 0 70 299 462 0 4 | f = sitting 5 1 7 0 0 0 827 1 | g = running 88 126 0 0 6 3 0 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4278 73.8605 % Incorrectly Classified Instances 1514 26.1395 % Kappa statistic 0.6967 Mean absolute error 0.0687 Root mean squared error 0.2403 Relative absolute error 31.8911 % Root relative squared error 73.2253 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.038 0.703 0.706 0.705 0.874 climbingdown 0.676 0.052 0.662 0.676 0.669 0.842 climbingup 0.865 0.002 0.893 0.865 0.879 0.974 jumping 0.874 0.023 0.867 0.874 0.871 0.943 lying 0.597 0.065 0.609 0.597 0.603 0.848 standing 0.589 0.071 0.59 0.589 0.59 0.826 sitting 0.98 0.004 0.974 0.98 0.977 0.99 running 0.716 0.048 0.724 0.716 0.72 0.865 walking Weighted Avg. 0.739 0.042 0.738 0.739 0.738 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 465 94 1 4 10 9 1 75 | a = climbingdown 89 514 1 1 7 3 2 143 | b = climbingup 0 0 109 0 0 0 17 0 | c = jumping 2 5 0 744 38 59 0 3 | d = lying 7 5 0 48 501 271 0 7 | e = standing 12 9 0 60 262 502 0 7 | f = sitting 4 1 11 0 0 0 824 1 | g = running 82 148 0 1 5 7 2 619 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4275 73.8087 % Incorrectly Classified Instances 1517 26.1913 % Kappa statistic 0.696 Mean absolute error 0.0688 Root mean squared error 0.2393 Relative absolute error 31.9545 % Root relative squared error 72.9034 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.04 0.691 0.687 0.689 0.853 climbingdown 0.664 0.054 0.648 0.664 0.656 0.838 climbingup 0.849 0.001 0.93 0.849 0.888 0.935 jumping 0.898 0.023 0.868 0.898 0.883 0.951 lying 0.626 0.071 0.599 0.626 0.612 0.849 standing 0.573 0.063 0.612 0.573 0.592 0.824 sitting 0.986 0.005 0.968 0.986 0.977 0.99 running 0.699 0.046 0.726 0.699 0.712 0.856 walking Weighted Avg. 0.738 0.042 0.737 0.738 0.737 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 453 97 0 4 12 9 6 78 | a = climbingdown 96 505 1 4 4 6 1 143 | b = climbingup 0 0 107 0 0 0 19 0 | c = jumping 4 0 0 764 36 46 1 0 | d = lying 9 9 0 49 525 242 0 5 | e = standing 11 7 0 57 287 488 0 2 | f = sitting 1 4 7 0 0 0 829 0 | g = running 82 157 0 2 12 7 0 604 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4239 73.1872 % Incorrectly Classified Instances 1553 26.8128 % Kappa statistic 0.6889 Mean absolute error 0.0701 Root mean squared error 0.2412 Relative absolute error 32.5156 % Root relative squared error 73.4821 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.04 0.688 0.687 0.688 0.857 climbingdown 0.661 0.055 0.645 0.661 0.653 0.83 climbingup 0.858 0.002 0.886 0.858 0.872 0.949 jumping 0.876 0.023 0.865 0.876 0.871 0.937 lying 0.595 0.064 0.611 0.595 0.603 0.85 standing 0.581 0.074 0.574 0.581 0.578 0.833 sitting 0.98 0.006 0.967 0.98 0.973 0.99 running 0.708 0.046 0.728 0.708 0.718 0.868 walking Weighted Avg. 0.732 0.043 0.731 0.732 0.732 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 453 96 2 3 12 6 9 78 | a = climbingdown 102 502 0 3 5 8 1 139 | b = climbingup 0 1 109 0 0 0 16 1 | c = jumping 7 4 0 745 34 59 0 1 | d = lying 10 2 0 37 499 287 0 4 | e = standing 12 9 0 71 260 495 0 5 | f = sitting 3 1 12 0 0 0 824 1 | g = running 71 163 0 2 7 7 2 612 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4264 73.6315 % Incorrectly Classified Instances 1527 26.3685 % Kappa statistic 0.6941 Mean absolute error 0.0696 Root mean squared error 0.242 Relative absolute error 32.3194 % Root relative squared error 73.7369 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.041 0.679 0.68 0.679 0.831 climbingdown 0.678 0.054 0.653 0.678 0.665 0.841 climbingup 0.873 0.003 0.873 0.873 0.873 0.955 jumping 0.879 0.02 0.885 0.879 0.882 0.939 lying 0.616 0.068 0.605 0.616 0.61 0.836 standing 0.601 0.068 0.605 0.601 0.603 0.837 sitting 0.968 0.005 0.968 0.968 0.968 0.985 running 0.696 0.046 0.724 0.696 0.71 0.857 walking Weighted Avg. 0.736 0.042 0.737 0.736 0.737 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 448 101 1 2 12 9 3 83 | a = climbingdown 91 515 0 2 3 6 5 138 | b = climbingup 1 0 110 0 0 0 15 0 | c = jumping 8 4 0 747 44 46 0 1 | d = lying 14 4 0 35 517 266 0 3 | e = standing 5 5 0 58 269 512 0 3 | f = sitting 5 4 15 0 2 0 814 1 | g = running 88 156 0 0 8 7 4 601 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4294 74.1495 % Incorrectly Classified Instances 1497 25.8505 % Kappa statistic 0.7 Mean absolute error 0.0686 Root mean squared error 0.2365 Relative absolute error 31.8579 % Root relative squared error 72.058 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.038 0.702 0.693 0.698 0.861 climbingdown 0.657 0.048 0.676 0.657 0.666 0.841 climbingup 0.873 0.002 0.894 0.873 0.884 0.959 jumping 0.874 0.021 0.875 0.874 0.875 0.938 lying 0.619 0.069 0.604 0.619 0.611 0.859 standing 0.589 0.07 0.591 0.589 0.59 0.841 sitting 0.979 0.005 0.972 0.979 0.975 0.99 running 0.742 0.047 0.733 0.742 0.738 0.875 walking Weighted Avg. 0.741 0.042 0.741 0.741 0.741 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 457 100 2 1 15 8 4 72 | a = climbingdown 95 499 0 2 6 6 4 148 | b = climbingup 1 1 110 0 0 0 13 1 | c = jumping 2 4 0 743 35 64 0 2 | d = lying 10 3 0 41 519 261 0 5 | e = standing 9 2 0 60 275 502 0 4 | f = sitting 5 0 11 0 0 1 823 1 | g = running 72 129 0 2 9 8 3 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4322 74.6331 % Incorrectly Classified Instances 1469 25.3669 % Kappa statistic 0.7056 Mean absolute error 0.0675 Root mean squared error 0.2371 Relative absolute error 31.3146 % Root relative squared error 72.2442 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.038 0.704 0.698 0.701 0.852 climbingdown 0.668 0.047 0.681 0.668 0.675 0.846 climbingup 0.857 0.003 0.857 0.857 0.857 0.955 jumping 0.868 0.023 0.867 0.868 0.868 0.938 lying 0.651 0.068 0.619 0.651 0.635 0.851 standing 0.575 0.062 0.616 0.575 0.595 0.823 sitting 0.968 0.005 0.973 0.968 0.97 0.989 running 0.762 0.049 0.731 0.762 0.746 0.876 walking Weighted Avg. 0.746 0.041 0.746 0.746 0.746 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 460 90 0 4 10 7 4 84 | a = climbingdown 95 508 0 2 5 5 1 144 | b = climbingup 0 1 108 0 0 0 17 0 | c = jumping 6 8 0 738 40 58 0 0 | d = lying 12 4 0 35 546 231 0 11 | e = standing 11 7 0 71 270 490 0 3 | f = sitting 4 3 18 0 2 0 814 0 | g = running 65 125 0 1 9 5 1 658 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4277 73.856 % Incorrectly Classified Instances 1514 26.144 % Kappa statistic 0.6967 Mean absolute error 0.0692 Root mean squared error 0.2403 Relative absolute error 32.1362 % Root relative squared error 73.2118 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.043 0.681 0.718 0.699 0.862 climbingdown 0.645 0.052 0.652 0.645 0.648 0.819 climbingup 0.873 0.002 0.887 0.873 0.88 0.953 jumping 0.875 0.023 0.865 0.875 0.87 0.94 lying 0.652 0.072 0.605 0.652 0.628 0.848 standing 0.575 0.062 0.614 0.575 0.594 0.832 sitting 0.977 0.005 0.973 0.977 0.975 0.99 running 0.696 0.043 0.738 0.696 0.716 0.859 walking Weighted Avg. 0.739 0.042 0.739 0.739 0.738 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 473 84 2 5 5 14 5 71 | a = climbingdown 113 490 1 4 12 7 3 130 | b = climbingup 1 1 110 0 0 0 14 0 | c = jumping 5 4 0 744 42 54 0 1 | d = lying 7 6 0 47 546 227 0 5 | e = standing 7 6 0 56 287 490 0 6 | f = sitting 4 2 11 1 0 1 823 0 | g = running 85 159 0 3 10 5 1 601 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4244 73.2861 % Incorrectly Classified Instances 1547 26.7139 % Kappa statistic 0.6899 Mean absolute error 0.0712 Root mean squared error 0.2444 Relative absolute error 33.0365 % Root relative squared error 74.4645 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.038 0.697 0.68 0.688 0.832 climbingdown 0.664 0.052 0.657 0.664 0.661 0.839 climbingup 0.817 0.002 0.888 0.817 0.851 0.951 jumping 0.87 0.022 0.872 0.87 0.871 0.938 lying 0.585 0.066 0.598 0.585 0.591 0.837 standing 0.598 0.078 0.569 0.598 0.583 0.822 sitting 0.979 0.006 0.967 0.979 0.973 0.989 running 0.723 0.045 0.736 0.723 0.73 0.866 walking Weighted Avg. 0.733 0.043 0.734 0.733 0.733 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 448 94 2 1 17 16 6 75 | a = climbingdown 93 505 0 7 8 7 1 139 | b = climbingup 1 1 103 0 0 0 21 0 | c = jumping 5 4 1 740 34 65 0 2 | d = lying 13 6 0 35 490 291 0 3 | e = standing 7 2 0 66 263 509 0 4 | f = sitting 5 1 10 0 0 1 824 1 | g = running 71 156 0 0 7 5 0 625 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4262 73.5843 % Incorrectly Classified Instances 1530 26.4157 % Kappa statistic 0.6935 Mean absolute error 0.0697 Root mean squared error 0.2402 Relative absolute error 32.3373 % Root relative squared error 73.1964 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.041 0.681 0.684 0.683 0.845 climbingdown 0.682 0.053 0.662 0.682 0.671 0.837 climbingup 0.865 0.003 0.852 0.865 0.858 0.95 jumping 0.887 0.022 0.876 0.887 0.881 0.943 lying 0.591 0.062 0.616 0.591 0.603 0.85 standing 0.595 0.072 0.587 0.595 0.591 0.834 sitting 0.971 0.005 0.969 0.971 0.97 0.987 running 0.705 0.048 0.72 0.705 0.712 0.86 walking Weighted Avg. 0.736 0.042 0.735 0.736 0.735 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 451 92 2 5 8 12 8 81 | a = climbingdown 98 518 0 3 6 1 1 133 | b = climbingup 2 0 109 0 0 0 15 0 | c = jumping 4 3 0 754 33 53 2 1 | d = lying 14 1 0 38 496 280 0 10 | e = standing 10 11 0 59 255 507 0 10 | f = sitting 4 1 17 0 0 0 818 2 | g = running 79 157 0 2 7 10 0 609 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4257 73.4979 % Incorrectly Classified Instances 1535 26.5021 % Kappa statistic 0.6924 Mean absolute error 0.0691 Root mean squared error 0.2423 Relative absolute error 32.0641 % Root relative squared error 73.8201 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.034 0.717 0.681 0.699 0.856 climbingdown 0.637 0.055 0.635 0.637 0.636 0.823 climbingup 0.873 0.002 0.894 0.873 0.884 0.944 jumping 0.872 0.024 0.861 0.872 0.866 0.933 lying 0.638 0.067 0.616 0.638 0.627 0.843 standing 0.585 0.067 0.601 0.585 0.593 0.83 sitting 0.977 0.005 0.972 0.977 0.975 0.988 running 0.714 0.053 0.704 0.714 0.709 0.86 walking Weighted Avg. 0.735 0.043 0.735 0.735 0.735 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 449 93 2 2 15 11 3 84 | a = climbingdown 85 484 0 7 6 12 2 164 | b = climbingup 0 0 110 0 0 0 16 0 | c = jumping 1 2 0 742 44 62 0 0 | d = lying 16 5 0 34 535 242 0 7 | e = standing 10 7 0 74 260 498 1 2 | f = sitting 2 4 11 0 0 0 822 2 | g = running 63 167 0 3 8 4 2 617 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4241 73.2217 % Incorrectly Classified Instances 1551 26.7783 % Kappa statistic 0.6891 Mean absolute error 0.0703 Root mean squared error 0.2424 Relative absolute error 32.6116 % Root relative squared error 73.8604 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.038 0.694 0.665 0.679 0.844 climbingdown 0.637 0.053 0.643 0.637 0.64 0.821 climbingup 0.817 0.002 0.888 0.817 0.851 0.935 jumping 0.886 0.023 0.867 0.886 0.876 0.949 lying 0.611 0.068 0.604 0.611 0.608 0.844 standing 0.583 0.069 0.592 0.583 0.587 0.839 sitting 0.98 0.006 0.965 0.98 0.972 0.992 running 0.727 0.051 0.714 0.727 0.721 0.877 walking Weighted Avg. 0.732 0.043 0.731 0.732 0.732 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 438 97 0 3 18 11 5 87 | a = climbingdown 100 484 0 1 5 10 2 158 | b = climbingup 1 1 103 0 0 0 21 0 | c = jumping 4 4 0 754 39 50 0 0 | d = lying 6 5 1 45 513 267 0 2 | e = standing 15 8 0 66 263 497 0 3 | f = sitting 4 0 12 0 0 0 824 1 | g = running 63 154 0 1 11 5 2 628 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4277 73.8432 % Incorrectly Classified Instances 1515 26.1568 % Kappa statistic 0.6963 Mean absolute error 0.0686 Root mean squared error 0.2393 Relative absolute error 31.8524 % Root relative squared error 72.9092 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.036 0.707 0.675 0.691 0.843 climbingdown 0.659 0.056 0.639 0.659 0.649 0.838 climbingup 0.794 0.002 0.917 0.794 0.851 0.937 jumping 0.884 0.022 0.874 0.884 0.879 0.937 lying 0.625 0.068 0.61 0.625 0.617 0.858 standing 0.585 0.066 0.604 0.585 0.594 0.836 sitting 0.985 0.006 0.965 0.985 0.975 0.99 running 0.728 0.049 0.724 0.728 0.726 0.868 walking Weighted Avg. 0.738 0.042 0.738 0.738 0.738 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 445 105 0 1 12 13 3 80 | a = climbingdown 97 501 1 1 6 7 2 145 | b = climbingup 2 0 100 0 0 0 24 0 | c = jumping 1 7 0 752 41 47 0 3 | d = lying 8 4 0 42 524 256 0 5 | e = standing 6 5 0 64 273 498 0 6 | f = sitting 2 2 8 0 0 0 828 1 | g = running 68 160 0 0 3 3 1 629 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4300 74.2403 % Incorrectly Classified Instances 1492 25.7597 % Kappa statistic 0.7011 Mean absolute error 0.0681 Root mean squared error 0.2391 Relative absolute error 31.5837 % Root relative squared error 72.8491 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.038 0.7 0.687 0.694 0.857 climbingdown 0.662 0.052 0.658 0.662 0.66 0.834 climbingup 0.866 0.002 0.887 0.866 0.876 0.971 jumping 0.881 0.024 0.865 0.881 0.873 0.945 lying 0.615 0.064 0.618 0.615 0.616 0.84 standing 0.593 0.067 0.603 0.593 0.598 0.825 sitting 0.981 0.004 0.974 0.981 0.977 0.992 running 0.738 0.047 0.734 0.738 0.736 0.872 walking Weighted Avg. 0.742 0.042 0.741 0.742 0.742 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 453 107 2 2 13 7 3 72 | a = climbingdown 88 503 1 2 7 8 3 148 | b = climbingup 2 0 110 0 0 0 15 0 | c = jumping 2 6 0 750 34 55 0 4 | d = lying 13 5 0 47 516 255 0 3 | e = standing 12 3 0 65 262 505 0 4 | f = sitting 2 4 10 0 0 0 825 0 | g = running 75 137 1 1 3 8 1 638 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4277 73.856 % Incorrectly Classified Instances 1514 26.144 % Kappa statistic 0.6967 Mean absolute error 0.0686 Root mean squared error 0.2395 Relative absolute error 31.8421 % Root relative squared error 72.9805 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.041 0.68 0.683 0.681 0.841 climbingdown 0.666 0.055 0.645 0.666 0.655 0.837 climbingup 0.905 0.002 0.905 0.905 0.905 0.967 jumping 0.902 0.023 0.873 0.902 0.887 0.953 lying 0.589 0.063 0.611 0.589 0.6 0.845 standing 0.591 0.069 0.595 0.591 0.593 0.825 sitting 0.98 0.003 0.982 0.98 0.981 0.992 running 0.715 0.046 0.73 0.715 0.723 0.864 walking Weighted Avg. 0.739 0.042 0.738 0.739 0.738 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 450 103 1 4 12 8 5 76 | a = climbingdown 107 506 0 3 5 2 2 135 | b = climbingup 3 1 114 0 0 0 8 0 | c = jumping 0 4 0 768 29 49 0 1 | d = lying 10 2 0 43 494 279 0 11 | e = standing 16 3 0 62 262 503 0 5 | f = sitting 2 3 11 0 1 0 824 0 | g = running 74 162 0 0 5 5 0 618 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4302 74.2877 % Incorrectly Classified Instances 1489 25.7123 % Kappa statistic 0.7017 Mean absolute error 0.0677 Root mean squared error 0.2376 Relative absolute error 31.4303 % Root relative squared error 72.4042 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.04 0.701 0.733 0.717 0.871 climbingdown 0.661 0.048 0.674 0.661 0.667 0.842 climbingup 0.905 0.003 0.884 0.905 0.894 0.956 jumping 0.88 0.023 0.869 0.88 0.874 0.944 lying 0.615 0.063 0.623 0.615 0.619 0.853 standing 0.599 0.07 0.595 0.599 0.597 0.825 sitting 0.974 0.003 0.981 0.974 0.977 0.986 running 0.705 0.048 0.72 0.705 0.712 0.859 walking Weighted Avg. 0.743 0.041 0.743 0.743 0.743 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 484 75 0 0 9 7 2 83 | a = climbingdown 93 502 2 6 4 10 1 142 | b = climbingup 0 0 114 0 0 0 12 0 | c = jumping 3 4 0 748 43 49 0 3 | d = lying 8 4 0 33 516 271 0 7 | e = standing 12 11 0 73 245 510 0 0 | f = sitting 6 1 13 0 0 0 819 2 | g = running 84 148 0 1 11 10 1 609 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4228 73.0098 % Incorrectly Classified Instances 1563 26.9902 % Kappa statistic 0.6868 Mean absolute error 0.0707 Root mean squared error 0.2417 Relative absolute error 32.8096 % Root relative squared error 73.6278 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.042 0.679 0.691 0.685 0.851 climbingdown 0.639 0.052 0.651 0.639 0.645 0.838 climbingup 0.802 0.003 0.871 0.802 0.835 0.954 jumping 0.858 0.02 0.879 0.858 0.868 0.936 lying 0.608 0.068 0.603 0.608 0.605 0.849 standing 0.579 0.073 0.579 0.579 0.579 0.836 sitting 0.98 0.005 0.969 0.98 0.975 0.989 running 0.729 0.051 0.715 0.729 0.722 0.868 walking Weighted Avg. 0.73 0.043 0.731 0.73 0.73 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 456 100 2 0 9 11 2 80 | a = climbingdown 106 485 0 1 2 6 0 159 | b = climbingup 1 1 101 0 0 0 23 0 | c = jumping 3 5 0 729 39 73 0 1 | d = lying 15 8 0 40 510 262 0 4 | e = standing 12 6 0 58 276 493 0 7 | f = sitting 1 1 13 0 1 1 824 0 | g = running 78 139 0 1 9 6 1 630 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4294 74.1495 % Incorrectly Classified Instances 1497 25.8505 % Kappa statistic 0.7 Mean absolute error 0.068 Root mean squared error 0.2379 Relative absolute error 31.5633 % Root relative squared error 72.4764 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.041 0.681 0.675 0.678 0.841 climbingdown 0.647 0.056 0.634 0.647 0.641 0.836 climbingup 0.873 0.002 0.894 0.873 0.884 0.974 jumping 0.904 0.019 0.891 0.904 0.897 0.954 lying 0.655 0.07 0.613 0.655 0.633 0.859 standing 0.558 0.063 0.606 0.558 0.581 0.826 sitting 0.973 0.004 0.978 0.973 0.976 0.988 running 0.736 0.045 0.74 0.736 0.738 0.865 walking Weighted Avg. 0.741 0.042 0.741 0.741 0.741 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 445 120 2 1 13 9 2 67 | a = climbingdown 105 492 0 1 3 10 1 148 | b = climbingup 1 0 110 0 0 0 15 0 | c = jumping 1 6 0 768 32 42 0 1 | d = lying 11 6 0 29 549 239 0 4 | e = standing 14 8 0 60 292 475 0 3 | f = sitting 8 3 11 0 0 0 819 1 | g = running 68 141 0 3 7 9 0 636 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4296 74.1841 % Incorrectly Classified Instances 1495 25.8159 % Kappa statistic 0.7004 Mean absolute error 0.069 Root mean squared error 0.2388 Relative absolute error 32.0172 % Root relative squared error 72.7614 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.039 0.694 0.689 0.692 0.849 climbingdown 0.674 0.052 0.661 0.674 0.667 0.851 climbingup 0.841 0.002 0.883 0.841 0.862 0.966 jumping 0.886 0.021 0.878 0.886 0.882 0.938 lying 0.616 0.064 0.621 0.616 0.618 0.857 standing 0.608 0.068 0.608 0.608 0.608 0.829 sitting 0.977 0.005 0.971 0.977 0.974 0.989 running 0.711 0.049 0.72 0.711 0.715 0.867 walking Weighted Avg. 0.742 0.042 0.742 0.742 0.742 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 454 88 0 2 13 10 3 89 | a = climbingdown 97 512 1 3 7 1 2 137 | b = climbingup 0 0 106 0 0 0 20 0 | c = jumping 6 3 0 753 40 46 0 2 | d = lying 8 8 0 34 516 269 0 3 | e = standing 7 10 0 63 246 518 0 8 | f = sitting 3 3 13 0 0 0 823 0 | g = running 79 151 0 3 9 8 0 614 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 13 RUN: 0 FOLD: 0 Correctly Classified Instances 4056 67.9511 % Incorrectly Classified Instances 1913 32.0489 % Kappa statistic 0.6277 Mean absolute error 0.0841 Root mean squared error 0.2654 Relative absolute error 39.0913 % Root relative squared error 80.9059 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.622 0.045 0.603 0.622 0.612 0.818 climbingdown 0.534 0.067 0.56 0.534 0.547 0.792 climbingup 0.896 0.002 0.917 0.896 0.906 0.972 jumping 0.837 0.034 0.808 0.837 0.822 0.917 lying 0.576 0.073 0.593 0.576 0.584 0.81 standing 0.524 0.079 0.533 0.524 0.528 0.783 sitting 0.98 0.003 0.98 0.98 0.98 0.99 running 0.641 0.07 0.618 0.641 0.629 0.824 walking Weighted Avg. 0.68 0.053 0.678 0.68 0.679 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 368 92 0 2 7 9 3 111 | a = climbingdown 109 437 0 5 24 17 0 226 | b = climbingup 0 2 121 0 0 1 10 1 | c = jumping 3 4 0 738 61 76 0 0 | d = lying 10 22 0 62 534 293 1 5 | e = standing 6 27 2 105 269 461 1 9 | f = sitting 5 0 8 0 1 2 825 1 | g = running 109 197 1 1 5 6 2 572 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3935 65.935 % Incorrectly Classified Instances 2033 34.065 % Kappa statistic 0.6043 Mean absolute error 0.0887 Root mean squared error 0.2726 Relative absolute error 41.2185 % Root relative squared error 83.0927 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.599 0.043 0.606 0.599 0.603 0.826 climbingdown 0.538 0.074 0.535 0.538 0.537 0.772 climbingup 0.896 0.002 0.902 0.896 0.899 0.968 jumping 0.795 0.037 0.791 0.795 0.793 0.89 lying 0.546 0.082 0.552 0.546 0.549 0.804 standing 0.503 0.087 0.499 0.503 0.501 0.774 sitting 0.979 0.004 0.976 0.979 0.977 0.991 running 0.61 0.068 0.612 0.61 0.611 0.81 walking Weighted Avg. 0.659 0.056 0.659 0.659 0.659 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 354 118 0 1 8 6 3 101 | a = climbingdown 103 441 0 5 26 23 2 219 | b = climbingup 0 0 120 0 1 0 12 1 | c = jumping 2 4 0 702 78 92 0 5 | d = lying 7 22 1 76 506 311 0 3 | e = standing 11 27 1 97 286 443 1 14 | f = sitting 2 1 10 0 3 0 824 2 | g = running 105 211 1 7 9 13 2 545 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3990 66.8566 % Incorrectly Classified Instances 1978 33.1434 % Kappa statistic 0.615 Mean absolute error 0.0861 Root mean squared error 0.2682 Relative absolute error 39.9979 % Root relative squared error 81.7536 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.046 0.59 0.606 0.598 0.817 climbingdown 0.534 0.064 0.568 0.534 0.551 0.788 climbingup 0.91 0.002 0.924 0.91 0.917 0.969 jumping 0.831 0.033 0.816 0.831 0.823 0.919 lying 0.596 0.084 0.565 0.596 0.58 0.811 standing 0.466 0.08 0.501 0.466 0.483 0.783 sitting 0.976 0.004 0.977 0.976 0.977 0.99 running 0.621 0.073 0.601 0.621 0.611 0.812 walking Weighted Avg. 0.669 0.055 0.667 0.669 0.668 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 358 86 2 1 7 8 4 125 | a = climbingdown 117 437 0 1 11 27 2 223 | b = climbingup 1 1 122 0 0 0 9 1 | c = jumping 3 7 0 734 60 77 0 2 | d = lying 5 14 0 65 552 281 0 9 | e = standing 10 17 0 98 338 410 1 6 | f = sitting 7 0 8 0 1 2 822 2 | g = running 106 207 0 1 8 14 3 555 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3942 66.0523 % Incorrectly Classified Instances 2026 33.9477 % Kappa statistic 0.6057 Mean absolute error 0.0874 Root mean squared error 0.271 Relative absolute error 40.6203 % Root relative squared error 82.6153 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.597 0.047 0.584 0.597 0.591 0.799 climbingdown 0.527 0.076 0.525 0.527 0.526 0.786 climbingup 0.925 0.002 0.925 0.925 0.925 0.97 jumping 0.827 0.033 0.815 0.827 0.82 0.913 lying 0.599 0.087 0.557 0.599 0.577 0.819 standing 0.448 0.08 0.491 0.448 0.469 0.775 sitting 0.979 0.003 0.982 0.979 0.98 0.992 running 0.594 0.068 0.606 0.594 0.6 0.81 walking Weighted Avg. 0.661 0.056 0.659 0.661 0.66 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 353 106 1 2 9 8 6 106 | a = climbingdown 112 431 0 8 23 27 1 216 | b = climbingup 0 3 124 0 0 0 6 1 | c = jumping 4 2 0 729 61 85 0 1 | d = lying 7 21 1 60 555 277 0 6 | e = standing 12 27 0 93 339 394 0 14 | f = sitting 4 1 8 0 3 1 825 1 | g = running 112 230 0 3 6 10 2 531 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3947 66.1361 % Incorrectly Classified Instances 2021 33.8639 % Kappa statistic 0.6067 Mean absolute error 0.0881 Root mean squared error 0.2706 Relative absolute error 40.9176 % Root relative squared error 82.497 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.596 0.047 0.582 0.596 0.589 0.798 climbingdown 0.538 0.075 0.532 0.538 0.535 0.783 climbingup 0.911 0.002 0.911 0.911 0.911 0.968 jumping 0.796 0.034 0.801 0.796 0.799 0.904 lying 0.594 0.081 0.575 0.594 0.585 0.83 standing 0.465 0.085 0.486 0.465 0.476 0.769 sitting 0.983 0.003 0.982 0.983 0.983 0.992 running 0.606 0.067 0.613 0.606 0.61 0.812 walking Weighted Avg. 0.661 0.056 0.661 0.661 0.661 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 352 114 0 2 12 10 1 100 | a = climbingdown 110 440 1 2 13 32 3 217 | b = climbingup 2 2 123 0 0 0 8 0 | c = jumping 3 9 0 702 77 90 0 1 | d = lying 13 16 0 55 551 284 1 7 | e = standing 10 29 4 112 298 409 2 15 | f = sitting 4 1 5 0 0 3 829 1 | g = running 111 216 2 3 7 13 0 541 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3994 66.9236 % Incorrectly Classified Instances 1974 33.0764 % Kappa statistic 0.6157 Mean absolute error 0.0863 Root mean squared error 0.2673 Relative absolute error 40.0783 % Root relative squared error 81.4787 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.585 0.041 0.611 0.585 0.598 0.813 climbingdown 0.545 0.07 0.554 0.545 0.55 0.786 climbingup 0.926 0.002 0.919 0.926 0.923 0.973 jumping 0.812 0.033 0.81 0.812 0.811 0.906 lying 0.607 0.084 0.57 0.607 0.588 0.836 standing 0.464 0.083 0.493 0.464 0.478 0.774 sitting 0.976 0.003 0.98 0.976 0.978 0.989 running 0.635 0.07 0.615 0.635 0.625 0.828 walking Weighted Avg. 0.669 0.055 0.669 0.669 0.669 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 346 112 1 1 7 19 3 102 | a = climbingdown 92 446 1 1 21 25 0 232 | b = climbingup 0 0 125 0 1 0 9 0 | c = jumping 1 4 0 716 67 91 1 2 | d = lying 7 18 0 58 563 275 3 3 | e = standing 14 23 2 106 311 408 0 15 | f = sitting 6 3 6 0 2 2 823 1 | g = running 100 199 1 2 15 8 1 567 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3993 66.9068 % Incorrectly Classified Instances 1975 33.0932 % Kappa statistic 0.6156 Mean absolute error 0.0863 Root mean squared error 0.2694 Relative absolute error 40.0772 % Root relative squared error 82.1123 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.594 0.042 0.606 0.594 0.6 0.799 climbingdown 0.557 0.069 0.562 0.557 0.56 0.807 climbingup 0.919 0.002 0.899 0.919 0.908 0.961 jumping 0.807 0.032 0.815 0.807 0.811 0.908 lying 0.552 0.075 0.575 0.552 0.563 0.815 standing 0.514 0.091 0.495 0.514 0.504 0.773 sitting 0.964 0.003 0.982 0.964 0.973 0.984 running 0.642 0.071 0.613 0.642 0.627 0.823 walking Weighted Avg. 0.669 0.054 0.67 0.669 0.67 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 351 104 2 1 9 6 2 116 | a = climbingdown 101 456 0 5 19 22 0 215 | b = climbingup 3 0 124 0 0 0 7 1 | c = jumping 1 6 0 712 61 97 0 5 | d = lying 9 24 1 51 512 321 0 9 | e = standing 12 19 1 102 281 452 0 12 | f = sitting 8 3 10 0 3 3 813 3 | g = running 94 199 0 3 6 12 6 573 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3949 66.1696 % Incorrectly Classified Instances 2019 33.8304 % Kappa statistic 0.6069 Mean absolute error 0.0876 Root mean squared error 0.2717 Relative absolute error 40.715 % Root relative squared error 82.8173 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.563 0.044 0.585 0.563 0.574 0.803 climbingdown 0.539 0.069 0.555 0.539 0.547 0.787 climbingup 0.919 0.002 0.932 0.919 0.925 0.977 jumping 0.805 0.034 0.802 0.805 0.804 0.896 lying 0.573 0.082 0.561 0.573 0.567 0.817 standing 0.468 0.084 0.489 0.468 0.478 0.758 sitting 0.986 0.003 0.982 0.986 0.984 0.993 running 0.636 0.076 0.595 0.636 0.615 0.819 walking Weighted Avg. 0.662 0.056 0.661 0.662 0.661 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 333 104 1 3 8 15 3 124 | a = climbingdown 96 441 0 5 15 28 0 233 | b = climbingup 0 0 124 0 0 0 9 2 | c = jumping 1 8 0 710 70 90 0 3 | d = lying 17 18 0 66 531 283 0 12 | e = standing 13 28 1 98 314 411 2 12 | f = sitting 3 1 7 0 1 0 831 0 | g = running 106 194 0 3 7 14 1 568 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3970 66.5214 % Incorrectly Classified Instances 1998 33.4786 % Kappa statistic 0.611 Mean absolute error 0.0875 Root mean squared error 0.2712 Relative absolute error 40.6515 % Root relative squared error 82.6629 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.584 0.042 0.606 0.584 0.595 0.802 climbingdown 0.551 0.073 0.547 0.551 0.549 0.794 climbingup 0.896 0.002 0.903 0.896 0.9 0.953 jumping 0.828 0.04 0.783 0.828 0.805 0.914 lying 0.57 0.078 0.574 0.57 0.572 0.807 standing 0.467 0.08 0.501 0.467 0.484 0.762 sitting 0.975 0.005 0.967 0.975 0.971 0.986 running 0.63 0.07 0.613 0.63 0.621 0.816 walking Weighted Avg. 0.665 0.055 0.662 0.665 0.664 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 345 114 2 5 10 16 7 92 | a = climbingdown 92 451 0 6 19 11 1 238 | b = climbingup 0 0 121 0 0 1 13 0 | c = jumping 3 7 0 730 56 85 0 1 | d = lying 6 31 1 68 528 282 3 8 | e = standing 8 26 0 122 301 411 2 10 | f = sitting 1 4 9 0 0 0 821 7 | g = running 114 192 1 1 6 14 2 563 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3944 66.0858 % Incorrectly Classified Instances 2024 33.9142 % Kappa statistic 0.6059 Mean absolute error 0.0886 Root mean squared error 0.2724 Relative absolute error 41.189 % Root relative squared error 83.0396 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.575 0.042 0.603 0.575 0.589 0.788 climbingdown 0.579 0.073 0.558 0.579 0.568 0.811 climbingup 0.881 0.002 0.908 0.881 0.895 0.95 jumping 0.796 0.036 0.791 0.796 0.794 0.899 lying 0.588 0.09 0.547 0.588 0.567 0.808 standing 0.43 0.08 0.483 0.43 0.455 0.744 sitting 0.981 0.004 0.978 0.981 0.979 0.99 running 0.627 0.069 0.615 0.627 0.621 0.821 walking Weighted Avg. 0.661 0.056 0.66 0.661 0.66 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 340 114 0 2 10 6 6 113 | a = climbingdown 91 474 0 5 18 22 0 208 | b = climbingup 2 1 119 0 2 0 9 2 | c = jumping 2 8 0 702 73 95 0 2 | d = lying 9 22 1 67 545 272 2 9 | e = standing 12 24 2 108 340 378 1 15 | f = sitting 4 2 8 0 0 0 826 2 | g = running 104 205 1 3 9 10 1 560 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 3926 65.7732 % Incorrectly Classified Instances 2043 34.2268 % Kappa statistic 0.6024 Mean absolute error 0.089 Root mean squared error 0.2735 Relative absolute error 41.3496 % Root relative squared error 83.3709 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.577 0.048 0.57 0.577 0.574 0.812 climbingdown 0.544 0.074 0.537 0.544 0.541 0.78 climbingup 0.911 0.001 0.939 0.911 0.925 0.978 jumping 0.806 0.038 0.787 0.806 0.796 0.897 lying 0.537 0.079 0.556 0.537 0.546 0.805 standing 0.494 0.088 0.493 0.494 0.494 0.767 sitting 0.983 0.004 0.973 0.983 0.978 0.993 running 0.609 0.066 0.62 0.609 0.614 0.817 walking Weighted Avg. 0.658 0.056 0.657 0.658 0.657 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 341 124 0 0 11 5 3 107 | a = climbingdown 110 445 0 4 21 25 5 208 | b = climbingup 0 2 123 1 0 0 8 1 | c = jumping 4 5 0 711 62 99 0 1 | d = lying 11 29 0 71 498 304 3 11 | e = standing 11 21 0 115 292 435 0 6 | f = sitting 2 1 8 0 2 1 829 0 | g = running 119 201 0 2 10 13 4 544 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3991 66.8733 % Incorrectly Classified Instances 1977 33.1267 % Kappa statistic 0.6152 Mean absolute error 0.0863 Root mean squared error 0.2693 Relative absolute error 40.0854 % Root relative squared error 82.087 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.587 0.049 0.567 0.587 0.577 0.804 climbingdown 0.561 0.07 0.56 0.561 0.561 0.797 climbingup 0.888 0.002 0.93 0.888 0.908 0.966 jumping 0.827 0.032 0.815 0.827 0.821 0.91 lying 0.574 0.077 0.578 0.574 0.576 0.817 standing 0.5 0.085 0.504 0.5 0.502 0.768 sitting 0.97 0.004 0.975 0.97 0.973 0.985 running 0.613 0.066 0.62 0.613 0.616 0.813 walking Weighted Avg. 0.669 0.054 0.669 0.669 0.669 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 347 119 1 3 12 11 3 95 | a = climbingdown 109 459 0 1 19 16 0 214 | b = climbingup 0 1 119 0 1 2 11 0 | c = jumping 2 2 1 729 55 90 0 3 | d = lying 10 15 0 55 532 303 3 9 | e = standing 13 23 0 102 289 440 1 12 | f = sitting 7 3 7 0 3 3 818 2 | g = running 124 197 0 4 10 8 3 547 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3987 66.8063 % Incorrectly Classified Instances 1981 33.1937 % Kappa statistic 0.6142 Mean absolute error 0.0866 Root mean squared error 0.2677 Relative absolute error 40.2221 % Root relative squared error 81.6148 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.04 0.627 0.613 0.62 0.83 climbingdown 0.509 0.068 0.543 0.509 0.525 0.771 climbingup 0.918 0.002 0.925 0.918 0.921 0.963 jumping 0.804 0.033 0.808 0.804 0.806 0.905 lying 0.605 0.088 0.557 0.605 0.58 0.825 standing 0.462 0.079 0.503 0.462 0.482 0.778 sitting 0.977 0.003 0.983 0.977 0.98 0.99 running 0.655 0.074 0.609 0.655 0.631 0.835 walking Weighted Avg. 0.668 0.055 0.667 0.668 0.667 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 362 102 0 4 8 6 0 109 | a = climbingdown 98 416 2 9 20 28 1 244 | b = climbingup 0 2 123 0 0 0 8 1 | c = jumping 3 8 0 709 68 90 0 4 | d = lying 10 19 0 63 561 264 2 8 | e = standing 9 22 1 93 340 406 0 8 | f = sitting 6 1 7 0 2 1 824 2 | g = running 89 196 0 0 8 12 3 586 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4029 67.5101 % Incorrectly Classified Instances 1939 32.4899 % Kappa statistic 0.6227 Mean absolute error 0.085 Root mean squared error 0.265 Relative absolute error 39.5121 % Root relative squared error 80.7698 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.046 0.593 0.616 0.604 0.816 climbingdown 0.538 0.067 0.562 0.538 0.55 0.781 climbingup 0.933 0.002 0.919 0.933 0.926 0.982 jumping 0.814 0.032 0.815 0.814 0.815 0.906 lying 0.525 0.069 0.584 0.525 0.553 0.826 standing 0.573 0.094 0.513 0.573 0.541 0.791 sitting 0.98 0.003 0.983 0.98 0.982 0.989 running 0.632 0.065 0.63 0.632 0.631 0.816 walking Weighted Avg. 0.675 0.053 0.676 0.675 0.675 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 364 109 1 1 11 8 3 94 | a = climbingdown 106 440 2 1 16 31 0 222 | b = climbingup 0 0 125 0 1 0 8 0 | c = jumping 4 6 0 718 66 87 0 1 | d = lying 13 18 2 70 487 333 1 3 | e = standing 9 21 0 90 242 504 2 11 | f = sitting 4 3 6 1 0 2 826 1 | g = running 114 186 0 0 11 18 0 565 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3999 67.0074 % Incorrectly Classified Instances 1969 32.9926 % Kappa statistic 0.6166 Mean absolute error 0.0864 Root mean squared error 0.2688 Relative absolute error 40.1366 % Root relative squared error 81.9404 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.041 0.611 0.582 0.596 0.798 climbingdown 0.555 0.073 0.548 0.555 0.552 0.787 climbingup 0.919 0.001 0.947 0.919 0.932 0.962 jumping 0.802 0.035 0.797 0.802 0.799 0.9 lying 0.571 0.077 0.576 0.571 0.573 0.813 standing 0.499 0.085 0.503 0.499 0.501 0.779 sitting 0.983 0.003 0.983 0.983 0.983 0.993 running 0.642 0.069 0.619 0.642 0.63 0.815 walking Weighted Avg. 0.67 0.055 0.67 0.67 0.67 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 344 123 0 2 9 5 2 106 | a = climbingdown 99 454 0 2 18 21 2 222 | b = climbingup 0 0 124 0 1 0 9 1 | c = jumping 0 4 0 707 64 105 0 2 | d = lying 6 12 1 75 529 297 0 7 | e = standing 14 26 0 98 290 439 0 12 | f = sitting 3 1 5 0 1 2 829 2 | g = running 97 208 1 3 6 4 1 573 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4020 67.3592 % Incorrectly Classified Instances 1948 32.6408 % Kappa statistic 0.6208 Mean absolute error 0.0854 Root mean squared error 0.2661 Relative absolute error 39.6878 % Root relative squared error 81.1084 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.61 0.043 0.608 0.61 0.609 0.815 climbingdown 0.567 0.068 0.569 0.567 0.568 0.806 climbingup 0.881 0.002 0.915 0.881 0.898 0.969 jumping 0.81 0.033 0.808 0.81 0.809 0.909 lying 0.616 0.085 0.573 0.616 0.594 0.827 standing 0.457 0.078 0.504 0.457 0.479 0.764 sitting 0.982 0.004 0.979 0.982 0.98 0.992 running 0.629 0.067 0.622 0.629 0.625 0.819 walking Weighted Avg. 0.674 0.054 0.673 0.674 0.673 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 361 93 1 1 8 15 4 109 | a = climbingdown 99 464 0 4 24 17 1 209 | b = climbingup 1 1 119 0 0 1 12 1 | c = jumping 2 4 0 714 71 88 0 3 | d = lying 7 25 0 50 571 266 0 8 | e = standing 16 20 1 114 315 402 0 11 | f = sitting 2 2 8 0 2 0 827 1 | g = running 106 207 1 1 6 9 1 562 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3918 65.6501 % Incorrectly Classified Instances 2050 34.3499 % Kappa statistic 0.6011 Mean absolute error 0.0885 Root mean squared error 0.272 Relative absolute error 41.1412 % Root relative squared error 82.918 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.049 0.585 0.635 0.609 0.823 climbingdown 0.501 0.066 0.547 0.501 0.523 0.789 climbingup 0.919 0.002 0.912 0.919 0.915 0.967 jumping 0.779 0.038 0.779 0.779 0.779 0.89 lying 0.576 0.084 0.557 0.576 0.566 0.819 standing 0.47 0.088 0.481 0.47 0.475 0.766 sitting 0.97 0.004 0.976 0.97 0.973 0.985 running 0.624 0.068 0.616 0.624 0.62 0.816 walking Weighted Avg. 0.657 0.056 0.656 0.657 0.656 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 375 95 0 3 11 12 5 90 | a = climbingdown 116 410 2 5 23 18 2 242 | b = climbingup 0 0 124 0 0 2 9 0 | c = jumping 3 7 0 688 78 107 0 0 | d = lying 10 16 0 70 534 291 1 5 | e = standing 12 29 0 113 304 413 0 8 | f = sitting 4 3 9 0 4 3 817 2 | g = running 121 189 1 4 5 13 3 557 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4014 67.2587 % Incorrectly Classified Instances 1954 32.7413 % Kappa statistic 0.6198 Mean absolute error 0.0856 Root mean squared error 0.2682 Relative absolute error 39.763 % Root relative squared error 81.7462 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.046 0.595 0.618 0.606 0.81 climbingdown 0.567 0.074 0.548 0.567 0.558 0.785 climbingup 0.956 0.001 0.956 0.956 0.956 0.984 jumping 0.828 0.038 0.79 0.828 0.809 0.908 lying 0.533 0.076 0.563 0.533 0.548 0.807 standing 0.514 0.084 0.514 0.514 0.514 0.771 sitting 0.986 0.001 0.993 0.986 0.989 0.994 running 0.615 0.06 0.641 0.615 0.628 0.819 walking Weighted Avg. 0.673 0.054 0.672 0.673 0.672 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 365 106 1 7 11 8 1 92 | a = climbingdown 110 464 0 4 16 24 0 200 | b = climbingup 2 0 129 0 0 0 4 0 | c = jumping 4 4 1 731 73 68 0 2 | d = lying 15 18 0 77 494 317 1 4 | e = standing 17 20 0 104 278 452 0 9 | f = sitting 3 2 4 1 0 2 830 0 | g = running 97 232 0 1 5 9 0 549 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3933 65.9015 % Incorrectly Classified Instances 2035 34.0985 % Kappa statistic 0.604 Mean absolute error 0.0887 Root mean squared error 0.2716 Relative absolute error 41.1987 % Root relative squared error 82.7904 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.05 0.577 0.624 0.6 0.82 climbingdown 0.547 0.074 0.539 0.547 0.543 0.788 climbingup 0.859 0.002 0.913 0.859 0.885 0.953 jumping 0.807 0.035 0.798 0.807 0.803 0.906 lying 0.536 0.082 0.546 0.536 0.541 0.805 standing 0.469 0.085 0.488 0.469 0.479 0.76 sitting 0.977 0.005 0.967 0.977 0.972 0.988 running 0.623 0.063 0.636 0.623 0.629 0.832 walking Weighted Avg. 0.659 0.056 0.658 0.659 0.658 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 369 111 0 0 4 7 6 94 | a = climbingdown 124 448 0 4 26 20 1 196 | b = climbingup 1 0 116 0 0 1 16 1 | c = jumping 2 5 0 712 71 89 0 3 | d = lying 14 27 2 73 496 307 2 5 | e = standing 18 33 0 100 298 413 2 16 | f = sitting 1 4 9 1 0 1 823 3 | g = running 110 203 0 2 13 8 1 556 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3938 65.9853 % Incorrectly Classified Instances 2030 34.0147 % Kappa statistic 0.6047 Mean absolute error 0.0889 Root mean squared error 0.2712 Relative absolute error 41.287 % Root relative squared error 82.6808 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.046 0.574 0.57 0.572 0.801 climbingdown 0.517 0.071 0.537 0.517 0.527 0.783 climbingup 0.896 0.001 0.945 0.896 0.92 0.956 jumping 0.806 0.035 0.8 0.806 0.803 0.906 lying 0.605 0.092 0.547 0.605 0.575 0.813 standing 0.46 0.076 0.511 0.46 0.484 0.795 sitting 0.983 0.004 0.975 0.983 0.979 0.991 running 0.618 0.07 0.608 0.618 0.613 0.821 walking Weighted Avg. 0.66 0.056 0.659 0.66 0.659 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 337 114 0 6 9 7 9 109 | a = climbingdown 118 423 0 2 22 27 0 226 | b = climbingup 3 1 121 0 0 1 9 0 | c = jumping 4 3 0 711 83 78 0 3 | d = lying 18 21 0 64 561 258 0 5 | e = standing 5 16 1 103 337 405 0 13 | f = sitting 3 3 6 0 2 0 828 0 | g = running 99 207 0 3 12 17 3 552 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4019 67.3312 % Incorrectly Classified Instances 1950 32.6688 % Kappa statistic 0.6206 Mean absolute error 0.0848 Root mean squared error 0.2664 Relative absolute error 39.4028 % Root relative squared error 81.2101 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.045 0.594 0.595 0.594 0.802 climbingdown 0.59 0.077 0.549 0.59 0.569 0.806 climbingup 0.933 0.002 0.906 0.933 0.919 0.971 jumping 0.814 0.033 0.811 0.814 0.813 0.907 lying 0.59 0.079 0.579 0.59 0.585 0.831 standing 0.507 0.08 0.523 0.507 0.515 0.777 sitting 0.969 0.003 0.982 0.969 0.975 0.988 running 0.595 0.062 0.63 0.595 0.612 0.814 walking Weighted Avg. 0.673 0.054 0.674 0.673 0.674 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 352 122 0 0 10 12 6 90 | a = climbingdown 89 483 1 2 18 20 2 203 | b = climbingup 0 1 125 0 1 0 7 0 | c = jumping 4 4 0 718 68 84 0 4 | d = lying 7 30 1 59 547 277 0 6 | e = standing 11 21 0 101 291 446 0 10 | f = sitting 8 2 11 1 2 2 816 0 | g = running 122 217 0 4 7 12 0 532 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3987 66.8063 % Incorrectly Classified Instances 1981 33.1937 % Kappa statistic 0.6146 Mean absolute error 0.087 Root mean squared error 0.2695 Relative absolute error 40.445 % Root relative squared error 82.1697 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.047 0.589 0.613 0.6 0.818 climbingdown 0.573 0.074 0.553 0.573 0.563 0.793 climbingup 0.948 0.002 0.914 0.948 0.93 0.975 jumping 0.81 0.034 0.805 0.81 0.807 0.907 lying 0.538 0.072 0.58 0.538 0.558 0.813 standing 0.515 0.092 0.491 0.515 0.503 0.769 sitting 0.977 0.002 0.987 0.977 0.982 0.989 running 0.604 0.064 0.626 0.604 0.615 0.811 walking Weighted Avg. 0.668 0.054 0.669 0.668 0.668 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 362 110 0 1 7 10 4 97 | a = climbingdown 100 469 1 6 10 31 2 199 | b = climbingup 1 1 127 0 0 2 3 0 | c = jumping 4 8 0 714 58 97 0 1 | d = lying 14 27 0 61 499 317 0 9 | e = standing 10 22 0 102 277 453 1 15 | f = sitting 4 2 10 0 1 0 823 2 | g = running 120 209 1 3 8 12 1 540 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3990 66.8566 % Incorrectly Classified Instances 1978 33.1434 % Kappa statistic 0.6149 Mean absolute error 0.0868 Root mean squared error 0.2671 Relative absolute error 40.3216 % Root relative squared error 81.4141 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.565 0.041 0.605 0.565 0.584 0.799 climbingdown 0.553 0.075 0.541 0.553 0.547 0.791 climbingup 0.948 0.002 0.914 0.948 0.93 0.983 jumping 0.811 0.032 0.815 0.811 0.813 0.913 lying 0.59 0.083 0.566 0.59 0.578 0.819 standing 0.484 0.083 0.503 0.484 0.493 0.778 sitting 0.982 0.002 0.989 0.982 0.986 0.991 running 0.628 0.07 0.613 0.628 0.621 0.827 walking Weighted Avg. 0.669 0.055 0.669 0.669 0.668 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 334 116 0 3 9 12 1 116 | a = climbingdown 95 453 1 2 21 20 0 227 | b = climbingup 1 1 127 0 0 0 5 0 | c = jumping 3 3 0 716 59 100 0 2 | d = lying 10 23 1 67 546 278 0 1 | e = standing 6 32 0 89 320 426 0 7 | f = sitting 1 1 8 0 1 3 827 1 | g = running 102 208 2 1 8 8 3 561 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3961 66.3706 % Incorrectly Classified Instances 2007 33.6294 % Kappa statistic 0.6094 Mean absolute error 0.0874 Root mean squared error 0.2688 Relative absolute error 40.5902 % Root relative squared error 81.9371 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.599 0.05 0.567 0.599 0.583 0.808 climbingdown 0.555 0.073 0.548 0.555 0.551 0.798 climbingup 0.881 0.001 0.952 0.881 0.915 0.983 jumping 0.811 0.035 0.8 0.811 0.805 0.909 lying 0.55 0.08 0.559 0.55 0.554 0.812 standing 0.507 0.082 0.516 0.507 0.512 0.79 sitting 0.98 0.005 0.971 0.98 0.975 0.989 running 0.601 0.065 0.618 0.601 0.61 0.819 walking Weighted Avg. 0.664 0.055 0.663 0.664 0.663 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 354 110 0 1 9 8 5 104 | a = climbingdown 118 454 0 2 21 22 0 201 | b = climbingup 0 2 119 0 0 0 14 0 | c = jumping 3 5 0 716 81 76 0 2 | d = lying 12 26 0 69 509 300 1 9 | e = standing 10 23 0 103 283 446 0 14 | f = sitting 2 3 5 0 2 3 826 2 | g = running 125 206 1 4 6 9 5 537 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3939 66.002 % Incorrectly Classified Instances 2029 33.998 % Kappa statistic 0.6051 Mean absolute error 0.0878 Root mean squared error 0.2717 Relative absolute error 40.7878 % Root relative squared error 82.8251 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.045 0.603 0.619 0.611 0.816 climbingdown 0.537 0.077 0.524 0.537 0.53 0.784 climbingup 0.941 0.001 0.948 0.941 0.944 0.989 jumping 0.812 0.038 0.787 0.812 0.799 0.907 lying 0.571 0.084 0.556 0.571 0.563 0.804 standing 0.473 0.081 0.501 0.473 0.487 0.772 sitting 0.982 0.003 0.982 0.982 0.982 0.991 running 0.58 0.066 0.607 0.58 0.593 0.807 walking Weighted Avg. 0.66 0.056 0.659 0.66 0.659 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 366 99 0 2 14 14 4 92 | a = climbingdown 107 439 0 8 22 17 1 224 | b = climbingup 0 0 127 0 0 0 7 1 | c = jumping 5 5 0 716 65 89 0 2 | d = lying 9 22 0 77 529 280 3 7 | e = standing 14 26 0 105 309 416 0 9 | f = sitting 3 1 6 0 3 1 828 1 | g = running 103 246 1 2 10 13 0 518 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3997 66.9739 % Incorrectly Classified Instances 1971 33.0261 % Kappa statistic 0.6164 Mean absolute error 0.0864 Root mean squared error 0.2691 Relative absolute error 40.1542 % Root relative squared error 82.0233 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.046 0.591 0.604 0.597 0.806 climbingdown 0.529 0.074 0.531 0.529 0.53 0.775 climbingup 0.948 0.001 0.962 0.948 0.955 0.98 jumping 0.82 0.033 0.81 0.82 0.815 0.916 lying 0.547 0.072 0.582 0.547 0.564 0.812 standing 0.53 0.088 0.509 0.53 0.52 0.778 sitting 0.988 0.002 0.988 0.988 0.988 0.994 running 0.616 0.068 0.615 0.616 0.616 0.818 walking Weighted Avg. 0.67 0.054 0.67 0.67 0.67 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 357 114 1 1 6 8 0 104 | a = climbingdown 115 433 0 3 18 27 0 222 | b = climbingup 2 0 128 0 0 0 5 0 | c = jumping 2 2 0 723 56 98 1 0 | d = lying 4 30 0 66 507 309 1 10 | e = standing 7 30 0 97 272 466 0 7 | f = sitting 4 1 3 0 1 0 833 1 | g = running 113 205 1 3 11 7 3 550 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4003 67.0744 % Incorrectly Classified Instances 1965 32.9256 % Kappa statistic 0.6176 Mean absolute error 0.0868 Root mean squared error 0.2693 Relative absolute error 40.3407 % Root relative squared error 82.0978 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.048 0.577 0.591 0.584 0.797 climbingdown 0.593 0.075 0.556 0.593 0.574 0.802 climbingup 0.889 0.002 0.93 0.889 0.909 0.958 jumping 0.806 0.036 0.794 0.806 0.8 0.902 lying 0.588 0.078 0.582 0.588 0.585 0.815 standing 0.477 0.08 0.507 0.477 0.491 0.768 sitting 0.986 0.003 0.98 0.986 0.983 0.995 running 0.608 0.062 0.634 0.608 0.621 0.812 walking Weighted Avg. 0.671 0.054 0.67 0.671 0.67 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 349 120 2 3 6 7 4 100 | a = climbingdown 97 485 0 5 21 17 1 192 | b = climbingup 1 1 120 0 1 2 10 0 | c = jumping 5 7 0 711 60 96 0 3 | d = lying 21 19 0 63 545 274 0 5 | e = standing 11 30 0 111 295 419 0 13 | f = sitting 3 1 7 0 0 1 831 0 | g = running 118 209 0 2 8 11 2 543 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3993 66.9068 % Incorrectly Classified Instances 1975 33.0932 % Kappa statistic 0.6155 Mean absolute error 0.0874 Root mean squared error 0.2688 Relative absolute error 40.5871 % Root relative squared error 81.9497 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.044 0.609 0.616 0.612 0.814 climbingdown 0.57 0.066 0.58 0.57 0.575 0.801 climbingup 0.889 0.002 0.909 0.889 0.899 0.958 jumping 0.796 0.031 0.815 0.796 0.806 0.91 lying 0.593 0.089 0.552 0.593 0.572 0.806 standing 0.457 0.085 0.481 0.457 0.469 0.765 sitting 0.97 0.004 0.974 0.97 0.972 0.988 running 0.639 0.065 0.634 0.639 0.637 0.825 walking Weighted Avg. 0.669 0.055 0.67 0.669 0.669 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 364 106 0 1 8 11 3 98 | a = climbingdown 100 466 0 3 20 15 2 212 | b = climbingup 0 0 120 1 1 3 10 0 | c = jumping 3 4 0 702 65 105 1 2 | d = lying 7 15 0 60 550 286 2 7 | e = standing 13 22 0 91 342 402 0 9 | f = sitting 7 2 12 1 1 1 818 1 | g = running 104 189 0 2 10 13 4 571 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3992 66.8901 % Incorrectly Classified Instances 1976 33.1099 % Kappa statistic 0.6155 Mean absolute error 0.0868 Root mean squared error 0.2677 Relative absolute error 40.3157 % Root relative squared error 81.6086 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.045 0.603 0.628 0.615 0.83 climbingdown 0.573 0.074 0.552 0.573 0.562 0.806 climbingup 0.881 0.002 0.895 0.881 0.888 0.958 jumping 0.815 0.036 0.795 0.815 0.805 0.903 lying 0.57 0.079 0.571 0.57 0.57 0.815 standing 0.497 0.079 0.521 0.497 0.509 0.783 sitting 0.976 0.004 0.977 0.976 0.977 0.99 running 0.59 0.066 0.611 0.59 0.601 0.819 walking Weighted Avg. 0.669 0.054 0.668 0.669 0.668 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 371 93 0 3 10 5 4 105 | a = climbingdown 98 469 0 4 12 26 0 209 | b = climbingup 0 2 119 0 2 0 12 0 | c = jumping 3 4 0 719 70 83 0 3 | d = lying 11 26 1 74 528 278 1 8 | e = standing 17 21 0 102 296 437 0 7 | f = sitting 3 1 13 0 0 0 822 3 | g = running 112 234 0 2 7 9 2 527 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4017 67.309 % Incorrectly Classified Instances 1951 32.691 % Kappa statistic 0.6203 Mean absolute error 0.0851 Root mean squared error 0.2669 Relative absolute error 39.536 % Root relative squared error 81.3494 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.045 0.605 0.633 0.619 0.821 climbingdown 0.518 0.066 0.556 0.518 0.536 0.786 climbingup 0.911 0.001 0.953 0.911 0.932 0.969 jumping 0.825 0.032 0.819 0.825 0.822 0.92 lying 0.557 0.081 0.558 0.557 0.558 0.8 standing 0.503 0.084 0.509 0.503 0.506 0.786 sitting 0.975 0.003 0.983 0.975 0.979 0.987 running 0.658 0.069 0.626 0.658 0.642 0.827 walking Weighted Avg. 0.673 0.054 0.673 0.673 0.673 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 374 100 1 1 11 10 4 90 | a = climbingdown 101 424 1 8 27 23 0 234 | b = climbingup 1 0 123 0 0 1 10 0 | c = jumping 2 6 0 728 63 80 0 3 | d = lying 12 28 0 60 516 300 0 11 | e = standing 14 30 0 90 293 443 0 10 | f = sitting 7 0 4 0 3 4 821 3 | g = running 107 175 0 2 11 10 0 588 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 3976 66.6108 % Incorrectly Classified Instances 1993 33.3892 % Kappa statistic 0.6124 Mean absolute error 0.0869 Root mean squared error 0.2713 Relative absolute error 40.3563 % Root relative squared error 82.6887 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.049 0.581 0.621 0.6 0.818 climbingdown 0.539 0.072 0.542 0.539 0.54 0.79 climbingup 0.941 0.002 0.914 0.941 0.927 0.979 jumping 0.83 0.036 0.8 0.83 0.815 0.915 lying 0.553 0.076 0.572 0.553 0.562 0.809 standing 0.507 0.085 0.508 0.507 0.507 0.764 sitting 0.981 0.002 0.987 0.981 0.984 0.992 running 0.586 0.066 0.611 0.586 0.598 0.805 walking Weighted Avg. 0.666 0.055 0.665 0.666 0.665 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 367 97 1 3 7 9 3 104 | a = climbingdown 115 441 0 2 26 19 1 214 | b = climbingup 2 0 127 0 0 0 6 0 | c = jumping 5 3 0 732 57 85 0 0 | d = lying 9 32 1 63 513 304 0 5 | e = standing 11 18 0 110 286 446 1 8 | f = sitting 3 0 9 0 1 1 827 2 | g = running 120 223 1 5 7 14 0 523 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4011 67.2084 % Incorrectly Classified Instances 1957 32.7916 % Kappa statistic 0.6191 Mean absolute error 0.0852 Root mean squared error 0.2681 Relative absolute error 39.6106 % Root relative squared error 81.7339 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.597 0.048 0.58 0.597 0.588 0.807 climbingdown 0.535 0.072 0.541 0.535 0.538 0.784 climbingup 0.881 0.002 0.908 0.881 0.894 0.972 jumping 0.814 0.032 0.813 0.814 0.814 0.908 lying 0.615 0.073 0.606 0.615 0.611 0.839 standing 0.513 0.079 0.53 0.513 0.521 0.782 sitting 0.975 0.006 0.964 0.975 0.969 0.985 running 0.606 0.069 0.607 0.606 0.606 0.817 walking Weighted Avg. 0.672 0.054 0.671 0.672 0.672 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 353 105 1 4 8 8 10 102 | a = climbingdown 110 438 0 2 18 25 0 225 | b = climbingup 2 0 118 0 1 0 13 0 | c = jumping 5 2 1 718 62 91 1 2 | d = lying 11 23 0 53 570 261 3 6 | e = standing 15 23 0 105 272 451 0 14 | f = sitting 5 2 8 0 2 2 822 2 | g = running 108 217 2 1 7 13 4 541 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3968 66.4879 % Incorrectly Classified Instances 2000 33.5121 % Kappa statistic 0.6106 Mean absolute error 0.0879 Root mean squared error 0.2713 Relative absolute error 40.8507 % Root relative squared error 82.7043 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.584 0.044 0.592 0.584 0.588 0.805 climbingdown 0.509 0.067 0.545 0.509 0.526 0.78 climbingup 0.903 0.002 0.917 0.903 0.91 0.976 jumping 0.778 0.035 0.795 0.778 0.786 0.895 lying 0.569 0.072 0.592 0.569 0.58 0.82 standing 0.547 0.091 0.51 0.547 0.527 0.781 sitting 0.974 0.003 0.982 0.974 0.978 0.988 running 0.639 0.076 0.597 0.639 0.617 0.823 walking Weighted Avg. 0.665 0.055 0.666 0.665 0.665 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 345 97 2 2 7 8 4 126 | a = climbingdown 103 416 0 5 21 20 1 252 | b = climbingup 1 0 121 0 2 1 9 0 | c = jumping 2 4 0 686 65 125 0 0 | d = lying 13 25 0 63 527 297 0 2 | e = standing 12 25 0 103 255 481 0 4 | f = sitting 5 2 8 0 3 2 821 2 | g = running 102 194 1 4 10 10 1 571 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4044 67.7614 % Incorrectly Classified Instances 1924 32.2386 % Kappa statistic 0.6255 Mean absolute error 0.0841 Root mean squared error 0.2624 Relative absolute error 39.08 % Root relative squared error 80.0063 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.041 0.629 0.624 0.626 0.828 climbingdown 0.57 0.067 0.576 0.57 0.573 0.808 climbingup 0.918 0.001 0.939 0.918 0.928 0.967 jumping 0.802 0.033 0.81 0.802 0.806 0.915 lying 0.533 0.073 0.572 0.533 0.552 0.819 standing 0.539 0.093 0.499 0.539 0.518 0.78 sitting 0.985 0.002 0.986 0.985 0.985 0.994 running 0.651 0.066 0.636 0.651 0.643 0.839 walking Weighted Avg. 0.678 0.053 0.679 0.678 0.678 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 369 102 0 1 7 11 3 98 | a = climbingdown 91 466 0 1 20 27 2 211 | b = climbingup 1 2 123 0 1 0 7 0 | c = jumping 1 4 0 707 73 92 0 5 | d = lying 9 22 0 67 494 328 0 7 | e = standing 13 25 1 94 261 474 0 12 | f = sitting 3 1 7 0 0 2 830 0 | g = running 100 187 0 3 7 15 0 581 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3967 66.4712 % Incorrectly Classified Instances 2001 33.5288 % Kappa statistic 0.6105 Mean absolute error 0.0867 Root mean squared error 0.269 Relative absolute error 40.2966 % Root relative squared error 82.0098 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.614 0.043 0.609 0.614 0.612 0.799 climbingdown 0.54 0.067 0.561 0.54 0.55 0.789 climbingup 0.933 0.002 0.92 0.933 0.926 0.974 jumping 0.814 0.035 0.8 0.814 0.807 0.906 lying 0.58 0.085 0.556 0.58 0.568 0.823 standing 0.477 0.084 0.495 0.477 0.486 0.76 sitting 0.977 0.003 0.982 0.977 0.98 0.989 running 0.602 0.071 0.598 0.602 0.6 0.817 walking Weighted Avg. 0.665 0.055 0.664 0.665 0.664 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 363 88 0 3 15 13 5 104 | a = climbingdown 94 442 0 6 29 22 1 224 | b = climbingup 2 0 126 0 1 0 5 1 | c = jumping 3 4 0 718 68 85 0 4 | d = lying 7 16 1 65 537 292 1 7 | e = standing 10 23 0 105 304 419 0 18 | f = sitting 1 3 9 0 2 1 824 3 | g = running 116 212 1 0 10 14 3 538 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4005 67.1079 % Incorrectly Classified Instances 1963 32.8921 % Kappa statistic 0.618 Mean absolute error 0.0866 Root mean squared error 0.2673 Relative absolute error 40.2545 % Root relative squared error 81.4831 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.63 0.046 0.602 0.63 0.616 0.815 climbingdown 0.543 0.064 0.573 0.543 0.557 0.787 climbingup 0.941 0.002 0.92 0.941 0.93 0.982 jumping 0.814 0.034 0.804 0.814 0.809 0.91 lying 0.579 0.08 0.571 0.579 0.575 0.822 standing 0.494 0.086 0.498 0.494 0.496 0.776 sitting 0.975 0.003 0.983 0.975 0.979 0.988 running 0.617 0.068 0.615 0.617 0.616 0.808 walking Weighted Avg. 0.671 0.054 0.671 0.671 0.671 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 373 90 0 0 10 8 2 109 | a = climbingdown 106 444 1 1 24 20 3 219 | b = climbingup 0 1 127 0 0 0 7 0 | c = jumping 4 6 0 718 55 99 0 0 | d = lying 10 16 0 65 536 293 2 4 | e = standing 8 24 0 106 293 434 0 14 | f = sitting 4 3 9 0 4 1 821 0 | g = running 115 191 1 3 16 16 0 552 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3985 66.7728 % Incorrectly Classified Instances 1983 33.2272 % Kappa statistic 0.6139 Mean absolute error 0.087 Root mean squared error 0.2692 Relative absolute error 40.4363 % Root relative squared error 82.053 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.046 0.583 0.582 0.583 0.809 climbingdown 0.534 0.068 0.554 0.534 0.544 0.783 climbingup 0.919 0.001 0.969 0.919 0.943 0.98 jumping 0.817 0.034 0.806 0.817 0.811 0.918 lying 0.572 0.078 0.574 0.572 0.573 0.803 standing 0.48 0.084 0.495 0.48 0.488 0.779 sitting 0.985 0.004 0.979 0.985 0.982 0.992 running 0.647 0.072 0.613 0.647 0.63 0.821 walking Weighted Avg. 0.668 0.055 0.667 0.668 0.667 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 344 109 0 2 8 13 2 113 | a = climbingdown 109 437 0 8 20 14 1 229 | b = climbingup 0 0 124 0 0 1 10 0 | c = jumping 4 2 0 721 59 92 0 5 | d = lying 8 23 0 56 530 299 1 10 | e = standing 16 32 0 103 299 422 1 6 | f = sitting 4 3 4 0 0 0 829 2 | g = running 105 183 0 5 8 11 3 578 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3988 66.8231 % Incorrectly Classified Instances 1980 33.1769 % Kappa statistic 0.6146 Mean absolute error 0.0868 Root mean squared error 0.2695 Relative absolute error 40.3474 % Root relative squared error 82.1422 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.043 0.616 0.624 0.62 0.808 climbingdown 0.539 0.071 0.546 0.539 0.542 0.785 climbingup 0.926 0.002 0.933 0.926 0.929 0.973 jumping 0.815 0.039 0.783 0.815 0.799 0.91 lying 0.566 0.08 0.565 0.566 0.565 0.809 standing 0.489 0.081 0.509 0.489 0.499 0.78 sitting 0.979 0.004 0.979 0.979 0.979 0.989 running 0.62 0.067 0.621 0.62 0.621 0.822 walking Weighted Avg. 0.668 0.055 0.667 0.668 0.667 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 369 95 0 0 14 9 3 101 | a = climbingdown 112 441 1 3 26 19 3 213 | b = climbingup 0 1 125 0 0 0 8 1 | c = jumping 2 3 0 720 60 93 0 5 | d = lying 10 26 0 74 525 283 1 8 | e = standing 11 18 0 120 294 430 0 6 | f = sitting 0 2 8 0 2 2 824 4 | g = running 95 222 0 2 9 8 3 554 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4019 67.3425 % Incorrectly Classified Instances 1949 32.6575 % Kappa statistic 0.6206 Mean absolute error 0.085 Root mean squared error 0.2652 Relative absolute error 39.5063 % Root relative squared error 80.8518 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.601 0.044 0.603 0.601 0.602 0.804 climbingdown 0.559 0.066 0.575 0.559 0.567 0.8 climbingup 0.904 0.002 0.917 0.904 0.91 0.96 jumping 0.813 0.037 0.792 0.813 0.802 0.909 lying 0.564 0.075 0.579 0.564 0.572 0.818 standing 0.515 0.084 0.513 0.515 0.514 0.789 sitting 0.975 0.003 0.98 0.975 0.977 0.988 running 0.638 0.069 0.62 0.638 0.629 0.826 walking Weighted Avg. 0.673 0.054 0.673 0.673 0.673 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 355 96 0 5 5 9 4 117 | a = climbingdown 96 458 0 1 26 30 0 208 | b = climbingup 3 0 122 0 1 0 9 0 | c = jumping 2 6 0 717 60 93 0 4 | d = lying 12 15 0 76 523 289 1 11 | e = standing 8 28 0 100 279 453 2 9 | f = sitting 4 0 11 0 4 1 821 1 | g = running 109 194 0 6 5 8 1 570 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3981 66.7058 % Incorrectly Classified Instances 1987 33.2942 % Kappa statistic 0.6131 Mean absolute error 0.0873 Root mean squared error 0.2704 Relative absolute error 40.5574 % Root relative squared error 82.4173 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.599 0.039 0.625 0.599 0.612 0.817 climbingdown 0.522 0.075 0.526 0.522 0.524 0.784 climbingup 0.889 0.002 0.916 0.889 0.902 0.966 jumping 0.805 0.032 0.812 0.805 0.809 0.904 lying 0.595 0.085 0.562 0.595 0.578 0.814 standing 0.492 0.079 0.519 0.492 0.505 0.783 sitting 0.973 0.004 0.976 0.973 0.974 0.988 running 0.634 0.072 0.609 0.634 0.621 0.811 walking Weighted Avg. 0.667 0.055 0.667 0.667 0.667 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 354 108 0 0 8 15 5 101 | a = climbingdown 104 427 0 4 22 24 1 236 | b = climbingup 0 0 120 0 0 1 14 0 | c = jumping 0 7 0 710 84 78 0 3 | d = lying 5 20 1 66 552 272 0 11 | e = standing 12 26 0 92 306 433 0 11 | f = sitting 5 2 7 1 4 2 819 2 | g = running 86 222 3 1 6 9 0 566 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4015 67.2642 % Incorrectly Classified Instances 1954 32.7358 % Kappa statistic 0.6197 Mean absolute error 0.0861 Root mean squared error 0.2675 Relative absolute error 40.0275 % Root relative squared error 81.5336 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.601 0.044 0.6 0.601 0.6 0.807 climbingdown 0.545 0.075 0.537 0.545 0.541 0.782 climbingup 0.925 0.002 0.932 0.925 0.929 0.971 jumping 0.827 0.039 0.787 0.827 0.806 0.913 lying 0.572 0.075 0.585 0.572 0.578 0.823 standing 0.514 0.082 0.52 0.514 0.517 0.775 sitting 0.98 0.003 0.98 0.98 0.98 0.991 running 0.619 0.062 0.636 0.619 0.627 0.831 walking Weighted Avg. 0.673 0.054 0.671 0.673 0.672 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 355 117 0 1 11 8 6 93 | a = climbingdown 120 446 0 6 20 25 1 200 | b = climbingup 3 0 124 1 0 1 5 0 | c = jumping 3 3 0 729 69 77 0 1 | d = lying 16 11 0 66 530 295 3 6 | e = standing 7 28 0 118 260 452 0 15 | f = sitting 3 2 7 1 3 0 826 1 | g = running 85 224 2 4 13 11 2 553 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4005 67.1079 % Incorrectly Classified Instances 1963 32.8921 % Kappa statistic 0.6181 Mean absolute error 0.086 Root mean squared error 0.2668 Relative absolute error 39.9384 % Root relative squared error 81.3411 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.045 0.601 0.618 0.609 0.816 climbingdown 0.573 0.074 0.551 0.573 0.562 0.792 climbingup 0.933 0.003 0.893 0.933 0.912 0.969 jumping 0.807 0.032 0.816 0.807 0.811 0.908 lying 0.562 0.079 0.567 0.562 0.564 0.818 standing 0.519 0.083 0.52 0.519 0.52 0.785 sitting 0.979 0.003 0.981 0.979 0.98 0.991 running 0.595 0.065 0.619 0.595 0.607 0.81 walking Weighted Avg. 0.671 0.054 0.672 0.671 0.671 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 365 102 2 0 0 10 2 110 | a = climbingdown 104 469 1 3 21 23 2 195 | b = climbingup 1 0 125 0 1 2 4 1 | c = jumping 1 9 0 712 70 86 0 4 | d = lying 7 25 2 68 520 293 1 10 | e = standing 14 21 0 88 292 457 1 7 | f = sitting 2 2 9 0 4 0 825 1 | g = running 113 223 1 2 9 8 6 532 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3953 66.2366 % Incorrectly Classified Instances 2015 33.7634 % Kappa statistic 0.6077 Mean absolute error 0.0874 Root mean squared error 0.2705 Relative absolute error 40.5945 % Root relative squared error 82.4589 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.044 0.597 0.591 0.594 0.804 climbingdown 0.556 0.073 0.548 0.556 0.552 0.786 climbingup 0.918 0.001 0.953 0.918 0.935 0.962 jumping 0.81 0.037 0.792 0.81 0.8 0.902 lying 0.559 0.086 0.544 0.559 0.552 0.811 standing 0.48 0.082 0.502 0.48 0.49 0.775 sitting 0.985 0.003 0.98 0.985 0.982 0.991 running 0.607 0.067 0.615 0.607 0.611 0.82 walking Weighted Avg. 0.662 0.056 0.662 0.662 0.662 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 350 113 1 2 10 6 3 107 | a = climbingdown 107 455 0 2 25 15 2 213 | b = climbingup 0 4 123 0 0 1 6 0 | c = jumping 6 3 0 714 72 85 1 1 | d = lying 11 15 0 78 518 296 0 8 | e = standing 7 23 0 103 314 422 1 10 | f = sitting 5 1 4 0 0 3 829 0 | g = running 100 217 1 3 13 13 4 542 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3967 66.4712 % Incorrectly Classified Instances 2001 33.5288 % Kappa statistic 0.6106 Mean absolute error 0.0869 Root mean squared error 0.27 Relative absolute error 40.3963 % Root relative squared error 82.3015 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.05 0.572 0.606 0.588 0.81 climbingdown 0.549 0.071 0.55 0.549 0.549 0.785 climbingup 0.904 0.002 0.917 0.904 0.91 0.974 jumping 0.814 0.032 0.815 0.814 0.815 0.9 lying 0.586 0.082 0.567 0.586 0.576 0.812 standing 0.459 0.082 0.492 0.459 0.475 0.761 sitting 0.974 0.003 0.98 0.974 0.977 0.987 running 0.619 0.067 0.618 0.619 0.619 0.829 walking Weighted Avg. 0.665 0.055 0.664 0.665 0.664 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 358 99 0 0 7 8 4 115 | a = climbingdown 132 449 0 3 13 21 1 199 | b = climbingup 0 2 122 0 0 0 10 1 | c = jumping 4 6 0 718 63 89 0 2 | d = lying 10 22 0 51 543 289 0 12 | e = standing 11 28 0 106 318 404 1 12 | f = sitting 6 2 10 0 1 2 820 1 | g = running 105 209 1 3 13 8 1 553 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3953 66.2366 % Incorrectly Classified Instances 2015 33.7634 % Kappa statistic 0.6075 Mean absolute error 0.0882 Root mean squared error 0.2727 Relative absolute error 40.9746 % Root relative squared error 83.1192 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.552 0.044 0.582 0.552 0.566 0.797 climbingdown 0.528 0.071 0.543 0.528 0.535 0.783 climbingup 0.889 0.001 0.952 0.889 0.92 0.969 jumping 0.798 0.036 0.794 0.798 0.796 0.897 lying 0.604 0.086 0.564 0.604 0.583 0.816 standing 0.472 0.079 0.507 0.472 0.489 0.762 sitting 0.977 0.004 0.973 0.977 0.975 0.987 running 0.642 0.073 0.608 0.642 0.625 0.809 walking Weighted Avg. 0.662 0.056 0.662 0.662 0.662 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 326 119 0 1 16 7 5 117 | a = climbingdown 102 432 0 5 25 17 2 235 | b = climbingup 0 1 120 0 0 0 14 0 | c = jumping 2 9 0 704 66 101 0 0 | d = lying 7 14 0 71 560 270 0 5 | e = standing 10 30 1 105 308 415 0 11 | f = sitting 3 2 5 1 6 1 823 1 | g = running 110 189 0 0 12 7 2 573 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4012 67.2252 % Incorrectly Classified Instances 1956 32.7748 % Kappa statistic 0.6194 Mean absolute error 0.0859 Root mean squared error 0.2668 Relative absolute error 39.9244 % Root relative squared error 81.3222 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.043 0.613 0.623 0.618 0.819 climbingdown 0.565 0.071 0.557 0.565 0.561 0.796 climbingup 0.926 0.003 0.887 0.926 0.906 0.978 jumping 0.793 0.037 0.787 0.793 0.79 0.905 lying 0.574 0.069 0.605 0.574 0.589 0.827 standing 0.531 0.085 0.518 0.531 0.525 0.783 sitting 0.98 0.003 0.98 0.98 0.98 0.992 running 0.597 0.069 0.602 0.597 0.6 0.824 walking Weighted Avg. 0.672 0.054 0.672 0.672 0.672 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 368 96 1 2 6 9 5 104 | a = climbingdown 90 462 3 2 18 22 0 221 | b = climbingup 0 0 125 0 0 0 9 1 | c = jumping 4 7 0 700 69 102 0 1 | d = lying 10 19 0 64 532 293 0 9 | e = standing 10 22 1 119 244 467 2 14 | f = sitting 2 2 9 0 2 0 825 2 | g = running 116 221 2 3 9 8 1 533 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4065 68.1133 % Incorrectly Classified Instances 1903 31.8867 % Kappa statistic 0.6296 Mean absolute error 0.0848 Root mean squared error 0.2653 Relative absolute error 39.4083 % Root relative squared error 80.8642 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.044 0.606 0.623 0.614 0.822 climbingdown 0.562 0.064 0.582 0.562 0.572 0.782 climbingup 0.926 0.002 0.933 0.926 0.929 0.974 jumping 0.819 0.03 0.825 0.819 0.822 0.911 lying 0.579 0.076 0.585 0.579 0.582 0.815 standing 0.535 0.083 0.527 0.535 0.531 0.782 sitting 0.977 0.004 0.976 0.977 0.977 0.991 running 0.626 0.069 0.616 0.626 0.621 0.813 walking Weighted Avg. 0.681 0.052 0.681 0.681 0.681 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 368 93 0 3 9 8 4 106 | a = climbingdown 99 460 0 3 25 15 1 215 | b = climbingup 1 1 125 0 0 1 7 0 | c = jumping 1 2 0 723 58 97 1 1 | d = lying 18 25 0 53 537 282 2 10 | e = standing 9 19 0 92 271 470 3 15 | f = sitting 5 0 9 0 4 0 823 1 | g = running 106 191 0 2 14 19 2 559 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3974 66.5885 % Incorrectly Classified Instances 1994 33.4115 % Kappa statistic 0.6119 Mean absolute error 0.0864 Root mean squared error 0.2701 Relative absolute error 40.146 % Root relative squared error 82.3334 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.043 0.615 0.624 0.62 0.822 climbingdown 0.562 0.076 0.54 0.562 0.551 0.789 climbingup 0.881 0.002 0.915 0.881 0.898 0.966 jumping 0.797 0.036 0.793 0.797 0.795 0.898 lying 0.566 0.078 0.571 0.566 0.568 0.813 standing 0.491 0.087 0.494 0.491 0.493 0.775 sitting 0.968 0.004 0.978 0.968 0.973 0.985 running 0.616 0.063 0.632 0.616 0.624 0.811 walking Weighted Avg. 0.666 0.055 0.667 0.666 0.666 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 369 94 0 3 6 13 1 105 | a = climbingdown 110 460 0 8 14 29 0 197 | b = climbingup 1 0 119 0 0 0 15 0 | c = jumping 3 8 0 703 71 94 0 3 | d = lying 5 24 0 67 525 298 1 7 | e = standing 13 28 0 103 296 432 1 6 | f = sitting 8 3 10 0 0 4 816 2 | g = running 91 235 1 3 8 5 0 550 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3955 66.2701 % Incorrectly Classified Instances 2013 33.7299 % Kappa statistic 0.6082 Mean absolute error 0.087 Root mean squared error 0.272 Relative absolute error 40.4414 % Root relative squared error 82.9278 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.614 0.045 0.602 0.614 0.608 0.814 climbingdown 0.526 0.073 0.532 0.526 0.529 0.775 climbingup 0.904 0.002 0.931 0.904 0.917 0.961 jumping 0.822 0.033 0.813 0.822 0.817 0.906 lying 0.583 0.09 0.542 0.583 0.562 0.805 standing 0.462 0.078 0.507 0.462 0.483 0.766 sitting 0.983 0.004 0.978 0.983 0.98 0.993 running 0.605 0.069 0.607 0.605 0.606 0.796 walking Weighted Avg. 0.663 0.056 0.662 0.663 0.662 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 363 113 0 1 10 4 4 96 | a = climbingdown 106 430 0 3 20 19 3 237 | b = climbingup 1 0 122 0 1 1 9 1 | c = jumping 3 3 0 725 71 77 1 2 | d = lying 13 23 2 63 540 282 1 3 | e = standing 7 21 0 95 342 406 0 8 | f = sitting 1 2 7 0 2 0 829 2 | g = running 109 216 0 5 10 12 1 540 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3956 66.2869 % Incorrectly Classified Instances 2012 33.7131 % Kappa statistic 0.6084 Mean absolute error 0.088 Root mean squared error 0.2714 Relative absolute error 40.8689 % Root relative squared error 82.7417 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.043 0.608 0.613 0.61 0.809 climbingdown 0.517 0.068 0.547 0.517 0.532 0.79 climbingup 0.933 0.002 0.906 0.933 0.92 0.968 jumping 0.803 0.035 0.797 0.803 0.8 0.902 lying 0.57 0.08 0.566 0.57 0.568 0.821 standing 0.49 0.086 0.496 0.49 0.493 0.765 sitting 0.973 0.003 0.984 0.973 0.979 0.987 running 0.625 0.075 0.595 0.625 0.61 0.814 walking Weighted Avg. 0.663 0.056 0.663 0.663 0.663 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 362 102 1 1 7 6 3 109 | a = climbingdown 94 423 0 4 21 31 2 243 | b = climbingup 1 1 126 0 0 0 6 1 | c = jumping 2 2 1 708 71 96 0 2 | d = lying 7 16 0 69 528 293 1 13 | e = standing 14 33 0 101 288 431 0 12 | f = sitting 7 2 11 0 1 2 820 0 | g = running 108 194 0 5 17 10 1 558 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 3960 66.3428 % Incorrectly Classified Instances 2009 33.6572 % Kappa statistic 0.6091 Mean absolute error 0.0876 Root mean squared error 0.2711 Relative absolute error 40.6952 % Root relative squared error 82.6508 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.046 0.597 0.623 0.61 0.813 climbingdown 0.532 0.075 0.532 0.532 0.532 0.778 climbingup 0.919 0.002 0.932 0.919 0.925 0.973 jumping 0.804 0.035 0.799 0.804 0.802 0.902 lying 0.596 0.083 0.568 0.596 0.582 0.826 standing 0.475 0.08 0.505 0.475 0.49 0.781 sitting 0.975 0.003 0.98 0.975 0.977 0.987 running 0.595 0.068 0.607 0.595 0.601 0.808 walking Weighted Avg. 0.663 0.055 0.663 0.663 0.663 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 368 117 0 1 7 7 2 89 | a = climbingdown 100 436 0 2 15 28 1 237 | b = climbingup 1 0 124 0 1 0 9 0 | c = jumping 4 8 0 709 75 84 0 2 | d = lying 13 13 1 62 552 277 0 8 | e = standing 9 19 0 111 315 418 1 7 | f = sitting 6 3 7 0 0 3 821 2 | g = running 115 224 1 2 6 10 4 532 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3982 66.7225 % Incorrectly Classified Instances 1986 33.2775 % Kappa statistic 0.6133 Mean absolute error 0.0863 Root mean squared error 0.2697 Relative absolute error 40.1071 % Root relative squared error 82.2033 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.609 0.04 0.628 0.609 0.619 0.821 climbingdown 0.542 0.067 0.563 0.542 0.552 0.776 climbingup 0.873 0.002 0.921 0.873 0.897 0.939 jumping 0.827 0.039 0.787 0.827 0.806 0.912 lying 0.549 0.079 0.562 0.549 0.556 0.818 standing 0.489 0.087 0.494 0.489 0.491 0.775 sitting 0.973 0.004 0.978 0.973 0.976 0.986 running 0.643 0.072 0.611 0.643 0.626 0.818 walking Weighted Avg. 0.667 0.055 0.666 0.667 0.666 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 360 99 0 3 9 11 3 106 | a = climbingdown 87 443 0 4 23 22 0 239 | b = climbingup 2 1 117 0 2 0 12 0 | c = jumping 2 8 1 730 61 80 0 1 | d = lying 6 23 0 70 509 311 1 7 | e = standing 7 26 0 116 290 430 0 11 | f = sitting 3 5 8 0 3 2 819 2 | g = running 106 182 1 5 8 15 2 574 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4046 67.7949 % Incorrectly Classified Instances 1922 32.2051 % Kappa statistic 0.6259 Mean absolute error 0.0844 Root mean squared error 0.2652 Relative absolute error 39.2199 % Root relative squared error 80.8592 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.045 0.605 0.621 0.613 0.83 climbingdown 0.593 0.066 0.589 0.593 0.591 0.813 climbingup 0.896 0.002 0.923 0.896 0.909 0.95 jumping 0.818 0.035 0.804 0.818 0.811 0.915 lying 0.585 0.078 0.581 0.585 0.583 0.818 standing 0.484 0.083 0.502 0.484 0.493 0.771 sitting 0.982 0.004 0.974 0.982 0.978 0.992 running 0.624 0.063 0.634 0.624 0.629 0.82 walking Weighted Avg. 0.678 0.053 0.677 0.678 0.677 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 367 98 0 2 3 5 4 112 | a = climbingdown 97 485 0 6 19 23 0 188 | b = climbingup 2 0 120 0 0 0 11 1 | c = jumping 3 7 0 722 68 80 1 2 | d = lying 14 16 0 47 542 299 2 7 | e = standing 9 27 0 116 289 426 1 12 | f = sitting 2 0 10 0 2 1 827 0 | g = running 113 191 0 5 10 14 3 557 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3972 66.555 % Incorrectly Classified Instances 1996 33.445 % Kappa statistic 0.6115 Mean absolute error 0.0876 Root mean squared error 0.2702 Relative absolute error 40.7057 % Root relative squared error 82.3676 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.601 0.044 0.599 0.601 0.6 0.797 climbingdown 0.548 0.071 0.552 0.548 0.55 0.788 climbingup 0.918 0.002 0.918 0.918 0.918 0.978 jumping 0.805 0.032 0.812 0.805 0.809 0.902 lying 0.55 0.074 0.578 0.55 0.564 0.827 standing 0.534 0.09 0.507 0.534 0.52 0.785 sitting 0.975 0.004 0.973 0.975 0.974 0.987 running 0.598 0.072 0.593 0.598 0.595 0.81 walking Weighted Avg. 0.666 0.055 0.666 0.666 0.666 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 356 92 2 2 7 10 5 118 | a = climbingdown 100 448 0 4 17 26 3 220 | b = climbingup 1 0 123 0 0 0 9 1 | c = jumping 3 5 0 710 67 93 0 4 | d = lying 10 20 1 65 510 311 4 6 | e = standing 15 23 1 91 266 469 2 12 | f = sitting 3 1 7 0 2 2 822 6 | g = running 106 223 0 2 14 14 0 534 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3969 66.5047 % Incorrectly Classified Instances 1999 33.4953 % Kappa statistic 0.611 Mean absolute error 0.087 Root mean squared error 0.2709 Relative absolute error 40.4384 % Root relative squared error 82.5911 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.601 0.047 0.582 0.601 0.591 0.804 climbingdown 0.551 0.071 0.552 0.551 0.552 0.792 climbingup 0.933 0.001 0.955 0.933 0.944 0.98 jumping 0.824 0.037 0.793 0.824 0.808 0.908 lying 0.565 0.077 0.575 0.565 0.57 0.819 standing 0.48 0.087 0.488 0.48 0.484 0.75 sitting 0.986 0.003 0.985 0.986 0.985 0.992 running 0.597 0.067 0.611 0.597 0.604 0.828 walking Weighted Avg. 0.665 0.055 0.664 0.665 0.664 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 355 118 0 0 9 12 3 94 | a = climbingdown 100 451 1 2 24 20 2 218 | b = climbingup 2 0 126 0 1 0 6 0 | c = jumping 5 4 1 727 55 89 0 1 | d = lying 6 16 0 60 524 309 0 12 | e = standing 12 23 1 121 285 422 1 14 | f = sitting 6 0 3 1 1 0 831 1 | g = running 124 205 0 6 12 12 1 533 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4005 67.1079 % Incorrectly Classified Instances 1963 32.8921 % Kappa statistic 0.6181 Mean absolute error 0.0858 Root mean squared error 0.2675 Relative absolute error 39.856 % Root relative squared error 81.5536 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.599 0.045 0.595 0.599 0.597 0.805 climbingdown 0.567 0.08 0.53 0.567 0.548 0.788 climbingup 0.948 0.002 0.928 0.948 0.938 0.978 jumping 0.833 0.038 0.793 0.833 0.813 0.92 lying 0.557 0.07 0.592 0.557 0.574 0.814 standing 0.518 0.081 0.525 0.518 0.521 0.797 sitting 0.982 0.002 0.989 0.982 0.986 0.992 running 0.588 0.066 0.611 0.588 0.599 0.817 walking Weighted Avg. 0.671 0.054 0.67 0.671 0.67 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 354 106 0 10 11 10 1 99 | a = climbingdown 94 464 1 5 17 23 0 214 | b = climbingup 0 1 128 0 0 0 6 0 | c = jumping 2 6 0 735 50 84 0 5 | d = lying 13 29 1 75 516 287 1 5 | e = standing 11 27 0 102 274 455 0 10 | f = sitting 1 3 8 0 0 2 828 1 | g = running 120 239 0 0 3 5 1 525 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3983 66.7393 % Incorrectly Classified Instances 1985 33.2607 % Kappa statistic 0.6137 Mean absolute error 0.0872 Root mean squared error 0.2697 Relative absolute error 40.4991 % Root relative squared error 82.2072 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.597 0.049 0.572 0.597 0.584 0.808 climbingdown 0.527 0.073 0.534 0.527 0.53 0.784 climbingup 0.896 0.002 0.917 0.896 0.906 0.952 jumping 0.811 0.03 0.825 0.811 0.818 0.906 lying 0.577 0.078 0.576 0.577 0.577 0.818 standing 0.52 0.081 0.525 0.52 0.522 0.782 sitting 0.977 0.004 0.973 0.977 0.975 0.991 running 0.613 0.069 0.609 0.613 0.611 0.814 walking Weighted Avg. 0.667 0.054 0.668 0.667 0.668 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 353 111 1 3 3 9 4 107 | a = climbingdown 121 431 1 5 17 19 3 221 | b = climbingup 0 0 121 0 1 1 11 1 | c = jumping 1 0 0 715 68 94 0 4 | d = lying 10 27 0 61 535 284 0 10 | e = standing 12 24 0 82 294 457 2 8 | f = sitting 8 1 8 1 1 0 824 0 | g = running 112 213 1 0 10 7 3 547 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4002 67.0576 % Incorrectly Classified Instances 1966 32.9424 % Kappa statistic 0.6172 Mean absolute error 0.0859 Root mean squared error 0.268 Relative absolute error 39.9068 % Root relative squared error 81.6829 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.597 0.042 0.61 0.597 0.603 0.81 climbingdown 0.54 0.07 0.553 0.54 0.546 0.78 climbingup 0.919 0 0.984 0.919 0.95 0.967 jumping 0.796 0.034 0.804 0.796 0.8 0.897 lying 0.573 0.083 0.56 0.573 0.566 0.815 standing 0.509 0.084 0.51 0.509 0.509 0.782 sitting 0.988 0.003 0.982 0.988 0.985 0.993 running 0.638 0.069 0.621 0.638 0.629 0.829 walking Weighted Avg. 0.671 0.055 0.671 0.671 0.671 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 353 107 0 1 8 9 2 111 | a = climbingdown 108 442 0 2 32 17 1 216 | b = climbingup 0 1 124 0 1 0 9 0 | c = jumping 3 3 0 702 77 94 0 3 | d = lying 8 21 0 62 531 297 1 7 | e = standing 7 26 0 103 284 447 1 11 | f = sitting 1 3 2 1 3 0 833 0 | g = running 99 197 0 2 12 12 1 570 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3989 66.8398 % Incorrectly Classified Instances 1979 33.1602 % Kappa statistic 0.6149 Mean absolute error 0.0869 Root mean squared error 0.269 Relative absolute error 40.3771 % Root relative squared error 82.0154 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.045 0.603 0.623 0.613 0.819 climbingdown 0.573 0.073 0.556 0.573 0.564 0.798 climbingup 0.889 0.001 0.952 0.889 0.92 0.975 jumping 0.81 0.034 0.805 0.81 0.807 0.908 lying 0.518 0.072 0.57 0.518 0.543 0.8 standing 0.523 0.09 0.501 0.523 0.511 0.767 sitting 0.981 0.004 0.975 0.981 0.978 0.99 running 0.618 0.067 0.618 0.618 0.618 0.807 walking Weighted Avg. 0.668 0.055 0.669 0.668 0.668 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 368 91 0 1 10 7 3 111 | a = climbingdown 103 469 0 1 14 27 2 202 | b = climbingup 1 1 120 0 0 1 12 0 | c = jumping 3 8 0 714 66 89 0 2 | d = lying 8 34 1 69 480 327 0 8 | e = standing 17 26 0 101 258 460 3 15 | f = sitting 5 1 5 0 2 0 826 3 | g = running 105 214 0 1 12 8 1 552 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4038 67.6609 % Incorrectly Classified Instances 1930 32.3391 % Kappa statistic 0.6243 Mean absolute error 0.0844 Root mean squared error 0.2649 Relative absolute error 39.2158 % Root relative squared error 80.7508 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.58 0.046 0.583 0.58 0.582 0.809 climbingdown 0.537 0.061 0.585 0.537 0.56 0.797 climbingup 0.911 0.002 0.932 0.911 0.921 0.969 jumping 0.829 0.038 0.789 0.829 0.809 0.912 lying 0.584 0.074 0.591 0.584 0.588 0.825 standing 0.51 0.082 0.518 0.51 0.514 0.788 sitting 0.976 0.003 0.981 0.976 0.979 0.989 running 0.66 0.071 0.62 0.66 0.639 0.828 walking Weighted Avg. 0.677 0.053 0.675 0.677 0.676 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 343 92 0 4 8 18 3 123 | a = climbingdown 103 439 0 7 27 13 2 227 | b = climbingup 1 1 123 0 1 1 8 0 | c = jumping 2 4 0 731 50 93 1 1 | d = lying 8 19 0 74 541 282 0 2 | e = standing 13 22 0 108 281 449 0 7 | f = sitting 5 1 8 0 2 2 822 2 | g = running 113 173 1 2 5 8 2 590 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 3980 66.6778 % Incorrectly Classified Instances 1989 33.3222 % Kappa statistic 0.6129 Mean absolute error 0.0871 Root mean squared error 0.2701 Relative absolute error 40.4773 % Root relative squared error 82.3478 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.046 0.587 0.592 0.59 0.807 climbingdown 0.577 0.071 0.563 0.577 0.57 0.797 climbingup 0.926 0.001 0.947 0.926 0.936 0.982 jumping 0.803 0.04 0.779 0.803 0.791 0.9 lying 0.574 0.083 0.561 0.574 0.567 0.802 standing 0.474 0.084 0.493 0.474 0.483 0.771 sitting 0.976 0.003 0.981 0.976 0.979 0.989 running 0.62 0.06 0.643 0.62 0.631 0.825 walking Weighted Avg. 0.667 0.055 0.666 0.667 0.666 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 350 110 0 4 12 10 2 103 | a = climbingdown 118 472 0 3 18 24 1 182 | b = climbingup 0 0 125 0 0 0 10 0 | c = jumping 1 3 0 708 74 95 0 1 | d = lying 10 22 1 66 532 283 0 13 | e = standing 7 26 0 123 298 417 1 8 | f = sitting 7 1 5 0 6 1 822 0 | g = running 103 205 1 5 8 16 2 554 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3959 66.3371 % Incorrectly Classified Instances 2009 33.6629 % Kappa statistic 0.6091 Mean absolute error 0.0874 Root mean squared error 0.2709 Relative absolute error 40.6076 % Root relative squared error 82.5682 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.046 0.598 0.628 0.613 0.82 climbingdown 0.521 0.068 0.548 0.521 0.534 0.781 climbingup 0.91 0.003 0.884 0.91 0.897 0.978 jumping 0.823 0.036 0.798 0.823 0.81 0.912 lying 0.556 0.078 0.567 0.556 0.561 0.817 standing 0.475 0.082 0.5 0.475 0.487 0.758 sitting 0.977 0.005 0.971 0.977 0.974 0.99 running 0.624 0.073 0.601 0.624 0.612 0.817 walking Weighted Avg. 0.663 0.055 0.661 0.663 0.662 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 371 92 0 2 6 9 5 106 | a = climbingdown 108 426 1 3 24 18 2 236 | b = climbingup 2 0 122 0 0 0 10 0 | c = jumping 6 4 0 726 61 79 2 4 | d = lying 10 25 1 65 515 302 2 7 | e = standing 11 25 1 111 296 418 1 17 | f = sitting 6 1 10 0 0 1 823 1 | g = running 106 205 3 3 7 9 3 558 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4037 67.6441 % Incorrectly Classified Instances 1931 32.3559 % Kappa statistic 0.6241 Mean absolute error 0.0853 Root mean squared error 0.266 Relative absolute error 39.636 % Root relative squared error 81.0919 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.039 0.634 0.616 0.625 0.819 climbingdown 0.554 0.07 0.558 0.554 0.556 0.791 climbingup 0.91 0.003 0.891 0.91 0.9 0.973 jumping 0.81 0.034 0.805 0.81 0.807 0.903 lying 0.609 0.084 0.572 0.609 0.59 0.831 standing 0.485 0.075 0.527 0.485 0.505 0.774 sitting 0.974 0.004 0.976 0.974 0.975 0.988 running 0.639 0.069 0.621 0.639 0.63 0.814 walking Weighted Avg. 0.676 0.053 0.676 0.676 0.676 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 364 103 0 4 11 6 5 98 | a = climbingdown 97 453 2 2 17 21 2 224 | b = climbingup 2 0 122 0 0 0 10 0 | c = jumping 2 6 1 715 72 85 1 1 | d = lying 5 21 1 63 565 262 1 9 | e = standing 11 20 0 97 311 427 0 14 | f = sitting 1 5 10 0 3 1 820 2 | g = running 92 204 1 7 9 8 1 571 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3952 66.2198 % Incorrectly Classified Instances 2016 33.7802 % Kappa statistic 0.6075 Mean absolute error 0.0878 Root mean squared error 0.271 Relative absolute error 40.8162 % Root relative squared error 82.6017 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.596 0.044 0.601 0.596 0.598 0.803 climbingdown 0.557 0.071 0.555 0.557 0.556 0.791 climbingup 0.851 0.002 0.919 0.851 0.884 0.964 jumping 0.79 0.035 0.797 0.79 0.794 0.904 lying 0.542 0.078 0.56 0.542 0.55 0.81 standing 0.493 0.094 0.475 0.493 0.484 0.773 sitting 0.982 0.005 0.971 0.982 0.976 0.991 running 0.637 0.065 0.634 0.637 0.636 0.832 walking Weighted Avg. 0.662 0.056 0.663 0.662 0.662 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 352 120 2 2 9 9 2 95 | a = climbingdown 107 456 0 8 14 24 1 208 | b = climbingup 1 1 114 0 0 0 17 1 | c = jumping 0 6 0 698 64 112 0 3 | d = lying 15 21 0 63 502 319 1 6 | e = standing 7 26 0 103 296 434 0 14 | f = sitting 2 2 8 0 0 2 827 1 | g = running 102 190 0 2 12 14 4 569 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3939 66.002 % Incorrectly Classified Instances 2029 33.998 % Kappa statistic 0.6052 Mean absolute error 0.088 Root mean squared error 0.2721 Relative absolute error 40.8925 % Root relative squared error 82.9606 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.047 0.592 0.621 0.606 0.815 climbingdown 0.56 0.071 0.557 0.56 0.559 0.805 climbingup 0.926 0.002 0.912 0.926 0.919 0.977 jumping 0.808 0.041 0.776 0.808 0.792 0.906 lying 0.538 0.078 0.56 0.538 0.549 0.798 standing 0.476 0.09 0.477 0.476 0.476 0.752 sitting 0.973 0.002 0.987 0.973 0.98 0.987 running 0.604 0.066 0.618 0.604 0.611 0.816 walking Weighted Avg. 0.66 0.056 0.659 0.66 0.66 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 367 104 1 4 11 5 2 97 | a = climbingdown 105 458 1 4 19 20 0 211 | b = climbingup 1 2 125 0 0 0 7 0 | c = jumping 4 7 0 713 51 105 0 2 | d = lying 12 18 1 76 499 315 1 5 | e = standing 8 21 1 116 299 418 0 16 | f = sitting 10 1 7 0 0 3 820 2 | g = running 113 211 1 6 12 10 1 539 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3974 66.5885 % Incorrectly Classified Instances 1994 33.4115 % Kappa statistic 0.6119 Mean absolute error 0.0867 Root mean squared error 0.2697 Relative absolute error 40.2834 % Root relative squared error 82.2292 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.045 0.599 0.607 0.603 0.82 climbingdown 0.551 0.074 0.543 0.551 0.547 0.785 climbingup 0.926 0.001 0.954 0.926 0.94 0.986 jumping 0.814 0.035 0.8 0.814 0.807 0.91 lying 0.569 0.08 0.567 0.569 0.568 0.816 standing 0.481 0.083 0.501 0.481 0.491 0.766 sitting 0.981 0.003 0.981 0.981 0.981 0.99 running 0.609 0.069 0.61 0.609 0.61 0.808 walking Weighted Avg. 0.666 0.055 0.665 0.666 0.665 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 359 109 0 1 5 6 5 106 | a = climbingdown 102 451 0 4 24 19 2 216 | b = climbingup 0 0 125 0 0 0 8 2 | c = jumping 1 5 0 718 74 80 0 4 | d = lying 8 20 1 60 527 304 1 6 | e = standing 19 18 0 113 293 423 0 13 | f = sitting 6 0 4 0 1 4 827 1 | g = running 104 228 1 2 5 9 0 544 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4042 67.7279 % Incorrectly Classified Instances 1926 32.2721 % Kappa statistic 0.6253 Mean absolute error 0.0851 Root mean squared error 0.2648 Relative absolute error 39.5435 % Root relative squared error 80.7307 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.048 0.592 0.636 0.613 0.828 climbingdown 0.534 0.067 0.557 0.534 0.546 0.792 climbingup 0.911 0.002 0.925 0.911 0.918 0.97 jumping 0.854 0.035 0.807 0.854 0.83 0.926 lying 0.575 0.073 0.593 0.575 0.584 0.821 standing 0.502 0.081 0.518 0.502 0.51 0.781 sitting 0.982 0.003 0.981 0.982 0.982 0.991 running 0.617 0.067 0.62 0.617 0.618 0.816 walking Weighted Avg. 0.677 0.053 0.675 0.677 0.676 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 376 94 1 2 5 7 4 102 | a = climbingdown 113 437 1 6 16 23 0 222 | b = climbingup 2 0 123 0 0 0 10 0 | c = jumping 3 6 0 753 50 67 0 3 | d = lying 12 23 0 58 533 298 0 3 | e = standing 14 21 1 109 285 441 0 8 | f = sitting 1 3 7 0 3 1 828 0 | g = running 114 200 0 5 7 14 2 551 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3999 67.0074 % Incorrectly Classified Instances 1969 32.9926 % Kappa statistic 0.6166 Mean absolute error 0.0857 Root mean squared error 0.265 Relative absolute error 39.8064 % Root relative squared error 80.769 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.04 0.627 0.613 0.62 0.821 climbingdown 0.565 0.062 0.591 0.565 0.578 0.806 climbingup 0.919 0.002 0.932 0.919 0.925 0.974 jumping 0.797 0.036 0.792 0.797 0.794 0.9 lying 0.569 0.087 0.546 0.569 0.557 0.815 standing 0.471 0.086 0.485 0.471 0.478 0.783 sitting 0.982 0.003 0.981 0.982 0.982 0.99 running 0.647 0.068 0.626 0.647 0.636 0.835 walking Weighted Avg. 0.67 0.055 0.67 0.67 0.67 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 362 89 0 2 9 14 5 110 | a = climbingdown 90 463 0 5 24 22 2 213 | b = climbingup 0 1 124 0 1 1 8 0 | c = jumping 4 4 0 703 69 99 0 3 | d = lying 7 23 0 73 527 291 0 5 | e = standing 7 19 0 99 325 414 0 15 | f = sitting 2 1 8 0 2 2 828 0 | g = running 105 184 1 6 8 10 1 578 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4056 67.9625 % Incorrectly Classified Instances 1912 32.0375 % Kappa statistic 0.6278 Mean absolute error 0.0847 Root mean squared error 0.266 Relative absolute error 39.3765 % Root relative squared error 81.0921 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.615 0.04 0.627 0.615 0.621 0.809 climbingdown 0.564 0.067 0.571 0.564 0.567 0.8 climbingup 0.874 0.002 0.901 0.874 0.887 0.965 jumping 0.822 0.034 0.809 0.822 0.816 0.905 lying 0.596 0.082 0.573 0.596 0.584 0.814 standing 0.497 0.08 0.517 0.497 0.507 0.769 sitting 0.976 0.003 0.98 0.976 0.978 0.988 running 0.645 0.065 0.636 0.645 0.641 0.83 walking Weighted Avg. 0.68 0.053 0.679 0.68 0.679 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 364 96 0 6 8 15 3 100 | a = climbingdown 100 461 0 1 24 23 0 209 | b = climbingup 0 1 118 0 0 2 14 0 | c = jumping 3 7 0 725 63 83 0 1 | d = lying 10 18 1 63 552 275 0 7 | e = standing 6 23 1 97 305 437 0 10 | f = sitting 3 0 11 1 1 2 823 2 | g = running 95 201 0 3 10 8 0 576 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3996 66.9571 % Incorrectly Classified Instances 1972 33.0429 % Kappa statistic 0.6161 Mean absolute error 0.0861 Root mean squared error 0.2698 Relative absolute error 39.9904 % Root relative squared error 82.2434 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.584 0.044 0.596 0.584 0.59 0.799 climbingdown 0.556 0.071 0.554 0.556 0.555 0.789 climbingup 0.933 0.002 0.933 0.933 0.933 0.965 jumping 0.788 0.028 0.828 0.788 0.808 0.896 lying 0.588 0.084 0.564 0.588 0.576 0.81 standing 0.514 0.081 0.523 0.514 0.518 0.775 sitting 0.974 0.003 0.983 0.974 0.979 0.987 running 0.625 0.073 0.601 0.625 0.613 0.818 walking Weighted Avg. 0.67 0.055 0.672 0.67 0.671 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 345 103 0 2 12 5 7 117 | a = climbingdown 102 455 0 3 24 12 1 221 | b = climbingup 2 0 126 1 0 1 5 0 | c = jumping 5 5 0 695 74 99 0 4 | d = lying 12 20 0 59 545 282 0 9 | e = standing 13 25 1 78 295 452 1 15 | f = sitting 5 2 8 0 2 1 820 4 | g = running 95 212 0 1 15 12 0 558 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4039 67.6663 % Incorrectly Classified Instances 1930 32.3337 % Kappa statistic 0.6245 Mean absolute error 0.085 Root mean squared error 0.2658 Relative absolute error 39.4732 % Root relative squared error 81.0219 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.042 0.623 0.633 0.628 0.829 climbingdown 0.583 0.07 0.571 0.583 0.577 0.814 climbingup 0.948 0.002 0.901 0.948 0.924 0.976 jumping 0.825 0.035 0.802 0.825 0.813 0.912 lying 0.571 0.082 0.563 0.571 0.567 0.804 standing 0.491 0.078 0.52 0.491 0.506 0.776 sitting 0.982 0.003 0.982 0.982 0.982 0.991 running 0.607 0.064 0.624 0.607 0.616 0.818 walking Weighted Avg. 0.677 0.053 0.675 0.677 0.676 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 374 104 0 0 4 7 3 99 | a = climbingdown 90 477 1 2 18 22 3 205 | b = climbingup 2 0 128 0 1 0 4 0 | c = jumping 2 3 0 728 68 75 1 5 | d = lying 11 25 1 75 529 276 2 8 | e = standing 11 19 0 98 308 432 1 10 | f = sitting 2 0 10 0 1 2 828 0 | g = running 108 208 2 5 11 16 1 543 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4002 67.0576 % Incorrectly Classified Instances 1966 32.9424 % Kappa statistic 0.6173 Mean absolute error 0.0866 Root mean squared error 0.2687 Relative absolute error 40.2349 % Root relative squared error 81.9215 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.046 0.594 0.616 0.605 0.812 climbingdown 0.551 0.072 0.55 0.551 0.551 0.789 climbingup 0.866 0.002 0.928 0.866 0.896 0.946 jumping 0.811 0.033 0.809 0.811 0.81 0.902 lying 0.581 0.076 0.583 0.581 0.582 0.815 standing 0.495 0.086 0.499 0.495 0.497 0.764 sitting 0.987 0.004 0.973 0.987 0.98 0.993 running 0.615 0.064 0.629 0.615 0.622 0.82 walking Weighted Avg. 0.671 0.054 0.67 0.671 0.67 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 364 105 0 2 7 12 4 97 | a = climbingdown 106 451 0 7 17 31 2 204 | b = climbingup 1 0 116 0 1 1 14 1 | c = jumping 2 4 1 715 59 98 0 3 | d = lying 10 25 0 60 539 282 2 9 | e = standing 16 23 1 98 295 435 1 10 | f = sitting 2 0 6 0 1 1 832 1 | g = running 112 212 1 2 5 12 0 550 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 3970 66.5214 % Incorrectly Classified Instances 1998 33.4786 % Kappa statistic 0.6111 Mean absolute error 0.0874 Root mean squared error 0.2696 Relative absolute error 40.6041 % Root relative squared error 82.1839 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.041 0.629 0.64 0.634 0.825 climbingdown 0.545 0.073 0.542 0.545 0.543 0.784 climbingup 0.873 0.001 0.944 0.873 0.907 0.957 jumping 0.811 0.039 0.785 0.811 0.798 0.901 lying 0.532 0.076 0.564 0.532 0.547 0.806 standing 0.504 0.09 0.491 0.504 0.497 0.773 sitting 0.974 0.004 0.979 0.974 0.976 0.985 running 0.624 0.066 0.624 0.624 0.624 0.822 walking Weighted Avg. 0.665 0.055 0.665 0.665 0.665 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 378 109 0 1 7 7 1 88 | a = climbingdown 98 446 0 4 26 25 1 219 | b = climbingup 1 2 117 0 0 1 13 0 | c = jumping 3 6 0 715 60 93 0 5 | d = lying 7 25 0 73 493 320 1 8 | e = standing 14 18 0 112 278 443 1 13 | f = sitting 2 4 7 0 2 4 821 3 | g = running 98 213 0 6 8 10 1 557 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3980 66.689 % Incorrectly Classified Instances 1988 33.311 % Kappa statistic 0.6132 Mean absolute error 0.0867 Root mean squared error 0.2679 Relative absolute error 40.2791 % Root relative squared error 81.6804 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.049 0.59 0.638 0.613 0.834 climbingdown 0.571 0.066 0.58 0.571 0.575 0.785 climbingup 0.881 0.003 0.881 0.881 0.881 0.981 jumping 0.773 0.03 0.815 0.773 0.793 0.889 lying 0.579 0.086 0.554 0.579 0.566 0.824 standing 0.483 0.087 0.489 0.483 0.486 0.774 sitting 0.98 0.005 0.971 0.98 0.975 0.989 running 0.614 0.062 0.634 0.614 0.624 0.822 walking Weighted Avg. 0.667 0.055 0.668 0.667 0.667 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 377 90 1 4 10 11 6 92 | a = climbingdown 108 467 1 4 21 20 0 197 | b = climbingup 1 0 118 0 0 1 14 0 | c = jumping 7 9 0 682 74 107 0 3 | d = lying 9 16 1 58 537 294 1 11 | e = standing 18 18 1 87 315 425 3 13 | f = sitting 3 3 10 0 1 0 826 0 | g = running 116 202 2 2 11 11 1 548 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3952 66.2198 % Incorrectly Classified Instances 2016 33.7802 % Kappa statistic 0.6076 Mean absolute error 0.0878 Root mean squared error 0.2705 Relative absolute error 40.8086 % Root relative squared error 82.4569 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.585 0.046 0.584 0.585 0.585 0.804 climbingdown 0.544 0.073 0.541 0.544 0.542 0.795 climbingup 0.911 0.002 0.925 0.911 0.918 0.983 jumping 0.813 0.034 0.806 0.813 0.809 0.905 lying 0.545 0.079 0.56 0.545 0.553 0.807 standing 0.51 0.086 0.507 0.51 0.509 0.778 sitting 0.977 0.003 0.983 0.977 0.98 0.989 running 0.608 0.072 0.599 0.608 0.604 0.818 walking Weighted Avg. 0.662 0.056 0.662 0.662 0.662 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 346 113 0 4 7 13 1 107 | a = climbingdown 96 445 0 2 16 29 0 230 | b = climbingup 0 0 123 0 1 0 11 0 | c = jumping 1 6 1 717 63 92 0 2 | d = lying 15 21 0 77 505 292 1 15 | e = standing 13 28 0 88 295 449 0 7 | f = sitting 3 1 9 0 2 2 824 2 | g = running 118 209 0 2 12 8 1 543 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3956 66.2869 % Incorrectly Classified Instances 2012 33.7131 % Kappa statistic 0.6083 Mean absolute error 0.0873 Root mean squared error 0.2697 Relative absolute error 40.547 % Root relative squared error 82.2172 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.583 0.039 0.623 0.583 0.602 0.806 climbingdown 0.554 0.074 0.542 0.554 0.548 0.783 climbingup 0.919 0.002 0.932 0.919 0.925 0.963 jumping 0.8 0.032 0.813 0.8 0.807 0.904 lying 0.538 0.083 0.544 0.538 0.541 0.805 standing 0.499 0.092 0.483 0.499 0.491 0.779 sitting 0.982 0.004 0.974 0.982 0.978 0.99 running 0.632 0.067 0.624 0.632 0.628 0.823 walking Weighted Avg. 0.663 0.056 0.664 0.663 0.663 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 345 112 0 0 7 7 4 117 | a = climbingdown 99 453 2 3 18 27 0 216 | b = climbingup 0 0 124 0 1 0 10 0 | c = jumping 0 5 0 706 74 96 0 1 | d = lying 11 19 2 64 498 326 3 3 | e = standing 15 25 0 94 304 439 0 3 | f = sitting 3 3 3 0 4 2 827 0 | g = running 81 219 2 1 9 12 5 564 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4009 67.1749 % Incorrectly Classified Instances 1959 32.8251 % Kappa statistic 0.6188 Mean absolute error 0.0858 Root mean squared error 0.2674 Relative absolute error 39.8839 % Root relative squared error 81.526 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.044 0.616 0.635 0.625 0.821 climbingdown 0.556 0.071 0.554 0.556 0.555 0.794 climbingup 0.919 0.001 0.947 0.919 0.932 0.982 jumping 0.806 0.042 0.768 0.806 0.787 0.898 lying 0.559 0.076 0.576 0.559 0.567 0.813 standing 0.497 0.079 0.521 0.497 0.508 0.78 sitting 0.98 0.003 0.981 0.98 0.98 0.991 running 0.632 0.066 0.626 0.632 0.629 0.824 walking Weighted Avg. 0.672 0.054 0.67 0.672 0.671 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 375 92 0 4 7 4 4 105 | a = climbingdown 107 455 0 6 21 21 0 208 | b = climbingup 0 1 124 0 0 1 9 0 | c = jumping 3 5 0 711 73 86 1 3 | d = lying 10 23 1 87 518 281 0 7 | e = standing 14 35 0 114 268 437 0 12 | f = sitting 6 1 5 0 1 2 825 2 | g = running 94 210 1 4 11 7 2 564 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3991 66.8733 % Incorrectly Classified Instances 1977 33.1267 % Kappa statistic 0.615 Mean absolute error 0.0865 Root mean squared error 0.2682 Relative absolute error 40.1969 % Root relative squared error 81.7601 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.599 0.043 0.603 0.599 0.601 0.813 climbingdown 0.532 0.07 0.546 0.532 0.539 0.788 climbingup 0.896 0 0.984 0.896 0.938 0.965 jumping 0.84 0.038 0.793 0.84 0.816 0.917 lying 0.608 0.082 0.577 0.608 0.592 0.824 standing 0.463 0.076 0.512 0.463 0.486 0.777 sitting 0.974 0.003 0.982 0.974 0.978 0.988 running 0.615 0.073 0.596 0.615 0.605 0.815 walking Weighted Avg. 0.669 0.055 0.667 0.669 0.667 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 354 106 0 1 10 8 4 108 | a = climbingdown 102 435 0 1 24 21 0 235 | b = climbingup 2 1 121 0 0 1 9 1 | c = jumping 3 7 0 741 54 77 0 0 | d = lying 7 14 1 65 564 267 0 9 | e = standing 8 13 0 122 315 407 0 15 | f = sitting 10 4 1 0 0 3 820 4 | g = running 101 216 0 4 10 11 2 549 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3972 66.555 % Incorrectly Classified Instances 1996 33.445 % Kappa statistic 0.6115 Mean absolute error 0.0869 Root mean squared error 0.2699 Relative absolute error 40.3762 % Root relative squared error 82.2799 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.045 0.6 0.616 0.608 0.811 climbingdown 0.551 0.072 0.549 0.551 0.55 0.787 climbingup 0.904 0.002 0.917 0.904 0.91 0.971 jumping 0.834 0.033 0.812 0.834 0.823 0.917 lying 0.574 0.081 0.565 0.574 0.569 0.818 standing 0.466 0.084 0.49 0.466 0.478 0.757 sitting 0.976 0.002 0.986 0.976 0.981 0.986 running 0.599 0.07 0.602 0.599 0.601 0.814 walking Weighted Avg. 0.666 0.055 0.665 0.666 0.665 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 364 91 0 3 9 9 1 114 | a = climbingdown 108 451 1 1 25 16 1 215 | b = climbingup 2 1 122 0 1 1 8 0 | c = jumping 2 3 0 736 48 92 0 2 | d = lying 5 24 0 65 532 292 1 8 | e = standing 9 33 0 98 316 410 0 13 | f = sitting 2 1 10 1 2 3 822 1 | g = running 115 217 0 2 9 14 1 535 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3974 66.5885 % Incorrectly Classified Instances 1994 33.4115 % Kappa statistic 0.6118 Mean absolute error 0.0869 Root mean squared error 0.2699 Relative absolute error 40.3697 % Root relative squared error 82.2717 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.585 0.042 0.606 0.585 0.596 0.8 climbingdown 0.57 0.07 0.565 0.57 0.567 0.809 climbingup 0.896 0.002 0.917 0.896 0.906 0.963 jumping 0.803 0.039 0.783 0.803 0.793 0.906 lying 0.52 0.073 0.568 0.52 0.543 0.8 standing 0.514 0.088 0.501 0.514 0.508 0.78 sitting 0.983 0.003 0.98 0.983 0.982 0.991 running 0.638 0.073 0.607 0.638 0.622 0.819 walking Weighted Avg. 0.666 0.055 0.665 0.666 0.665 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 346 111 1 1 8 4 4 116 | a = climbingdown 91 466 1 5 9 18 0 228 | b = climbingup 1 0 121 0 0 0 11 2 | c = jumping 5 5 1 709 71 90 0 2 | d = lying 7 24 0 77 482 325 2 10 | e = standing 15 17 0 110 275 452 0 10 | f = sitting 1 4 7 0 0 1 828 1 | g = running 105 198 1 4 3 12 0 570 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 3992 66.8789 % Incorrectly Classified Instances 1977 33.1211 % Kappa statistic 0.6153 Mean absolute error 0.0867 Root mean squared error 0.2692 Relative absolute error 40.2958 % Root relative squared error 82.0483 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.047 0.586 0.604 0.595 0.81 climbingdown 0.561 0.071 0.556 0.561 0.559 0.788 climbingup 0.926 0.001 0.947 0.926 0.936 0.969 jumping 0.815 0.035 0.801 0.815 0.808 0.907 lying 0.547 0.075 0.573 0.547 0.56 0.818 standing 0.52 0.089 0.503 0.52 0.511 0.781 sitting 0.981 0.002 0.987 0.981 0.984 0.991 running 0.605 0.065 0.619 0.605 0.612 0.802 walking Weighted Avg. 0.669 0.054 0.669 0.669 0.669 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 357 99 0 1 10 10 2 112 | a = climbingdown 112 459 0 7 18 30 0 192 | b = climbingup 1 0 125 0 0 2 7 0 | c = jumping 0 5 0 720 74 82 0 2 | d = lying 13 19 0 59 507 316 0 13 | e = standing 13 24 2 103 267 457 1 12 | f = sitting 4 3 5 0 1 2 827 1 | g = running 109 216 0 9 8 10 1 540 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3981 66.7058 % Incorrectly Classified Instances 1987 33.2942 % Kappa statistic 0.6133 Mean absolute error 0.0859 Root mean squared error 0.2683 Relative absolute error 39.892 % Root relative squared error 81.7896 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.046 0.609 0.648 0.628 0.825 climbingdown 0.542 0.068 0.558 0.542 0.55 0.796 climbingup 0.881 0.002 0.922 0.881 0.901 0.966 jumping 0.827 0.038 0.792 0.827 0.809 0.91 lying 0.534 0.075 0.568 0.534 0.55 0.801 standing 0.506 0.088 0.498 0.506 0.502 0.779 sitting 0.974 0.004 0.975 0.974 0.974 0.989 running 0.612 0.068 0.615 0.612 0.613 0.827 walking Weighted Avg. 0.667 0.055 0.666 0.667 0.666 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 383 96 0 3 7 9 2 91 | a = climbingdown 107 443 0 6 19 19 2 222 | b = climbingup 2 0 118 0 0 0 14 0 | c = jumping 1 7 0 729 56 83 0 6 | d = lying 6 22 2 67 495 323 2 10 | e = standing 12 15 0 109 286 445 1 11 | f = sitting 0 4 8 3 0 4 821 3 | g = running 118 207 0 3 9 10 0 547 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4010 67.1917 % Incorrectly Classified Instances 1958 32.8083 % Kappa statistic 0.6189 Mean absolute error 0.0862 Root mean squared error 0.2663 Relative absolute error 40.0642 % Root relative squared error 81.1951 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.043 0.615 0.628 0.621 0.826 climbingdown 0.537 0.063 0.575 0.537 0.555 0.798 climbingup 0.933 0.002 0.912 0.933 0.923 0.971 jumping 0.81 0.035 0.8 0.81 0.805 0.908 lying 0.587 0.083 0.567 0.587 0.577 0.817 standing 0.48 0.083 0.501 0.48 0.49 0.778 sitting 0.975 0.003 0.984 0.975 0.98 0.988 running 0.641 0.071 0.613 0.641 0.627 0.822 walking Weighted Avg. 0.672 0.054 0.671 0.672 0.671 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 371 87 0 2 5 11 6 109 | a = climbingdown 97 439 0 2 28 23 1 228 | b = climbingup 2 0 125 0 0 1 6 0 | c = jumping 5 8 0 714 67 87 0 1 | d = lying 10 19 0 60 544 284 0 10 | e = standing 9 15 0 112 308 422 0 13 | f = sitting 2 2 12 0 1 3 822 1 | g = running 107 193 0 3 7 11 0 573 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3959 66.3371 % Incorrectly Classified Instances 2009 33.6629 % Kappa statistic 0.609 Mean absolute error 0.0872 Root mean squared error 0.2703 Relative absolute error 40.5037 % Root relative squared error 82.3985 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.599 0.049 0.576 0.599 0.587 0.815 climbingdown 0.527 0.072 0.539 0.527 0.533 0.787 climbingup 0.94 0.001 0.955 0.94 0.947 0.981 jumping 0.8 0.035 0.797 0.8 0.799 0.901 lying 0.576 0.08 0.571 0.576 0.573 0.81 standing 0.495 0.084 0.503 0.495 0.499 0.79 sitting 0.982 0.002 0.987 0.982 0.985 0.991 running 0.609 0.069 0.609 0.609 0.609 0.805 walking Weighted Avg. 0.663 0.055 0.663 0.663 0.663 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 354 101 0 2 2 11 3 118 | a = climbingdown 126 432 0 7 21 19 0 214 | b = climbingup 0 0 126 0 0 0 8 0 | c = jumping 3 8 1 706 65 97 0 2 | d = lying 7 22 0 68 534 291 0 5 | e = standing 11 17 0 101 307 435 0 8 | f = sitting 3 3 4 0 2 1 828 2 | g = running 111 219 1 2 5 11 0 544 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 3934 65.9182 % Incorrectly Classified Instances 2034 34.0818 % Kappa statistic 0.6043 Mean absolute error 0.0884 Root mean squared error 0.2716 Relative absolute error 41.0789 % Root relative squared error 82.7912 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.048 0.597 0.648 0.621 0.822 climbingdown 0.55 0.067 0.567 0.55 0.558 0.793 climbingup 0.933 0.002 0.926 0.933 0.93 0.967 jumping 0.8 0.041 0.773 0.8 0.787 0.905 lying 0.544 0.085 0.541 0.544 0.543 0.802 standing 0.443 0.085 0.473 0.443 0.457 0.758 sitting 0.98 0.003 0.985 0.98 0.982 0.989 running 0.615 0.067 0.618 0.615 0.617 0.816 walking Weighted Avg. 0.659 0.056 0.657 0.659 0.658 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 383 92 0 0 6 7 3 100 | a = climbingdown 108 450 0 3 23 16 1 217 | b = climbingup 1 1 126 0 0 0 5 2 | c = jumping 1 8 0 706 65 98 0 4 | d = lying 14 18 0 80 504 303 2 5 | e = standing 13 26 1 120 321 390 0 9 | f = sitting 4 1 8 0 1 1 826 2 | g = running 118 198 1 4 11 10 2 549 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4014 67.2587 % Incorrectly Classified Instances 1954 32.7413 % Kappa statistic 0.6197 Mean absolute error 0.0858 Root mean squared error 0.2672 Relative absolute error 39.8747 % Root relative squared error 81.4591 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.6 0.044 0.603 0.6 0.601 0.811 climbingdown 0.568 0.068 0.57 0.568 0.569 0.81 climbingup 0.919 0.002 0.899 0.919 0.908 0.972 jumping 0.808 0.034 0.803 0.808 0.806 0.913 lying 0.585 0.081 0.571 0.585 0.578 0.808 standing 0.483 0.083 0.503 0.483 0.493 0.776 sitting 0.982 0.004 0.979 0.982 0.98 0.993 running 0.63 0.066 0.627 0.63 0.629 0.829 walking Weighted Avg. 0.673 0.054 0.672 0.673 0.672 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 355 100 1 0 7 16 4 109 | a = climbingdown 106 465 3 3 12 19 1 209 | b = climbingup 1 0 124 0 1 0 9 0 | c = jumping 1 7 0 713 69 89 1 2 | d = lying 10 20 0 69 542 278 2 5 | e = standing 11 26 1 102 307 425 0 8 | f = sitting 4 0 8 0 0 1 827 2 | g = running 101 198 1 1 11 17 1 563 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3964 66.4209 % Incorrectly Classified Instances 2004 33.5791 % Kappa statistic 0.6098 Mean absolute error 0.0878 Root mean squared error 0.2712 Relative absolute error 40.7736 % Root relative squared error 82.6597 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.596 0.042 0.608 0.596 0.602 0.807 climbingdown 0.542 0.074 0.536 0.542 0.539 0.775 climbingup 0.859 0.001 0.951 0.859 0.903 0.949 jumping 0.81 0.031 0.82 0.81 0.815 0.905 lying 0.56 0.077 0.573 0.56 0.567 0.816 standing 0.5 0.093 0.481 0.5 0.49 0.768 sitting 0.989 0.004 0.977 0.989 0.983 0.994 running 0.613 0.069 0.61 0.613 0.611 0.822 walking Weighted Avg. 0.664 0.055 0.665 0.664 0.665 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 352 109 0 2 5 13 2 108 | a = climbingdown 100 443 1 3 20 29 1 221 | b = climbingup 0 2 116 0 0 1 14 2 | c = jumping 5 3 1 714 54 102 0 3 | d = lying 12 15 0 59 519 315 1 6 | e = standing 9 32 0 90 298 440 2 9 | f = sitting 2 1 4 0 0 1 833 1 | g = running 99 221 0 3 9 14 0 547 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3961 66.3706 % Incorrectly Classified Instances 2007 33.6294 % Kappa statistic 0.6093 Mean absolute error 0.0868 Root mean squared error 0.2704 Relative absolute error 40.3381 % Root relative squared error 82.4363 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.047 0.588 0.607 0.597 0.813 climbingdown 0.532 0.066 0.562 0.532 0.546 0.784 climbingup 0.859 0.001 0.935 0.859 0.896 0.957 jumping 0.82 0.033 0.811 0.82 0.816 0.91 lying 0.569 0.084 0.554 0.569 0.561 0.815 standing 0.469 0.088 0.48 0.469 0.475 0.767 sitting 0.982 0.004 0.976 0.982 0.979 0.991 running 0.628 0.069 0.616 0.628 0.622 0.827 walking Weighted Avg. 0.664 0.055 0.663 0.664 0.663 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 359 97 0 3 12 14 1 105 | a = climbingdown 110 435 0 1 15 31 0 226 | b = climbingup 0 1 116 0 1 0 17 0 | c = jumping 1 6 0 723 60 92 0 0 | d = lying 10 20 1 66 527 297 0 6 | e = standing 14 23 0 95 325 413 0 10 | f = sitting 3 0 7 0 1 2 827 2 | g = running 114 192 0 3 10 11 2 561 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3948 66.1528 % Incorrectly Classified Instances 2020 33.8472 % Kappa statistic 0.6068 Mean absolute error 0.0881 Root mean squared error 0.2693 Relative absolute error 40.9409 % Root relative squared error 82.0952 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.577 0.051 0.556 0.577 0.566 0.796 climbingdown 0.513 0.069 0.541 0.513 0.527 0.787 climbingup 0.919 0.001 0.947 0.919 0.932 0.982 jumping 0.823 0.037 0.793 0.823 0.808 0.913 lying 0.591 0.085 0.562 0.591 0.576 0.819 standing 0.486 0.076 0.525 0.486 0.505 0.797 sitting 0.971 0.004 0.976 0.971 0.974 0.987 running 0.608 0.071 0.601 0.608 0.604 0.809 walking Weighted Avg. 0.662 0.056 0.66 0.662 0.661 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 341 109 0 1 5 14 7 114 | a = climbingdown 122 420 2 4 24 22 1 223 | b = climbingup 0 1 124 1 2 0 6 1 | c = jumping 3 3 0 726 78 71 0 1 | d = lying 13 17 0 73 548 264 3 9 | e = standing 11 20 0 109 300 428 0 12 | f = sitting 9 2 4 0 6 2 818 1 | g = running 114 205 1 1 12 14 3 543 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 3989 66.8398 % Incorrectly Classified Instances 1979 33.1602 % Kappa statistic 0.6148 Mean absolute error 0.0869 Root mean squared error 0.2701 Relative absolute error 40.3603 % Root relative squared error 82.3336 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.589 0.04 0.62 0.589 0.604 0.802 climbingdown 0.571 0.075 0.546 0.571 0.558 0.793 climbingup 0.933 0.003 0.881 0.933 0.906 0.972 jumping 0.817 0.038 0.789 0.817 0.802 0.905 lying 0.561 0.075 0.58 0.561 0.57 0.807 standing 0.505 0.087 0.501 0.505 0.503 0.775 sitting 0.964 0.002 0.985 0.964 0.975 0.984 running 0.617 0.066 0.621 0.617 0.619 0.807 walking Weighted Avg. 0.668 0.055 0.669 0.668 0.668 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 348 120 1 1 5 10 2 104 | a = climbingdown 93 467 0 9 16 23 0 210 | b = climbingup 2 0 126 0 1 0 6 0 | c = jumping 1 5 0 721 62 90 1 3 | d = lying 5 19 0 74 520 302 1 6 | e = standing 11 21 0 108 284 444 1 10 | f = sitting 8 1 14 0 2 2 812 3 | g = running 93 222 2 1 7 16 1 551 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 3966 66.4433 % Incorrectly Classified Instances 2003 33.5567 % Kappa statistic 0.6103 Mean absolute error 0.087 Root mean squared error 0.2697 Relative absolute error 40.4298 % Root relative squared error 82.2195 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.05 0.573 0.606 0.589 0.812 climbingdown 0.556 0.07 0.559 0.556 0.558 0.796 climbingup 0.888 0.002 0.922 0.888 0.905 0.965 jumping 0.805 0.035 0.799 0.805 0.802 0.898 lying 0.564 0.083 0.556 0.564 0.56 0.813 standing 0.484 0.084 0.5 0.484 0.492 0.765 sitting 0.976 0.003 0.984 0.976 0.98 0.989 running 0.617 0.065 0.624 0.617 0.621 0.825 walking Weighted Avg. 0.664 0.055 0.665 0.664 0.664 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 359 107 0 4 7 11 2 102 | a = climbingdown 119 455 1 5 15 15 1 207 | b = climbingup 4 0 119 0 0 0 10 1 | c = jumping 1 4 0 710 72 94 0 1 | d = lying 12 21 2 67 522 296 0 6 | e = standing 14 18 0 101 309 426 0 12 | f = sitting 4 3 6 1 3 0 823 3 | g = running 113 206 1 1 11 10 0 552 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 3990 66.8566 % Incorrectly Classified Instances 1978 33.1434 % Kappa statistic 0.6151 Mean absolute error 0.0864 Root mean squared error 0.2679 Relative absolute error 40.1526 % Root relative squared error 81.6721 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.601 0.045 0.596 0.601 0.598 0.815 climbingdown 0.545 0.071 0.55 0.545 0.548 0.793 climbingup 0.948 0.002 0.927 0.948 0.937 0.977 jumping 0.827 0.04 0.781 0.827 0.803 0.92 lying 0.548 0.071 0.585 0.548 0.566 0.823 standing 0.513 0.085 0.511 0.513 0.512 0.764 sitting 0.98 0.003 0.981 0.98 0.98 0.99 running 0.614 0.069 0.61 0.614 0.612 0.814 walking Weighted Avg. 0.669 0.054 0.667 0.669 0.667 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 355 106 1 1 8 12 4 104 | a = climbingdown 113 446 0 4 13 16 3 223 | b = climbingup 2 0 127 0 0 0 5 0 | c = jumping 2 2 0 729 54 93 0 2 | d = lying 4 26 0 84 507 295 2 8 | e = standing 9 25 0 112 270 451 1 12 | f = sitting 4 0 8 0 1 2 826 2 | g = running 107 206 1 4 13 13 1 549 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4100 68.6997 % Incorrectly Classified Instances 1868 31.3003 % Kappa statistic 0.6364 Mean absolute error 0.083 Root mean squared error 0.2635 Relative absolute error 38.5759 % Root relative squared error 80.325 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.041 0.636 0.646 0.641 0.837 climbingdown 0.553 0.068 0.565 0.553 0.559 0.794 climbingup 0.933 0.001 0.94 0.933 0.936 0.971 jumping 0.844 0.038 0.793 0.844 0.818 0.917 lying 0.591 0.072 0.603 0.591 0.597 0.813 standing 0.501 0.076 0.533 0.501 0.516 0.773 sitting 0.981 0.002 0.986 0.981 0.983 0.99 running 0.651 0.067 0.631 0.651 0.641 0.809 walking Weighted Avg. 0.687 0.052 0.685 0.687 0.686 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 382 92 0 2 7 10 2 96 | a = climbingdown 96 453 0 6 16 20 2 226 | b = climbingup 1 0 125 0 0 1 6 1 | c = jumping 5 6 2 744 56 67 1 1 | d = lying 10 21 0 72 548 272 0 4 | e = standing 19 21 1 113 276 440 0 9 | f = sitting 4 1 4 0 3 1 827 3 | g = running 84 208 1 1 3 14 1 581 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 3932 65.8847 % Incorrectly Classified Instances 2036 34.1153 % Kappa statistic 0.604 Mean absolute error 0.0883 Root mean squared error 0.2736 Relative absolute error 41.0498 % Root relative squared error 83.4092 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.052 0.563 0.616 0.589 0.815 climbingdown 0.527 0.066 0.558 0.527 0.542 0.787 climbingup 0.904 0.003 0.878 0.904 0.891 0.974 jumping 0.793 0.039 0.781 0.793 0.787 0.898 lying 0.545 0.075 0.572 0.545 0.558 0.795 standing 0.515 0.094 0.488 0.515 0.501 0.765 sitting 0.974 0.003 0.982 0.974 0.978 0.988 running 0.601 0.065 0.619 0.601 0.61 0.818 walking Weighted Avg. 0.659 0.056 0.66 0.659 0.659 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 364 97 3 1 7 15 2 102 | a = climbingdown 121 431 1 3 19 32 0 211 | b = climbingup 1 0 122 0 0 2 10 0 | c = jumping 3 7 1 699 62 106 0 4 | d = lying 15 22 1 75 505 304 1 4 | e = standing 9 22 0 111 277 453 1 6 | f = sitting 4 1 9 0 2 3 821 3 | g = running 129 193 2 6 11 14 1 537 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4025 67.443 % Incorrectly Classified Instances 1943 32.557 % Kappa statistic 0.6219 Mean absolute error 0.0861 Root mean squared error 0.2663 Relative absolute error 39.9964 % Root relative squared error 81.1683 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.043 0.62 0.636 0.628 0.809 climbingdown 0.556 0.071 0.555 0.556 0.556 0.786 climbingup 0.911 0.001 0.946 0.911 0.928 0.958 jumping 0.807 0.034 0.804 0.807 0.805 0.905 lying 0.565 0.074 0.584 0.565 0.574 0.83 standing 0.534 0.087 0.515 0.534 0.524 0.791 sitting 0.981 0.004 0.976 0.981 0.979 0.991 running 0.604 0.065 0.619 0.604 0.611 0.817 walking Weighted Avg. 0.674 0.054 0.675 0.674 0.674 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 376 90 1 0 7 9 3 105 | a = climbingdown 98 455 0 3 24 26 0 212 | b = climbingup 0 0 123 0 2 0 10 0 | c = jumping 4 4 0 712 70 89 0 3 | d = lying 6 24 0 63 524 305 1 4 | e = standing 7 26 0 106 262 469 1 8 | f = sitting 5 2 6 0 0 3 827 0 | g = running 110 219 0 2 9 9 5 539 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 3938 65.9853 % Incorrectly Classified Instances 2030 34.0147 % Kappa statistic 0.6048 Mean absolute error 0.0884 Root mean squared error 0.2708 Relative absolute error 41.076 % Root relative squared error 82.5554 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.043 0.604 0.602 0.603 0.829 climbingdown 0.534 0.066 0.563 0.534 0.548 0.784 climbingup 0.889 0.002 0.923 0.889 0.906 0.957 jumping 0.789 0.032 0.811 0.789 0.8 0.899 lying 0.558 0.082 0.556 0.558 0.557 0.822 standing 0.486 0.093 0.474 0.486 0.48 0.773 sitting 0.977 0.004 0.974 0.977 0.976 0.99 running 0.628 0.074 0.597 0.628 0.612 0.812 walking Weighted Avg. 0.66 0.056 0.661 0.66 0.66 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 356 94 0 3 6 13 1 118 | a = climbingdown 93 437 0 2 25 21 1 239 | b = climbingup 1 1 120 0 0 0 13 0 | c = jumping 2 4 1 697 68 106 1 4 | d = lying 10 14 0 58 517 318 2 8 | e = standing 15 27 0 99 302 427 1 8 | f = sitting 4 3 9 0 1 1 823 1 | g = running 108 196 0 0 11 14 3 561 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 3951 66.2031 % Incorrectly Classified Instances 2017 33.7969 % Kappa statistic 0.6075 Mean absolute error 0.088 Root mean squared error 0.2715 Relative absolute error 40.8994 % Root relative squared error 82.7599 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.049 0.586 0.629 0.607 0.828 climbingdown 0.526 0.071 0.541 0.526 0.533 0.777 climbingup 0.904 0.003 0.891 0.904 0.897 0.969 jumping 0.777 0.034 0.8 0.777 0.788 0.894 lying 0.599 0.086 0.562 0.599 0.58 0.807 standing 0.494 0.083 0.506 0.494 0.5 0.771 sitting 0.976 0.003 0.983 0.976 0.98 0.99 running 0.594 0.066 0.614 0.594 0.604 0.821 walking Weighted Avg. 0.662 0.055 0.663 0.662 0.662 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 372 103 1 1 7 7 2 98 | a = climbingdown 113 430 0 3 32 24 0 216 | b = climbingup 1 1 122 0 1 0 9 1 | c = jumping 5 3 0 686 76 109 0 4 | d = lying 8 20 0 66 555 269 2 7 | e = standing 9 24 0 99 307 434 0 6 | f = sitting 5 0 12 0 1 1 822 1 | g = running 122 214 2 3 8 13 1 530 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 3970 66.5214 % Incorrectly Classified Instances 1998 33.4786 % Kappa statistic 0.6112 Mean absolute error 0.0875 Root mean squared error 0.2713 Relative absolute error 40.6543 % Root relative squared error 82.6974 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.052 0.563 0.613 0.587 0.811 climbingdown 0.549 0.068 0.563 0.549 0.556 0.793 climbingup 0.896 0.002 0.924 0.896 0.91 0.947 jumping 0.807 0.035 0.801 0.807 0.804 0.898 lying 0.587 0.08 0.574 0.587 0.58 0.809 standing 0.465 0.083 0.492 0.465 0.478 0.765 sitting 0.983 0.004 0.974 0.983 0.979 0.992 running 0.61 0.065 0.621 0.61 0.616 0.807 walking Weighted Avg. 0.665 0.055 0.664 0.665 0.664 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 362 104 0 0 13 12 2 98 | a = climbingdown 117 449 0 3 25 21 1 202 | b = climbingup 2 0 121 0 0 0 10 2 | c = jumping 1 4 0 712 64 98 0 3 | d = lying 12 22 1 58 544 280 2 8 | e = standing 18 29 2 115 290 409 1 16 | f = sitting 3 1 7 0 0 0 828 3 | g = running 128 189 0 1 12 12 6 545 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 3920 65.6836 % Incorrectly Classified Instances 2048 34.3164 % Kappa statistic 0.6015 Mean absolute error 0.0891 Root mean squared error 0.273 Relative absolute error 41.3876 % Root relative squared error 83.2244 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.585 0.047 0.576 0.585 0.581 0.805 climbingdown 0.545 0.084 0.507 0.545 0.526 0.77 climbingup 0.896 0.002 0.91 0.896 0.903 0.96 jumping 0.83 0.035 0.804 0.83 0.817 0.917 lying 0.535 0.075 0.568 0.535 0.551 0.805 standing 0.491 0.085 0.501 0.491 0.496 0.775 sitting 0.975 0.005 0.972 0.975 0.973 0.986 running 0.589 0.066 0.61 0.589 0.599 0.817 walking Weighted Avg. 0.657 0.056 0.656 0.657 0.656 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 346 130 0 0 7 10 5 93 | a = climbingdown 110 446 0 3 18 16 3 222 | b = climbingup 2 1 121 0 0 0 10 1 | c = jumping 3 5 0 732 62 77 0 3 | d = lying 12 26 0 65 496 316 4 8 | e = standing 9 37 0 108 283 432 1 10 | f = sitting 5 3 11 0 0 2 821 0 | g = running 114 231 1 2 8 10 1 526 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4005 67.1079 % Incorrectly Classified Instances 1963 32.8921 % Kappa statistic 0.6178 Mean absolute error 0.0869 Root mean squared error 0.2695 Relative absolute error 40.3737 % Root relative squared error 82.1587 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.042 0.612 0.606 0.609 0.798 climbingdown 0.537 0.069 0.553 0.537 0.545 0.782 climbingup 0.844 0.002 0.905 0.844 0.874 0.947 jumping 0.83 0.033 0.812 0.83 0.821 0.914 lying 0.574 0.074 0.587 0.574 0.58 0.821 standing 0.52 0.083 0.52 0.52 0.52 0.779 sitting 0.966 0.005 0.969 0.966 0.967 0.981 running 0.626 0.074 0.597 0.626 0.611 0.803 walking Weighted Avg. 0.671 0.054 0.671 0.671 0.671 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 358 95 0 1 5 9 5 118 | a = climbingdown 102 439 0 4 17 26 2 228 | b = climbingup 1 0 114 0 0 0 18 2 | c = jumping 2 4 0 732 63 78 0 3 | d = lying 13 24 1 58 532 292 1 6 | e = standing 10 20 0 99 279 458 0 14 | f = sitting 5 2 11 0 1 4 813 6 | g = running 94 210 0 7 9 14 0 559 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 14 RUN: 0 FOLD: 0 Correctly Classified Instances 4329 78.0985 % Incorrectly Classified Instances 1214 21.9015 % Kappa statistic 0.7441 Mean absolute error 0.059 Root mean squared error 0.2196 Relative absolute error 27.568 % Root relative squared error 67.153 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.524 0.033 0.528 0.524 0.526 0.803 climbingdown 0.704 0.05 0.686 0.704 0.695 0.88 climbingup 0.876 0.002 0.906 0.876 0.891 0.953 jumping 0.894 0.024 0.873 0.894 0.883 0.95 lying 0.7 0.063 0.667 0.7 0.683 0.864 standing 0.602 0.057 0.659 0.602 0.629 0.835 sitting 0.962 0.007 0.96 0.962 0.961 0.979 running 0.903 0.019 0.905 0.903 0.904 0.95 walking Weighted Avg. 0.781 0.035 0.78 0.781 0.78 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 189 146 0 2 0 0 7 17 | a = climbingdown 146 521 4 0 4 1 6 58 | b = climbingup 1 8 106 0 0 0 6 0 | c = jumping 1 2 1 768 29 57 1 0 | d = lying 2 12 0 23 594 199 9 10 | e = standing 0 3 0 83 250 516 4 1 | f = sitting 6 8 4 1 5 7 811 1 | g = running 13 59 2 3 8 3 1 824 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4338 78.2609 % Incorrectly Classified Instances 1205 21.7391 % Kappa statistic 0.7461 Mean absolute error 0.0585 Root mean squared error 0.2169 Relative absolute error 27.3448 % Root relative squared error 66.3202 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.037 0.525 0.582 0.552 0.823 climbingdown 0.681 0.043 0.708 0.681 0.694 0.866 climbingup 0.884 0.002 0.907 0.884 0.895 0.945 jumping 0.865 0.022 0.88 0.865 0.873 0.938 lying 0.714 0.065 0.664 0.714 0.688 0.884 standing 0.62 0.063 0.643 0.62 0.631 0.855 sitting 0.954 0.004 0.975 0.954 0.964 0.978 running 0.912 0.016 0.919 0.912 0.916 0.962 walking Weighted Avg. 0.783 0.035 0.786 0.783 0.784 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 210 129 3 1 2 0 2 14 | a = climbingdown 160 504 3 2 9 3 7 52 | b = climbingup 1 7 107 0 0 0 6 0 | c = jumping 0 6 0 743 35 75 0 0 | d = lying 3 5 0 20 606 209 4 2 | e = standing 2 4 0 74 242 531 0 4 | f = sitting 11 2 5 2 13 5 804 1 | g = running 13 55 0 2 5 3 2 833 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4359 78.6397 % Incorrectly Classified Instances 1184 21.3603 % Kappa statistic 0.7504 Mean absolute error 0.0579 Root mean squared error 0.2166 Relative absolute error 27.073 % Root relative squared error 66.2134 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.548 0.033 0.538 0.548 0.543 0.829 climbingdown 0.666 0.041 0.712 0.666 0.689 0.866 climbingup 0.884 0.002 0.899 0.884 0.892 0.94 jumping 0.886 0.026 0.864 0.886 0.875 0.942 lying 0.683 0.057 0.686 0.683 0.684 0.859 standing 0.656 0.061 0.664 0.656 0.66 0.86 sitting 0.964 0.008 0.956 0.964 0.96 0.978 running 0.926 0.021 0.898 0.926 0.912 0.963 walking Weighted Avg. 0.786 0.034 0.785 0.786 0.785 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 198 132 2 1 1 0 13 14 | a = climbingdown 148 493 3 2 8 9 6 71 | b = climbingup 3 4 107 0 0 0 7 0 | c = jumping 0 5 0 761 28 61 2 2 | d = lying 0 5 1 40 580 209 8 6 | e = standing 2 2 0 77 210 562 1 3 | f = sitting 5 5 6 0 12 2 813 0 | g = running 12 46 0 0 7 3 0 845 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4404 79.4659 % Incorrectly Classified Instances 1138 20.5341 % Kappa statistic 0.7602 Mean absolute error 0.0548 Root mean squared error 0.212 Relative absolute error 25.6315 % Root relative squared error 64.8163 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.032 0.572 0.618 0.594 0.839 climbingdown 0.714 0.042 0.724 0.714 0.719 0.878 climbingup 0.817 0.003 0.845 0.817 0.831 0.909 jumping 0.901 0.021 0.887 0.901 0.894 0.951 lying 0.695 0.061 0.672 0.695 0.683 0.864 standing 0.629 0.058 0.663 0.629 0.645 0.849 sitting 0.962 0.007 0.962 0.962 0.962 0.981 running 0.921 0.013 0.934 0.921 0.928 0.962 walking Weighted Avg. 0.795 0.033 0.795 0.795 0.795 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 223 115 2 1 2 0 8 10 | a = climbingdown 140 528 6 2 11 2 9 42 | b = climbingup 4 11 98 0 0 0 7 0 | c = jumping 0 5 0 774 25 53 0 2 | d = lying 2 8 0 29 590 212 3 5 | e = standing 2 6 1 66 239 538 4 0 | f = sitting 7 8 8 1 4 4 812 0 | g = running 12 48 1 0 7 3 1 841 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4351 78.5096 % Incorrectly Classified Instances 1191 21.4904 % Kappa statistic 0.749 Mean absolute error 0.0569 Root mean squared error 0.2158 Relative absolute error 26.5949 % Root relative squared error 65.9794 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.554 0.033 0.536 0.554 0.545 0.835 climbingdown 0.689 0.046 0.696 0.689 0.692 0.878 climbingup 0.9 0.003 0.878 0.9 0.889 0.962 jumping 0.891 0.025 0.868 0.891 0.879 0.944 lying 0.689 0.058 0.683 0.689 0.686 0.863 standing 0.652 0.06 0.667 0.652 0.659 0.862 sitting 0.957 0.007 0.963 0.957 0.96 0.98 running 0.895 0.018 0.909 0.895 0.902 0.948 walking Weighted Avg. 0.785 0.034 0.785 0.785 0.785 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 200 125 1 1 2 1 13 18 | a = climbingdown 141 510 4 3 9 5 8 60 | b = climbingup 1 5 108 0 0 0 6 0 | c = jumping 0 3 0 765 38 53 0 0 | d = lying 2 17 0 27 585 215 2 1 | e = standing 0 2 0 82 210 558 2 2 | f = sitting 5 8 10 1 9 2 808 1 | g = running 24 63 0 2 4 3 0 817 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4293 77.463 % Incorrectly Classified Instances 1249 22.537 % Kappa statistic 0.7367 Mean absolute error 0.0601 Root mean squared error 0.2219 Relative absolute error 28.0889 % Root relative squared error 67.8357 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.512 0.033 0.521 0.512 0.517 0.825 climbingdown 0.704 0.049 0.69 0.704 0.697 0.856 climbingup 0.908 0.005 0.813 0.908 0.858 0.961 jumping 0.873 0.023 0.874 0.873 0.874 0.945 lying 0.679 0.066 0.652 0.679 0.665 0.861 standing 0.596 0.065 0.627 0.596 0.611 0.847 sitting 0.958 0.005 0.97 0.958 0.964 0.984 running 0.912 0.016 0.916 0.912 0.914 0.956 walking Weighted Avg. 0.775 0.036 0.775 0.775 0.774 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 185 139 5 0 0 0 11 21 | a = climbingdown 143 522 7 2 8 6 6 47 | b = climbingup 3 5 109 0 0 0 3 0 | c = jumping 1 2 1 750 27 76 1 1 | d = lying 0 13 0 33 577 220 2 5 | e = standing 2 6 0 73 262 510 2 1 | f = sitting 4 11 11 0 7 1 808 1 | g = running 17 58 1 0 4 0 0 832 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4309 77.7517 % Incorrectly Classified Instances 1233 22.2483 % Kappa statistic 0.74 Mean absolute error 0.0595 Root mean squared error 0.2196 Relative absolute error 27.8324 % Root relative squared error 67.1343 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.496 0.035 0.499 0.496 0.497 0.825 climbingdown 0.692 0.049 0.684 0.692 0.688 0.868 climbingup 0.867 0.003 0.86 0.867 0.863 0.948 jumping 0.898 0.026 0.865 0.898 0.881 0.953 lying 0.693 0.06 0.677 0.693 0.685 0.867 standing 0.621 0.061 0.652 0.621 0.636 0.858 sitting 0.956 0.006 0.965 0.956 0.961 0.979 running 0.894 0.018 0.906 0.894 0.9 0.945 walking Weighted Avg. 0.778 0.035 0.777 0.778 0.777 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 179 151 2 3 0 1 8 17 | a = climbingdown 141 513 5 2 8 6 9 57 | b = climbingup 3 5 104 0 0 0 6 2 | c = jumping 1 3 0 771 30 54 0 0 | d = lying 1 10 0 24 589 215 3 8 | e = standing 1 3 0 88 228 532 3 1 | f = sitting 8 4 10 3 7 5 806 0 | g = running 25 61 0 0 8 3 0 815 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4374 78.9246 % Incorrectly Classified Instances 1168 21.0754 % Kappa statistic 0.7538 Mean absolute error 0.0577 Root mean squared error 0.2161 Relative absolute error 26.9546 % Root relative squared error 66.0737 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.609 0.031 0.576 0.609 0.592 0.846 climbingdown 0.713 0.041 0.726 0.713 0.719 0.886 climbingup 0.867 0.002 0.897 0.867 0.881 0.943 jumping 0.865 0.022 0.877 0.865 0.871 0.934 lying 0.689 0.058 0.681 0.689 0.685 0.871 standing 0.641 0.066 0.64 0.641 0.641 0.849 sitting 0.967 0.006 0.969 0.967 0.968 0.985 running 0.909 0.018 0.91 0.909 0.909 0.95 walking Weighted Avg. 0.789 0.034 0.79 0.789 0.79 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 220 114 1 1 2 2 3 18 | a = climbingdown 127 528 4 1 10 2 12 57 | b = climbingup 1 7 104 2 0 0 5 1 | c = jumping 1 6 1 744 35 72 0 1 | d = lying 2 14 0 18 585 224 3 3 | e = standing 0 7 0 82 215 549 1 2 | f = sitting 9 6 5 0 6 2 815 0 | g = running 22 45 1 0 6 7 2 829 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4348 78.4554 % Incorrectly Classified Instances 1194 21.5446 % Kappa statistic 0.7483 Mean absolute error 0.0583 Root mean squared error 0.2178 Relative absolute error 27.2691 % Root relative squared error 66.5971 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.581 0.033 0.55 0.581 0.565 0.827 climbingdown 0.698 0.047 0.697 0.698 0.697 0.866 climbingup 0.81 0.003 0.845 0.81 0.827 0.923 jumping 0.886 0.022 0.883 0.886 0.885 0.941 lying 0.688 0.058 0.681 0.688 0.685 0.864 standing 0.655 0.062 0.658 0.655 0.657 0.869 sitting 0.951 0.006 0.964 0.951 0.958 0.976 running 0.894 0.018 0.907 0.894 0.9 0.944 walking Weighted Avg. 0.785 0.034 0.786 0.785 0.785 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 209 119 4 3 0 1 9 15 | a = climbingdown 143 517 6 4 4 2 4 61 | b = climbingup 0 12 98 0 0 0 9 2 | c = jumping 0 3 0 762 30 64 1 0 | d = lying 3 10 0 27 584 220 3 2 | e = standing 0 5 0 65 221 561 1 3 | f = sitting 7 11 8 1 11 2 802 1 | g = running 18 65 0 1 7 3 3 815 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4370 78.8524 % Incorrectly Classified Instances 1172 21.1476 % Kappa statistic 0.7529 Mean absolute error 0.0569 Root mean squared error 0.2137 Relative absolute error 26.5772 % Root relative squared error 65.3482 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.558 0.031 0.558 0.558 0.558 0.832 climbingdown 0.729 0.042 0.728 0.729 0.728 0.888 climbingup 0.868 0.003 0.854 0.868 0.861 0.967 jumping 0.89 0.026 0.862 0.89 0.876 0.947 lying 0.714 0.067 0.657 0.714 0.684 0.883 standing 0.593 0.055 0.662 0.593 0.626 0.855 sitting 0.949 0.008 0.956 0.949 0.952 0.975 running 0.927 0.013 0.935 0.927 0.931 0.966 walking Weighted Avg. 0.789 0.034 0.788 0.789 0.788 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 201 125 5 2 4 0 8 15 | a = climbingdown 128 540 6 3 13 2 9 40 | b = climbingup 2 4 105 0 0 0 10 0 | c = jumping 2 2 0 765 35 56 0 0 | d = lying 2 13 0 27 606 196 5 0 | e = standing 1 3 0 87 249 508 5 3 | f = sitting 13 8 7 2 11 1 800 1 | g = running 11 47 0 1 4 4 0 845 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4388 79.1629 % Incorrectly Classified Instances 1155 20.8371 % Kappa statistic 0.7565 Mean absolute error 0.0566 Root mean squared error 0.2119 Relative absolute error 26.4562 % Root relative squared error 64.8 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.554 0.032 0.546 0.554 0.55 0.836 climbingdown 0.7 0.045 0.705 0.7 0.702 0.873 climbingup 0.86 0.002 0.912 0.86 0.885 0.949 jumping 0.894 0.018 0.902 0.894 0.898 0.96 lying 0.7 0.06 0.677 0.7 0.688 0.876 standing 0.652 0.058 0.673 0.652 0.662 0.881 sitting 0.961 0.007 0.962 0.961 0.961 0.982 running 0.915 0.02 0.901 0.915 0.908 0.956 walking Weighted Avg. 0.792 0.033 0.792 0.792 0.792 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 200 134 2 1 1 0 7 16 | a = climbingdown 137 518 3 2 6 1 7 66 | b = climbingup 1 2 104 0 0 0 13 1 | c = jumping 2 5 0 768 27 54 0 3 | d = lying 1 14 0 25 594 212 2 1 | e = standing 0 7 0 55 231 559 3 2 | f = sitting 9 6 5 0 8 2 810 3 | g = running 16 49 0 0 10 3 0 835 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4349 78.4593 % Incorrectly Classified Instances 1194 21.5407 % Kappa statistic 0.7482 Mean absolute error 0.0578 Root mean squared error 0.2147 Relative absolute error 27.03 % Root relative squared error 65.6293 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.482 0.028 0.542 0.482 0.51 0.822 climbingdown 0.746 0.054 0.681 0.746 0.712 0.895 climbingup 0.81 0.004 0.831 0.81 0.82 0.922 jumping 0.889 0.025 0.869 0.889 0.879 0.948 lying 0.703 0.061 0.677 0.703 0.69 0.877 standing 0.625 0.055 0.674 0.625 0.649 0.862 sitting 0.951 0.007 0.963 0.951 0.957 0.978 running 0.905 0.017 0.914 0.905 0.909 0.955 walking Weighted Avg. 0.785 0.035 0.784 0.785 0.784 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 174 156 4 0 0 1 8 18 | a = climbingdown 117 552 6 2 10 3 4 46 | b = climbingup 1 10 98 0 0 0 10 2 | c = jumping 1 8 0 764 32 52 0 2 | d = lying 2 10 0 31 597 199 7 3 | e = standing 1 7 0 80 225 536 2 6 | f = sitting 7 9 10 2 10 2 802 1 | g = running 18 59 0 0 8 2 0 826 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4317 77.882 % Incorrectly Classified Instances 1226 22.118 % Kappa statistic 0.7416 Mean absolute error 0.0583 Root mean squared error 0.2187 Relative absolute error 27.2379 % Root relative squared error 66.8515 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.546 0.033 0.532 0.546 0.539 0.834 climbingdown 0.674 0.043 0.708 0.674 0.691 0.866 climbingup 0.909 0.004 0.821 0.909 0.863 0.968 jumping 0.892 0.025 0.869 0.892 0.88 0.949 lying 0.678 0.06 0.671 0.678 0.675 0.863 standing 0.617 0.065 0.636 0.617 0.626 0.85 sitting 0.955 0.007 0.963 0.955 0.959 0.981 running 0.915 0.02 0.901 0.915 0.908 0.953 walking Weighted Avg. 0.779 0.035 0.778 0.779 0.778 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 197 130 4 0 3 0 6 21 | a = climbingdown 147 499 12 1 6 1 10 64 | b = climbingup 1 5 110 0 0 0 4 1 | c = jumping 0 4 0 766 26 62 0 1 | d = lying 2 9 0 23 576 229 6 4 | e = standing 0 2 0 87 235 529 3 1 | f = sitting 10 10 7 1 7 3 805 0 | g = running 13 46 1 3 5 8 2 835 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4341 78.3291 % Incorrectly Classified Instances 1201 21.6709 % Kappa statistic 0.7467 Mean absolute error 0.058 Root mean squared error 0.2183 Relative absolute error 27.1119 % Root relative squared error 66.754 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.543 0.03 0.56 0.543 0.551 0.825 climbingdown 0.702 0.044 0.711 0.702 0.707 0.852 climbingup 0.883 0.001 0.93 0.883 0.906 0.959 jumping 0.873 0.026 0.861 0.873 0.867 0.947 lying 0.689 0.06 0.674 0.689 0.681 0.863 standing 0.631 0.064 0.644 0.631 0.637 0.858 sitting 0.955 0.006 0.969 0.955 0.962 0.978 running 0.919 0.021 0.894 0.919 0.906 0.958 walking Weighted Avg. 0.783 0.035 0.783 0.783 0.783 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 196 129 1 1 2 1 10 21 | a = climbingdown 127 520 2 4 7 6 4 71 | b = climbingup 5 3 106 0 0 0 6 0 | c = jumping 3 2 0 751 33 69 0 2 | d = lying 0 10 0 30 585 215 5 4 | e = standing 2 1 0 86 227 540 0 0 | f = sitting 9 9 5 0 7 7 805 1 | g = running 8 57 0 0 7 1 1 838 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4351 78.5096 % Incorrectly Classified Instances 1191 21.4904 % Kappa statistic 0.7488 Mean absolute error 0.0579 Root mean squared error 0.217 Relative absolute error 27.0469 % Root relative squared error 66.3408 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.032 0.545 0.557 0.551 0.815 climbingdown 0.702 0.042 0.721 0.702 0.711 0.88 climbingup 0.842 0.002 0.918 0.842 0.878 0.944 jumping 0.894 0.023 0.877 0.894 0.885 0.95 lying 0.682 0.064 0.659 0.682 0.671 0.864 standing 0.614 0.064 0.638 0.614 0.626 0.847 sitting 0.966 0.008 0.955 0.966 0.96 0.983 running 0.922 0.015 0.923 0.922 0.923 0.966 walking Weighted Avg. 0.785 0.035 0.785 0.785 0.785 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 201 125 3 0 4 0 11 17 | a = climbingdown 141 520 3 5 12 0 9 51 | b = climbingup 3 8 101 0 0 0 8 0 | c = jumping 0 1 0 769 23 67 0 0 | d = lying 3 9 0 27 579 225 6 0 | e = standing 0 6 0 75 245 526 3 1 | f = sitting 6 8 3 0 7 4 814 1 | g = running 15 44 0 1 8 2 1 841 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4322 77.9863 % Incorrectly Classified Instances 1220 22.0137 % Kappa statistic 0.7429 Mean absolute error 0.0593 Root mean squared error 0.2192 Relative absolute error 27.7068 % Root relative squared error 67.0337 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.037 0.504 0.537 0.52 0.82 climbingdown 0.686 0.047 0.692 0.686 0.689 0.878 climbingup 0.908 0.003 0.879 0.908 0.893 0.95 jumping 0.887 0.021 0.886 0.887 0.887 0.945 lying 0.696 0.063 0.666 0.696 0.68 0.865 standing 0.631 0.06 0.659 0.631 0.644 0.852 sitting 0.947 0.006 0.966 0.947 0.956 0.977 running 0.898 0.018 0.906 0.898 0.902 0.953 walking Weighted Avg. 0.78 0.035 0.782 0.78 0.781 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 194 129 0 2 2 2 10 22 | a = climbingdown 152 508 6 2 14 0 6 53 | b = climbingup 2 6 109 0 0 0 2 1 | c = jumping 2 5 1 763 32 56 1 0 | d = lying 0 8 0 26 591 212 5 7 | e = standing 3 7 0 67 234 540 4 1 | f = sitting 9 13 8 0 10 4 798 1 | g = running 23 58 0 1 5 6 0 819 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4328 78.0946 % Incorrectly Classified Instances 1214 21.9054 % Kappa statistic 0.744 Mean absolute error 0.0584 Root mean squared error 0.2186 Relative absolute error 27.2836 % Root relative squared error 66.8314 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.567 0.034 0.54 0.567 0.553 0.828 climbingdown 0.677 0.042 0.712 0.677 0.694 0.867 climbingup 0.792 0.004 0.826 0.792 0.809 0.908 jumping 0.889 0.027 0.859 0.889 0.874 0.943 lying 0.681 0.059 0.675 0.681 0.678 0.862 standing 0.62 0.063 0.643 0.62 0.631 0.845 sitting 0.966 0.007 0.963 0.966 0.964 0.982 running 0.919 0.019 0.906 0.919 0.912 0.957 walking Weighted Avg. 0.781 0.035 0.78 0.781 0.78 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 204 131 2 0 3 0 4 16 | a = climbingdown 149 502 9 3 10 2 5 61 | b = climbingup 5 8 95 0 0 0 12 0 | c = jumping 1 2 0 764 25 67 0 0 | d = lying 1 4 0 38 579 217 6 5 | e = standing 0 6 0 81 230 531 4 4 | f = sitting 1 8 6 2 6 5 815 1 | g = running 17 44 3 1 5 4 0 838 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4330 78.1306 % Incorrectly Classified Instances 1212 21.8694 % Kappa statistic 0.7444 Mean absolute error 0.0584 Root mean squared error 0.2174 Relative absolute error 27.2939 % Root relative squared error 66.4562 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.514 0.032 0.529 0.514 0.521 0.825 climbingdown 0.706 0.047 0.696 0.706 0.701 0.868 climbingup 0.892 0.002 0.907 0.892 0.899 0.95 jumping 0.88 0.023 0.874 0.88 0.877 0.943 lying 0.674 0.061 0.668 0.674 0.671 0.871 standing 0.632 0.065 0.639 0.632 0.635 0.866 sitting 0.967 0.006 0.967 0.967 0.967 0.984 running 0.909 0.017 0.912 0.909 0.91 0.954 walking Weighted Avg. 0.781 0.035 0.781 0.781 0.781 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 185 143 3 1 0 0 10 18 | a = climbingdown 136 523 2 6 9 3 5 57 | b = climbingup 4 3 107 0 0 0 6 0 | c = jumping 0 1 0 756 33 68 1 0 | d = lying 7 11 0 23 573 227 5 4 | e = standing 0 4 0 77 233 541 1 0 | f = sitting 6 7 5 0 6 3 816 1 | g = running 12 59 1 2 4 5 0 829 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4396 79.3215 % Incorrectly Classified Instances 1146 20.6785 % Kappa statistic 0.7585 Mean absolute error 0.0559 Root mean squared error 0.2103 Relative absolute error 26.1113 % Root relative squared error 64.2912 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.031 0.578 0.618 0.597 0.851 climbingdown 0.724 0.041 0.729 0.724 0.727 0.884 climbingup 0.876 0.003 0.883 0.876 0.88 0.944 jumping 0.895 0.022 0.88 0.895 0.887 0.948 lying 0.718 0.062 0.676 0.718 0.696 0.895 standing 0.612 0.056 0.667 0.612 0.638 0.872 sitting 0.954 0.006 0.964 0.954 0.959 0.977 running 0.903 0.017 0.912 0.903 0.907 0.952 walking Weighted Avg. 0.793 0.033 0.794 0.793 0.793 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 223 112 2 2 0 1 8 13 | a = climbingdown 123 536 4 5 8 1 7 56 | b = climbingup 1 6 106 0 0 0 6 2 | c = jumping 0 3 0 769 25 58 1 3 | d = lying 2 8 0 25 610 198 4 2 | e = standing 4 5 0 71 246 524 2 4 | f = sitting 13 6 7 1 9 3 804 0 | g = running 20 59 1 1 5 1 2 824 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4384 79.105 % Incorrectly Classified Instances 1158 20.895 % Kappa statistic 0.7559 Mean absolute error 0.0562 Root mean squared error 0.2127 Relative absolute error 26.2698 % Root relative squared error 65.0355 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.598 0.032 0.567 0.598 0.582 0.831 climbingdown 0.685 0.039 0.728 0.685 0.706 0.878 climbingup 0.86 0.003 0.86 0.86 0.86 0.94 jumping 0.88 0.02 0.892 0.88 0.886 0.949 lying 0.723 0.062 0.677 0.723 0.699 0.874 standing 0.629 0.056 0.673 0.629 0.65 0.869 sitting 0.97 0.006 0.967 0.97 0.969 0.987 running 0.91 0.024 0.881 0.91 0.895 0.953 walking Weighted Avg. 0.791 0.034 0.791 0.791 0.791 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 216 110 3 1 0 0 6 25 | a = climbingdown 143 507 5 0 6 4 6 69 | b = climbingup 4 8 104 0 0 0 3 2 | c = jumping 0 4 1 756 33 57 2 6 | d = lying 2 10 0 17 614 196 4 6 | e = standing 1 1 0 74 236 538 5 1 | f = sitting 1 4 7 0 8 2 818 3 | g = running 14 52 1 0 10 3 2 831 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4293 77.449 % Incorrectly Classified Instances 1250 22.551 % Kappa statistic 0.7364 Mean absolute error 0.0598 Root mean squared error 0.2211 Relative absolute error 27.9588 % Root relative squared error 67.5987 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.535 0.029 0.559 0.535 0.547 0.822 climbingdown 0.703 0.047 0.697 0.703 0.7 0.868 climbingup 0.851 0.003 0.88 0.851 0.866 0.948 jumping 0.859 0.025 0.862 0.859 0.861 0.933 lying 0.673 0.063 0.659 0.673 0.666 0.88 standing 0.627 0.068 0.627 0.627 0.627 0.853 sitting 0.961 0.007 0.959 0.961 0.96 0.981 running 0.898 0.02 0.9 0.898 0.899 0.948 walking Weighted Avg. 0.774 0.037 0.774 0.774 0.774 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 193 136 2 0 0 1 9 20 | a = climbingdown 134 520 2 0 8 2 11 63 | b = climbingup 0 8 103 0 0 0 9 1 | c = jumping 1 4 0 739 37 77 0 2 | d = lying 0 10 0 33 571 230 2 3 | e = standing 0 0 0 84 230 537 3 2 | f = sitting 3 10 8 0 11 1 811 0 | g = running 14 58 2 1 9 8 1 819 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4377 78.9645 % Incorrectly Classified Instances 1166 21.0355 % Kappa statistic 0.7541 Mean absolute error 0.057 Root mean squared error 0.2156 Relative absolute error 26.6329 % Root relative squared error 65.9209 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.535 0.027 0.578 0.535 0.555 0.823 climbingdown 0.707 0.049 0.691 0.707 0.699 0.873 climbingup 0.851 0.003 0.858 0.851 0.855 0.939 jumping 0.906 0.023 0.879 0.906 0.892 0.959 lying 0.695 0.055 0.695 0.695 0.695 0.872 standing 0.655 0.061 0.662 0.655 0.658 0.855 sitting 0.963 0.007 0.96 0.963 0.962 0.981 running 0.894 0.019 0.904 0.894 0.899 0.953 walking Weighted Avg. 0.79 0.034 0.788 0.79 0.789 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 193 138 3 0 0 0 16 11 | a = climbingdown 125 523 5 2 9 4 4 68 | b = climbingup 0 5 103 0 0 0 8 5 | c = jumping 0 2 0 779 26 53 0 0 | d = lying 0 7 0 25 590 222 4 1 | e = standing 0 3 0 80 209 561 2 1 | f = sitting 3 6 9 0 9 3 813 1 | g = running 13 73 0 0 6 5 0 815 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4364 78.7299 % Incorrectly Classified Instances 1179 21.2701 % Kappa statistic 0.7517 Mean absolute error 0.0573 Root mean squared error 0.2151 Relative absolute error 26.7709 % Root relative squared error 65.7523 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.568 0.036 0.522 0.568 0.544 0.825 climbingdown 0.688 0.047 0.692 0.688 0.69 0.865 climbingup 0.884 0.004 0.849 0.884 0.866 0.954 jumping 0.901 0.02 0.892 0.901 0.896 0.952 lying 0.694 0.063 0.665 0.694 0.679 0.866 standing 0.629 0.057 0.668 0.629 0.648 0.872 sitting 0.961 0.006 0.968 0.961 0.964 0.98 running 0.91 0.013 0.933 0.91 0.921 0.956 walking Weighted Avg. 0.787 0.033 0.789 0.787 0.788 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 205 132 2 1 4 0 9 8 | a = climbingdown 159 510 5 3 12 2 6 44 | b = climbingup 1 8 107 0 0 0 4 1 | c = jumping 1 4 0 775 26 54 0 0 | d = lying 2 16 0 30 589 203 5 4 | e = standing 0 7 0 59 246 538 3 3 | f = sitting 3 7 11 0 7 5 810 0 | g = running 22 53 1 1 2 3 0 830 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4366 78.7802 % Incorrectly Classified Instances 1176 21.2198 % Kappa statistic 0.7519 Mean absolute error 0.0572 Root mean squared error 0.2142 Relative absolute error 26.7318 % Root relative squared error 65.5025 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.535 0.029 0.559 0.535 0.547 0.812 climbingdown 0.733 0.044 0.719 0.733 0.726 0.891 climbingup 0.858 0.002 0.904 0.858 0.88 0.931 jumping 0.874 0.024 0.87 0.874 0.872 0.941 lying 0.732 0.069 0.656 0.732 0.692 0.878 standing 0.597 0.053 0.671 0.597 0.632 0.86 sitting 0.949 0.008 0.956 0.949 0.952 0.973 running 0.924 0.016 0.917 0.924 0.921 0.962 walking Weighted Avg. 0.788 0.034 0.788 0.788 0.787 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 193 132 5 0 0 0 6 25 | a = climbingdown 128 543 3 8 7 1 10 41 | b = climbingup 1 5 103 0 0 0 10 1 | c = jumping 1 5 0 751 34 64 2 2 | d = lying 0 10 0 28 622 177 8 5 | e = standing 1 3 0 73 266 511 1 1 | f = sitting 10 6 3 2 16 5 800 1 | g = running 11 51 0 1 3 3 0 843 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4282 77.2645 % Incorrectly Classified Instances 1260 22.7355 % Kappa statistic 0.7343 Mean absolute error 0.0607 Root mean squared error 0.2237 Relative absolute error 28.3564 % Root relative squared error 68.3962 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.51 0.037 0.491 0.51 0.5 0.803 climbingdown 0.66 0.05 0.671 0.66 0.665 0.856 climbingup 0.808 0.002 0.89 0.808 0.847 0.921 jumping 0.882 0.023 0.877 0.882 0.88 0.947 lying 0.708 0.065 0.664 0.708 0.685 0.862 standing 0.599 0.061 0.644 0.599 0.621 0.841 sitting 0.954 0.008 0.955 0.954 0.954 0.976 running 0.916 0.018 0.909 0.916 0.912 0.957 walking Weighted Avg. 0.773 0.036 0.773 0.773 0.772 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 184 150 2 0 0 0 11 14 | a = climbingdown 165 489 2 2 5 4 10 64 | b = climbingup 2 10 97 1 0 0 10 0 | c = jumping 2 4 0 758 25 68 1 1 | d = lying 2 9 0 26 602 204 4 3 | e = standing 0 4 0 75 261 513 2 1 | f = sitting 6 11 8 1 11 1 804 1 | g = running 14 52 0 1 3 7 0 835 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4337 78.2569 % Incorrectly Classified Instances 1205 21.7431 % Kappa statistic 0.7459 Mean absolute error 0.0586 Root mean squared error 0.2183 Relative absolute error 27.399 % Root relative squared error 66.7372 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.529 0.032 0.538 0.529 0.534 0.812 climbingdown 0.711 0.05 0.689 0.711 0.7 0.862 climbingup 0.817 0.004 0.81 0.817 0.813 0.914 jumping 0.892 0.026 0.861 0.892 0.876 0.948 lying 0.707 0.062 0.672 0.707 0.689 0.867 standing 0.618 0.055 0.672 0.618 0.644 0.857 sitting 0.955 0.007 0.959 0.955 0.957 0.977 running 0.899 0.015 0.92 0.899 0.91 0.948 walking Weighted Avg. 0.783 0.035 0.782 0.783 0.782 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 191 142 3 1 3 0 7 14 | a = climbingdown 135 527 9 2 9 1 6 52 | b = climbingup 3 9 98 0 0 0 10 0 | c = jumping 0 3 0 766 29 59 0 2 | d = lying 2 8 0 35 600 194 9 1 | e = standing 0 4 1 85 234 529 1 2 | f = sitting 7 9 9 0 12 1 805 0 | g = running 17 63 1 1 6 3 1 821 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4370 78.8524 % Incorrectly Classified Instances 1172 21.1476 % Kappa statistic 0.7528 Mean absolute error 0.0572 Root mean squared error 0.2148 Relative absolute error 26.7445 % Root relative squared error 65.6736 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.518 0.031 0.54 0.518 0.529 0.796 climbingdown 0.725 0.044 0.719 0.725 0.722 0.883 climbingup 0.892 0.002 0.892 0.892 0.892 0.959 jumping 0.894 0.023 0.877 0.894 0.885 0.944 lying 0.715 0.066 0.661 0.715 0.687 0.878 standing 0.61 0.055 0.67 0.61 0.639 0.854 sitting 0.958 0.007 0.961 0.958 0.96 0.978 running 0.913 0.017 0.911 0.913 0.912 0.954 walking Weighted Avg. 0.789 0.034 0.788 0.789 0.788 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 187 133 6 0 4 3 4 24 | a = climbingdown 133 537 2 5 7 3 5 49 | b = climbingup 3 3 107 0 0 0 7 0 | c = jumping 1 5 0 768 36 48 0 1 | d = lying 1 8 0 24 607 193 10 6 | e = standing 0 4 0 78 244 522 7 1 | f = sitting 6 8 4 1 11 5 808 0 | g = running 15 49 1 0 9 5 0 834 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4385 79.1231 % Incorrectly Classified Instances 1157 20.8769 % Kappa statistic 0.756 Mean absolute error 0.0558 Root mean squared error 0.2122 Relative absolute error 26.0627 % Root relative squared error 64.8674 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.54 0.031 0.545 0.54 0.542 0.818 climbingdown 0.709 0.046 0.703 0.709 0.706 0.885 climbingup 0.842 0.002 0.918 0.842 0.878 0.935 jumping 0.877 0.021 0.886 0.877 0.881 0.941 lying 0.729 0.059 0.689 0.729 0.709 0.892 standing 0.636 0.057 0.672 0.636 0.653 0.864 sitting 0.969 0.006 0.965 0.969 0.967 0.985 running 0.909 0.02 0.901 0.909 0.905 0.959 walking Weighted Avg. 0.791 0.034 0.791 0.791 0.791 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 195 135 1 0 5 1 8 16 | a = climbingdown 129 525 3 5 4 1 6 67 | b = climbingup 2 6 101 0 0 0 10 1 | c = jumping 1 6 2 753 29 68 0 0 | d = lying 2 7 0 24 619 189 3 5 | e = standing 0 8 0 68 233 545 2 1 | f = sitting 10 5 3 0 5 2 817 1 | g = running 19 55 0 0 3 5 1 830 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4332 78.1667 % Incorrectly Classified Instances 1210 21.8333 % Kappa statistic 0.745 Mean absolute error 0.0577 Root mean squared error 0.2179 Relative absolute error 26.9869 % Root relative squared error 66.6071 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.542 0.035 0.521 0.542 0.531 0.822 climbingdown 0.692 0.044 0.709 0.692 0.7 0.87 climbingup 0.884 0.004 0.843 0.884 0.863 0.941 jumping 0.885 0.021 0.887 0.885 0.886 0.949 lying 0.668 0.062 0.659 0.668 0.664 0.865 standing 0.634 0.067 0.633 0.634 0.633 0.85 sitting 0.945 0.007 0.96 0.945 0.953 0.973 running 0.932 0.014 0.931 0.932 0.932 0.963 walking Weighted Avg. 0.782 0.035 0.783 0.782 0.782 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 195 136 4 0 3 2 9 11 | a = climbingdown 145 512 7 2 11 6 9 48 | b = climbingup 3 4 107 1 0 0 6 0 | c = jumping 1 4 0 760 34 58 1 1 | d = lying 0 9 0 20 567 244 6 3 | e = standing 2 7 0 74 229 543 2 0 | f = sitting 14 11 9 0 9 3 797 0 | g = running 14 39 0 0 7 2 0 851 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4316 77.878 % Incorrectly Classified Instances 1226 22.122 % Kappa statistic 0.7416 Mean absolute error 0.0586 Root mean squared error 0.219 Relative absolute error 27.3695 % Root relative squared error 66.9648 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.519 0.036 0.497 0.519 0.508 0.804 climbingdown 0.688 0.048 0.687 0.688 0.687 0.871 climbingup 0.851 0.004 0.837 0.851 0.844 0.94 jumping 0.882 0.025 0.867 0.882 0.875 0.948 lying 0.703 0.064 0.666 0.703 0.684 0.866 standing 0.62 0.056 0.67 0.62 0.644 0.854 sitting 0.968 0.006 0.965 0.968 0.966 0.983 running 0.893 0.017 0.914 0.893 0.903 0.951 walking Weighted Avg. 0.779 0.035 0.779 0.779 0.779 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 187 144 3 1 1 0 7 17 | a = climbingdown 151 509 8 5 7 1 5 54 | b = climbingup 1 7 103 0 0 0 9 1 | c = jumping 0 3 0 758 30 67 1 0 | d = lying 3 17 0 37 597 188 4 3 | e = standing 3 1 0 68 250 531 3 1 | f = sitting 5 5 9 1 5 1 816 1 | g = running 26 55 0 4 7 5 1 815 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4324 78.0083 % Incorrectly Classified Instances 1219 21.9917 % Kappa statistic 0.7429 Mean absolute error 0.0589 Root mean squared error 0.22 Relative absolute error 27.5286 % Root relative squared error 67.2537 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.474 0.032 0.506 0.474 0.489 0.803 climbingdown 0.689 0.05 0.679 0.689 0.684 0.847 climbingup 0.884 0.002 0.915 0.884 0.899 0.951 jumping 0.898 0.025 0.867 0.898 0.882 0.951 lying 0.675 0.057 0.681 0.675 0.678 0.871 standing 0.642 0.063 0.651 0.642 0.646 0.857 sitting 0.96 0.007 0.962 0.96 0.961 0.978 running 0.912 0.019 0.905 0.912 0.909 0.956 walking Weighted Avg. 0.78 0.035 0.778 0.78 0.779 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 171 163 1 0 0 1 11 14 | a = climbingdown 142 510 0 4 12 4 7 61 | b = climbingup 2 6 107 0 0 0 6 0 | c = jumping 0 2 1 771 29 53 2 1 | d = lying 1 5 0 32 574 229 3 6 | e = standing 1 2 0 79 218 550 3 4 | f = sitting 8 5 8 2 8 2 809 1 | g = running 13 58 0 1 2 6 0 832 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4355 78.5676 % Incorrectly Classified Instances 1188 21.4324 % Kappa statistic 0.7496 Mean absolute error 0.0574 Root mean squared error 0.2159 Relative absolute error 26.8101 % Root relative squared error 66.006 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.526 0.03 0.549 0.526 0.537 0.82 climbingdown 0.726 0.05 0.689 0.726 0.707 0.879 climbingup 0.893 0.003 0.878 0.893 0.885 0.958 jumping 0.882 0.022 0.88 0.882 0.881 0.948 lying 0.701 0.064 0.666 0.701 0.683 0.867 standing 0.628 0.06 0.659 0.628 0.643 0.864 sitting 0.951 0.006 0.966 0.951 0.959 0.979 running 0.906 0.014 0.926 0.906 0.916 0.953 walking Weighted Avg. 0.786 0.034 0.787 0.786 0.786 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 190 149 4 0 1 1 5 11 | a = climbingdown 127 537 5 2 9 5 6 49 | b = climbingup 2 4 108 0 0 0 7 0 | c = jumping 1 6 0 758 30 63 0 1 | d = lying 0 13 0 29 596 201 8 3 | e = standing 1 6 0 69 241 538 0 2 | f = sitting 10 10 6 1 11 3 802 0 | g = running 15 54 0 2 7 6 2 826 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4343 78.3511 % Incorrectly Classified Instances 1200 21.6489 % Kappa statistic 0.747 Mean absolute error 0.0584 Root mean squared error 0.2191 Relative absolute error 27.2815 % Root relative squared error 66.982 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.565 0.03 0.567 0.565 0.566 0.825 climbingdown 0.695 0.041 0.725 0.695 0.71 0.861 climbingup 0.868 0.002 0.905 0.868 0.886 0.935 jumping 0.874 0.026 0.858 0.874 0.866 0.937 lying 0.683 0.063 0.661 0.683 0.672 0.858 standing 0.617 0.063 0.642 0.617 0.629 0.85 sitting 0.957 0.008 0.956 0.957 0.957 0.975 running 0.934 0.019 0.908 0.934 0.921 0.962 walking Weighted Avg. 0.784 0.035 0.782 0.784 0.783 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 204 133 2 1 0 1 9 11 | a = climbingdown 128 515 6 8 6 1 11 66 | b = climbingup 3 2 105 0 0 0 10 1 | c = jumping 1 3 0 751 37 65 0 2 | d = lying 3 7 0 31 580 222 4 2 | e = standing 1 2 0 80 240 528 2 3 | f = sitting 8 9 3 2 11 2 807 1 | g = running 12 39 0 2 3 3 1 853 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4354 78.5637 % Incorrectly Classified Instances 1188 21.4363 % Kappa statistic 0.7496 Mean absolute error 0.0572 Root mean squared error 0.2155 Relative absolute error 26.7298 % Root relative squared error 65.8835 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.558 0.036 0.518 0.558 0.537 0.826 climbingdown 0.683 0.046 0.696 0.683 0.689 0.873 climbingup 0.868 0.003 0.868 0.868 0.868 0.937 jumping 0.875 0.02 0.889 0.875 0.882 0.944 lying 0.688 0.057 0.686 0.688 0.687 0.882 standing 0.675 0.064 0.657 0.675 0.666 0.868 sitting 0.956 0.007 0.962 0.956 0.959 0.979 running 0.9 0.015 0.923 0.9 0.911 0.952 walking Weighted Avg. 0.786 0.034 0.788 0.786 0.787 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 201 128 3 0 0 1 13 14 | a = climbingdown 151 506 6 2 11 6 8 51 | b = climbingup 1 12 105 0 0 0 3 0 | c = jumping 0 4 0 752 35 68 0 0 | d = lying 1 7 0 27 584 223 4 3 | e = standing 2 4 0 63 205 578 3 1 | f = sitting 7 9 7 1 11 2 806 0 | g = running 25 57 0 1 5 2 1 822 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4363 78.7261 % Incorrectly Classified Instances 1179 21.2739 % Kappa statistic 0.7514 Mean absolute error 0.0572 Root mean squared error 0.2167 Relative absolute error 26.7552 % Root relative squared error 66.2454 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.525 0.033 0.528 0.525 0.526 0.818 climbingdown 0.707 0.046 0.702 0.707 0.705 0.875 climbingup 0.843 0.004 0.843 0.843 0.843 0.926 jumping 0.886 0.022 0.88 0.886 0.883 0.948 lying 0.671 0.057 0.68 0.671 0.676 0.86 standing 0.665 0.064 0.656 0.665 0.66 0.859 sitting 0.954 0.005 0.972 0.954 0.963 0.976 running 0.924 0.016 0.918 0.924 0.921 0.958 walking Weighted Avg. 0.787 0.034 0.788 0.787 0.787 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 189 144 3 0 1 0 4 19 | a = climbingdown 137 524 6 1 11 5 7 50 | b = climbingup 5 7 102 0 0 0 6 1 | c = jumping 1 0 1 761 35 60 1 0 | d = lying 3 10 0 33 570 226 3 4 | e = standing 1 8 1 70 205 569 2 0 | f = sitting 9 11 7 0 8 3 804 1 | g = running 13 42 1 0 8 5 0 844 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4412 79.6102 % Incorrectly Classified Instances 1130 20.3898 % Kappa statistic 0.7617 Mean absolute error 0.0548 Root mean squared error 0.2121 Relative absolute error 25.6093 % Root relative squared error 64.8537 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.59 0.028 0.595 0.59 0.592 0.843 climbingdown 0.721 0.043 0.721 0.721 0.721 0.877 climbingup 0.892 0.002 0.922 0.892 0.907 0.962 jumping 0.894 0.023 0.878 0.894 0.886 0.948 lying 0.721 0.061 0.682 0.721 0.701 0.878 standing 0.637 0.057 0.67 0.637 0.653 0.845 sitting 0.969 0.008 0.958 0.969 0.963 0.983 running 0.894 0.016 0.918 0.894 0.906 0.95 walking Weighted Avg. 0.796 0.033 0.796 0.796 0.796 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 213 118 0 0 2 0 11 17 | a = climbingdown 121 534 6 3 13 6 8 50 | b = climbingup 1 2 107 0 0 0 10 0 | c = jumping 0 4 0 768 27 59 0 1 | d = lying 0 8 0 23 612 198 5 3 | e = standing 0 4 0 80 226 545 0 1 | f = sitting 3 9 2 0 8 3 817 1 | g = running 20 62 1 1 9 2 2 816 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4357 78.6178 % Incorrectly Classified Instances 1185 21.3822 % Kappa statistic 0.7502 Mean absolute error 0.0577 Root mean squared error 0.2159 Relative absolute error 26.9527 % Root relative squared error 66.0017 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.548 0.034 0.531 0.548 0.54 0.83 climbingdown 0.719 0.046 0.707 0.719 0.713 0.89 climbingup 0.85 0.004 0.836 0.85 0.843 0.936 jumping 0.886 0.023 0.875 0.886 0.88 0.949 lying 0.7 0.061 0.676 0.7 0.688 0.87 standing 0.643 0.058 0.667 0.643 0.655 0.86 sitting 0.957 0.006 0.968 0.957 0.962 0.98 running 0.889 0.016 0.916 0.889 0.903 0.951 walking Weighted Avg. 0.786 0.034 0.788 0.786 0.787 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 198 131 4 1 3 2 6 16 | a = climbingdown 134 533 5 1 10 3 8 47 | b = climbingup 3 9 102 0 1 0 5 0 | c = jumping 0 2 0 761 35 61 0 0 | d = lying 0 10 0 35 594 200 5 5 | e = standing 2 5 0 72 219 550 3 5 | f = sitting 8 3 10 0 10 4 807 1 | g = running 28 61 1 0 7 4 0 812 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4412 79.6102 % Incorrectly Classified Instances 1130 20.3898 % Kappa statistic 0.7617 Mean absolute error 0.0551 Root mean squared error 0.2092 Relative absolute error 25.7546 % Root relative squared error 63.9578 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.031 0.554 0.557 0.555 0.845 climbingdown 0.723 0.045 0.711 0.723 0.717 0.896 climbingup 0.85 0.002 0.895 0.85 0.872 0.949 jumping 0.905 0.019 0.896 0.905 0.9 0.957 lying 0.727 0.062 0.681 0.727 0.703 0.882 standing 0.634 0.054 0.682 0.634 0.657 0.862 sitting 0.962 0.007 0.959 0.962 0.96 0.98 running 0.904 0.016 0.92 0.904 0.912 0.955 walking Weighted Avg. 0.796 0.033 0.797 0.796 0.796 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 201 134 3 1 1 1 9 11 | a = climbingdown 132 535 3 2 8 4 2 54 | b = climbingup 4 6 102 0 0 0 7 1 | c = jumping 1 5 1 778 24 51 0 0 | d = lying 3 6 0 20 617 193 8 2 | e = standing 0 1 0 66 237 543 6 3 | f = sitting 8 6 5 0 10 2 812 1 | g = running 14 59 0 1 9 2 3 824 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4388 79.1772 % Incorrectly Classified Instances 1154 20.8228 % Kappa statistic 0.7568 Mean absolute error 0.0563 Root mean squared error 0.212 Relative absolute error 26.3368 % Root relative squared error 64.8172 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.031 0.563 0.582 0.572 0.847 climbingdown 0.707 0.044 0.711 0.707 0.709 0.885 climbingup 0.875 0.004 0.827 0.875 0.85 0.948 jumping 0.9 0.024 0.875 0.9 0.887 0.949 lying 0.691 0.055 0.695 0.691 0.693 0.881 standing 0.653 0.057 0.677 0.653 0.665 0.873 sitting 0.95 0.007 0.962 0.95 0.956 0.976 running 0.908 0.019 0.903 0.908 0.905 0.956 walking Weighted Avg. 0.792 0.033 0.791 0.792 0.791 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 210 117 4 2 3 1 10 14 | a = climbingdown 129 523 6 0 12 2 6 62 | b = climbingup 1 10 105 0 0 0 4 0 | c = jumping 1 4 0 774 27 52 0 2 | d = lying 3 9 0 27 587 207 8 8 | e = standing 1 7 0 80 203 559 3 3 | f = sitting 9 9 12 0 9 3 802 0 | g = running 19 57 0 2 3 2 1 828 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4312 77.8058 % Incorrectly Classified Instances 1230 22.1942 % Kappa statistic 0.7407 Mean absolute error 0.0594 Root mean squared error 0.2199 Relative absolute error 27.7743 % Root relative squared error 67.2258 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.56 0.033 0.542 0.56 0.55 0.821 climbingdown 0.695 0.045 0.704 0.695 0.699 0.872 climbingup 0.85 0.004 0.829 0.85 0.84 0.943 jumping 0.892 0.022 0.884 0.892 0.888 0.952 lying 0.689 0.066 0.653 0.689 0.67 0.859 standing 0.604 0.063 0.638 0.604 0.621 0.846 sitting 0.949 0.006 0.964 0.949 0.956 0.974 running 0.904 0.019 0.905 0.904 0.905 0.953 walking Weighted Avg. 0.778 0.035 0.779 0.778 0.778 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 202 129 3 2 1 0 3 21 | a = climbingdown 133 514 8 3 13 1 9 59 | b = climbingup 4 5 102 0 0 0 9 0 | c = jumping 1 2 0 767 29 60 0 1 | d = lying 2 9 0 18 585 225 6 4 | e = standing 4 1 0 78 253 518 2 1 | f = sitting 12 11 10 0 6 4 800 0 | g = running 15 59 0 0 9 4 1 824 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4345 78.3872 % Incorrectly Classified Instances 1198 21.6128 % Kappa statistic 0.7475 Mean absolute error 0.0579 Root mean squared error 0.2185 Relative absolute error 27.0627 % Root relative squared error 66.7954 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.032 0.551 0.557 0.554 0.817 climbingdown 0.688 0.045 0.704 0.688 0.696 0.876 climbingup 0.835 0.004 0.828 0.835 0.831 0.931 jumping 0.893 0.022 0.88 0.893 0.886 0.95 lying 0.668 0.059 0.673 0.668 0.671 0.857 standing 0.634 0.067 0.632 0.634 0.633 0.842 sitting 0.957 0.007 0.96 0.957 0.958 0.98 running 0.93 0.015 0.925 0.93 0.927 0.965 walking Weighted Avg. 0.784 0.035 0.783 0.784 0.784 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 201 134 3 1 1 0 8 13 | a = climbingdown 147 510 7 2 7 9 12 47 | b = climbingup 3 12 101 1 0 0 3 1 | c = jumping 0 2 1 767 27 60 0 2 | d = lying 2 8 0 23 567 240 7 2 | e = standing 1 2 0 78 227 543 4 1 | f = sitting 3 6 10 0 9 5 807 3 | g = running 8 50 0 0 4 2 0 849 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4363 78.7119 % Incorrectly Classified Instances 1180 21.2881 % Kappa statistic 0.7513 Mean absolute error 0.057 Root mean squared error 0.2146 Relative absolute error 26.6501 % Root relative squared error 65.6104 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.564 0.033 0.541 0.564 0.552 0.835 climbingdown 0.703 0.045 0.707 0.703 0.705 0.865 climbingup 0.851 0.003 0.866 0.851 0.858 0.926 jumping 0.888 0.022 0.88 0.888 0.884 0.951 lying 0.677 0.059 0.676 0.677 0.676 0.868 standing 0.657 0.062 0.659 0.657 0.658 0.865 sitting 0.958 0.005 0.973 0.958 0.966 0.981 running 0.906 0.018 0.909 0.906 0.907 0.954 walking Weighted Avg. 0.787 0.034 0.788 0.787 0.788 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 203 132 3 0 3 0 2 17 | a = climbingdown 135 521 4 4 11 3 5 58 | b = climbingup 3 6 103 0 0 0 8 1 | c = jumping 3 1 0 763 33 57 2 0 | d = lying 5 8 0 30 575 221 4 6 | e = standing 1 5 0 69 217 563 1 1 | f = sitting 7 7 8 0 6 7 808 0 | g = running 18 57 1 1 6 3 0 827 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4355 78.5676 % Incorrectly Classified Instances 1188 21.4324 % Kappa statistic 0.7496 Mean absolute error 0.0575 Root mean squared error 0.2176 Relative absolute error 26.8791 % Root relative squared error 66.5292 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.575 0.03 0.57 0.575 0.573 0.825 climbingdown 0.735 0.043 0.726 0.735 0.731 0.889 climbingup 0.86 0.003 0.874 0.86 0.867 0.954 jumping 0.907 0.024 0.873 0.907 0.89 0.955 lying 0.687 0.066 0.652 0.687 0.669 0.857 standing 0.575 0.059 0.641 0.575 0.606 0.835 sitting 0.95 0.006 0.966 0.95 0.958 0.977 running 0.923 0.018 0.91 0.923 0.917 0.959 walking Weighted Avg. 0.786 0.035 0.784 0.786 0.785 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 207 130 2 1 1 0 6 13 | a = climbingdown 118 545 6 3 2 3 6 58 | b = climbingup 3 9 104 0 0 0 5 0 | c = jumping 1 8 0 779 21 49 0 1 | d = lying 3 5 0 29 583 214 8 7 | e = standing 0 4 0 78 278 493 2 2 | f = sitting 14 9 6 0 6 5 801 2 | g = running 17 41 1 2 3 5 1 843 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4399 79.3757 % Incorrectly Classified Instances 1143 20.6243 % Kappa statistic 0.759 Mean absolute error 0.056 Root mean squared error 0.2135 Relative absolute error 26.1923 % Root relative squared error 65.2816 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.59 0.032 0.563 0.59 0.576 0.838 climbingdown 0.708 0.041 0.726 0.708 0.717 0.878 climbingup 0.908 0.001 0.932 0.908 0.92 0.967 jumping 0.874 0.022 0.879 0.874 0.877 0.945 lying 0.709 0.061 0.678 0.709 0.693 0.873 standing 0.656 0.059 0.67 0.656 0.663 0.865 sitting 0.969 0.006 0.968 0.969 0.969 0.983 running 0.899 0.017 0.912 0.899 0.906 0.945 walking Weighted Avg. 0.794 0.033 0.795 0.794 0.794 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 213 116 0 0 3 1 8 20 | a = climbingdown 132 524 4 8 7 4 7 54 | b = climbingup 2 3 109 0 0 1 5 0 | c = jumping 1 3 0 751 32 72 0 0 | d = lying 1 7 0 36 602 194 5 4 | e = standing 2 1 0 54 235 562 2 1 | f = sitting 9 3 4 3 5 2 817 0 | g = running 18 65 0 2 4 3 0 821 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4334 78.2028 % Incorrectly Classified Instances 1208 21.7972 % Kappa statistic 0.7453 Mean absolute error 0.0585 Root mean squared error 0.2184 Relative absolute error 27.3549 % Root relative squared error 66.7614 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.518 0.032 0.527 0.518 0.522 0.81 climbingdown 0.727 0.047 0.706 0.727 0.716 0.885 climbingup 0.892 0.003 0.877 0.892 0.884 0.967 jumping 0.881 0.025 0.865 0.881 0.873 0.941 lying 0.715 0.068 0.657 0.715 0.685 0.872 standing 0.591 0.057 0.655 0.591 0.622 0.854 sitting 0.958 0.006 0.965 0.958 0.962 0.983 running 0.901 0.015 0.922 0.901 0.911 0.957 walking Weighted Avg. 0.782 0.035 0.782 0.782 0.782 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 187 141 3 0 0 1 8 21 | a = climbingdown 135 538 2 5 9 2 6 43 | b = climbingup 2 3 107 0 0 0 7 1 | c = jumping 0 3 0 757 39 58 1 1 | d = lying 3 9 0 27 608 199 2 2 | e = standing 0 6 0 86 256 506 1 1 | f = sitting 3 7 10 0 12 2 808 1 | g = running 25 55 0 0 2 4 4 823 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4379 79.0148 % Incorrectly Classified Instances 1163 20.9852 % Kappa statistic 0.7548 Mean absolute error 0.0563 Root mean squared error 0.2133 Relative absolute error 26.3091 % Root relative squared error 65.2158 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.029 0.571 0.557 0.564 0.829 climbingdown 0.714 0.05 0.687 0.714 0.7 0.879 climbingup 0.883 0.003 0.883 0.883 0.883 0.948 jumping 0.906 0.025 0.867 0.906 0.886 0.951 lying 0.701 0.059 0.684 0.701 0.693 0.869 standing 0.629 0.055 0.675 0.629 0.651 0.861 sitting 0.951 0.006 0.967 0.951 0.959 0.975 running 0.909 0.017 0.915 0.909 0.912 0.956 walking Weighted Avg. 0.79 0.034 0.79 0.79 0.79 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 201 137 1 0 2 0 6 14 | a = climbingdown 128 528 5 2 5 5 11 56 | b = climbingup 3 4 106 0 0 0 6 1 | c = jumping 0 7 0 779 27 47 0 0 | d = lying 0 12 0 37 596 201 2 2 | e = standing 0 11 0 79 224 538 2 2 | f = sitting 9 7 7 0 11 5 802 2 | g = running 11 63 1 1 6 1 0 829 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4322 77.9863 % Incorrectly Classified Instances 1220 22.0137 % Kappa statistic 0.7426 Mean absolute error 0.0594 Root mean squared error 0.2186 Relative absolute error 27.7511 % Root relative squared error 66.8345 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.512 0.029 0.551 0.512 0.531 0.823 climbingdown 0.709 0.05 0.684 0.709 0.697 0.868 climbingup 0.808 0.003 0.858 0.808 0.833 0.948 jumping 0.863 0.023 0.871 0.863 0.867 0.939 lying 0.709 0.061 0.676 0.709 0.692 0.873 standing 0.63 0.065 0.639 0.63 0.634 0.859 sitting 0.962 0.008 0.955 0.962 0.959 0.98 running 0.899 0.015 0.921 0.899 0.91 0.953 walking Weighted Avg. 0.78 0.036 0.78 0.78 0.78 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 185 144 3 0 0 4 11 14 | a = climbingdown 126 525 6 2 13 7 10 51 | b = climbingup 2 11 97 0 0 0 9 1 | c = jumping 1 3 0 742 33 80 1 0 | d = lying 1 8 0 21 602 207 6 4 | e = standing 1 10 1 86 218 539 1 0 | f = sitting 9 6 5 0 10 2 812 0 | g = running 11 60 1 1 14 5 0 820 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4332 78.1667 % Incorrectly Classified Instances 1210 21.8333 % Kappa statistic 0.7449 Mean absolute error 0.0581 Root mean squared error 0.2169 Relative absolute error 27.1429 % Root relative squared error 66.3302 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.551 0.031 0.551 0.551 0.551 0.84 climbingdown 0.722 0.046 0.709 0.722 0.715 0.879 climbingup 0.858 0.003 0.858 0.858 0.858 0.949 jumping 0.888 0.024 0.872 0.888 0.88 0.945 lying 0.643 0.061 0.655 0.643 0.649 0.857 standing 0.637 0.067 0.633 0.637 0.635 0.863 sitting 0.947 0.007 0.958 0.947 0.952 0.973 running 0.923 0.013 0.931 0.923 0.927 0.96 walking Weighted Avg. 0.782 0.035 0.782 0.782 0.782 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 199 140 5 0 0 0 5 12 | a = climbingdown 135 534 4 4 8 3 6 46 | b = climbingup 5 4 103 0 0 0 8 0 | c = jumping 3 3 0 764 34 56 0 0 | d = lying 0 13 0 30 546 248 10 2 | e = standing 0 5 0 77 224 545 4 1 | f = sitting 6 10 8 0 15 5 799 1 | g = running 13 44 0 1 6 4 2 842 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4327 78.0765 % Incorrectly Classified Instances 1215 21.9235 % Kappa statistic 0.7438 Mean absolute error 0.0588 Root mean squared error 0.2183 Relative absolute error 27.4754 % Root relative squared error 66.7527 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.526 0.033 0.523 0.526 0.525 0.838 climbingdown 0.706 0.049 0.692 0.706 0.699 0.879 climbingup 0.86 0.002 0.889 0.86 0.874 0.95 jumping 0.866 0.02 0.888 0.866 0.877 0.942 lying 0.673 0.062 0.662 0.673 0.667 0.874 standing 0.652 0.066 0.642 0.652 0.647 0.864 sitting 0.963 0.006 0.968 0.963 0.966 0.982 running 0.905 0.016 0.919 0.905 0.912 0.949 walking Weighted Avg. 0.781 0.035 0.783 0.781 0.782 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 190 146 4 1 5 0 7 8 | a = climbingdown 139 523 3 3 13 1 2 57 | b = climbingup 2 6 104 0 0 0 9 0 | c = jumping 0 8 1 744 35 70 0 1 | d = lying 3 3 0 30 571 234 4 4 | e = standing 1 5 0 58 228 558 4 2 | f = sitting 9 10 4 0 5 2 812 1 | g = running 19 55 1 2 5 4 1 825 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4334 78.2028 % Incorrectly Classified Instances 1208 21.7972 % Kappa statistic 0.7455 Mean absolute error 0.059 Root mean squared error 0.2179 Relative absolute error 27.5796 % Root relative squared error 66.6075 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.593 0.038 0.518 0.593 0.553 0.835 climbingdown 0.668 0.044 0.703 0.668 0.685 0.867 climbingup 0.876 0.002 0.891 0.876 0.883 0.94 jumping 0.873 0.022 0.879 0.873 0.876 0.949 lying 0.715 0.067 0.659 0.715 0.686 0.864 standing 0.62 0.055 0.671 0.62 0.645 0.852 sitting 0.962 0.006 0.964 0.962 0.963 0.977 running 0.899 0.017 0.911 0.899 0.905 0.942 walking Weighted Avg. 0.782 0.034 0.785 0.782 0.783 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 214 122 2 0 0 0 6 17 | a = climbingdown 160 495 4 4 9 3 8 58 | b = climbingup 5 4 106 0 0 0 6 0 | c = jumping 1 1 0 750 29 76 0 2 | d = lying 6 11 0 40 607 178 5 2 | e = standing 0 2 0 59 259 531 4 1 | f = sitting 7 11 5 0 7 2 811 0 | g = running 20 58 2 0 10 1 1 820 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4327 78.0624 % Incorrectly Classified Instances 1216 21.9376 % Kappa statistic 0.7437 Mean absolute error 0.059 Root mean squared error 0.2199 Relative absolute error 27.5983 % Root relative squared error 67.2334 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.568 0.036 0.523 0.568 0.544 0.837 climbingdown 0.699 0.046 0.699 0.699 0.699 0.872 climbingup 0.76 0.002 0.876 0.76 0.814 0.923 jumping 0.893 0.026 0.861 0.893 0.877 0.945 lying 0.7 0.059 0.684 0.7 0.692 0.872 standing 0.606 0.061 0.646 0.606 0.625 0.845 sitting 0.968 0.008 0.958 0.968 0.963 0.982 running 0.895 0.016 0.917 0.895 0.906 0.944 walking Weighted Avg. 0.781 0.035 0.781 0.781 0.781 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 205 128 1 1 2 0 8 16 | a = climbingdown 142 517 7 5 8 3 9 49 | b = climbingup 4 12 92 0 0 0 13 0 | c = jumping 1 2 0 767 23 64 1 1 | d = lying 1 12 0 23 594 212 2 5 | e = standing 2 3 0 93 235 519 2 3 | f = sitting 9 6 4 0 6 2 816 0 | g = running 28 60 1 2 1 3 1 817 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4347 78.4232 % Incorrectly Classified Instances 1196 21.5768 % Kappa statistic 0.7479 Mean absolute error 0.059 Root mean squared error 0.2175 Relative absolute error 27.5694 % Root relative squared error 66.5125 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.565 0.032 0.554 0.565 0.56 0.822 climbingdown 0.708 0.041 0.725 0.708 0.716 0.882 climbingup 0.876 0.004 0.841 0.876 0.858 0.935 jumping 0.88 0.024 0.871 0.88 0.876 0.946 lying 0.691 0.065 0.657 0.691 0.674 0.868 standing 0.61 0.06 0.651 0.61 0.63 0.857 sitting 0.961 0.008 0.955 0.961 0.958 0.979 running 0.917 0.016 0.917 0.917 0.917 0.959 walking Weighted Avg. 0.784 0.035 0.784 0.784 0.784 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 204 126 4 2 1 0 7 17 | a = climbingdown 142 524 5 2 6 1 10 50 | b = climbingup 1 2 106 0 0 0 11 1 | c = jumping 0 8 0 756 35 60 0 0 | d = lying 0 11 0 31 587 210 6 4 | e = standing 0 2 0 76 250 523 4 2 | f = sitting 6 4 9 1 6 5 810 2 | g = running 15 46 2 0 9 4 0 837 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4360 78.6578 % Incorrectly Classified Instances 1183 21.3422 % Kappa statistic 0.7506 Mean absolute error 0.0575 Root mean squared error 0.2144 Relative absolute error 26.8586 % Root relative squared error 65.566 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.54 0.033 0.536 0.54 0.538 0.844 climbingdown 0.704 0.044 0.713 0.704 0.708 0.886 climbingup 0.851 0.003 0.88 0.851 0.866 0.947 jumping 0.882 0.024 0.87 0.882 0.876 0.952 lying 0.724 0.065 0.669 0.724 0.696 0.881 standing 0.618 0.055 0.673 0.618 0.645 0.857 sitting 0.957 0.006 0.964 0.957 0.961 0.981 running 0.91 0.019 0.906 0.91 0.908 0.954 walking Weighted Avg. 0.787 0.034 0.787 0.787 0.786 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 195 137 3 3 0 0 9 14 | a = climbingdown 133 521 3 2 8 2 7 64 | b = climbingup 3 6 103 0 0 0 8 1 | c = jumping 0 1 0 758 36 61 0 3 | d = lying 5 10 0 28 615 186 3 2 | e = standing 2 2 0 79 239 530 3 2 | f = sitting 10 7 6 0 9 4 807 0 | g = running 16 47 2 1 12 4 0 831 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4338 78.275 % Incorrectly Classified Instances 1204 21.725 % Kappa statistic 0.7461 Mean absolute error 0.0584 Root mean squared error 0.2177 Relative absolute error 27.2996 % Root relative squared error 66.5541 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.514 0.03 0.544 0.514 0.529 0.815 climbingdown 0.703 0.048 0.695 0.703 0.699 0.86 climbingup 0.843 0.004 0.829 0.843 0.836 0.937 jumping 0.875 0.022 0.881 0.875 0.878 0.942 lying 0.703 0.064 0.666 0.703 0.684 0.871 standing 0.637 0.06 0.661 0.637 0.648 0.862 sitting 0.949 0.005 0.972 0.949 0.96 0.974 running 0.916 0.021 0.898 0.916 0.907 0.954 walking Weighted Avg. 0.783 0.035 0.783 0.783 0.783 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 185 142 5 0 2 1 6 19 | a = climbingdown 129 521 4 3 10 4 8 62 | b = climbingup 2 6 102 0 0 0 6 5 | c = jumping 0 3 0 752 34 70 0 0 | d = lying 3 8 0 32 597 201 2 6 | e = standing 0 8 0 64 236 545 0 3 | f = sitting 9 6 10 2 13 3 800 0 | g = running 12 56 2 1 4 1 1 836 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4345 78.4013 % Incorrectly Classified Instances 1197 21.5987 % Kappa statistic 0.7476 Mean absolute error 0.058 Root mean squared error 0.2186 Relative absolute error 27.0875 % Root relative squared error 66.8479 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.558 0.03 0.563 0.558 0.561 0.814 climbingdown 0.721 0.045 0.712 0.721 0.716 0.882 climbingup 0.893 0.003 0.864 0.893 0.878 0.949 jumping 0.893 0.027 0.859 0.893 0.876 0.945 lying 0.673 0.063 0.657 0.673 0.665 0.857 standing 0.611 0.06 0.65 0.611 0.63 0.846 sitting 0.96 0.006 0.965 0.96 0.963 0.978 running 0.911 0.016 0.918 0.911 0.915 0.956 walking Weighted Avg. 0.784 0.035 0.783 0.784 0.783 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 201 122 6 1 1 1 12 16 | a = climbingdown 133 534 5 4 7 3 4 51 | b = climbingup 2 4 108 0 0 0 7 0 | c = jumping 1 5 0 767 31 54 0 1 | d = lying 0 13 0 40 571 216 3 6 | e = standing 0 6 0 80 244 523 3 0 | f = sitting 6 8 6 1 8 5 809 0 | g = running 14 58 0 0 7 2 0 832 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4352 78.5276 % Incorrectly Classified Instances 1190 21.4724 % Kappa statistic 0.7491 Mean absolute error 0.0573 Root mean squared error 0.2181 Relative absolute error 26.7717 % Root relative squared error 66.6724 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.587 0.031 0.565 0.587 0.576 0.828 climbingdown 0.7 0.043 0.717 0.7 0.709 0.869 climbingup 0.875 0.002 0.897 0.875 0.886 0.937 jumping 0.878 0.022 0.881 0.878 0.879 0.944 lying 0.696 0.064 0.663 0.696 0.679 0.865 standing 0.618 0.064 0.637 0.618 0.628 0.85 sitting 0.961 0.006 0.967 0.961 0.964 0.983 running 0.911 0.017 0.914 0.911 0.913 0.957 walking Weighted Avg. 0.785 0.035 0.786 0.785 0.786 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 212 123 1 0 4 1 8 12 | a = climbingdown 135 519 3 2 7 7 12 56 | b = climbingup 3 6 105 1 0 0 4 1 | c = jumping 0 5 1 754 33 65 0 1 | d = lying 3 3 2 26 592 220 1 3 | e = standing 0 2 0 73 245 529 3 4 | f = sitting 5 9 5 0 9 4 810 1 | g = running 17 57 0 0 3 4 0 831 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4363 78.7261 % Incorrectly Classified Instances 1179 21.2739 % Kappa statistic 0.7514 Mean absolute error 0.0576 Root mean squared error 0.2142 Relative absolute error 26.9289 % Root relative squared error 65.4952 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.535 0.032 0.541 0.535 0.538 0.832 climbingdown 0.702 0.049 0.691 0.702 0.696 0.882 climbingup 0.858 0.002 0.904 0.858 0.88 0.941 jumping 0.875 0.018 0.901 0.875 0.888 0.947 lying 0.706 0.059 0.684 0.706 0.695 0.876 standing 0.661 0.062 0.66 0.661 0.66 0.86 sitting 0.954 0.007 0.958 0.954 0.956 0.977 running 0.905 0.018 0.908 0.905 0.906 0.954 walking Weighted Avg. 0.787 0.034 0.789 0.787 0.788 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 193 136 3 1 2 2 6 18 | a = climbingdown 141 520 3 0 8 4 6 59 | b = climbingup 1 10 103 0 0 0 5 1 | c = jumping 1 5 0 752 33 67 1 0 | d = lying 0 9 0 21 600 208 8 4 | e = standing 0 5 0 61 217 566 6 1 | f = sitting 9 12 5 0 8 4 804 1 | g = running 12 56 0 0 9 7 3 825 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4308 77.7337 % Incorrectly Classified Instances 1234 22.2663 % Kappa statistic 0.74 Mean absolute error 0.059 Root mean squared error 0.2199 Relative absolute error 27.5723 % Root relative squared error 67.2398 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.036 0.541 0.604 0.571 0.823 climbingdown 0.68 0.043 0.71 0.68 0.695 0.864 climbingup 0.825 0.003 0.853 0.825 0.839 0.925 jumping 0.886 0.025 0.865 0.886 0.875 0.947 lying 0.688 0.066 0.653 0.688 0.67 0.876 standing 0.597 0.064 0.632 0.597 0.614 0.85 sitting 0.958 0.006 0.969 0.958 0.964 0.98 running 0.901 0.016 0.919 0.901 0.91 0.952 walking Weighted Avg. 0.777 0.035 0.779 0.777 0.778 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 218 118 3 1 5 1 5 10 | a = climbingdown 152 504 6 3 9 7 4 56 | b = climbingup 4 6 99 0 0 0 10 1 | c = jumping 3 1 0 762 26 66 1 1 | d = lying 2 8 0 30 584 219 4 2 | e = standing 1 3 0 85 254 511 1 1 | f = sitting 7 11 8 0 6 2 808 1 | g = running 16 59 0 0 11 3 1 822 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4401 79.4118 % Incorrectly Classified Instances 1141 20.5882 % Kappa statistic 0.7594 Mean absolute error 0.0551 Root mean squared error 0.2107 Relative absolute error 25.7338 % Root relative squared error 64.4155 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.554 0.031 0.556 0.554 0.555 0.833 climbingdown 0.723 0.042 0.725 0.723 0.724 0.876 climbingup 0.867 0.004 0.846 0.867 0.856 0.946 jumping 0.897 0.022 0.88 0.897 0.888 0.953 lying 0.728 0.065 0.67 0.728 0.698 0.885 standing 0.617 0.054 0.675 0.617 0.645 0.851 sitting 0.951 0.008 0.955 0.951 0.953 0.977 running 0.923 0.012 0.937 0.923 0.93 0.967 walking Weighted Avg. 0.794 0.033 0.794 0.794 0.794 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 200 122 4 2 0 3 10 20 | a = climbingdown 138 535 3 6 9 4 13 32 | b = climbingup 1 6 104 0 0 0 8 1 | c = jumping 0 5 0 771 29 54 1 0 | d = lying 0 8 0 31 618 185 5 2 | e = standing 1 5 1 65 255 528 0 1 | f = sitting 9 8 11 0 6 6 803 1 | g = running 11 49 0 1 6 2 1 842 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4378 78.9968 % Incorrectly Classified Instances 1164 21.0032 % Kappa statistic 0.7546 Mean absolute error 0.0572 Root mean squared error 0.2145 Relative absolute error 26.7165 % Root relative squared error 65.5693 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.515 0.032 0.53 0.515 0.522 0.816 climbingdown 0.697 0.047 0.694 0.697 0.696 0.848 climbingup 0.9 0.003 0.857 0.9 0.878 0.948 jumping 0.894 0.021 0.886 0.894 0.89 0.95 lying 0.69 0.055 0.694 0.69 0.692 0.878 standing 0.661 0.062 0.661 0.661 0.661 0.862 sitting 0.957 0.005 0.973 0.957 0.965 0.98 running 0.92 0.018 0.908 0.92 0.914 0.954 walking Weighted Avg. 0.79 0.033 0.789 0.79 0.79 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 186 144 1 1 2 1 6 20 | a = climbingdown 138 516 8 0 11 1 7 59 | b = climbingup 5 4 108 0 0 0 3 0 | c = jumping 2 3 0 769 27 59 0 0 | d = lying 1 9 0 27 586 220 4 2 | e = standing 2 8 0 69 206 566 2 3 | f = sitting 5 8 7 1 9 5 808 1 | g = running 12 51 2 1 3 4 0 839 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4345 78.3872 % Incorrectly Classified Instances 1198 21.6128 % Kappa statistic 0.7475 Mean absolute error 0.0582 Root mean squared error 0.2165 Relative absolute error 27.1999 % Root relative squared error 66.1846 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.543 0.033 0.537 0.543 0.54 0.837 climbingdown 0.694 0.045 0.702 0.694 0.698 0.86 climbingup 0.883 0.003 0.883 0.883 0.883 0.954 jumping 0.871 0.026 0.862 0.871 0.866 0.94 lying 0.683 0.056 0.686 0.683 0.685 0.883 standing 0.659 0.066 0.645 0.659 0.652 0.858 sitting 0.95 0.006 0.967 0.95 0.959 0.981 running 0.915 0.016 0.918 0.915 0.916 0.96 walking Weighted Avg. 0.784 0.035 0.785 0.784 0.784 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 196 139 1 0 0 3 10 12 | a = climbingdown 134 514 3 3 15 2 11 59 | b = climbingup 5 4 106 0 0 0 4 1 | c = jumping 2 4 0 749 37 68 0 0 | d = lying 3 10 0 27 580 227 0 2 | e = standing 0 6 0 88 197 564 1 0 | f = sitting 10 6 10 1 11 3 801 1 | g = running 15 49 0 1 5 7 1 835 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4347 78.4232 % Incorrectly Classified Instances 1196 21.5768 % Kappa statistic 0.7479 Mean absolute error 0.0573 Root mean squared error 0.218 Relative absolute error 26.7625 % Root relative squared error 66.6383 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.56 0.032 0.549 0.56 0.554 0.831 climbingdown 0.719 0.045 0.714 0.719 0.716 0.883 climbingup 0.909 0.002 0.917 0.909 0.913 0.963 jumping 0.872 0.022 0.877 0.872 0.874 0.937 lying 0.721 0.07 0.65 0.721 0.684 0.864 standing 0.582 0.056 0.654 0.582 0.616 0.838 sitting 0.967 0.007 0.962 0.967 0.964 0.982 running 0.907 0.016 0.916 0.907 0.911 0.954 walking Weighted Avg. 0.784 0.035 0.785 0.784 0.784 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 202 137 2 0 2 0 5 13 | a = climbingdown 131 533 2 3 7 0 8 57 | b = climbingup 3 3 110 0 0 0 5 0 | c = jumping 0 2 1 749 34 70 2 1 | d = lying 2 9 0 26 613 190 8 2 | e = standing 1 7 0 71 273 498 4 2 | f = sitting 11 3 4 3 4 2 815 1 | g = running 18 53 1 2 10 1 0 827 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4384 79.0907 % Incorrectly Classified Instances 1159 20.9093 % Kappa statistic 0.7557 Mean absolute error 0.0569 Root mean squared error 0.2128 Relative absolute error 26.611 % Root relative squared error 65.0758 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.524 0.031 0.537 0.524 0.53 0.808 climbingdown 0.733 0.05 0.692 0.733 0.712 0.878 climbingup 0.793 0.004 0.828 0.793 0.81 0.909 jumping 0.892 0.023 0.874 0.892 0.883 0.952 lying 0.688 0.051 0.712 0.688 0.7 0.885 standing 0.672 0.06 0.671 0.672 0.671 0.876 sitting 0.963 0.008 0.958 0.963 0.96 0.98 running 0.897 0.015 0.922 0.897 0.909 0.952 walking Weighted Avg. 0.791 0.033 0.791 0.791 0.791 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 189 141 2 1 1 0 9 18 | a = climbingdown 132 543 3 4 7 2 10 40 | b = climbingup 7 9 96 1 0 0 8 0 | c = jumping 2 2 0 766 24 63 0 2 | d = lying 1 12 0 29 585 210 6 7 | e = standing 1 5 0 75 197 575 2 1 | f = sitting 5 5 15 0 3 2 812 1 | g = running 15 68 0 0 5 5 1 818 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4388 79.1772 % Incorrectly Classified Instances 1154 20.8228 % Kappa statistic 0.7568 Mean absolute error 0.0556 Root mean squared error 0.2133 Relative absolute error 25.9952 % Root relative squared error 65.2007 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.593 0.03 0.578 0.593 0.585 0.846 climbingdown 0.717 0.041 0.731 0.717 0.724 0.888 climbingup 0.942 0.004 0.838 0.942 0.887 0.98 jumping 0.879 0.024 0.87 0.879 0.874 0.956 lying 0.736 0.066 0.668 0.736 0.701 0.88 standing 0.598 0.054 0.668 0.598 0.631 0.846 sitting 0.96 0.005 0.974 0.96 0.967 0.981 running 0.908 0.017 0.911 0.908 0.909 0.951 walking Weighted Avg. 0.792 0.033 0.792 0.792 0.791 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 214 117 4 1 2 1 6 16 | a = climbingdown 122 531 10 3 8 1 7 59 | b = climbingup 2 1 114 0 0 0 3 1 | c = jumping 1 5 0 755 31 67 0 0 | d = lying 0 11 0 24 625 183 4 2 | e = standing 0 6 0 85 249 512 2 2 | f = sitting 6 8 7 0 11 1 809 1 | g = running 25 47 1 0 9 2 0 828 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4385 79.1231 % Incorrectly Classified Instances 1157 20.8769 % Kappa statistic 0.756 Mean absolute error 0.0568 Root mean squared error 0.2154 Relative absolute error 26.5488 % Root relative squared error 65.8445 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.562 0.033 0.546 0.562 0.554 0.834 climbingdown 0.709 0.044 0.713 0.709 0.711 0.875 climbingup 0.826 0.001 0.952 0.826 0.885 0.944 jumping 0.891 0.024 0.871 0.891 0.881 0.944 lying 0.693 0.056 0.691 0.693 0.692 0.866 standing 0.651 0.06 0.665 0.651 0.658 0.852 sitting 0.963 0.009 0.953 0.963 0.958 0.98 running 0.916 0.016 0.917 0.916 0.916 0.961 walking Weighted Avg. 0.791 0.034 0.791 0.791 0.791 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 203 130 1 1 1 3 10 12 | a = climbingdown 134 525 2 2 11 3 9 55 | b = climbingup 4 7 100 0 0 0 9 1 | c = jumping 2 4 0 765 29 59 0 0 | d = lying 1 9 0 27 588 209 11 4 | e = standing 0 4 0 81 209 557 1 4 | f = sitting 7 10 2 1 10 1 812 0 | g = running 21 47 0 1 3 5 0 835 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4362 78.708 % Incorrectly Classified Instances 1180 21.292 % Kappa statistic 0.7514 Mean absolute error 0.0579 Root mean squared error 0.2156 Relative absolute error 27.0815 % Root relative squared error 65.922 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.036 0.533 0.582 0.556 0.822 climbingdown 0.7 0.045 0.705 0.7 0.702 0.874 climbingup 0.901 0.002 0.916 0.901 0.908 0.958 jumping 0.901 0.021 0.886 0.901 0.893 0.952 lying 0.707 0.066 0.659 0.707 0.682 0.866 standing 0.604 0.056 0.665 0.604 0.633 0.85 sitting 0.955 0.006 0.964 0.955 0.959 0.978 running 0.908 0.014 0.925 0.908 0.916 0.959 walking Weighted Avg. 0.787 0.034 0.789 0.787 0.787 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 210 118 1 1 2 0 9 20 | a = climbingdown 156 518 2 1 12 1 9 41 | b = climbingup 2 6 109 0 0 0 3 1 | c = jumping 2 5 0 774 29 47 2 0 | d = lying 0 4 0 28 600 209 5 3 | e = standing 1 6 0 70 258 518 2 2 | f = sitting 8 15 7 0 7 1 805 0 | g = running 15 63 0 0 3 3 0 828 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4332 78.1667 % Incorrectly Classified Instances 1210 21.8333 % Kappa statistic 0.7449 Mean absolute error 0.0587 Root mean squared error 0.2196 Relative absolute error 27.4438 % Root relative squared error 67.1398 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.54 0.032 0.54 0.54 0.54 0.788 climbingdown 0.711 0.051 0.683 0.711 0.697 0.871 climbingup 0.842 0.003 0.849 0.842 0.845 0.944 jumping 0.891 0.021 0.887 0.891 0.889 0.948 lying 0.694 0.066 0.657 0.694 0.675 0.861 standing 0.628 0.059 0.659 0.628 0.643 0.859 sitting 0.95 0.005 0.97 0.95 0.96 0.976 running 0.895 0.016 0.917 0.895 0.906 0.95 walking Weighted Avg. 0.782 0.035 0.783 0.782 0.782 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 195 140 5 1 0 2 8 10 | a = climbingdown 133 526 6 6 8 1 5 55 | b = climbingup 4 6 101 0 0 0 8 1 | c = jumping 2 2 0 765 28 62 0 0 | d = lying 5 10 0 29 589 209 2 5 | e = standing 0 3 0 60 253 538 1 2 | f = sitting 6 9 7 1 16 2 801 1 | g = running 16 74 0 0 3 2 1 817 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4384 79.105 % Incorrectly Classified Instances 1158 20.895 % Kappa statistic 0.7558 Mean absolute error 0.057 Root mean squared error 0.2151 Relative absolute error 26.6463 % Root relative squared error 65.7649 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.54 0.034 0.528 0.54 0.534 0.791 climbingdown 0.666 0.042 0.71 0.666 0.688 0.856 climbingup 0.875 0.002 0.921 0.875 0.897 0.95 jumping 0.912 0.021 0.887 0.912 0.899 0.957 lying 0.707 0.06 0.68 0.707 0.693 0.874 standing 0.658 0.056 0.684 0.658 0.671 0.865 sitting 0.962 0.006 0.968 0.962 0.965 0.982 running 0.912 0.022 0.889 0.912 0.901 0.954 walking Weighted Avg. 0.791 0.034 0.79 0.791 0.79 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 195 122 1 1 5 0 7 30 | a = climbingdown 145 493 4 2 19 0 9 68 | b = climbingup 2 4 105 1 0 0 8 0 | c = jumping 2 6 0 783 23 45 0 0 | d = lying 4 6 0 22 600 211 2 4 | e = standing 0 4 0 71 215 564 1 2 | f = sitting 6 3 3 0 19 1 811 0 | g = running 15 56 1 3 1 4 0 833 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4327 78.0765 % Incorrectly Classified Instances 1215 21.9235 % Kappa statistic 0.7439 Mean absolute error 0.0585 Root mean squared error 0.2181 Relative absolute error 27.3344 % Root relative squared error 66.6925 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.569 0.035 0.528 0.569 0.548 0.83 climbingdown 0.692 0.043 0.712 0.692 0.702 0.867 climbingup 0.825 0.003 0.861 0.825 0.843 0.93 jumping 0.871 0.024 0.871 0.871 0.871 0.945 lying 0.702 0.065 0.663 0.702 0.682 0.873 standing 0.613 0.062 0.643 0.613 0.628 0.846 sitting 0.96 0.006 0.967 0.96 0.963 0.98 running 0.91 0.016 0.916 0.91 0.913 0.954 walking Weighted Avg. 0.781 0.035 0.782 0.781 0.781 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 205 126 2 0 2 1 6 18 | a = climbingdown 153 512 7 1 9 4 4 50 | b = climbingup 3 6 99 0 1 0 10 1 | c = jumping 1 6 0 749 30 70 1 3 | d = lying 3 8 0 30 596 207 3 2 | e = standing 0 5 0 79 243 525 3 1 | f = sitting 8 6 7 1 5 6 810 1 | g = running 15 50 0 0 13 3 1 831 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4337 78.2569 % Incorrectly Classified Instances 1205 21.7431 % Kappa statistic 0.7459 Mean absolute error 0.0587 Root mean squared error 0.2191 Relative absolute error 27.4486 % Root relative squared error 67.0017 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.531 0.032 0.537 0.531 0.534 0.806 climbingdown 0.718 0.044 0.715 0.718 0.716 0.874 climbingup 0.85 0.003 0.872 0.85 0.861 0.929 jumping 0.894 0.024 0.871 0.894 0.882 0.948 lying 0.691 0.065 0.659 0.691 0.675 0.858 standing 0.602 0.06 0.648 0.602 0.624 0.831 sitting 0.953 0.008 0.957 0.953 0.955 0.975 running 0.918 0.017 0.914 0.918 0.916 0.957 walking Weighted Avg. 0.783 0.035 0.782 0.783 0.782 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 191 134 6 1 1 0 10 17 | a = climbingdown 135 531 2 2 4 6 10 50 | b = climbingup 2 9 102 0 0 0 7 0 | c = jumping 0 1 0 769 29 59 1 1 | d = lying 1 8 0 34 587 208 5 6 | e = standing 2 7 0 75 250 515 3 4 | f = sitting 10 7 7 0 14 1 804 1 | g = running 15 46 0 2 6 6 0 838 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4355 78.5676 % Incorrectly Classified Instances 1188 21.4324 % Kappa statistic 0.7495 Mean absolute error 0.0577 Root mean squared error 0.2163 Relative absolute error 26.9742 % Root relative squared error 66.1382 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.032 0.542 0.537 0.54 0.819 climbingdown 0.703 0.04 0.729 0.703 0.716 0.87 climbingup 0.893 0.003 0.878 0.893 0.885 0.963 jumping 0.88 0.024 0.871 0.88 0.876 0.943 lying 0.693 0.064 0.661 0.693 0.676 0.865 standing 0.616 0.064 0.637 0.616 0.626 0.845 sitting 0.96 0.006 0.967 0.96 0.963 0.981 running 0.933 0.016 0.921 0.933 0.927 0.965 walking Weighted Avg. 0.786 0.034 0.785 0.786 0.785 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 194 130 4 1 6 0 8 18 | a = climbingdown 145 520 5 4 8 2 5 51 | b = climbingup 1 3 108 0 0 0 9 0 | c = jumping 0 3 0 757 28 70 0 2 | d = lying 2 4 0 26 588 222 5 2 | e = standing 0 4 0 79 245 528 1 0 | f = sitting 7 6 6 0 10 5 809 0 | g = running 9 43 0 2 5 2 0 851 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4319 77.9181 % Incorrectly Classified Instances 1224 22.0819 % Kappa statistic 0.7421 Mean absolute error 0.0583 Root mean squared error 0.2189 Relative absolute error 27.2652 % Root relative squared error 66.9362 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.548 0.034 0.531 0.548 0.54 0.837 climbingdown 0.688 0.042 0.717 0.688 0.702 0.868 climbingup 0.909 0.006 0.786 0.909 0.843 0.97 jumping 0.886 0.026 0.862 0.886 0.874 0.948 lying 0.696 0.066 0.657 0.696 0.676 0.863 standing 0.597 0.059 0.648 0.597 0.622 0.857 sitting 0.945 0.006 0.968 0.945 0.957 0.973 running 0.921 0.018 0.91 0.921 0.916 0.96 walking Weighted Avg. 0.779 0.035 0.779 0.779 0.779 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 198 124 9 2 3 0 6 19 | a = climbingdown 140 509 9 3 5 5 9 60 | b = climbingup 1 2 110 0 0 0 7 1 | c = jumping 4 4 0 761 26 64 0 0 | d = lying 4 12 0 37 591 201 3 1 | e = standing 1 4 0 79 259 512 1 1 | f = sitting 10 9 11 1 10 4 798 1 | g = running 15 46 1 0 6 4 0 840 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4337 78.2428 % Incorrectly Classified Instances 1206 21.7572 % Kappa statistic 0.7459 Mean absolute error 0.0573 Root mean squared error 0.2163 Relative absolute error 26.8041 % Root relative squared error 66.1438 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.576 0.035 0.536 0.576 0.555 0.838 climbingdown 0.68 0.042 0.711 0.68 0.695 0.871 climbingup 0.884 0.004 0.843 0.884 0.863 0.941 jumping 0.895 0.027 0.858 0.895 0.876 0.953 lying 0.68 0.062 0.665 0.68 0.672 0.874 standing 0.622 0.06 0.653 0.622 0.637 0.853 sitting 0.95 0.006 0.966 0.95 0.958 0.978 running 0.919 0.016 0.92 0.919 0.919 0.964 walking Weighted Avg. 0.782 0.035 0.783 0.782 0.782 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 208 132 2 2 1 0 7 9 | a = climbingdown 145 503 6 4 16 5 5 56 | b = climbingup 0 4 107 0 0 0 9 1 | c = jumping 2 5 1 769 27 54 0 1 | d = lying 7 5 0 32 577 220 6 2 | e = standing 3 4 0 86 226 533 1 4 | f = sitting 7 5 10 2 17 1 802 0 | g = running 16 49 1 1 4 3 0 838 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4322 77.9863 % Incorrectly Classified Instances 1220 22.0137 % Kappa statistic 0.7428 Mean absolute error 0.0596 Root mean squared error 0.2201 Relative absolute error 27.8586 % Root relative squared error 67.2837 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.528 0.033 0.523 0.528 0.526 0.826 climbingdown 0.688 0.049 0.685 0.688 0.687 0.854 climbingup 0.884 0.003 0.87 0.884 0.877 0.959 jumping 0.867 0.021 0.883 0.867 0.875 0.934 lying 0.7 0.066 0.659 0.7 0.678 0.864 standing 0.621 0.061 0.652 0.621 0.636 0.849 sitting 0.963 0.007 0.963 0.963 0.963 0.986 running 0.911 0.016 0.917 0.911 0.914 0.956 walking Weighted Avg. 0.78 0.035 0.781 0.78 0.78 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 190 145 1 1 2 0 6 15 | a = climbingdown 150 510 7 1 9 4 8 52 | b = climbingup 1 8 107 0 1 0 3 1 | c = jumping 2 2 0 745 34 75 1 0 | d = lying 0 9 1 30 594 203 8 4 | e = standing 1 3 0 66 247 532 5 2 | f = sitting 4 9 6 0 11 0 812 1 | g = running 15 58 1 1 4 2 0 832 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4374 78.9246 % Incorrectly Classified Instances 1168 21.0754 % Kappa statistic 0.7536 Mean absolute error 0.0571 Root mean squared error 0.2142 Relative absolute error 26.6789 % Root relative squared error 65.4954 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.553 0.028 0.58 0.553 0.566 0.828 climbingdown 0.71 0.047 0.699 0.71 0.704 0.85 climbingup 0.826 0.002 0.917 0.826 0.87 0.947 jumping 0.891 0.025 0.865 0.891 0.878 0.951 lying 0.715 0.058 0.691 0.715 0.703 0.886 standing 0.62 0.058 0.661 0.62 0.64 0.868 sitting 0.968 0.007 0.959 0.968 0.963 0.984 running 0.909 0.019 0.902 0.909 0.906 0.959 walking Weighted Avg. 0.789 0.034 0.788 0.789 0.788 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 199 134 1 0 2 0 7 17 | a = climbingdown 117 526 3 7 7 4 11 66 | b = climbingup 3 6 100 0 0 1 11 0 | c = jumping 1 2 0 765 26 63 1 1 | d = lying 0 12 0 26 607 197 3 4 | e = standing 0 7 1 84 230 531 2 1 | f = sitting 5 9 4 0 5 3 816 1 | g = running 18 57 0 2 2 4 0 830 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4354 78.5637 % Incorrectly Classified Instances 1188 21.4363 % Kappa statistic 0.7494 Mean absolute error 0.0576 Root mean squared error 0.2157 Relative absolute error 26.9024 % Root relative squared error 65.9458 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.524 0.028 0.568 0.524 0.545 0.822 climbingdown 0.741 0.046 0.715 0.741 0.728 0.88 climbingup 0.883 0.002 0.891 0.883 0.887 0.954 jumping 0.872 0.022 0.878 0.872 0.875 0.942 lying 0.706 0.067 0.655 0.706 0.679 0.873 standing 0.611 0.061 0.646 0.611 0.628 0.854 sitting 0.962 0.006 0.968 0.962 0.965 0.983 running 0.907 0.017 0.913 0.907 0.91 0.952 walking Weighted Avg. 0.786 0.035 0.786 0.786 0.785 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 189 142 5 0 1 0 5 19 | a = climbingdown 114 549 2 1 7 5 7 56 | b = climbingup 2 5 106 0 0 0 7 0 | c = jumping 1 2 0 749 37 70 0 0 | d = lying 3 8 0 25 599 206 5 3 | e = standing 0 5 0 75 251 523 1 1 | f = sitting 7 13 4 0 7 1 811 0 | g = running 17 44 2 3 13 4 2 828 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4346 78.4193 % Incorrectly Classified Instances 1196 21.5807 % Kappa statistic 0.7478 Mean absolute error 0.0578 Root mean squared error 0.2173 Relative absolute error 27.0234 % Root relative squared error 66.4431 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.565 0.032 0.548 0.565 0.557 0.825 climbingdown 0.687 0.044 0.709 0.687 0.698 0.874 climbingup 0.875 0.002 0.913 0.875 0.894 0.941 jumping 0.884 0.023 0.876 0.884 0.88 0.945 lying 0.682 0.062 0.665 0.682 0.673 0.871 standing 0.624 0.065 0.636 0.624 0.63 0.842 sitting 0.958 0.004 0.975 0.958 0.967 0.982 running 0.929 0.018 0.91 0.929 0.919 0.968 walking Weighted Avg. 0.784 0.035 0.784 0.784 0.784 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 204 125 1 3 1 0 7 20 | a = climbingdown 150 509 3 0 13 5 3 58 | b = climbingup 2 6 105 0 0 0 7 0 | c = jumping 1 5 0 759 27 66 0 1 | d = lying 1 12 0 25 579 226 3 3 | e = standing 0 4 0 77 238 534 1 2 | f = sitting 10 8 6 1 6 4 808 0 | g = running 4 49 0 1 7 4 0 848 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4312 77.8058 % Incorrectly Classified Instances 1230 22.1942 % Kappa statistic 0.7407 Mean absolute error 0.0593 Root mean squared error 0.2201 Relative absolute error 27.72 % Root relative squared error 67.2885 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.524 0.034 0.521 0.524 0.522 0.818 climbingdown 0.718 0.045 0.709 0.718 0.714 0.887 climbingup 0.858 0.003 0.851 0.858 0.855 0.936 jumping 0.868 0.024 0.867 0.868 0.868 0.935 lying 0.702 0.068 0.652 0.702 0.676 0.867 standing 0.598 0.061 0.642 0.598 0.619 0.841 sitting 0.958 0.006 0.965 0.958 0.962 0.978 running 0.905 0.016 0.919 0.905 0.912 0.949 walking Weighted Avg. 0.778 0.035 0.779 0.778 0.778 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 189 141 6 0 2 0 9 14 | a = climbingdown 134 532 4 3 10 5 7 46 | b = climbingup 1 5 103 0 0 0 10 1 | c = jumping 1 3 0 746 38 69 0 2 | d = lying 5 9 0 31 596 203 1 4 | e = standing 3 5 0 75 254 512 1 6 | f = sitting 5 6 8 3 10 3 808 0 | g = running 25 49 0 2 4 6 1 826 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4323 78.0043 % Incorrectly Classified Instances 1219 21.9957 % Kappa statistic 0.743 Mean absolute error 0.0588 Root mean squared error 0.2191 Relative absolute error 27.4965 % Root relative squared error 66.9826 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.521 0.032 0.528 0.521 0.524 0.806 climbingdown 0.704 0.052 0.676 0.704 0.69 0.862 climbingup 0.85 0.003 0.864 0.85 0.857 0.944 jumping 0.894 0.022 0.882 0.894 0.888 0.948 lying 0.681 0.059 0.675 0.681 0.678 0.868 standing 0.64 0.064 0.648 0.64 0.644 0.856 sitting 0.955 0.007 0.961 0.955 0.958 0.98 running 0.889 0.016 0.918 0.889 0.904 0.952 walking Weighted Avg. 0.78 0.035 0.781 0.78 0.78 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 188 146 1 1 2 0 11 12 | a = climbingdown 137 521 5 4 7 4 8 54 | b = climbingup 2 9 102 0 0 0 7 0 | c = jumping 0 7 0 769 23 60 0 1 | d = lying 3 7 0 26 579 229 5 1 | e = standing 1 5 0 72 227 548 0 3 | f = sitting 8 10 10 0 8 1 805 1 | g = running 17 66 0 0 12 4 2 811 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4365 78.7622 % Incorrectly Classified Instances 1177 21.2378 % Kappa statistic 0.7518 Mean absolute error 0.0568 Root mean squared error 0.2138 Relative absolute error 26.557 % Root relative squared error 65.3738 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.535 0.03 0.556 0.535 0.545 0.838 climbingdown 0.714 0.048 0.697 0.714 0.705 0.882 climbingup 0.842 0.003 0.878 0.842 0.86 0.934 jumping 0.884 0.022 0.882 0.884 0.883 0.943 lying 0.714 0.062 0.677 0.714 0.695 0.881 standing 0.629 0.058 0.664 0.629 0.646 0.864 sitting 0.96 0.007 0.96 0.96 0.96 0.98 running 0.909 0.018 0.91 0.909 0.909 0.956 walking Weighted Avg. 0.788 0.034 0.787 0.788 0.787 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 193 142 0 0 1 0 10 15 | a = climbingdown 130 528 8 4 8 1 7 54 | b = climbingup 3 4 101 1 0 0 10 1 | c = jumping 2 4 0 760 36 57 0 1 | d = lying 1 5 0 22 607 206 2 7 | e = standing 1 5 0 74 230 538 5 3 | f = sitting 7 7 6 0 9 4 809 1 | g = running 10 63 0 1 5 4 0 829 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4415 79.65 % Incorrectly Classified Instances 1128 20.35 % Kappa statistic 0.7621 Mean absolute error 0.0551 Root mean squared error 0.2128 Relative absolute error 25.7493 % Root relative squared error 65.0716 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.551 0.029 0.573 0.551 0.562 0.834 climbingdown 0.753 0.047 0.71 0.753 0.73 0.892 climbingup 0.802 0.003 0.866 0.802 0.833 0.923 jumping 0.886 0.022 0.879 0.886 0.882 0.945 lying 0.716 0.059 0.689 0.716 0.702 0.883 standing 0.644 0.055 0.68 0.644 0.661 0.85 sitting 0.957 0.006 0.969 0.957 0.963 0.981 running 0.913 0.015 0.921 0.913 0.917 0.961 walking Weighted Avg. 0.797 0.033 0.797 0.797 0.796 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 199 135 0 2 0 1 5 19 | a = climbingdown 114 557 8 4 5 1 6 45 | b = climbingup 4 7 97 0 0 0 10 3 | c = jumping 0 6 0 761 29 62 0 1 | d = lying 3 11 0 29 609 193 2 3 | e = standing 1 6 0 70 225 552 3 0 | f = sitting 7 9 7 0 11 2 807 0 | g = running 19 54 0 0 5 1 0 833 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4315 77.8459 % Incorrectly Classified Instances 1228 22.1541 % Kappa statistic 0.7412 Mean absolute error 0.0599 Root mean squared error 0.2204 Relative absolute error 27.9929 % Root relative squared error 67.395 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.568 0.037 0.519 0.568 0.542 0.827 climbingdown 0.674 0.045 0.696 0.674 0.685 0.875 climbingup 0.826 0.002 0.901 0.826 0.862 0.949 jumping 0.877 0.021 0.884 0.877 0.88 0.944 lying 0.695 0.065 0.658 0.695 0.676 0.866 standing 0.622 0.062 0.647 0.622 0.634 0.843 sitting 0.956 0.006 0.968 0.956 0.962 0.978 running 0.908 0.018 0.907 0.908 0.907 0.954 walking Weighted Avg. 0.778 0.035 0.781 0.778 0.779 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 205 129 0 0 1 2 4 20 | a = climbingdown 149 499 6 4 9 5 8 60 | b = climbingup 5 8 100 0 0 0 8 0 | c = jumping 6 3 0 753 28 67 0 2 | d = lying 1 8 0 29 591 214 5 2 | e = standing 0 7 0 63 253 533 1 0 | f = sitting 11 11 5 1 6 2 806 1 | g = running 18 52 0 2 10 1 1 828 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4353 78.5315 % Incorrectly Classified Instances 1190 21.4685 % Kappa statistic 0.7492 Mean absolute error 0.0576 Root mean squared error 0.2173 Relative absolute error 26.9436 % Root relative squared error 66.4323 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.548 0.033 0.537 0.548 0.542 0.815 climbingdown 0.709 0.044 0.713 0.709 0.711 0.871 climbingup 0.835 0.003 0.856 0.835 0.845 0.922 jumping 0.909 0.022 0.882 0.909 0.895 0.951 lying 0.681 0.065 0.656 0.681 0.668 0.863 standing 0.615 0.06 0.651 0.615 0.632 0.847 sitting 0.963 0.009 0.953 0.963 0.958 0.978 running 0.91 0.013 0.933 0.91 0.921 0.959 walking Weighted Avg. 0.785 0.034 0.785 0.785 0.785 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 198 133 1 0 1 1 10 17 | a = climbingdown 133 525 11 3 15 4 11 38 | b = climbingup 5 6 101 0 0 0 9 0 | c = jumping 1 0 0 782 33 44 0 0 | d = lying 2 9 0 25 578 227 6 2 | e = standing 3 6 0 73 243 527 3 2 | f = sitting 12 6 4 1 5 2 812 1 | g = running 15 51 1 3 6 5 1 830 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4391 79.2313 % Incorrectly Classified Instances 1151 20.7687 % Kappa statistic 0.7573 Mean absolute error 0.0563 Root mean squared error 0.2134 Relative absolute error 26.2968 % Root relative squared error 65.2518 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.542 0.035 0.521 0.542 0.531 0.831 climbingdown 0.694 0.043 0.713 0.694 0.703 0.879 climbingup 0.833 0.003 0.877 0.833 0.855 0.931 jumping 0.886 0.022 0.881 0.886 0.883 0.941 lying 0.711 0.056 0.698 0.711 0.705 0.877 standing 0.668 0.056 0.684 0.668 0.676 0.879 sitting 0.951 0.006 0.967 0.951 0.959 0.978 running 0.922 0.021 0.898 0.922 0.91 0.958 walking Weighted Avg. 0.792 0.033 0.793 0.792 0.792 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 195 131 1 0 1 1 7 24 | a = climbingdown 145 514 3 3 7 2 6 61 | b = climbingup 4 12 100 0 0 0 2 2 | c = jumping 0 2 1 762 34 58 0 3 | d = lying 4 7 0 32 604 195 5 2 | e = standing 2 0 0 67 205 572 6 4 | f = sitting 8 9 8 1 9 6 802 0 | g = running 16 46 1 0 5 2 1 842 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4354 78.5637 % Incorrectly Classified Instances 1188 21.4363 % Kappa statistic 0.7496 Mean absolute error 0.0578 Root mean squared error 0.2178 Relative absolute error 27.014 % Root relative squared error 66.585 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.569 0.031 0.563 0.569 0.566 0.83 climbingdown 0.707 0.047 0.699 0.707 0.703 0.87 climbingup 0.908 0.004 0.845 0.908 0.876 0.962 jumping 0.898 0.025 0.867 0.898 0.882 0.948 lying 0.701 0.059 0.681 0.701 0.691 0.876 standing 0.613 0.058 0.66 0.613 0.636 0.844 sitting 0.961 0.007 0.959 0.961 0.96 0.98 running 0.892 0.017 0.911 0.892 0.901 0.951 walking Weighted Avg. 0.786 0.034 0.785 0.786 0.785 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 205 125 5 0 1 0 7 17 | a = climbingdown 128 524 7 3 7 3 13 56 | b = climbingup 0 2 109 1 0 0 8 0 | c = jumping 3 4 0 772 25 53 2 1 | d = lying 3 10 0 24 595 210 4 3 | e = standing 1 7 0 89 230 525 1 3 | f = sitting 8 5 8 1 9 2 810 0 | g = running 16 73 0 0 7 3 0 814 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4333 78.1848 % Incorrectly Classified Instances 1209 21.8152 % Kappa statistic 0.7451 Mean absolute error 0.0586 Root mean squared error 0.2187 Relative absolute error 27.376 % Root relative squared error 66.8608 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.571 0.032 0.551 0.571 0.561 0.816 climbingdown 0.699 0.041 0.722 0.699 0.711 0.862 climbingup 0.842 0.003 0.849 0.842 0.845 0.934 jumping 0.879 0.026 0.86 0.879 0.869 0.941 lying 0.687 0.061 0.672 0.687 0.679 0.868 standing 0.627 0.065 0.637 0.627 0.632 0.836 sitting 0.957 0.005 0.971 0.957 0.964 0.979 running 0.905 0.019 0.905 0.905 0.905 0.953 walking Weighted Avg. 0.782 0.035 0.782 0.782 0.782 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 206 116 3 0 1 1 9 25 | a = climbingdown 136 518 7 7 6 6 3 58 | b = climbingup 1 11 101 0 0 0 6 1 | c = jumping 2 3 0 755 29 70 0 0 | d = lying 1 6 0 32 583 224 2 1 | e = standing 0 3 0 82 231 537 2 1 | f = sitting 12 7 8 0 7 1 807 1 | g = running 16 53 0 2 10 4 2 826 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4344 78.3833 % Incorrectly Classified Instances 1198 21.6167 % Kappa statistic 0.7475 Mean absolute error 0.058 Root mean squared error 0.2182 Relative absolute error 27.0956 % Root relative squared error 66.7247 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.565 0.035 0.53 0.565 0.547 0.808 climbingdown 0.688 0.043 0.713 0.688 0.701 0.874 climbingup 0.9 0.002 0.908 0.9 0.904 0.961 jumping 0.892 0.022 0.884 0.892 0.888 0.944 lying 0.703 0.068 0.653 0.703 0.677 0.868 standing 0.619 0.06 0.654 0.619 0.636 0.842 sitting 0.955 0.006 0.964 0.955 0.959 0.976 running 0.903 0.016 0.919 0.903 0.91 0.955 walking Weighted Avg. 0.784 0.035 0.786 0.784 0.784 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 204 122 4 1 1 3 9 17 | a = climbingdown 148 510 4 3 14 4 8 50 | b = climbingup 1 3 108 0 0 0 8 0 | c = jumping 0 8 0 766 27 57 0 1 | d = lying 1 7 0 32 597 208 3 1 | e = standing 1 4 0 64 254 530 1 2 | f = sitting 10 9 2 0 10 5 805 2 | g = running 20 52 1 1 11 3 1 824 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4311 77.7878 % Incorrectly Classified Instances 1231 22.2122 % Kappa statistic 0.7404 Mean absolute error 0.0593 Root mean squared error 0.2171 Relative absolute error 27.7369 % Root relative squared error 66.386 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.507 0.033 0.518 0.507 0.513 0.812 climbingdown 0.686 0.051 0.673 0.686 0.679 0.881 climbingup 0.925 0.002 0.902 0.925 0.914 0.962 jumping 0.871 0.022 0.878 0.871 0.874 0.939 lying 0.687 0.063 0.664 0.687 0.675 0.871 standing 0.623 0.065 0.635 0.623 0.629 0.855 sitting 0.957 0.005 0.973 0.957 0.965 0.981 running 0.918 0.016 0.918 0.918 0.918 0.96 walking Weighted Avg. 0.778 0.036 0.778 0.778 0.778 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 183 160 0 0 1 0 5 12 | a = climbingdown 145 508 6 2 11 5 8 56 | b = climbingup 1 5 111 0 0 0 2 1 | c = jumping 0 5 0 748 37 69 0 0 | d = lying 1 10 0 25 583 225 4 1 | e = standing 3 4 0 76 234 533 3 3 | f = sitting 7 7 6 1 8 5 807 2 | g = running 13 56 0 0 4 2 0 838 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4326 78.0585 % Incorrectly Classified Instances 1216 21.9415 % Kappa statistic 0.7435 Mean absolute error 0.0585 Root mean squared error 0.2186 Relative absolute error 27.3258 % Root relative squared error 66.8379 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.529 0.032 0.538 0.529 0.534 0.828 climbingdown 0.695 0.044 0.708 0.695 0.701 0.867 climbingup 0.851 0.002 0.896 0.851 0.873 0.937 jumping 0.88 0.022 0.88 0.88 0.88 0.944 lying 0.681 0.064 0.658 0.681 0.669 0.858 standing 0.626 0.066 0.635 0.626 0.631 0.855 sitting 0.959 0.007 0.963 0.959 0.961 0.978 running 0.92 0.019 0.907 0.92 0.913 0.961 walking Weighted Avg. 0.781 0.035 0.78 0.781 0.78 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 191 139 3 1 1 3 6 17 | a = climbingdown 138 514 2 3 10 5 9 59 | b = climbingup 3 3 103 0 0 0 11 1 | c = jumping 2 0 0 756 34 65 0 2 | d = lying 3 7 0 27 578 225 5 4 | e = standing 0 6 0 72 241 536 0 1 | f = sitting 4 10 5 0 10 4 809 2 | g = running 14 47 2 0 4 6 0 839 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4377 78.9787 % Incorrectly Classified Instances 1165 21.0213 % Kappa statistic 0.7542 Mean absolute error 0.0569 Root mean squared error 0.2148 Relative absolute error 26.5958 % Root relative squared error 65.6679 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.529 0.026 0.586 0.529 0.556 0.809 climbingdown 0.716 0.047 0.699 0.716 0.708 0.873 climbingup 0.851 0.004 0.831 0.851 0.841 0.952 jumping 0.889 0.023 0.877 0.889 0.883 0.957 lying 0.657 0.05 0.705 0.657 0.68 0.871 standing 0.685 0.069 0.644 0.685 0.664 0.865 sitting 0.961 0.007 0.96 0.961 0.96 0.98 running 0.914 0.018 0.91 0.914 0.912 0.952 walking Weighted Avg. 0.79 0.034 0.789 0.79 0.789 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 191 146 3 3 1 0 3 14 | a = climbingdown 108 530 10 6 10 2 11 63 | b = climbingup 0 5 103 0 0 0 13 0 | c = jumping 1 4 0 764 22 67 0 1 | d = lying 1 15 0 23 558 246 4 2 | e = standing 0 3 0 75 188 586 2 2 | f = sitting 5 5 8 0 10 5 811 0 | g = running 20 50 0 0 3 4 1 834 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4365 78.748 % Incorrectly Classified Instances 1178 21.252 % Kappa statistic 0.7517 Mean absolute error 0.0575 Root mean squared error 0.2157 Relative absolute error 26.8935 % Root relative squared error 65.9376 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.584 0.03 0.575 0.584 0.58 0.842 climbingdown 0.698 0.044 0.712 0.698 0.705 0.868 climbingup 0.884 0.003 0.877 0.884 0.881 0.958 jumping 0.888 0.026 0.862 0.888 0.875 0.947 lying 0.72 0.065 0.668 0.72 0.693 0.881 standing 0.606 0.055 0.669 0.606 0.636 0.852 sitting 0.961 0.006 0.965 0.961 0.963 0.981 running 0.906 0.019 0.905 0.906 0.905 0.95 walking Weighted Avg. 0.787 0.034 0.787 0.787 0.787 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 211 123 0 0 1 0 10 16 | a = climbingdown 134 517 8 2 7 6 6 61 | b = climbingup 0 7 107 0 0 0 6 1 | c = jumping 0 7 0 764 33 54 1 1 | d = lying 1 7 0 35 611 190 1 4 | e = standing 1 3 0 82 245 519 2 4 | f = sitting 6 9 7 0 8 3 810 0 | g = running 14 53 0 3 9 4 3 826 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4379 79.0005 % Incorrectly Classified Instances 1164 20.9995 % Kappa statistic 0.7548 Mean absolute error 0.0566 Root mean squared error 0.2152 Relative absolute error 26.4664 % Root relative squared error 65.8106 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.034 0.561 0.628 0.592 0.842 climbingdown 0.664 0.041 0.712 0.664 0.687 0.851 climbingup 0.876 0.003 0.876 0.876 0.876 0.94 jumping 0.874 0.02 0.89 0.874 0.882 0.945 lying 0.705 0.061 0.675 0.705 0.69 0.867 standing 0.667 0.06 0.672 0.667 0.669 0.869 sitting 0.956 0.005 0.97 0.956 0.963 0.981 running 0.907 0.019 0.904 0.907 0.905 0.952 walking Weighted Avg. 0.79 0.033 0.792 0.79 0.791 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 226 112 1 1 5 0 5 10 | a = climbingdown 150 492 6 5 8 4 6 70 | b = climbingup 2 5 106 0 0 0 8 0 | c = jumping 0 3 0 752 42 63 0 0 | d = lying 0 6 0 24 599 209 6 6 | e = standing 2 4 0 62 217 571 0 0 | f = sitting 10 6 8 1 9 1 806 2 | g = running 13 63 0 0 7 2 0 827 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4390 79.199 % Incorrectly Classified Instances 1153 20.801 % Kappa statistic 0.7569 Mean absolute error 0.056 Root mean squared error 0.2145 Relative absolute error 26.1564 % Root relative squared error 65.5705 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.556 0.029 0.575 0.556 0.565 0.832 climbingdown 0.722 0.043 0.722 0.722 0.722 0.874 climbingup 0.934 0.003 0.869 0.934 0.9 0.973 jumping 0.88 0.02 0.892 0.88 0.886 0.946 lying 0.667 0.059 0.673 0.667 0.67 0.871 standing 0.671 0.07 0.638 0.671 0.654 0.85 sitting 0.954 0.004 0.976 0.954 0.965 0.977 running 0.921 0.015 0.924 0.921 0.923 0.963 walking Weighted Avg. 0.792 0.034 0.793 0.792 0.793 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 200 132 6 1 3 2 5 11 | a = climbingdown 118 535 7 2 12 7 7 53 | b = climbingup 3 3 113 0 0 0 2 0 | c = jumping 0 2 0 757 30 69 1 1 | d = lying 5 5 0 23 567 242 5 3 | e = standing 1 5 0 64 211 574 0 1 | f = sitting 11 8 4 0 13 3 804 0 | g = running 10 51 0 2 6 3 0 840 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4341 78.3291 % Incorrectly Classified Instances 1201 21.6709 % Kappa statistic 0.7468 Mean absolute error 0.058 Root mean squared error 0.2202 Relative absolute error 27.1191 % Root relative squared error 67.335 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.543 0.032 0.54 0.543 0.541 0.829 climbingdown 0.701 0.049 0.689 0.701 0.695 0.866 climbingup 0.8 0.003 0.85 0.8 0.824 0.903 jumping 0.856 0.021 0.88 0.856 0.868 0.938 lying 0.698 0.061 0.675 0.698 0.686 0.86 standing 0.65 0.063 0.655 0.65 0.653 0.86 sitting 0.968 0.007 0.963 0.968 0.966 0.982 running 0.908 0.016 0.919 0.908 0.913 0.951 walking Weighted Avg. 0.783 0.035 0.785 0.783 0.784 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 196 140 7 0 0 1 4 13 | a = climbingdown 140 519 3 4 12 3 10 49 | b = climbingup 4 8 96 0 0 0 10 2 | c = jumping 1 6 1 735 40 75 0 1 | d = lying 3 9 0 23 593 209 6 6 | e = standing 1 4 0 70 222 557 1 2 | f = sitting 5 8 5 0 6 3 816 0 | g = running 13 59 1 3 6 2 0 829 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4343 78.3652 % Incorrectly Classified Instances 1199 21.6348 % Kappa statistic 0.7471 Mean absolute error 0.058 Root mean squared error 0.2174 Relative absolute error 27.0865 % Root relative squared error 66.4846 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.524 0.03 0.548 0.524 0.535 0.797 climbingdown 0.727 0.044 0.72 0.727 0.724 0.883 climbingup 0.867 0.003 0.867 0.867 0.867 0.939 jumping 0.864 0.021 0.882 0.864 0.873 0.944 lying 0.698 0.065 0.659 0.698 0.678 0.877 standing 0.63 0.066 0.637 0.63 0.633 0.861 sitting 0.947 0.007 0.96 0.947 0.953 0.972 running 0.919 0.015 0.922 0.919 0.92 0.962 walking Weighted Avg. 0.784 0.035 0.785 0.784 0.784 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 189 138 1 0 1 1 9 22 | a = climbingdown 132 538 7 1 8 5 9 40 | b = climbingup 2 3 104 0 0 0 7 4 | c = jumping 1 3 0 742 35 77 0 1 | d = lying 1 6 0 26 593 217 4 2 | e = standing 0 2 0 68 243 540 3 1 | f = sitting 7 12 7 1 13 4 798 1 | g = running 13 45 1 3 7 4 1 839 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4357 78.6178 % Incorrectly Classified Instances 1185 21.3822 % Kappa statistic 0.7501 Mean absolute error 0.0573 Root mean squared error 0.2152 Relative absolute error 26.7623 % Root relative squared error 65.8101 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.56 0.034 0.536 0.56 0.547 0.806 climbingdown 0.678 0.045 0.697 0.678 0.688 0.863 climbingup 0.842 0.002 0.91 0.842 0.874 0.944 jumping 0.907 0.026 0.867 0.907 0.886 0.954 lying 0.676 0.056 0.684 0.676 0.68 0.869 standing 0.637 0.062 0.652 0.637 0.645 0.87 sitting 0.972 0.008 0.958 0.972 0.965 0.983 running 0.913 0.015 0.923 0.913 0.918 0.958 walking Weighted Avg. 0.786 0.034 0.785 0.786 0.786 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 202 132 2 1 2 0 12 10 | a = climbingdown 150 502 6 5 10 6 6 55 | b = climbingup 6 2 101 0 0 0 10 1 | c = jumping 1 1 0 779 24 54 0 0 | d = lying 2 11 0 29 574 227 4 2 | e = standing 0 4 0 83 219 546 4 1 | f = sitting 3 8 2 1 6 3 819 1 | g = running 13 60 0 1 4 1 0 834 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4346 78.4193 % Incorrectly Classified Instances 1196 21.5807 % Kappa statistic 0.7479 Mean absolute error 0.058 Root mean squared error 0.2167 Relative absolute error 27.107 % Root relative squared error 66.2623 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.571 0.032 0.555 0.571 0.563 0.843 climbingdown 0.726 0.05 0.69 0.726 0.708 0.87 climbingup 0.858 0.002 0.888 0.858 0.873 0.945 jumping 0.877 0.023 0.874 0.877 0.875 0.948 lying 0.694 0.059 0.682 0.694 0.688 0.876 standing 0.645 0.06 0.662 0.645 0.653 0.862 sitting 0.945 0.009 0.951 0.945 0.948 0.973 running 0.885 0.015 0.92 0.885 0.902 0.945 walking Weighted Avg. 0.784 0.035 0.786 0.784 0.785 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 206 127 1 1 2 1 9 14 | a = climbingdown 133 537 3 2 6 1 10 48 | b = climbingup 1 5 103 0 1 0 8 2 | c = jumping 2 7 0 753 30 66 0 1 | d = lying 2 9 0 31 589 208 8 2 | e = standing 0 7 1 71 219 552 5 1 | f = sitting 12 8 8 0 11 5 798 2 | g = running 15 78 0 4 6 1 1 808 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4335 78.2209 % Incorrectly Classified Instances 1207 21.7791 % Kappa statistic 0.7455 Mean absolute error 0.0572 Root mean squared error 0.2171 Relative absolute error 26.756 % Root relative squared error 66.363 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.032 0.557 0.582 0.569 0.829 climbingdown 0.712 0.046 0.704 0.712 0.708 0.87 climbingup 0.825 0.002 0.892 0.825 0.857 0.936 jumping 0.885 0.023 0.875 0.885 0.88 0.946 lying 0.64 0.052 0.689 0.64 0.663 0.863 standing 0.655 0.071 0.626 0.655 0.64 0.859 sitting 0.957 0.005 0.971 0.957 0.964 0.982 running 0.906 0.02 0.899 0.906 0.902 0.954 walking Weighted Avg. 0.782 0.035 0.783 0.782 0.783 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 210 118 2 0 1 1 6 23 | a = climbingdown 134 527 4 4 8 3 5 55 | b = climbingup 1 10 99 1 0 0 7 2 | c = jumping 1 2 0 760 21 71 1 3 | d = lying 1 13 0 26 543 255 4 7 | e = standing 2 9 0 78 202 561 1 3 | f = sitting 8 9 6 0 10 3 808 0 | g = running 20 61 0 0 3 2 0 827 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4354 78.5637 % Incorrectly Classified Instances 1188 21.4363 % Kappa statistic 0.7494 Mean absolute error 0.0574 Root mean squared error 0.2161 Relative absolute error 26.8475 % Root relative squared error 66.0723 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.485 0.029 0.538 0.485 0.51 0.802 climbingdown 0.715 0.047 0.7 0.715 0.708 0.87 climbingup 0.884 0.003 0.884 0.884 0.884 0.951 jumping 0.889 0.023 0.877 0.889 0.883 0.949 lying 0.711 0.063 0.672 0.711 0.691 0.871 standing 0.617 0.058 0.661 0.617 0.638 0.859 sitting 0.964 0.006 0.967 0.964 0.966 0.985 running 0.913 0.021 0.897 0.913 0.905 0.953 walking Weighted Avg. 0.786 0.035 0.784 0.786 0.784 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 175 156 1 2 2 2 4 19 | a = climbingdown 121 530 4 1 6 4 7 68 | b = climbingup 4 3 107 0 0 0 6 1 | c = jumping 2 5 0 764 31 56 0 1 | d = lying 1 10 0 24 604 198 8 4 | e = standing 1 2 0 80 240 528 3 2 | f = sitting 3 4 8 0 10 4 813 1 | g = running 18 47 1 0 6 7 0 833 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4339 78.293 % Incorrectly Classified Instances 1203 21.707 % Kappa statistic 0.7463 Mean absolute error 0.0582 Root mean squared error 0.2159 Relative absolute error 27.1824 % Root relative squared error 66.0152 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.535 0.029 0.561 0.535 0.548 0.817 climbingdown 0.745 0.047 0.708 0.745 0.726 0.885 climbingup 0.893 0.002 0.9 0.893 0.896 0.967 jumping 0.881 0.023 0.877 0.881 0.879 0.946 lying 0.66 0.062 0.657 0.66 0.658 0.87 standing 0.621 0.067 0.63 0.621 0.626 0.853 sitting 0.963 0.007 0.962 0.963 0.963 0.981 running 0.905 0.015 0.923 0.905 0.914 0.955 walking Weighted Avg. 0.783 0.035 0.783 0.783 0.783 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 193 145 0 2 0 0 7 14 | a = climbingdown 118 552 4 4 4 3 8 48 | b = climbingup 1 3 108 0 0 0 9 0 | c = jumping 1 2 0 757 27 71 0 1 | d = lying 4 8 0 35 560 233 4 5 | e = standing 1 7 0 62 252 532 1 1 | f = sitting 8 6 8 2 5 2 812 0 | g = running 18 57 0 1 5 3 3 825 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 15 RUN: 0 FOLD: 0 Correctly Classified Instances 4191 69.2498 % Incorrectly Classified Instances 1861 30.7502 % Kappa statistic 0.6429 Mean absolute error 0.0807 Root mean squared error 0.2634 Relative absolute error 37.5022 % Root relative squared error 80.2886 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.039 0.693 0.684 0.688 0.83 climbingdown 0.632 0.048 0.665 0.632 0.648 0.833 climbingup 0.863 0.003 0.856 0.863 0.86 0.946 jumping 0.724 0.05 0.716 0.724 0.72 0.855 lying 0.589 0.074 0.568 0.589 0.579 0.798 standing 0.525 0.073 0.55 0.525 0.537 0.791 sitting 0.899 0.023 0.876 0.899 0.887 0.943 running 0.749 0.048 0.732 0.749 0.74 0.872 walking Weighted Avg. 0.692 0.05 0.691 0.692 0.692 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 474 105 1 2 6 3 24 78 | a = climbingdown 114 500 0 6 7 1 10 153 | b = climbingup 0 1 101 0 0 0 15 0 | c = jumping 6 5 0 651 95 126 15 1 | d = lying 3 7 0 92 504 225 21 3 | e = standing 1 5 0 145 237 460 25 3 | f = sitting 15 8 16 11 22 12 825 9 | g = running 71 121 0 2 16 10 7 676 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4199 69.382 % Incorrectly Classified Instances 1853 30.618 % Kappa statistic 0.6444 Mean absolute error 0.0802 Root mean squared error 0.2631 Relative absolute error 37.2536 % Root relative squared error 80.1907 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.041 0.684 0.694 0.689 0.86 climbingdown 0.621 0.05 0.652 0.621 0.636 0.824 climbingup 0.855 0.002 0.885 0.855 0.87 0.946 jumping 0.729 0.05 0.717 0.729 0.723 0.864 lying 0.58 0.077 0.555 0.58 0.567 0.787 standing 0.532 0.072 0.557 0.532 0.544 0.788 sitting 0.887 0.018 0.899 0.887 0.893 0.936 running 0.771 0.046 0.745 0.771 0.758 0.879 walking Weighted Avg. 0.694 0.05 0.694 0.694 0.694 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 481 111 0 4 5 0 10 82 | a = climbingdown 127 491 0 4 8 3 15 143 | b = climbingup 1 0 100 0 0 0 16 0 | c = jumping 1 7 0 655 95 128 9 4 | d = lying 1 12 0 103 496 212 28 3 | e = standing 6 8 0 133 250 466 11 2 | f = sitting 12 20 13 11 27 17 814 4 | g = running 74 104 0 3 13 11 2 696 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4180 69.0681 % Incorrectly Classified Instances 1872 30.9319 % Kappa statistic 0.6408 Mean absolute error 0.0808 Root mean squared error 0.263 Relative absolute error 37.5178 % Root relative squared error 80.1699 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.04 0.68 0.665 0.673 0.835 climbingdown 0.65 0.054 0.646 0.65 0.648 0.839 climbingup 0.949 0.002 0.925 0.949 0.937 0.994 jumping 0.721 0.056 0.691 0.721 0.705 0.862 lying 0.569 0.068 0.58 0.569 0.574 0.794 standing 0.555 0.071 0.569 0.555 0.562 0.798 sitting 0.894 0.019 0.896 0.894 0.895 0.945 running 0.723 0.05 0.716 0.723 0.72 0.862 walking Weighted Avg. 0.691 0.05 0.69 0.691 0.69 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 461 111 1 4 6 3 19 88 | a = climbingdown 107 514 0 4 6 5 8 147 | b = climbingup 1 0 111 0 0 0 5 0 | c = jumping 6 6 0 648 87 133 13 6 | d = lying 7 2 0 111 487 209 32 8 | e = standing 3 4 0 161 207 486 12 3 | f = sitting 16 11 8 6 33 17 821 6 | g = running 77 148 0 4 14 1 6 652 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4175 68.9855 % Incorrectly Classified Instances 1877 31.0145 % Kappa statistic 0.6399 Mean absolute error 0.0809 Root mean squared error 0.2644 Relative absolute error 37.565 % Root relative squared error 80.598 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.044 0.671 0.699 0.685 0.841 climbingdown 0.659 0.053 0.65 0.659 0.655 0.837 climbingup 0.872 0.002 0.919 0.872 0.895 0.955 jumping 0.72 0.053 0.703 0.72 0.711 0.865 lying 0.562 0.073 0.558 0.562 0.56 0.79 standing 0.514 0.075 0.538 0.514 0.525 0.764 sitting 0.907 0.019 0.894 0.907 0.901 0.949 running 0.727 0.041 0.758 0.727 0.742 0.868 walking Weighted Avg. 0.69 0.05 0.689 0.69 0.689 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 485 116 3 5 6 4 12 63 | a = climbingdown 124 521 1 5 6 7 7 119 | b = climbingup 0 0 102 0 0 0 15 0 | c = jumping 7 4 0 647 92 133 7 9 | d = lying 4 4 0 105 481 223 32 7 | e = standing 5 4 0 147 249 450 18 3 | f = sitting 18 15 5 5 20 13 833 9 | g = running 80 137 0 6 8 7 8 656 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4172 68.9473 % Incorrectly Classified Instances 1879 31.0527 % Kappa statistic 0.6394 Mean absolute error 0.0809 Root mean squared error 0.2627 Relative absolute error 37.5787 % Root relative squared error 80.0598 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.042 0.681 0.697 0.689 0.849 climbingdown 0.628 0.055 0.634 0.628 0.631 0.837 climbingup 0.871 0.002 0.902 0.871 0.886 0.961 jumping 0.722 0.05 0.716 0.722 0.719 0.857 lying 0.584 0.077 0.556 0.584 0.569 0.801 standing 0.516 0.073 0.543 0.516 0.529 0.783 sitting 0.899 0.016 0.91 0.899 0.904 0.95 running 0.737 0.046 0.738 0.737 0.738 0.875 walking Weighted Avg. 0.689 0.05 0.69 0.689 0.69 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 484 126 0 2 4 1 7 70 | a = climbingdown 122 497 0 6 8 2 12 144 | b = climbingup 0 2 101 0 0 0 13 0 | c = jumping 6 9 1 649 95 127 9 3 | d = lying 4 8 0 87 499 227 21 9 | e = standing 6 5 0 151 249 452 12 1 | f = sitting 14 8 8 4 33 17 825 9 | g = running 75 129 2 7 10 6 8 665 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4213 69.6249 % Incorrectly Classified Instances 1838 30.3751 % Kappa statistic 0.6473 Mean absolute error 0.0798 Root mean squared error 0.2619 Relative absolute error 37.0665 % Root relative squared error 79.8132 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.041 0.683 0.687 0.685 0.831 climbingdown 0.641 0.053 0.646 0.641 0.643 0.828 climbingup 0.914 0.001 0.938 0.914 0.926 0.965 jumping 0.716 0.042 0.749 0.716 0.732 0.866 lying 0.6 0.081 0.548 0.6 0.573 0.799 standing 0.553 0.072 0.564 0.553 0.558 0.803 sitting 0.894 0.018 0.899 0.894 0.897 0.947 running 0.734 0.044 0.745 0.734 0.739 0.859 walking Weighted Avg. 0.696 0.049 0.699 0.696 0.697 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 476 114 3 4 10 1 15 70 | a = climbingdown 120 507 1 8 6 0 9 140 | b = climbingup 1 1 106 0 0 0 8 0 | c = jumping 4 2 0 644 115 126 8 1 | d = lying 4 8 0 80 513 216 26 8 | e = standing 3 5 0 114 253 484 17 0 | f = sitting 15 12 3 9 29 21 821 8 | g = running 74 136 0 1 10 10 9 662 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4151 68.6002 % Incorrectly Classified Instances 1900 31.3998 % Kappa statistic 0.6354 Mean absolute error 0.0815 Root mean squared error 0.2643 Relative absolute error 37.8694 % Root relative squared error 80.561 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.046 0.645 0.646 0.646 0.811 climbingdown 0.603 0.056 0.616 0.603 0.61 0.813 climbingup 0.94 0.002 0.909 0.94 0.924 0.98 jumping 0.714 0.052 0.706 0.714 0.71 0.86 lying 0.591 0.069 0.584 0.591 0.587 0.808 standing 0.527 0.072 0.554 0.527 0.54 0.795 sitting 0.899 0.016 0.91 0.899 0.904 0.949 running 0.756 0.051 0.721 0.756 0.738 0.874 walking Weighted Avg. 0.686 0.051 0.685 0.686 0.685 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 448 130 1 3 8 4 17 82 | a = climbingdown 137 477 1 5 5 6 9 151 | b = climbingup 1 0 110 0 0 0 6 0 | c = jumping 9 12 0 642 90 136 5 5 | d = lying 11 9 0 88 505 205 30 7 | e = standing 3 10 0 158 224 462 12 7 | f = sitting 16 12 9 8 24 12 825 12 | g = running 70 124 0 5 9 9 3 682 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4208 69.5422 % Incorrectly Classified Instances 1843 30.4578 % Kappa statistic 0.6464 Mean absolute error 0.0794 Root mean squared error 0.2611 Relative absolute error 36.8616 % Root relative squared error 79.5887 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.046 0.665 0.704 0.684 0.847 climbingdown 0.614 0.053 0.635 0.614 0.625 0.825 climbingup 0.906 0.002 0.906 0.906 0.906 0.975 jumping 0.736 0.053 0.709 0.736 0.722 0.864 lying 0.616 0.07 0.592 0.616 0.604 0.809 standing 0.527 0.065 0.58 0.527 0.553 0.792 sitting 0.894 0.019 0.896 0.894 0.895 0.946 running 0.727 0.047 0.73 0.727 0.728 0.871 walking Weighted Avg. 0.695 0.049 0.694 0.695 0.695 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 488 114 1 3 3 4 13 67 | a = climbingdown 132 486 1 1 6 5 11 149 | b = climbingup 0 0 106 0 0 0 11 0 | c = jumping 3 3 0 662 103 114 7 7 | d = lying 7 11 0 89 527 186 28 7 | e = standing 4 8 0 168 209 462 19 6 | f = sitting 14 10 9 9 29 19 821 7 | g = running 86 133 0 2 13 6 6 656 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4274 70.633 % Incorrectly Classified Instances 1777 29.367 % Kappa statistic 0.659 Mean absolute error 0.0767 Root mean squared error 0.2561 Relative absolute error 35.6396 % Root relative squared error 78.0497 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.041 0.685 0.696 0.69 0.851 climbingdown 0.65 0.047 0.677 0.65 0.663 0.845 climbingup 0.923 0.002 0.915 0.923 0.919 0.966 jumping 0.74 0.049 0.725 0.74 0.732 0.874 lying 0.599 0.067 0.594 0.599 0.596 0.823 standing 0.56 0.074 0.562 0.56 0.561 0.802 sitting 0.887 0.017 0.904 0.887 0.895 0.941 running 0.764 0.044 0.751 0.764 0.757 0.886 walking Weighted Avg. 0.706 0.048 0.707 0.706 0.706 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 482 110 2 6 8 3 11 71 | a = climbingdown 116 514 0 2 4 3 10 142 | b = climbingup 1 0 108 0 0 0 8 0 | c = jumping 4 2 0 665 77 140 9 2 | d = lying 4 4 0 97 512 212 19 7 | e = standing 4 3 0 133 217 491 23 6 | f = sitting 19 13 8 9 33 21 813 1 | g = running 74 113 0 5 11 4 6 689 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4236 70.005 % Incorrectly Classified Instances 1815 29.995 % Kappa statistic 0.6517 Mean absolute error 0.0786 Root mean squared error 0.259 Relative absolute error 36.5073 % Root relative squared error 78.9319 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.042 0.686 0.703 0.694 0.856 climbingdown 0.652 0.055 0.643 0.652 0.647 0.834 climbingup 0.88 0.002 0.904 0.88 0.892 0.965 jumping 0.727 0.049 0.721 0.727 0.724 0.869 lying 0.598 0.069 0.589 0.598 0.593 0.814 standing 0.559 0.075 0.557 0.559 0.558 0.798 sitting 0.892 0.015 0.913 0.892 0.902 0.953 running 0.728 0.042 0.751 0.728 0.739 0.869 walking Weighted Avg. 0.7 0.048 0.702 0.7 0.701 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 487 128 1 1 4 3 11 58 | a = climbingdown 110 516 1 4 9 2 12 137 | b = climbingup 1 1 103 0 0 0 12 0 | c = jumping 5 2 0 654 90 139 4 5 | d = lying 3 4 0 89 511 221 22 5 | e = standing 4 8 0 148 210 490 12 5 | f = sitting 19 13 9 8 27 15 818 8 | g = running 81 131 0 3 16 9 5 657 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 4173 68.9524 % Incorrectly Classified Instances 1879 31.0476 % Kappa statistic 0.6394 Mean absolute error 0.0812 Root mean squared error 0.2629 Relative absolute error 37.7167 % Root relative squared error 80.1201 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.666 0.042 0.673 0.666 0.67 0.836 climbingdown 0.645 0.051 0.656 0.645 0.65 0.842 climbingup 0.855 0.002 0.917 0.855 0.885 0.96 jumping 0.725 0.056 0.693 0.725 0.709 0.858 lying 0.567 0.07 0.573 0.567 0.57 0.798 standing 0.526 0.075 0.544 0.526 0.535 0.782 sitting 0.904 0.016 0.909 0.904 0.907 0.955 running 0.746 0.05 0.724 0.746 0.735 0.871 walking Weighted Avg. 0.69 0.05 0.689 0.69 0.689 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 462 120 2 7 6 4 13 80 | a = climbingdown 114 510 0 9 2 4 2 150 | b = climbingup 1 1 100 1 0 0 14 0 | c = jumping 4 4 0 652 88 139 9 3 | d = lying 6 5 0 105 485 217 24 13 | e = standing 3 5 0 160 230 461 12 5 | f = sitting 23 7 7 5 22 18 830 6 | g = running 73 126 0 2 14 5 9 673 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4158 68.7046 % Incorrectly Classified Instances 1894 31.2954 % Kappa statistic 0.6366 Mean absolute error 0.0811 Root mean squared error 0.265 Relative absolute error 37.6845 % Root relative squared error 80.753 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.042 0.68 0.69 0.685 0.842 climbingdown 0.641 0.055 0.637 0.641 0.639 0.829 climbingup 0.88 0.003 0.873 0.88 0.877 0.958 jumping 0.725 0.052 0.707 0.725 0.716 0.86 lying 0.545 0.07 0.561 0.545 0.553 0.794 standing 0.545 0.078 0.541 0.545 0.543 0.783 sitting 0.892 0.019 0.895 0.892 0.894 0.945 running 0.726 0.044 0.741 0.726 0.733 0.865 walking Weighted Avg. 0.687 0.051 0.687 0.687 0.687 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 479 110 1 2 3 0 20 79 | a = climbingdown 122 507 0 3 8 4 13 134 | b = climbingup 2 0 103 0 0 0 12 0 | c = jumping 3 8 0 652 82 146 5 3 | d = lying 9 10 0 104 466 231 30 5 | e = standing 7 2 0 143 232 477 11 4 | f = sitting 14 14 13 12 28 14 819 4 | g = running 68 145 1 6 12 10 5 655 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4168 68.8698 % Incorrectly Classified Instances 1884 31.1302 % Kappa statistic 0.6385 Mean absolute error 0.0815 Root mean squared error 0.2643 Relative absolute error 37.8525 % Root relative squared error 80.5578 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.047 0.638 0.639 0.639 0.808 climbingdown 0.654 0.057 0.633 0.654 0.643 0.831 climbingup 0.906 0.001 0.93 0.906 0.918 0.957 jumping 0.726 0.046 0.732 0.726 0.729 0.864 lying 0.613 0.075 0.575 0.613 0.594 0.81 standing 0.53 0.071 0.556 0.53 0.543 0.787 sitting 0.892 0.02 0.89 0.892 0.891 0.942 running 0.711 0.044 0.738 0.711 0.724 0.855 walking Weighted Avg. 0.689 0.05 0.689 0.689 0.689 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 443 137 0 2 8 4 22 77 | a = climbingdown 119 517 1 3 5 4 13 129 | b = climbingup 0 1 106 0 0 0 10 0 | c = jumping 3 5 0 653 88 135 11 4 | d = lying 6 12 0 86 525 203 16 8 | e = standing 4 5 0 137 244 464 18 4 | f = sitting 23 12 7 9 26 17 819 5 | g = running 96 128 0 2 17 7 11 641 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4229 69.8777 % Incorrectly Classified Instances 1823 30.1223 % Kappa statistic 0.6503 Mean absolute error 0.0791 Root mean squared error 0.2604 Relative absolute error 36.7229 % Root relative squared error 79.3583 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.038 0.714 0.723 0.718 0.857 climbingdown 0.649 0.05 0.66 0.649 0.654 0.836 climbingup 0.923 0.003 0.857 0.923 0.889 0.974 jumping 0.734 0.051 0.714 0.734 0.724 0.866 lying 0.551 0.073 0.555 0.551 0.553 0.79 standing 0.532 0.078 0.535 0.532 0.533 0.784 sitting 0.9 0.014 0.92 0.9 0.91 0.953 running 0.757 0.043 0.756 0.757 0.756 0.874 walking Weighted Avg. 0.699 0.049 0.699 0.699 0.699 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 501 106 0 3 3 3 7 70 | a = climbingdown 112 513 1 3 8 4 14 136 | b = climbingup 0 0 108 0 0 0 9 0 | c = jumping 3 3 0 660 89 131 10 3 | d = lying 5 9 0 100 472 250 16 4 | e = standing 4 6 0 147 240 466 12 1 | f = sitting 12 7 16 8 29 13 826 7 | g = running 65 133 1 3 9 4 4 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4199 69.3935 % Incorrectly Classified Instances 1852 30.6065 % Kappa statistic 0.6446 Mean absolute error 0.0802 Root mean squared error 0.2624 Relative absolute error 37.2563 % Root relative squared error 79.9832 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.041 0.685 0.687 0.686 0.849 climbingdown 0.637 0.053 0.644 0.637 0.64 0.836 climbingup 0.915 0.001 0.947 0.915 0.93 0.985 jumping 0.731 0.052 0.71 0.731 0.72 0.872 lying 0.592 0.072 0.575 0.592 0.583 0.809 standing 0.524 0.073 0.549 0.524 0.536 0.785 sitting 0.899 0.015 0.916 0.899 0.907 0.949 running 0.737 0.049 0.725 0.737 0.731 0.871 walking Weighted Avg. 0.694 0.05 0.694 0.694 0.694 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 476 112 1 3 5 4 8 84 | a = climbingdown 125 504 1 1 8 5 5 142 | b = climbingup 0 0 107 0 0 0 10 0 | c = jumping 4 2 0 657 83 139 9 5 | d = lying 5 4 0 110 506 213 13 4 | e = standing 1 10 0 143 230 459 23 10 | f = sitting 14 9 4 8 40 11 825 7 | g = running 70 142 0 4 8 5 8 665 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4202 69.4431 % Incorrectly Classified Instances 1849 30.5569 % Kappa statistic 0.6452 Mean absolute error 0.0798 Root mean squared error 0.2621 Relative absolute error 37.0447 % Root relative squared error 79.8823 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.041 0.679 0.677 0.678 0.829 climbingdown 0.652 0.054 0.647 0.652 0.649 0.838 climbingup 0.872 0.003 0.872 0.872 0.872 0.962 jumping 0.702 0.051 0.704 0.702 0.703 0.854 lying 0.578 0.069 0.579 0.578 0.578 0.807 standing 0.571 0.077 0.555 0.571 0.563 0.799 sitting 0.885 0.017 0.902 0.885 0.893 0.94 running 0.752 0.042 0.758 0.752 0.755 0.879 walking Weighted Avg. 0.694 0.049 0.696 0.694 0.695 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 469 123 3 6 5 0 9 78 | a = climbingdown 126 516 0 8 4 4 12 121 | b = climbingup 2 0 102 0 0 0 13 0 | c = jumping 4 8 1 631 93 149 9 4 | d = lying 4 8 0 101 494 217 25 6 | e = standing 1 4 0 141 215 500 14 1 | f = sitting 15 11 11 5 32 25 812 7 | g = running 70 128 0 4 10 6 6 678 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4180 69.0795 % Incorrectly Classified Instances 1871 30.9205 % Kappa statistic 0.6409 Mean absolute error 0.0798 Root mean squared error 0.2624 Relative absolute error 37.0862 % Root relative squared error 79.9632 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.045 0.665 0.694 0.679 0.84 climbingdown 0.643 0.054 0.643 0.643 0.643 0.839 climbingup 0.879 0.001 0.962 0.879 0.919 0.969 jumping 0.727 0.056 0.696 0.727 0.711 0.865 lying 0.551 0.065 0.582 0.551 0.566 0.79 standing 0.571 0.08 0.546 0.571 0.558 0.789 sitting 0.888 0.015 0.913 0.888 0.9 0.946 running 0.718 0.044 0.742 0.718 0.73 0.858 walking Weighted Avg. 0.691 0.05 0.693 0.691 0.691 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 481 111 1 5 6 1 13 75 | a = climbingdown 129 509 1 8 7 6 5 126 | b = climbingup 3 0 102 0 0 0 11 0 | c = jumping 6 6 0 654 79 141 11 2 | d = lying 5 7 0 109 471 234 23 6 | e = standing 5 5 0 145 203 500 10 8 | f = sitting 18 12 2 9 32 22 815 8 | g = running 76 142 0 10 11 11 5 648 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4230 69.9058 % Incorrectly Classified Instances 1821 30.0942 % Kappa statistic 0.6505 Mean absolute error 0.079 Root mean squared error 0.261 Relative absolute error 36.6785 % Root relative squared error 79.5626 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.043 0.68 0.707 0.693 0.85 climbingdown 0.641 0.047 0.674 0.641 0.657 0.845 climbingup 0.871 0.001 0.935 0.871 0.902 0.971 jumping 0.724 0.046 0.732 0.724 0.728 0.858 lying 0.586 0.076 0.56 0.586 0.573 0.792 standing 0.531 0.072 0.555 0.531 0.543 0.786 sitting 0.891 0.018 0.897 0.891 0.894 0.942 running 0.772 0.046 0.745 0.772 0.758 0.876 walking Weighted Avg. 0.699 0.049 0.699 0.699 0.699 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 490 109 0 8 4 2 13 67 | a = climbingdown 132 506 0 3 2 3 6 138 | b = climbingup 1 1 101 0 0 0 13 0 | c = jumping 3 7 0 652 90 132 9 7 | d = lying 4 3 0 88 501 221 26 12 | e = standing 3 3 0 130 252 465 20 3 | f = sitting 16 14 7 7 33 11 818 12 | g = running 72 108 0 3 12 4 7 697 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4249 70.2198 % Incorrectly Classified Instances 1802 29.7802 % Kappa statistic 0.6542 Mean absolute error 0.0785 Root mean squared error 0.2591 Relative absolute error 36.4385 % Root relative squared error 78.9831 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.043 0.675 0.69 0.682 0.848 climbingdown 0.636 0.047 0.669 0.636 0.652 0.833 climbingup 0.906 0.002 0.922 0.906 0.914 0.966 jumping 0.739 0.053 0.708 0.739 0.723 0.87 lying 0.598 0.067 0.593 0.598 0.596 0.813 standing 0.531 0.07 0.561 0.531 0.546 0.787 sitting 0.903 0.015 0.916 0.903 0.909 0.953 running 0.768 0.049 0.735 0.768 0.751 0.876 walking Weighted Avg. 0.702 0.048 0.701 0.702 0.702 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 478 109 1 1 4 2 13 85 | a = climbingdown 123 503 1 4 4 3 7 146 | b = climbingup 1 2 106 0 0 0 8 0 | c = jumping 6 2 1 664 94 123 6 3 | d = lying 4 6 0 96 511 217 16 5 | e = standing 13 6 0 162 206 466 18 6 | f = sitting 12 13 6 6 31 16 828 5 | g = running 71 111 0 5 11 3 8 693 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4138 68.3854 % Incorrectly Classified Instances 1913 31.6146 % Kappa statistic 0.6329 Mean absolute error 0.0816 Root mean squared error 0.2656 Relative absolute error 37.8943 % Root relative squared error 80.939 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.039 0.687 0.67 0.678 0.844 climbingdown 0.628 0.06 0.611 0.628 0.619 0.828 climbingup 0.88 0.003 0.866 0.88 0.873 0.956 jumping 0.726 0.051 0.712 0.726 0.719 0.857 lying 0.578 0.069 0.578 0.578 0.578 0.797 standing 0.525 0.076 0.54 0.525 0.532 0.783 sitting 0.892 0.017 0.903 0.892 0.897 0.944 running 0.72 0.051 0.711 0.72 0.715 0.869 walking Weighted Avg. 0.684 0.051 0.684 0.684 0.684 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 464 132 1 5 7 1 11 72 | a = climbingdown 104 497 0 4 7 6 8 165 | b = climbingup 1 2 103 0 0 0 11 0 | c = jumping 5 7 0 653 87 134 9 4 | d = lying 2 9 0 96 494 214 29 11 | e = standing 2 8 0 146 240 460 16 5 | f = sitting 16 13 15 7 16 25 818 7 | g = running 81 146 0 6 4 12 4 649 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 4258 70.3569 % Incorrectly Classified Instances 1794 29.6431 % Kappa statistic 0.6557 Mean absolute error 0.0779 Root mean squared error 0.2572 Relative absolute error 36.1607 % Root relative squared error 78.3957 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.039 0.696 0.684 0.69 0.839 climbingdown 0.64 0.051 0.652 0.64 0.646 0.83 climbingup 0.906 0.001 0.93 0.906 0.918 0.971 jumping 0.732 0.051 0.716 0.732 0.724 0.877 lying 0.578 0.069 0.58 0.578 0.579 0.803 standing 0.569 0.071 0.574 0.569 0.572 0.805 sitting 0.903 0.013 0.925 0.903 0.914 0.953 running 0.767 0.049 0.732 0.767 0.749 0.877 walking Weighted Avg. 0.704 0.048 0.704 0.704 0.704 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 474 123 0 2 3 4 9 78 | a = climbingdown 115 506 0 5 3 3 6 153 | b = climbingup 2 0 106 0 0 0 9 0 | c = jumping 6 5 0 658 91 128 6 5 | d = lying 5 10 0 110 494 216 15 5 | e = standing 1 3 0 131 228 499 14 1 | f = sitting 11 10 8 8 25 16 829 11 | g = running 67 119 0 5 8 3 8 692 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4230 69.8942 % Incorrectly Classified Instances 1822 30.1058 % Kappa statistic 0.6504 Mean absolute error 0.0795 Root mean squared error 0.261 Relative absolute error 36.9038 % Root relative squared error 79.5633 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.043 0.67 0.67 0.67 0.826 climbingdown 0.671 0.052 0.66 0.671 0.665 0.843 climbingup 0.829 0.002 0.882 0.829 0.855 0.944 jumping 0.714 0.046 0.731 0.714 0.723 0.864 lying 0.587 0.068 0.589 0.587 0.588 0.8 standing 0.582 0.077 0.56 0.582 0.57 0.8 sitting 0.893 0.018 0.901 0.893 0.897 0.946 running 0.736 0.044 0.744 0.736 0.74 0.864 walking Weighted Avg. 0.699 0.049 0.7 0.699 0.7 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 464 122 2 3 5 3 14 80 | a = climbingdown 105 531 1 5 7 5 10 127 | b = climbingup 2 1 97 0 0 0 17 0 | c = jumping 4 4 0 642 92 144 9 4 | d = lying 5 4 0 98 502 223 18 5 | e = standing 5 5 0 119 216 510 15 7 | f = sitting 25 9 10 9 23 17 820 5 | g = running 83 129 0 2 8 9 7 664 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4184 69.1342 % Incorrectly Classified Instances 1868 30.8658 % Kappa statistic 0.6415 Mean absolute error 0.0807 Root mean squared error 0.2644 Relative absolute error 37.4797 % Root relative squared error 80.5782 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.042 0.672 0.665 0.669 0.834 climbingdown 0.635 0.054 0.64 0.635 0.637 0.829 climbingup 0.846 0.002 0.9 0.846 0.872 0.947 jumping 0.736 0.051 0.716 0.736 0.726 0.863 lying 0.577 0.069 0.577 0.577 0.577 0.799 standing 0.535 0.073 0.552 0.535 0.544 0.778 sitting 0.9 0.018 0.899 0.9 0.899 0.95 running 0.745 0.049 0.726 0.745 0.735 0.87 walking Weighted Avg. 0.691 0.05 0.691 0.691 0.691 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 461 126 3 1 9 5 12 76 | a = climbingdown 121 502 0 3 3 3 12 147 | b = climbingup 0 1 99 0 0 0 17 0 | c = jumping 5 4 0 662 87 128 6 8 | d = lying 9 8 0 89 493 222 25 9 | e = standing 1 10 0 157 218 469 15 6 | f = sitting 16 6 8 7 29 18 826 8 | g = running 73 127 0 5 15 4 6 672 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4215 69.6464 % Incorrectly Classified Instances 1837 30.3536 % Kappa statistic 0.6476 Mean absolute error 0.08 Root mean squared error 0.2624 Relative absolute error 37.1772 % Root relative squared error 79.9643 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.046 0.655 0.681 0.668 0.827 climbingdown 0.612 0.056 0.623 0.612 0.617 0.813 climbingup 0.949 0.001 0.941 0.949 0.945 0.986 jumping 0.735 0.053 0.708 0.735 0.721 0.863 lying 0.589 0.068 0.588 0.589 0.588 0.799 standing 0.538 0.07 0.567 0.538 0.552 0.794 sitting 0.91 0.015 0.918 0.91 0.914 0.952 running 0.751 0.044 0.749 0.751 0.75 0.874 walking Weighted Avg. 0.696 0.049 0.696 0.696 0.696 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 472 118 2 2 7 4 16 72 | a = climbingdown 155 484 0 3 3 10 4 132 | b = climbingup 1 0 111 0 0 0 5 0 | c = jumping 1 9 0 661 108 109 7 4 | d = lying 2 11 0 96 504 220 19 4 | e = standing 3 4 0 167 204 471 19 8 | f = sitting 20 10 5 5 23 13 835 7 | g = running 67 141 0 0 8 4 5 677 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4219 69.724 % Incorrectly Classified Instances 1832 30.276 % Kappa statistic 0.6484 Mean absolute error 0.0795 Root mean squared error 0.2612 Relative absolute error 36.9442 % Root relative squared error 79.6022 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.042 0.682 0.697 0.69 0.859 climbingdown 0.647 0.05 0.661 0.647 0.654 0.83 climbingup 0.879 0.001 0.944 0.879 0.911 0.947 jumping 0.716 0.048 0.721 0.716 0.719 0.853 lying 0.598 0.073 0.576 0.598 0.587 0.81 standing 0.524 0.077 0.536 0.524 0.53 0.776 sitting 0.91 0.017 0.905 0.91 0.907 0.954 running 0.745 0.044 0.747 0.745 0.746 0.875 walking Weighted Avg. 0.697 0.049 0.698 0.697 0.697 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 483 101 0 3 6 5 13 82 | a = climbingdown 128 512 1 3 7 4 7 129 | b = climbingup 0 0 102 0 0 0 14 0 | c = jumping 5 9 1 644 81 151 6 2 | d = lying 5 4 0 88 512 213 27 7 | e = standing 6 6 0 144 241 459 18 2 | f = sitting 8 9 4 8 33 16 835 5 | g = running 73 134 0 3 9 8 3 672 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4202 69.4431 % Incorrectly Classified Instances 1849 30.5569 % Kappa statistic 0.6451 Mean absolute error 0.0799 Root mean squared error 0.2604 Relative absolute error 37.095 % Root relative squared error 79.3652 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.041 0.683 0.69 0.687 0.847 climbingdown 0.643 0.048 0.668 0.643 0.656 0.842 climbingup 0.905 0.002 0.897 0.905 0.901 0.966 jumping 0.722 0.052 0.709 0.722 0.715 0.865 lying 0.573 0.075 0.556 0.573 0.564 0.806 standing 0.524 0.067 0.568 0.524 0.545 0.793 sitting 0.901 0.019 0.895 0.901 0.898 0.952 running 0.758 0.05 0.727 0.758 0.742 0.873 walking Weighted Avg. 0.694 0.05 0.693 0.694 0.693 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 479 117 1 3 2 1 10 81 | a = climbingdown 114 509 0 4 7 3 8 146 | b = climbingup 1 1 105 0 0 0 9 0 | c = jumping 3 6 0 649 104 125 8 4 | d = lying 10 4 0 99 490 204 37 11 | e = standing 2 3 0 148 240 459 16 8 | f = sitting 15 14 11 8 26 10 827 7 | g = running 77 108 0 5 13 6 9 684 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4234 69.9719 % Incorrectly Classified Instances 1817 30.0281 % Kappa statistic 0.6514 Mean absolute error 0.0786 Root mean squared error 0.2592 Relative absolute error 36.5308 % Root relative squared error 78.9976 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.044 0.671 0.696 0.683 0.86 climbingdown 0.641 0.05 0.657 0.641 0.649 0.838 climbingup 0.923 0.003 0.857 0.923 0.889 0.975 jumping 0.753 0.05 0.724 0.753 0.738 0.873 lying 0.585 0.073 0.57 0.585 0.577 0.811 standing 0.549 0.069 0.573 0.549 0.561 0.799 sitting 0.887 0.015 0.915 0.887 0.9 0.944 running 0.738 0.044 0.744 0.738 0.741 0.862 walking Weighted Avg. 0.7 0.048 0.7 0.7 0.7 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 483 115 3 3 3 5 14 68 | a = climbingdown 123 506 0 7 5 5 6 138 | b = climbingup 0 0 108 0 0 0 9 0 | c = jumping 5 4 0 677 90 113 6 4 | d = lying 2 7 0 102 500 211 28 5 | e = standing 8 5 0 138 227 481 11 6 | f = sitting 17 9 15 6 32 17 813 8 | g = running 82 124 0 2 20 7 2 666 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4193 69.2943 % Incorrectly Classified Instances 1858 30.7057 % Kappa statistic 0.6435 Mean absolute error 0.0804 Root mean squared error 0.2628 Relative absolute error 37.3375 % Root relative squared error 80.0903 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.041 0.676 0.67 0.673 0.834 climbingdown 0.661 0.055 0.646 0.661 0.653 0.836 climbingup 0.949 0.002 0.925 0.949 0.937 0.981 jumping 0.764 0.058 0.697 0.764 0.729 0.877 lying 0.549 0.07 0.563 0.549 0.556 0.789 standing 0.523 0.073 0.547 0.523 0.535 0.784 sitting 0.876 0.014 0.919 0.876 0.897 0.937 running 0.751 0.044 0.748 0.751 0.75 0.873 walking Weighted Avg. 0.693 0.05 0.693 0.693 0.693 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 464 123 2 2 5 3 13 81 | a = climbingdown 118 523 1 2 4 7 5 131 | b = climbingup 1 1 111 0 0 0 4 0 | c = jumping 5 2 0 687 87 113 4 1 | d = lying 10 6 0 115 469 228 21 6 | e = standing 3 5 0 168 226 458 14 2 | f = sitting 15 19 6 10 34 23 803 7 | g = running 70 131 0 1 8 5 10 678 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4213 69.6249 % Incorrectly Classified Instances 1838 30.3751 % Kappa statistic 0.6473 Mean absolute error 0.0797 Root mean squared error 0.2617 Relative absolute error 37.0265 % Root relative squared error 79.7483 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.039 0.695 0.693 0.694 0.839 climbingdown 0.65 0.049 0.666 0.65 0.658 0.842 climbingup 0.94 0.001 0.948 0.94 0.944 0.983 jumping 0.69 0.049 0.711 0.69 0.7 0.842 lying 0.572 0.075 0.556 0.572 0.564 0.804 standing 0.562 0.075 0.558 0.562 0.56 0.793 sitting 0.9 0.019 0.895 0.9 0.897 0.949 running 0.756 0.045 0.745 0.756 0.751 0.875 walking Weighted Avg. 0.696 0.049 0.697 0.696 0.696 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 480 109 0 4 5 2 20 73 | a = climbingdown 107 514 0 3 5 7 13 142 | b = climbingup 0 0 110 0 0 0 7 0 | c = jumping 9 8 0 620 105 141 14 2 | d = lying 7 8 0 105 489 216 26 4 | e = standing 3 3 0 128 235 492 10 5 | f = sitting 15 14 6 9 26 15 826 7 | g = running 70 116 0 3 15 9 7 682 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4190 69.2448 % Incorrectly Classified Instances 1861 30.7552 % Kappa statistic 0.6429 Mean absolute error 0.0804 Root mean squared error 0.2628 Relative absolute error 37.3611 % Root relative squared error 80.1003 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.042 0.677 0.677 0.677 0.848 climbingdown 0.642 0.054 0.641 0.642 0.641 0.834 climbingup 0.915 0.001 0.93 0.915 0.922 0.971 jumping 0.724 0.049 0.721 0.724 0.723 0.864 lying 0.574 0.077 0.552 0.574 0.563 0.803 standing 0.545 0.074 0.554 0.545 0.549 0.778 sitting 0.893 0.015 0.915 0.893 0.904 0.945 running 0.739 0.045 0.741 0.739 0.74 0.868 walking Weighted Avg. 0.692 0.05 0.694 0.692 0.693 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 469 122 0 2 6 3 13 78 | a = climbingdown 117 508 0 7 13 3 10 133 | b = climbingup 2 0 107 0 0 0 8 0 | c = jumping 3 6 1 651 91 137 7 3 | d = lying 10 5 0 102 491 221 18 8 | e = standing 3 3 0 129 242 477 16 6 | f = sitting 22 10 7 9 32 13 820 5 | g = running 67 139 0 3 15 7 4 667 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 4222 69.7621 % Incorrectly Classified Instances 1830 30.2379 % Kappa statistic 0.6489 Mean absolute error 0.079 Root mean squared error 0.2606 Relative absolute error 36.6869 % Root relative squared error 79.4345 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.044 0.672 0.701 0.686 0.841 climbingdown 0.636 0.052 0.647 0.636 0.642 0.837 climbingup 0.923 0.001 0.931 0.923 0.927 0.963 jumping 0.729 0.046 0.735 0.729 0.732 0.867 lying 0.582 0.071 0.573 0.582 0.578 0.808 standing 0.545 0.077 0.546 0.545 0.545 0.788 sitting 0.898 0.017 0.906 0.898 0.902 0.948 running 0.743 0.043 0.751 0.743 0.747 0.865 walking Weighted Avg. 0.698 0.049 0.698 0.698 0.698 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 486 118 1 3 5 5 15 60 | a = climbingdown 119 503 0 4 6 6 9 144 | b = climbingup 1 1 108 0 0 0 7 0 | c = jumping 8 8 0 655 89 131 7 1 | d = lying 10 6 0 88 498 230 18 5 | e = standing 7 7 0 125 238 477 19 3 | f = sitting 10 15 7 12 23 17 824 10 | g = running 82 119 0 4 10 7 10 671 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4204 69.4646 % Incorrectly Classified Instances 1848 30.5354 % Kappa statistic 0.6455 Mean absolute error 0.0805 Root mean squared error 0.2631 Relative absolute error 37.4106 % Root relative squared error 80.1929 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.043 0.679 0.697 0.688 0.85 climbingdown 0.66 0.049 0.669 0.66 0.665 0.844 climbingup 0.923 0.002 0.908 0.923 0.915 0.983 jumping 0.729 0.052 0.71 0.729 0.719 0.867 lying 0.607 0.075 0.571 0.607 0.588 0.802 standing 0.513 0.075 0.537 0.513 0.525 0.777 sitting 0.876 0.014 0.916 0.876 0.895 0.936 running 0.735 0.045 0.74 0.735 0.738 0.867 walking Weighted Avg. 0.695 0.049 0.696 0.695 0.695 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 483 102 1 4 7 5 12 79 | a = climbingdown 113 522 0 5 3 5 10 133 | b = climbingup 0 1 108 0 0 0 8 0 | c = jumping 6 4 0 655 80 148 4 2 | d = lying 4 5 0 100 519 204 19 4 | e = standing 6 5 0 141 253 449 15 7 | f = sitting 21 10 10 13 34 18 804 8 | g = running 78 131 0 4 13 7 6 664 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4181 69.0846 % Incorrectly Classified Instances 1871 30.9154 % Kappa statistic 0.641 Mean absolute error 0.0803 Root mean squared error 0.2624 Relative absolute error 37.2979 % Root relative squared error 79.9674 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.04 0.687 0.676 0.681 0.84 climbingdown 0.63 0.056 0.629 0.63 0.629 0.826 climbingup 0.897 0.002 0.897 0.897 0.897 0.962 jumping 0.747 0.051 0.72 0.747 0.734 0.876 lying 0.564 0.07 0.569 0.564 0.566 0.791 standing 0.55 0.077 0.549 0.55 0.55 0.785 sitting 0.882 0.017 0.903 0.882 0.893 0.942 running 0.735 0.047 0.733 0.735 0.734 0.875 walking Weighted Avg. 0.691 0.05 0.691 0.691 0.691 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 469 126 1 1 5 3 17 72 | a = climbingdown 113 498 1 8 5 6 8 152 | b = climbingup 2 0 105 0 0 0 10 0 | c = jumping 2 6 0 672 86 122 10 1 | d = lying 5 9 0 97 482 237 22 3 | e = standing 4 3 0 141 228 482 14 4 | f = sitting 16 13 10 9 28 22 810 10 | g = running 72 137 0 5 13 6 6 663 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4260 70.39 % Incorrectly Classified Instances 1792 29.61 % Kappa statistic 0.6562 Mean absolute error 0.0783 Root mean squared error 0.2596 Relative absolute error 36.3546 % Root relative squared error 79.1144 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.045 0.661 0.68 0.67 0.839 climbingdown 0.67 0.054 0.651 0.67 0.66 0.837 climbingup 0.897 0.001 0.963 0.897 0.929 0.952 jumping 0.742 0.049 0.727 0.742 0.735 0.866 lying 0.591 0.066 0.597 0.591 0.594 0.795 standing 0.557 0.07 0.574 0.557 0.565 0.792 sitting 0.899 0.016 0.91 0.899 0.904 0.946 running 0.741 0.044 0.746 0.741 0.743 0.867 walking Weighted Avg. 0.704 0.048 0.704 0.704 0.704 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 472 123 0 7 4 1 11 76 | a = climbingdown 116 530 0 5 4 3 7 126 | b = climbingup 0 0 105 0 0 0 12 0 | c = jumping 7 8 0 667 68 139 6 4 | d = lying 8 13 0 103 505 197 21 8 | e = standing 7 3 0 124 223 488 21 10 | f = sitting 17 15 4 8 28 18 825 3 | g = running 87 122 0 3 14 4 4 668 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4256 70.3355 % Incorrectly Classified Instances 1795 29.6645 % Kappa statistic 0.6555 Mean absolute error 0.0781 Root mean squared error 0.2581 Relative absolute error 36.2717 % Root relative squared error 78.6685 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.043 0.678 0.693 0.685 0.853 climbingdown 0.664 0.055 0.644 0.664 0.654 0.841 climbingup 0.897 0.001 0.946 0.897 0.921 0.97 jumping 0.734 0.049 0.724 0.734 0.729 0.859 lying 0.599 0.069 0.588 0.599 0.593 0.814 standing 0.552 0.068 0.58 0.552 0.565 0.797 sitting 0.908 0.018 0.902 0.908 0.905 0.953 running 0.728 0.043 0.75 0.728 0.739 0.861 walking Weighted Avg. 0.703 0.048 0.703 0.703 0.703 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 480 118 2 4 4 0 13 72 | a = climbingdown 113 525 0 7 3 2 10 131 | b = climbingup 0 0 105 0 0 0 12 0 | c = jumping 7 7 0 660 98 116 10 1 | d = lying 3 3 0 94 512 217 23 3 | e = standing 1 11 0 136 221 484 19 5 | f = sitting 19 16 4 5 24 9 833 7 | g = running 85 135 0 5 9 7 4 657 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4217 69.691 % Incorrectly Classified Instances 1834 30.309 % Kappa statistic 0.6481 Mean absolute error 0.0793 Root mean squared error 0.2603 Relative absolute error 36.8198 % Root relative squared error 79.3482 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.042 0.67 0.657 0.663 0.833 climbingdown 0.651 0.057 0.633 0.651 0.642 0.841 climbingup 0.897 0.002 0.905 0.897 0.901 0.961 jumping 0.743 0.047 0.733 0.743 0.738 0.873 lying 0.602 0.075 0.57 0.602 0.586 0.809 standing 0.525 0.068 0.567 0.525 0.545 0.791 sitting 0.889 0.017 0.906 0.889 0.897 0.946 running 0.758 0.045 0.745 0.758 0.752 0.87 walking Weighted Avg. 0.697 0.049 0.697 0.697 0.697 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 455 138 2 4 2 4 10 78 | a = climbingdown 108 515 0 10 3 7 11 137 | b = climbingup 2 1 105 0 0 0 9 0 | c = jumping 4 10 0 668 87 120 8 2 | d = lying 11 10 0 86 515 200 23 10 | e = standing 6 5 0 131 255 460 18 2 | f = sitting 15 21 9 9 27 16 815 5 | g = running 78 113 0 3 14 4 6 684 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4225 69.8232 % Incorrectly Classified Instances 1826 30.1768 % Kappa statistic 0.6495 Mean absolute error 0.0788 Root mean squared error 0.2593 Relative absolute error 36.579 % Root relative squared error 79.046 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.043 0.674 0.68 0.677 0.829 climbingdown 0.643 0.052 0.651 0.643 0.647 0.83 climbingup 0.879 0.002 0.911 0.879 0.895 0.969 jumping 0.737 0.052 0.711 0.737 0.723 0.867 lying 0.589 0.072 0.573 0.589 0.581 0.813 standing 0.563 0.068 0.583 0.563 0.573 0.801 sitting 0.889 0.017 0.904 0.889 0.896 0.942 running 0.741 0.045 0.742 0.741 0.741 0.869 walking Weighted Avg. 0.698 0.049 0.699 0.698 0.698 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 471 122 1 2 2 6 13 76 | a = climbingdown 127 508 0 3 6 1 12 133 | b = climbingup 0 0 102 0 0 0 14 0 | c = jumping 2 4 1 663 98 121 8 3 | d = lying 5 6 0 110 504 207 20 4 | e = standing 5 4 0 133 219 493 16 6 | f = sitting 16 9 8 13 32 14 816 10 | g = running 73 127 0 9 18 3 4 668 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4239 70.0545 % Incorrectly Classified Instances 1812 29.9455 % Kappa statistic 0.6523 Mean absolute error 0.0785 Root mean squared error 0.2596 Relative absolute error 36.482 % Root relative squared error 79.1267 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.041 0.685 0.696 0.69 0.854 climbingdown 0.668 0.052 0.661 0.668 0.664 0.854 climbingup 0.914 0.002 0.906 0.914 0.91 0.961 jumping 0.706 0.051 0.707 0.706 0.707 0.854 lying 0.575 0.076 0.554 0.575 0.564 0.791 standing 0.531 0.069 0.565 0.531 0.547 0.791 sitting 0.924 0.017 0.909 0.924 0.916 0.962 running 0.757 0.04 0.768 0.757 0.763 0.877 walking Weighted Avg. 0.701 0.048 0.7 0.701 0.7 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 482 116 0 6 10 5 11 63 | a = climbingdown 115 528 1 1 4 3 15 124 | b = climbingup 2 1 106 0 0 0 7 0 | c = jumping 6 11 0 635 107 130 5 5 | d = lying 11 9 0 102 492 207 28 7 | e = standing 5 6 0 143 239 465 14 4 | f = sitting 13 8 10 5 23 8 848 3 | g = running 70 120 0 6 13 5 5 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4174 68.9803 % Incorrectly Classified Instances 1877 31.0197 % Kappa statistic 0.6398 Mean absolute error 0.0806 Root mean squared error 0.2631 Relative absolute error 37.4547 % Root relative squared error 80.1805 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.041 0.678 0.671 0.674 0.842 climbingdown 0.673 0.058 0.636 0.673 0.654 0.848 climbingup 0.906 0.002 0.922 0.906 0.914 0.971 jumping 0.719 0.054 0.698 0.719 0.708 0.861 lying 0.58 0.076 0.558 0.58 0.569 0.797 standing 0.523 0.068 0.565 0.523 0.543 0.789 sitting 0.898 0.018 0.898 0.898 0.898 0.947 running 0.717 0.044 0.742 0.717 0.729 0.865 walking Weighted Avg. 0.69 0.05 0.69 0.69 0.69 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 465 133 1 3 3 3 17 68 | a = climbingdown 107 532 1 3 5 0 8 135 | b = climbingup 0 2 106 0 0 0 9 0 | c = jumping 5 3 0 646 107 126 7 5 | d = lying 8 10 0 109 496 200 26 6 | e = standing 5 7 0 150 233 458 20 3 | f = sitting 13 12 7 9 30 15 824 8 | g = running 83 137 0 5 15 8 7 647 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4114 67.9888 % Incorrectly Classified Instances 1937 32.0112 % Kappa statistic 0.6283 Mean absolute error 0.083 Root mean squared error 0.2689 Relative absolute error 38.5664 % Root relative squared error 81.9547 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.043 0.673 0.685 0.679 0.84 climbingdown 0.623 0.053 0.637 0.623 0.63 0.824 climbingup 0.855 0.002 0.893 0.855 0.873 0.959 jumping 0.712 0.051 0.709 0.712 0.71 0.856 lying 0.54 0.077 0.535 0.54 0.538 0.774 standing 0.537 0.077 0.54 0.537 0.538 0.775 sitting 0.891 0.018 0.899 0.891 0.895 0.944 running 0.727 0.05 0.719 0.727 0.723 0.868 walking Weighted Avg. 0.68 0.052 0.68 0.68 0.68 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 475 112 2 2 4 1 12 85 | a = climbingdown 125 493 0 7 6 5 10 145 | b = climbingup 0 1 100 0 0 0 16 0 | c = jumping 4 4 0 640 103 138 6 4 | d = lying 8 6 0 108 462 233 29 9 | e = standing 4 3 0 140 238 470 14 7 | f = sitting 14 9 10 5 38 18 818 6 | g = running 76 146 0 1 13 5 5 656 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 4202 69.4316 % Incorrectly Classified Instances 1850 30.5684 % Kappa statistic 0.6449 Mean absolute error 0.0798 Root mean squared error 0.2616 Relative absolute error 37.0548 % Root relative squared error 79.7266 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.039 0.686 0.661 0.673 0.848 climbingdown 0.583 0.051 0.634 0.583 0.607 0.811 climbingup 0.923 0.002 0.908 0.923 0.915 0.966 jumping 0.712 0.051 0.71 0.712 0.711 0.863 lying 0.613 0.073 0.579 0.613 0.595 0.813 standing 0.543 0.069 0.572 0.543 0.557 0.799 sitting 0.893 0.015 0.912 0.893 0.903 0.944 running 0.792 0.056 0.714 0.792 0.751 0.896 walking Weighted Avg. 0.694 0.05 0.694 0.694 0.694 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 458 134 1 5 4 4 9 78 | a = climbingdown 122 461 0 4 5 2 10 187 | b = climbingup 1 0 108 0 0 0 8 0 | c = jumping 2 4 0 640 97 140 10 6 | d = lying 3 6 0 94 524 191 32 5 | e = standing 5 2 0 146 232 476 8 7 | f = sitting 18 10 10 9 32 16 820 3 | g = running 59 110 0 3 11 3 2 715 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4220 69.729 % Incorrectly Classified Instances 1832 30.271 % Kappa statistic 0.6485 Mean absolute error 0.0794 Root mean squared error 0.2612 Relative absolute error 36.8681 % Root relative squared error 79.6082 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.044 0.683 0.734 0.708 0.864 climbingdown 0.66 0.044 0.691 0.66 0.675 0.843 climbingup 0.863 0.001 0.935 0.863 0.898 0.969 jumping 0.71 0.053 0.7 0.71 0.705 0.859 lying 0.547 0.069 0.565 0.547 0.556 0.785 standing 0.538 0.079 0.535 0.538 0.537 0.774 sitting 0.899 0.017 0.905 0.899 0.902 0.946 running 0.759 0.044 0.753 0.759 0.756 0.883 walking Weighted Avg. 0.697 0.049 0.697 0.697 0.697 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 509 91 1 2 2 5 7 76 | a = climbingdown 124 522 0 6 7 3 6 123 | b = climbingup 0 2 101 0 0 0 14 0 | c = jumping 4 9 0 639 91 142 10 5 | d = lying 6 10 0 102 468 235 23 11 | e = standing 5 12 0 145 218 472 21 4 | f = sitting 9 9 6 15 32 16 824 6 | g = running 88 100 0 4 11 9 5 685 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4222 69.7621 % Incorrectly Classified Instances 1830 30.2379 % Kappa statistic 0.6488 Mean absolute error 0.0792 Root mean squared error 0.2603 Relative absolute error 36.7927 % Root relative squared error 79.324 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.036 0.717 0.703 0.71 0.854 climbingdown 0.655 0.05 0.662 0.655 0.658 0.84 climbingup 0.897 0.002 0.905 0.897 0.901 0.991 jumping 0.721 0.05 0.717 0.721 0.719 0.857 lying 0.577 0.072 0.568 0.577 0.573 0.81 standing 0.547 0.077 0.545 0.547 0.546 0.787 sitting 0.883 0.016 0.906 0.883 0.895 0.941 running 0.754 0.048 0.734 0.754 0.744 0.874 walking Weighted Avg. 0.698 0.049 0.699 0.698 0.698 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 487 111 1 2 8 4 10 70 | a = climbingdown 96 518 0 5 3 5 9 155 | b = climbingup 1 0 105 0 0 0 11 0 | c = jumping 5 4 0 648 98 130 11 3 | d = lying 8 6 0 86 494 238 17 7 | e = standing 5 6 0 150 216 480 16 4 | f = sitting 18 9 10 10 34 18 810 8 | g = running 59 129 0 3 16 5 10 680 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4270 70.5552 % Incorrectly Classified Instances 1782 29.4448 % Kappa statistic 0.6581 Mean absolute error 0.078 Root mean squared error 0.2575 Relative absolute error 36.2475 % Root relative squared error 78.4964 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.047 0.664 0.711 0.687 0.854 climbingdown 0.625 0.047 0.666 0.625 0.644 0.826 climbingup 0.897 0.002 0.921 0.897 0.909 0.966 jumping 0.739 0.05 0.719 0.739 0.729 0.868 lying 0.577 0.062 0.607 0.577 0.592 0.797 standing 0.583 0.071 0.58 0.583 0.582 0.808 sitting 0.91 0.017 0.908 0.91 0.909 0.955 running 0.747 0.047 0.737 0.747 0.742 0.873 walking Weighted Avg. 0.706 0.048 0.705 0.706 0.705 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 493 100 2 2 5 5 15 71 | a = climbingdown 128 494 1 5 2 7 7 147 | b = climbingup 0 1 105 0 0 0 11 0 | c = jumping 7 5 0 664 80 134 5 4 | d = lying 8 4 0 108 494 204 31 7 | e = standing 4 3 0 140 199 511 14 5 | f = sitting 22 6 6 3 22 17 835 7 | g = running 81 129 0 1 12 3 2 674 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4190 69.2448 % Incorrectly Classified Instances 1861 30.7552 % Kappa statistic 0.6428 Mean absolute error 0.0804 Root mean squared error 0.2622 Relative absolute error 37.3622 % Root relative squared error 79.9229 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.04 0.692 0.692 0.692 0.846 climbingdown 0.645 0.049 0.663 0.645 0.654 0.848 climbingup 0.862 0.002 0.917 0.862 0.889 0.96 jumping 0.705 0.049 0.713 0.705 0.709 0.854 lying 0.586 0.078 0.552 0.586 0.568 0.81 standing 0.527 0.073 0.551 0.527 0.539 0.779 sitting 0.887 0.017 0.904 0.887 0.895 0.943 running 0.764 0.05 0.73 0.764 0.746 0.875 walking Weighted Avg. 0.692 0.05 0.693 0.692 0.693 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 480 111 0 2 4 2 13 82 | a = climbingdown 109 510 0 10 5 3 8 146 | b = climbingup 2 0 100 0 0 0 14 0 | c = jumping 10 3 0 634 111 129 7 5 | d = lying 8 11 0 93 501 210 25 7 | e = standing 3 6 0 137 249 462 12 7 | f = sitting 15 10 9 9 27 26 814 8 | g = running 67 118 0 4 11 6 7 689 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4225 69.8232 % Incorrectly Classified Instances 1826 30.1768 % Kappa statistic 0.6495 Mean absolute error 0.0793 Root mean squared error 0.2612 Relative absolute error 36.8313 % Root relative squared error 79.6255 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.039 0.69 0.674 0.682 0.849 climbingdown 0.674 0.052 0.661 0.674 0.668 0.854 climbingup 0.879 0.002 0.919 0.879 0.899 0.971 jumping 0.714 0.048 0.721 0.714 0.718 0.857 lying 0.595 0.076 0.564 0.595 0.579 0.792 standing 0.537 0.072 0.558 0.537 0.547 0.786 sitting 0.906 0.018 0.899 0.906 0.903 0.951 running 0.742 0.044 0.747 0.742 0.745 0.87 walking Weighted Avg. 0.698 0.049 0.699 0.698 0.698 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 468 115 1 5 4 2 16 83 | a = climbingdown 110 533 0 0 6 4 10 128 | b = climbingup 2 0 102 0 0 0 12 0 | c = jumping 3 5 0 642 109 124 11 5 | d = lying 9 5 0 96 509 211 21 4 | e = standing 2 3 0 135 245 470 17 4 | f = sitting 18 7 8 8 21 22 832 2 | g = running 66 138 0 4 9 10 6 669 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4219 69.724 % Incorrectly Classified Instances 1832 30.276 % Kappa statistic 0.6484 Mean absolute error 0.0787 Root mean squared error 0.2605 Relative absolute error 36.5579 % Root relative squared error 79.3875 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.043 0.682 0.722 0.701 0.851 climbingdown 0.63 0.049 0.66 0.63 0.645 0.811 climbingup 0.821 0.002 0.881 0.821 0.85 0.944 jumping 0.737 0.05 0.719 0.737 0.728 0.872 lying 0.577 0.072 0.568 0.577 0.572 0.811 standing 0.529 0.074 0.547 0.529 0.537 0.781 sitting 0.897 0.016 0.911 0.897 0.904 0.949 running 0.757 0.045 0.746 0.757 0.752 0.873 walking Weighted Avg. 0.697 0.049 0.697 0.697 0.697 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 500 98 1 6 3 3 13 69 | a = climbingdown 133 498 0 2 10 5 1 142 | b = climbingup 0 1 96 1 0 0 19 0 | c = jumping 5 9 0 663 87 128 5 2 | d = lying 6 12 0 89 493 225 21 9 | e = standing 3 5 0 152 234 463 15 4 | f = sitting 10 13 12 7 32 15 823 6 | g = running 76 118 0 2 9 8 6 683 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4229 69.8893 % Incorrectly Classified Instances 1822 30.1107 % Kappa statistic 0.6503 Mean absolute error 0.0787 Root mean squared error 0.2599 Relative absolute error 36.5739 % Root relative squared error 79.2164 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.662 0.041 0.675 0.662 0.669 0.827 climbingdown 0.649 0.052 0.654 0.649 0.651 0.825 climbingup 0.889 0.001 0.945 0.889 0.916 0.955 jumping 0.741 0.051 0.717 0.741 0.729 0.874 lying 0.573 0.071 0.569 0.573 0.571 0.798 standing 0.551 0.072 0.564 0.551 0.558 0.794 sitting 0.904 0.017 0.905 0.904 0.905 0.947 running 0.758 0.045 0.748 0.758 0.753 0.877 walking Weighted Avg. 0.699 0.049 0.699 0.699 0.699 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 459 126 2 5 6 3 13 79 | a = climbingdown 132 513 0 6 6 3 8 123 | b = climbingup 2 0 104 0 0 0 11 0 | c = jumping 2 6 0 666 91 126 3 5 | d = lying 6 8 0 96 490 217 30 8 | e = standing 4 5 0 137 224 483 14 9 | f = sitting 11 13 4 9 29 16 830 6 | g = running 64 113 0 10 15 8 8 684 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4220 69.7405 % Incorrectly Classified Instances 1831 30.2595 % Kappa statistic 0.6486 Mean absolute error 0.0793 Root mean squared error 0.259 Relative absolute error 36.8358 % Root relative squared error 78.9524 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.039 0.698 0.696 0.697 0.844 climbingdown 0.623 0.05 0.65 0.623 0.637 0.832 climbingup 0.932 0.002 0.901 0.932 0.916 0.966 jumping 0.745 0.051 0.717 0.745 0.731 0.871 lying 0.586 0.072 0.574 0.586 0.58 0.797 standing 0.549 0.07 0.571 0.549 0.56 0.809 sitting 0.882 0.02 0.886 0.882 0.884 0.94 running 0.747 0.047 0.735 0.747 0.741 0.873 walking Weighted Avg. 0.697 0.049 0.697 0.697 0.697 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 482 129 1 4 4 2 9 62 | a = climbingdown 108 493 2 6 6 6 14 156 | b = climbingup 1 0 109 0 0 0 7 0 | c = jumping 3 6 0 670 101 107 10 2 | d = lying 5 2 0 99 501 212 31 5 | e = standing 0 2 0 142 219 481 23 9 | f = sitting 21 7 9 9 27 26 810 9 | g = running 71 119 0 5 15 8 10 674 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4205 69.4926 % Incorrectly Classified Instances 1846 30.5074 % Kappa statistic 0.6457 Mean absolute error 0.0794 Root mean squared error 0.2611 Relative absolute error 36.9008 % Root relative squared error 79.5925 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.038 0.693 0.657 0.674 0.845 climbingdown 0.63 0.057 0.624 0.63 0.627 0.824 climbingup 0.889 0.002 0.904 0.889 0.897 0.966 jumping 0.751 0.05 0.725 0.751 0.738 0.872 lying 0.596 0.069 0.589 0.596 0.593 0.815 standing 0.543 0.071 0.563 0.543 0.553 0.803 sitting 0.894 0.018 0.898 0.894 0.896 0.949 running 0.738 0.05 0.721 0.738 0.729 0.865 walking Weighted Avg. 0.695 0.049 0.694 0.695 0.695 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 455 130 1 5 1 6 19 76 | a = climbingdown 111 498 1 4 9 3 8 156 | b = climbingup 1 0 104 0 0 0 12 0 | c = jumping 3 5 1 675 78 127 9 1 | d = lying 5 6 0 92 510 213 24 5 | e = standing 7 5 0 143 224 476 14 7 | f = sitting 13 12 8 4 30 17 821 13 | g = running 62 142 0 8 14 4 7 666 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 4192 69.2664 % Incorrectly Classified Instances 1860 30.7336 % Kappa statistic 0.6431 Mean absolute error 0.08 Root mean squared error 0.2623 Relative absolute error 37.166 % Root relative squared error 79.9577 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.043 0.673 0.687 0.68 0.852 climbingdown 0.647 0.053 0.646 0.647 0.647 0.83 climbingup 0.906 0.001 0.93 0.906 0.918 0.953 jumping 0.726 0.049 0.722 0.726 0.724 0.866 lying 0.57 0.069 0.575 0.57 0.572 0.799 standing 0.54 0.075 0.55 0.54 0.545 0.8 sitting 0.894 0.021 0.883 0.894 0.889 0.941 running 0.735 0.045 0.74 0.735 0.737 0.866 walking Weighted Avg. 0.693 0.05 0.692 0.693 0.692 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 476 111 2 4 0 1 22 77 | a = climbingdown 122 512 0 4 3 5 13 132 | b = climbingup 2 0 106 0 0 0 9 0 | c = jumping 4 6 0 653 93 129 10 4 | d = lying 6 11 0 89 487 225 29 8 | e = standing 6 5 0 143 226 474 18 5 | f = sitting 15 10 6 8 28 23 821 7 | g = running 76 137 0 3 10 5 8 663 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4243 70.1091 % Incorrectly Classified Instances 1809 29.8909 % Kappa statistic 0.6529 Mean absolute error 0.0779 Root mean squared error 0.2584 Relative absolute error 36.1987 % Root relative squared error 78.7556 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.038 0.707 0.7 0.703 0.856 climbingdown 0.675 0.054 0.653 0.675 0.664 0.845 climbingup 0.906 0.002 0.914 0.906 0.91 0.96 jumping 0.721 0.054 0.701 0.721 0.711 0.863 lying 0.581 0.07 0.578 0.581 0.58 0.813 standing 0.537 0.072 0.559 0.537 0.548 0.794 sitting 0.91 0.015 0.914 0.91 0.912 0.958 running 0.739 0.044 0.748 0.739 0.744 0.864 walking Weighted Avg. 0.701 0.048 0.701 0.701 0.701 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 485 120 0 2 6 2 9 69 | a = climbingdown 101 534 0 2 8 3 6 137 | b = climbingup 0 0 106 0 0 0 11 0 | c = jumping 3 7 0 648 99 132 8 2 | d = lying 1 9 0 106 497 214 18 10 | e = standing 5 6 0 153 216 471 23 3 | f = sitting 14 9 9 10 24 13 835 4 | g = running 77 133 1 3 10 7 4 667 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4162 68.7707 % Incorrectly Classified Instances 1890 31.2293 % Kappa statistic 0.6373 Mean absolute error 0.0817 Root mean squared error 0.2644 Relative absolute error 37.9621 % Root relative squared error 80.5972 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.042 0.674 0.667 0.671 0.825 climbingdown 0.646 0.053 0.646 0.646 0.646 0.822 climbingup 0.855 0.002 0.909 0.855 0.881 0.979 jumping 0.719 0.05 0.716 0.719 0.717 0.868 lying 0.551 0.069 0.566 0.551 0.558 0.794 standing 0.551 0.084 0.525 0.551 0.538 0.78 sitting 0.893 0.019 0.893 0.893 0.893 0.946 running 0.741 0.043 0.749 0.741 0.745 0.875 walking Weighted Avg. 0.688 0.051 0.689 0.688 0.688 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 462 123 1 3 9 4 14 77 | a = climbingdown 125 511 0 2 4 8 11 130 | b = climbingup 2 0 100 0 0 0 15 0 | c = jumping 1 9 0 647 86 148 9 0 | d = lying 7 3 0 95 471 245 26 8 | e = standing 2 7 0 141 220 483 20 3 | f = sitting 12 8 9 13 29 21 820 6 | g = running 74 130 0 3 13 11 3 668 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4178 69.035 % Incorrectly Classified Instances 1874 30.965 % Kappa statistic 0.6405 Mean absolute error 0.0801 Root mean squared error 0.2641 Relative absolute error 37.2017 % Root relative squared error 80.5047 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.046 0.655 0.674 0.664 0.842 climbingdown 0.646 0.046 0.679 0.646 0.662 0.836 climbingup 0.932 0.002 0.886 0.932 0.908 0.975 jumping 0.716 0.057 0.685 0.716 0.7 0.86 lying 0.54 0.069 0.564 0.54 0.552 0.79 standing 0.546 0.076 0.549 0.546 0.548 0.791 sitting 0.888 0.018 0.898 0.888 0.893 0.941 running 0.766 0.045 0.747 0.766 0.757 0.877 walking Weighted Avg. 0.69 0.05 0.689 0.69 0.69 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 467 105 1 7 7 6 13 87 | a = climbingdown 136 511 0 6 5 0 9 124 | b = climbingup 0 1 109 0 0 0 7 0 | c = jumping 4 4 0 644 100 141 5 1 | d = lying 8 3 0 112 462 228 32 10 | e = standing 4 6 0 157 207 478 19 5 | f = sitting 16 14 13 10 31 12 815 7 | g = running 78 109 0 4 7 5 8 692 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4217 69.691 % Incorrectly Classified Instances 1834 30.309 % Kappa statistic 0.648 Mean absolute error 0.0798 Root mean squared error 0.2617 Relative absolute error 37.0675 % Root relative squared error 79.7653 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.038 0.706 0.697 0.702 0.85 climbingdown 0.651 0.052 0.653 0.651 0.652 0.833 climbingup 0.897 0.002 0.881 0.897 0.889 0.963 jumping 0.72 0.049 0.718 0.72 0.719 0.86 lying 0.598 0.078 0.559 0.598 0.578 0.802 standing 0.532 0.069 0.566 0.532 0.548 0.783 sitting 0.9 0.016 0.91 0.9 0.905 0.951 running 0.736 0.048 0.728 0.736 0.732 0.869 walking Weighted Avg. 0.697 0.049 0.697 0.697 0.697 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 483 106 0 2 4 3 11 84 | a = climbingdown 115 515 1 1 4 1 12 142 | b = climbingup 1 1 104 0 0 0 10 0 | c = jumping 3 9 2 647 91 136 9 2 | d = lying 4 6 0 108 511 197 22 7 | e = standing 2 5 0 132 249 466 18 4 | f = sitting 7 6 11 5 38 16 826 9 | g = running 69 141 0 6 17 5 0 665 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4242 70.1041 % Incorrectly Classified Instances 1809 29.8959 % Kappa statistic 0.6528 Mean absolute error 0.0782 Root mean squared error 0.2595 Relative absolute error 36.3187 % Root relative squared error 79.0955 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.042 0.678 0.682 0.68 0.843 climbingdown 0.618 0.05 0.649 0.618 0.633 0.824 climbingup 0.905 0.001 0.946 0.905 0.925 0.97 jumping 0.716 0.049 0.717 0.716 0.717 0.86 lying 0.62 0.072 0.585 0.62 0.602 0.812 standing 0.554 0.067 0.582 0.554 0.568 0.803 sitting 0.899 0.018 0.902 0.899 0.9 0.946 running 0.766 0.048 0.738 0.766 0.752 0.883 walking Weighted Avg. 0.701 0.048 0.701 0.701 0.701 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 473 121 0 4 3 2 19 72 | a = climbingdown 126 489 0 4 9 3 3 157 | b = climbingup 0 0 105 0 0 0 11 0 | c = jumping 5 6 1 644 102 124 13 4 | d = lying 6 6 0 93 530 194 21 5 | e = standing 8 3 0 141 223 485 14 2 | f = sitting 20 10 5 9 26 18 825 5 | g = running 60 119 0 3 13 7 9 691 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4225 69.8232 % Incorrectly Classified Instances 1826 30.1768 % Kappa statistic 0.6495 Mean absolute error 0.0793 Root mean squared error 0.2612 Relative absolute error 36.8544 % Root relative squared error 79.6105 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.043 0.671 0.669 0.67 0.829 climbingdown 0.614 0.05 0.65 0.614 0.632 0.816 climbingup 0.906 0.001 0.938 0.906 0.922 0.97 jumping 0.768 0.054 0.712 0.768 0.739 0.877 lying 0.583 0.066 0.593 0.583 0.588 0.802 standing 0.556 0.069 0.577 0.556 0.566 0.794 sitting 0.89 0.018 0.897 0.89 0.893 0.941 running 0.752 0.05 0.725 0.752 0.738 0.871 walking Weighted Avg. 0.698 0.049 0.697 0.698 0.697 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 464 124 0 3 11 2 10 80 | a = climbingdown 120 485 0 1 9 9 13 153 | b = climbingup 0 1 106 0 0 0 10 0 | c = jumping 5 6 0 690 77 111 6 4 | d = lying 2 6 0 96 499 209 33 11 | e = standing 2 3 0 161 207 487 14 2 | f = sitting 21 6 7 15 26 19 816 7 | g = running 78 115 0 3 13 7 8 678 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4172 68.9473 % Incorrectly Classified Instances 1879 31.0527 % Kappa statistic 0.6395 Mean absolute error 0.0809 Root mean squared error 0.2639 Relative absolute error 37.5627 % Root relative squared error 80.4431 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.043 0.67 0.68 0.675 0.843 climbingdown 0.652 0.055 0.64 0.652 0.646 0.84 climbingup 0.88 0.002 0.896 0.88 0.888 0.977 jumping 0.719 0.046 0.732 0.719 0.725 0.867 lying 0.57 0.077 0.55 0.57 0.56 0.796 standing 0.538 0.075 0.548 0.538 0.543 0.779 sitting 0.911 0.018 0.903 0.911 0.907 0.952 running 0.712 0.045 0.735 0.712 0.723 0.858 walking Weighted Avg. 0.689 0.05 0.69 0.689 0.69 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 471 124 2 2 3 2 12 77 | a = climbingdown 122 516 0 3 6 3 9 132 | b = climbingup 1 0 103 0 0 0 13 0 | c = jumping 7 6 0 646 96 130 13 1 | d = lying 4 6 0 92 488 235 25 6 | e = standing 3 4 0 125 261 471 8 4 | f = sitting 14 4 10 8 23 12 835 11 | g = running 81 146 0 7 10 6 10 642 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4189 69.2282 % Incorrectly Classified Instances 1862 30.7718 % Kappa statistic 0.6428 Mean absolute error 0.0808 Root mean squared error 0.2636 Relative absolute error 37.5221 % Root relative squared error 80.3398 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.042 0.68 0.696 0.688 0.863 climbingdown 0.635 0.056 0.632 0.635 0.633 0.841 climbingup 0.932 0.002 0.908 0.932 0.92 0.98 jumping 0.719 0.047 0.729 0.719 0.724 0.869 lying 0.586 0.071 0.575 0.586 0.581 0.791 standing 0.555 0.077 0.55 0.555 0.553 0.774 sitting 0.89 0.013 0.922 0.89 0.906 0.948 running 0.716 0.05 0.716 0.716 0.716 0.864 walking Weighted Avg. 0.692 0.05 0.694 0.692 0.693 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 482 120 2 5 7 1 12 64 | a = climbingdown 100 502 0 6 3 2 9 169 | b = climbingup 1 0 109 0 0 0 7 0 | c = jumping 6 6 0 646 93 139 7 2 | d = lying 4 7 0 90 501 229 18 6 | e = standing 6 5 0 131 231 486 9 8 | f = sitting 19 15 9 3 29 19 817 7 | g = running 91 139 0 5 7 7 7 646 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4169 68.8977 % Incorrectly Classified Instances 1882 31.1023 % Kappa statistic 0.6389 Mean absolute error 0.0813 Root mean squared error 0.2655 Relative absolute error 37.7834 % Root relative squared error 80.9166 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.048 0.647 0.683 0.664 0.845 climbingdown 0.59 0.052 0.629 0.59 0.609 0.81 climbingup 0.872 0.002 0.879 0.872 0.876 0.955 jumping 0.727 0.05 0.716 0.727 0.721 0.855 lying 0.575 0.067 0.587 0.575 0.581 0.797 standing 0.566 0.075 0.561 0.566 0.564 0.786 sitting 0.892 0.018 0.9 0.892 0.896 0.943 running 0.738 0.048 0.728 0.738 0.733 0.866 walking Weighted Avg. 0.689 0.05 0.689 0.689 0.689 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 473 109 0 6 7 2 20 76 | a = climbingdown 145 467 1 7 5 5 8 153 | b = climbingup 1 1 102 1 0 0 12 0 | c = jumping 7 3 0 654 90 136 7 2 | d = lying 8 11 0 97 492 215 24 8 | e = standing 0 4 0 144 216 496 14 2 | f = sitting 18 15 13 4 20 21 819 8 | g = running 79 133 0 1 8 9 6 666 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 4195 69.3159 % Incorrectly Classified Instances 1857 30.6841 % Kappa statistic 0.6437 Mean absolute error 0.0799 Root mean squared error 0.2622 Relative absolute error 37.1273 % Root relative squared error 79.9152 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.041 0.693 0.709 0.7 0.854 climbingdown 0.659 0.053 0.65 0.659 0.654 0.846 climbingup 0.932 0.001 0.948 0.932 0.94 0.971 jumping 0.721 0.057 0.69 0.721 0.705 0.858 lying 0.551 0.068 0.572 0.551 0.561 0.79 standing 0.535 0.08 0.53 0.535 0.533 0.778 sitting 0.882 0.016 0.909 0.882 0.896 0.938 running 0.748 0.041 0.762 0.748 0.755 0.873 walking Weighted Avg. 0.693 0.05 0.694 0.693 0.693 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 491 124 0 4 4 4 10 56 | a = climbingdown 115 521 0 3 4 7 6 135 | b = climbingup 1 0 109 0 0 0 7 0 | c = jumping 5 8 0 649 93 131 11 3 | d = lying 5 5 0 102 471 238 32 2 | e = standing 2 5 0 165 216 469 12 7 | f = sitting 13 14 6 12 27 28 810 8 | g = running 77 125 0 6 8 8 3 675 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4223 69.7786 % Incorrectly Classified Instances 1829 30.2214 % Kappa statistic 0.6491 Mean absolute error 0.0791 Root mean squared error 0.2602 Relative absolute error 36.7355 % Root relative squared error 79.3065 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.04 0.692 0.697 0.694 0.855 climbingdown 0.656 0.055 0.641 0.656 0.648 0.836 climbingup 0.906 0.001 0.93 0.906 0.918 0.962 jumping 0.727 0.053 0.704 0.727 0.716 0.861 lying 0.575 0.068 0.582 0.575 0.579 0.809 standing 0.559 0.071 0.572 0.559 0.566 0.809 sitting 0.907 0.016 0.909 0.907 0.908 0.953 running 0.715 0.046 0.731 0.715 0.723 0.853 walking Weighted Avg. 0.698 0.049 0.698 0.698 0.698 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 483 117 1 3 6 1 13 69 | a = climbingdown 104 519 0 4 4 6 11 143 | b = climbingup 0 1 106 0 0 0 10 0 | c = jumping 2 7 0 654 105 124 4 3 | d = lying 8 6 0 101 492 220 19 9 | e = standing 4 1 0 157 201 490 19 4 | f = sitting 14 16 7 8 21 9 833 10 | g = running 83 143 0 2 16 6 7 646 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4232 69.9273 % Incorrectly Classified Instances 1820 30.0727 % Kappa statistic 0.6508 Mean absolute error 0.0789 Root mean squared error 0.2595 Relative absolute error 36.6549 % Root relative squared error 79.1037 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.043 0.682 0.71 0.696 0.851 climbingdown 0.625 0.048 0.662 0.625 0.643 0.828 climbingup 0.863 0.003 0.871 0.863 0.867 0.958 jumping 0.741 0.045 0.742 0.741 0.741 0.877 lying 0.567 0.07 0.57 0.567 0.569 0.804 standing 0.549 0.072 0.562 0.549 0.555 0.794 sitting 0.913 0.021 0.887 0.913 0.9 0.951 running 0.748 0.047 0.734 0.748 0.741 0.879 walking Weighted Avg. 0.699 0.049 0.698 0.699 0.698 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 492 96 2 2 4 4 20 73 | a = climbingdown 126 494 1 5 5 4 12 144 | b = climbingup 0 0 101 1 0 0 15 0 | c = jumping 6 8 1 666 81 126 6 5 | d = lying 5 8 0 91 485 227 30 9 | e = standing 3 10 0 125 237 481 13 7 | f = sitting 14 9 11 6 27 7 838 6 | g = running 75 121 0 2 12 7 11 675 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4265 70.4726 % Incorrectly Classified Instances 1787 29.5274 % Kappa statistic 0.6572 Mean absolute error 0.0777 Root mean squared error 0.2575 Relative absolute error 36.0716 % Root relative squared error 78.4726 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.044 0.671 0.693 0.682 0.842 climbingdown 0.661 0.052 0.656 0.661 0.659 0.832 climbingup 0.889 0.002 0.881 0.889 0.885 0.958 jumping 0.733 0.045 0.74 0.733 0.736 0.864 lying 0.599 0.068 0.592 0.599 0.595 0.817 standing 0.559 0.073 0.565 0.559 0.562 0.798 sitting 0.897 0.016 0.907 0.897 0.902 0.949 running 0.746 0.042 0.757 0.746 0.752 0.87 walking Weighted Avg. 0.705 0.048 0.705 0.705 0.705 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 480 113 0 2 2 6 10 80 | a = climbingdown 124 523 1 4 3 3 14 119 | b = climbingup 2 1 104 0 0 0 10 0 | c = jumping 4 4 0 659 82 141 6 3 | d = lying 12 4 0 87 513 209 25 6 | e = standing 1 9 0 128 236 490 10 3 | f = sitting 17 16 12 8 23 13 823 5 | g = running 75 127 1 3 8 6 9 673 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4200 69.41 % Incorrectly Classified Instances 1851 30.59 % Kappa statistic 0.6447 Mean absolute error 0.0801 Root mean squared error 0.2626 Relative absolute error 37.203 % Root relative squared error 80.0268 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.042 0.674 0.671 0.673 0.835 climbingdown 0.606 0.058 0.61 0.606 0.608 0.815 climbingup 0.888 0.001 0.936 0.888 0.912 0.976 jumping 0.717 0.048 0.724 0.717 0.721 0.858 lying 0.597 0.069 0.588 0.597 0.592 0.799 standing 0.576 0.072 0.576 0.576 0.576 0.808 sitting 0.9 0.019 0.893 0.9 0.896 0.952 running 0.738 0.046 0.736 0.738 0.737 0.868 walking Weighted Avg. 0.694 0.05 0.694 0.694 0.694 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 466 126 1 6 7 3 16 69 | a = climbingdown 138 479 0 2 7 5 13 146 | b = climbingup 1 0 103 0 0 0 12 0 | c = jumping 4 6 0 645 86 147 7 4 | d = lying 4 13 0 93 511 194 34 7 | e = standing 2 5 0 130 216 505 14 5 | f = sitting 18 8 6 7 29 16 825 8 | g = running 58 148 0 8 13 6 3 666 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4229 69.8893 % Incorrectly Classified Instances 1822 30.1107 % Kappa statistic 0.6504 Mean absolute error 0.0788 Root mean squared error 0.259 Relative absolute error 36.5792 % Root relative squared error 78.9364 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.038 0.704 0.706 0.705 0.856 climbingdown 0.661 0.05 0.667 0.661 0.664 0.845 climbingup 0.94 0.002 0.924 0.94 0.932 0.988 jumping 0.74 0.054 0.707 0.74 0.723 0.867 lying 0.567 0.07 0.572 0.567 0.57 0.808 standing 0.532 0.075 0.547 0.532 0.539 0.782 sitting 0.91 0.013 0.926 0.91 0.918 0.953 running 0.727 0.049 0.721 0.727 0.724 0.866 walking Weighted Avg. 0.699 0.049 0.699 0.699 0.699 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 490 99 2 4 6 1 11 81 | a = climbingdown 101 523 1 2 5 2 5 152 | b = climbingup 0 0 109 0 0 0 7 0 | c = jumping 7 4 0 665 78 138 4 3 | d = lying 4 6 0 112 485 220 22 6 | e = standing 6 6 0 145 234 466 13 6 | f = sitting 11 13 6 11 24 12 835 6 | g = running 77 133 0 2 16 13 5 656 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4235 69.9884 % Incorrectly Classified Instances 1816 30.0116 % Kappa statistic 0.6515 Mean absolute error 0.0789 Root mean squared error 0.2606 Relative absolute error 36.6475 % Root relative squared error 79.4316 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.04 0.689 0.687 0.688 0.835 climbingdown 0.646 0.051 0.655 0.646 0.651 0.825 climbingup 0.915 0.002 0.922 0.915 0.918 0.979 jumping 0.717 0.052 0.708 0.717 0.713 0.864 lying 0.573 0.071 0.57 0.573 0.571 0.79 standing 0.568 0.073 0.568 0.568 0.568 0.798 sitting 0.894 0.016 0.909 0.894 0.902 0.947 running 0.762 0.044 0.752 0.762 0.757 0.877 walking Weighted Avg. 0.7 0.049 0.7 0.7 0.7 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 476 122 0 6 5 2 10 72 | a = climbingdown 123 511 0 4 4 5 10 134 | b = climbingup 2 1 107 0 0 0 7 0 | c = jumping 4 5 0 645 105 130 6 4 | d = lying 4 6 0 109 490 212 28 6 | e = standing 3 5 0 136 218 498 14 2 | f = sitting 15 11 9 8 26 20 821 8 | g = running 64 119 0 3 12 10 7 687 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4157 68.6994 % Incorrectly Classified Instances 1894 31.3006 % Kappa statistic 0.6365 Mean absolute error 0.082 Root mean squared error 0.265 Relative absolute error 38.1097 % Root relative squared error 80.7639 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.042 0.675 0.677 0.676 0.839 climbingdown 0.643 0.051 0.654 0.643 0.649 0.833 climbingup 0.88 0.002 0.896 0.88 0.888 0.955 jumping 0.753 0.057 0.697 0.753 0.724 0.868 lying 0.54 0.071 0.555 0.54 0.547 0.787 standing 0.495 0.072 0.538 0.495 0.516 0.764 sitting 0.89 0.017 0.904 0.89 0.897 0.945 running 0.761 0.051 0.724 0.761 0.742 0.876 walking Weighted Avg. 0.687 0.051 0.685 0.687 0.686 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 469 122 2 7 6 1 9 77 | a = climbingdown 116 509 0 5 3 7 6 145 | b = climbingup 0 1 103 0 0 0 13 0 | c = jumping 3 3 0 677 79 117 11 9 | d = lying 9 8 0 110 462 230 28 8 | e = standing 5 9 0 159 244 434 18 7 | f = sitting 19 9 10 8 28 12 817 15 | g = running 74 117 0 6 11 6 2 686 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4201 69.4265 % Incorrectly Classified Instances 1850 30.5735 % Kappa statistic 0.6449 Mean absolute error 0.0804 Root mean squared error 0.2618 Relative absolute error 37.3422 % Root relative squared error 79.7878 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.038 0.704 0.696 0.7 0.858 climbingdown 0.649 0.05 0.659 0.649 0.654 0.839 climbingup 0.915 0.001 0.93 0.915 0.922 0.97 jumping 0.723 0.054 0.7 0.723 0.712 0.855 lying 0.568 0.076 0.55 0.568 0.559 0.775 standing 0.497 0.073 0.535 0.497 0.515 0.785 sitting 0.913 0.015 0.915 0.913 0.914 0.953 running 0.765 0.047 0.74 0.765 0.752 0.884 walking Weighted Avg. 0.694 0.05 0.693 0.694 0.693 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 482 111 1 7 4 1 13 74 | a = climbingdown 116 513 1 2 1 9 6 143 | b = climbingup 1 0 107 0 0 0 9 0 | c = jumping 7 4 0 650 108 119 9 2 | d = lying 4 8 0 101 486 226 20 10 | e = standing 3 4 0 157 252 435 17 8 | f = sitting 15 9 6 6 21 17 838 6 | g = running 57 129 0 5 11 6 4 690 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4238 70.038 % Incorrectly Classified Instances 1813 29.962 % Kappa statistic 0.6521 Mean absolute error 0.0788 Root mean squared error 0.2591 Relative absolute error 36.6131 % Root relative squared error 78.9589 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.042 0.678 0.688 0.683 0.84 climbingdown 0.643 0.053 0.647 0.643 0.645 0.836 climbingup 0.872 0.002 0.879 0.872 0.876 0.953 jumping 0.731 0.05 0.716 0.731 0.724 0.868 lying 0.588 0.068 0.588 0.588 0.588 0.813 standing 0.556 0.073 0.562 0.556 0.559 0.797 sitting 0.885 0.017 0.901 0.885 0.893 0.941 running 0.766 0.042 0.764 0.766 0.765 0.877 walking Weighted Avg. 0.7 0.048 0.701 0.7 0.7 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 477 126 3 2 2 2 12 69 | a = climbingdown 134 509 0 4 9 5 8 122 | b = climbingup 0 0 102 0 0 0 15 0 | c = jumping 4 3 0 657 88 138 6 3 | d = lying 5 6 0 89 503 213 31 8 | e = standing 4 3 0 153 217 487 10 2 | f = sitting 17 16 11 10 23 19 812 10 | g = running 63 124 0 2 13 2 7 691 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 4188 69.2003 % Incorrectly Classified Instances 1864 30.7997 % Kappa statistic 0.6423 Mean absolute error 0.0809 Root mean squared error 0.2633 Relative absolute error 37.563 % Root relative squared error 80.2557 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.042 0.678 0.691 0.685 0.849 climbingdown 0.618 0.054 0.632 0.618 0.625 0.816 climbingup 0.906 0.001 0.93 0.906 0.918 0.965 jumping 0.733 0.048 0.727 0.733 0.73 0.873 lying 0.562 0.071 0.567 0.562 0.564 0.792 standing 0.54 0.075 0.549 0.54 0.544 0.791 sitting 0.91 0.017 0.904 0.91 0.907 0.95 running 0.738 0.049 0.726 0.738 0.732 0.866 walking Weighted Avg. 0.692 0.05 0.691 0.692 0.692 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 479 120 1 3 4 7 7 72 | a = climbingdown 128 489 0 3 6 6 13 146 | b = climbingup 0 1 106 0 0 0 9 1 | c = jumping 4 5 0 659 89 127 10 5 | d = lying 3 8 0 98 481 228 27 11 | e = standing 4 7 0 136 232 473 15 9 | f = sitting 14 8 7 4 30 13 835 7 | g = running 74 136 0 3 7 8 8 666 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4192 69.2664 % Incorrectly Classified Instances 1860 30.7336 % Kappa statistic 0.6431 Mean absolute error 0.0799 Root mean squared error 0.2624 Relative absolute error 37.0899 % Root relative squared error 79.9645 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.043 0.675 0.69 0.682 0.847 climbingdown 0.645 0.052 0.65 0.645 0.647 0.837 climbingup 0.923 0.001 0.956 0.923 0.939 0.975 jumping 0.714 0.051 0.711 0.714 0.713 0.859 lying 0.585 0.074 0.567 0.585 0.576 0.802 standing 0.524 0.074 0.545 0.524 0.534 0.782 sitting 0.892 0.018 0.901 0.892 0.897 0.946 running 0.748 0.045 0.743 0.748 0.746 0.873 walking Weighted Avg. 0.693 0.05 0.693 0.693 0.693 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 478 118 0 2 1 3 17 74 | a = climbingdown 120 510 0 5 8 5 11 132 | b = climbingup 1 0 108 0 0 0 8 0 | c = jumping 5 8 0 642 102 132 5 5 | d = lying 4 12 0 89 501 224 17 9 | e = standing 5 7 0 148 229 459 26 2 | f = sitting 20 7 5 15 26 15 819 11 | g = running 75 123 0 2 17 4 6 675 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4273 70.6048 % Incorrectly Classified Instances 1779 29.3952 % Kappa statistic 0.6587 Mean absolute error 0.0775 Root mean squared error 0.2576 Relative absolute error 36.0178 % Root relative squared error 78.5256 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.041 0.686 0.696 0.691 0.839 climbingdown 0.664 0.051 0.661 0.664 0.662 0.843 climbingup 0.915 0.001 0.947 0.915 0.93 0.97 jumping 0.733 0.043 0.749 0.733 0.741 0.875 lying 0.616 0.074 0.577 0.616 0.596 0.809 standing 0.539 0.075 0.55 0.539 0.545 0.79 sitting 0.889 0.014 0.92 0.889 0.904 0.942 running 0.758 0.042 0.759 0.758 0.759 0.877 walking Weighted Avg. 0.706 0.048 0.708 0.706 0.707 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 482 128 0 5 4 5 8 61 | a = climbingdown 116 525 0 2 6 2 4 136 | b = climbingup 1 0 107 0 0 0 9 0 | c = jumping 2 2 0 659 76 153 4 3 | d = lying 9 3 0 75 527 206 28 7 | e = standing 4 8 0 125 250 473 13 4 | f = sitting 14 13 6 9 37 17 816 6 | g = running 75 115 0 5 14 4 5 684 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4209 69.5473 % Incorrectly Classified Instances 1843 30.4527 % Kappa statistic 0.6463 Mean absolute error 0.0802 Root mean squared error 0.2609 Relative absolute error 37.2302 % Root relative squared error 79.5235 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.039 0.696 0.696 0.696 0.847 climbingdown 0.655 0.051 0.657 0.655 0.656 0.838 climbingup 0.846 0.002 0.9 0.846 0.872 0.964 jumping 0.727 0.055 0.699 0.727 0.713 0.865 lying 0.587 0.072 0.572 0.587 0.58 0.801 standing 0.52 0.069 0.561 0.52 0.54 0.784 sitting 0.906 0.019 0.894 0.906 0.9 0.953 running 0.738 0.046 0.737 0.738 0.738 0.871 walking Weighted Avg. 0.695 0.049 0.694 0.695 0.695 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 482 107 3 3 5 1 14 78 | a = climbingdown 99 518 0 5 11 3 14 141 | b = climbingup 2 0 99 0 0 0 16 0 | c = jumping 4 7 0 654 98 126 8 2 | d = lying 4 8 0 102 502 205 23 11 | e = standing 6 5 0 156 231 456 19 4 | f = sitting 14 11 8 14 23 14 832 2 | g = running 82 132 0 2 7 8 5 666 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4227 69.8562 % Incorrectly Classified Instances 1824 30.1438 % Kappa statistic 0.65 Mean absolute error 0.0786 Root mean squared error 0.2581 Relative absolute error 36.5239 % Root relative squared error 78.6679 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.042 0.677 0.674 0.676 0.838 climbingdown 0.651 0.052 0.655 0.651 0.653 0.831 climbingup 0.923 0.002 0.885 0.923 0.904 0.988 jumping 0.733 0.048 0.727 0.733 0.73 0.872 lying 0.58 0.076 0.557 0.58 0.568 0.805 standing 0.561 0.069 0.579 0.561 0.57 0.813 sitting 0.882 0.016 0.906 0.882 0.894 0.943 running 0.755 0.045 0.746 0.755 0.75 0.875 walking Weighted Avg. 0.699 0.049 0.699 0.699 0.699 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 468 119 0 4 5 2 16 80 | a = climbingdown 126 515 0 7 3 3 8 129 | b = climbingup 1 0 108 0 0 0 8 0 | c = jumping 6 9 0 659 98 120 4 3 | d = lying 5 8 0 101 496 209 27 9 | e = standing 2 4 0 122 245 491 11 1 | f = sitting 13 11 14 12 28 20 809 10 | g = running 70 120 0 2 16 3 10 681 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4196 69.3439 % Incorrectly Classified Instances 1855 30.6561 % Kappa statistic 0.6441 Mean absolute error 0.0805 Root mean squared error 0.2627 Relative absolute error 37.3932 % Root relative squared error 80.0669 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.044 0.666 0.682 0.674 0.826 climbingdown 0.66 0.055 0.645 0.66 0.653 0.84 climbingup 0.932 0.001 0.94 0.932 0.936 0.984 jumping 0.722 0.046 0.733 0.722 0.727 0.856 lying 0.579 0.076 0.557 0.579 0.568 0.795 standing 0.543 0.069 0.571 0.543 0.557 0.797 sitting 0.894 0.02 0.886 0.894 0.89 0.94 running 0.723 0.045 0.739 0.723 0.731 0.868 walking Weighted Avg. 0.693 0.05 0.694 0.693 0.693 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 473 123 1 3 5 5 18 66 | a = climbingdown 107 522 0 4 4 6 10 138 | b = climbingup 0 0 109 0 0 0 8 0 | c = jumping 5 4 0 649 105 125 10 1 | d = lying 6 13 0 98 495 205 30 8 | e = standing 3 6 0 126 232 476 23 10 | f = sitting 23 11 6 3 35 12 820 7 | g = running 93 130 0 3 13 5 6 652 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4146 68.5176 % Incorrectly Classified Instances 1905 31.4824 % Kappa statistic 0.6344 Mean absolute error 0.0826 Root mean squared error 0.2665 Relative absolute error 38.3633 % Root relative squared error 81.2294 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.045 0.662 0.681 0.671 0.839 climbingdown 0.604 0.054 0.626 0.604 0.615 0.809 climbingup 0.879 0.001 0.936 0.879 0.907 0.979 jumping 0.717 0.056 0.69 0.717 0.703 0.856 lying 0.575 0.073 0.564 0.575 0.57 0.784 standing 0.524 0.073 0.547 0.524 0.535 0.779 sitting 0.907 0.016 0.91 0.907 0.909 0.955 running 0.736 0.047 0.735 0.736 0.736 0.879 walking Weighted Avg. 0.685 0.051 0.685 0.685 0.685 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 472 124 1 5 1 6 7 77 | a = climbingdown 137 478 0 8 6 7 9 146 | b = climbingup 0 0 102 0 0 0 14 0 | c = jumping 5 7 1 645 97 133 9 2 | d = lying 4 5 0 106 492 215 28 5 | e = standing 1 8 0 156 235 459 14 3 | f = sitting 12 10 5 13 25 13 833 7 | g = running 82 131 0 2 16 6 1 665 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4168 68.8812 % Incorrectly Classified Instances 1883 31.1188 % Kappa statistic 0.6386 Mean absolute error 0.0818 Root mean squared error 0.2645 Relative absolute error 38.0073 % Root relative squared error 80.6163 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.043 0.668 0.664 0.666 0.83 climbingdown 0.649 0.048 0.668 0.649 0.658 0.838 climbingup 0.879 0.002 0.895 0.879 0.887 0.956 jumping 0.721 0.05 0.714 0.721 0.718 0.871 lying 0.584 0.079 0.547 0.584 0.565 0.791 standing 0.501 0.073 0.539 0.501 0.519 0.775 sitting 0.891 0.02 0.888 0.891 0.89 0.946 running 0.763 0.046 0.745 0.763 0.754 0.875 walking Weighted Avg. 0.689 0.05 0.688 0.689 0.688 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 460 121 3 4 8 4 18 75 | a = climbingdown 121 513 1 0 3 3 10 140 | b = climbingup 0 1 102 0 0 0 13 0 | c = jumping 4 4 0 648 101 129 10 3 | d = lying 8 4 0 93 499 218 29 4 | e = standing 1 5 0 155 253 439 17 6 | f = sitting 25 10 8 5 30 14 818 8 | g = running 70 110 0 2 18 8 6 689 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4201 69.4265 % Incorrectly Classified Instances 1850 30.5735 % Kappa statistic 0.645 Mean absolute error 0.0805 Root mean squared error 0.2618 Relative absolute error 37.3699 % Root relative squared error 79.7869 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.043 0.663 0.659 0.661 0.826 climbingdown 0.638 0.056 0.63 0.638 0.634 0.832 climbingup 0.88 0.003 0.873 0.88 0.877 0.966 jumping 0.719 0.054 0.701 0.719 0.71 0.859 lying 0.581 0.064 0.599 0.581 0.59 0.797 standing 0.561 0.072 0.568 0.561 0.564 0.808 sitting 0.904 0.019 0.897 0.904 0.901 0.948 running 0.745 0.044 0.746 0.745 0.745 0.875 walking Weighted Avg. 0.694 0.049 0.693 0.694 0.694 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 457 139 0 4 2 1 16 74 | a = climbingdown 134 505 0 4 5 3 7 133 | b = climbingup 1 0 103 0 0 0 13 0 | c = jumping 2 3 1 646 86 150 10 1 | d = lying 9 5 0 102 497 206 27 9 | e = standing 5 7 0 149 203 491 16 5 | f = sitting 12 11 14 10 25 9 830 7 | g = running 69 131 0 7 12 5 6 672 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4160 68.749 % Incorrectly Classified Instances 1891 31.251 % Kappa statistic 0.6373 Mean absolute error 0.0823 Root mean squared error 0.2655 Relative absolute error 38.208 % Root relative squared error 80.9121 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.046 0.668 0.716 0.691 0.852 climbingdown 0.633 0.055 0.635 0.633 0.634 0.819 climbingup 0.915 0.002 0.884 0.915 0.899 0.975 jumping 0.718 0.058 0.684 0.718 0.701 0.857 lying 0.564 0.07 0.57 0.564 0.567 0.795 standing 0.546 0.075 0.551 0.546 0.548 0.789 sitting 0.879 0.014 0.92 0.879 0.899 0.94 running 0.714 0.043 0.744 0.714 0.729 0.862 walking Weighted Avg. 0.687 0.05 0.689 0.687 0.688 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 496 109 2 6 3 1 9 67 | a = climbingdown 134 500 1 11 5 5 9 125 | b = climbingup 0 0 107 0 0 0 10 0 | c = jumping 0 9 0 646 99 138 5 3 | d = lying 3 7 0 118 482 216 17 12 | e = standing 7 3 0 150 218 478 15 5 | f = sitting 20 16 10 11 24 20 807 10 | g = running 82 144 1 2 14 10 5 644 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 4205 69.4812 % Incorrectly Classified Instances 1847 30.5188 % Kappa statistic 0.6455 Mean absolute error 0.0794 Root mean squared error 0.2612 Relative absolute error 36.8633 % Root relative squared error 79.6082 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.041 0.674 0.664 0.669 0.832 climbingdown 0.64 0.053 0.646 0.64 0.643 0.837 climbingup 0.897 0.001 0.929 0.897 0.913 0.983 jumping 0.764 0.054 0.713 0.764 0.738 0.88 lying 0.588 0.074 0.565 0.588 0.576 0.804 standing 0.514 0.067 0.563 0.514 0.537 0.793 sitting 0.913 0.016 0.909 0.913 0.911 0.953 running 0.727 0.047 0.73 0.727 0.728 0.858 walking Weighted Avg. 0.695 0.049 0.694 0.695 0.694 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 460 126 1 4 6 7 17 72 | a = climbingdown 118 506 0 3 5 4 6 149 | b = climbingup 1 1 105 0 0 0 10 0 | c = jumping 5 2 0 687 90 108 6 1 | d = lying 5 4 0 102 503 212 24 6 | e = standing 3 6 0 151 243 450 15 8 | f = sitting 10 11 7 9 22 14 838 7 | g = running 80 127 0 8 21 4 6 656 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4222 69.7621 % Incorrectly Classified Instances 1830 30.2379 % Kappa statistic 0.6488 Mean absolute error 0.0788 Root mean squared error 0.2597 Relative absolute error 36.5997 % Root relative squared error 79.138 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.04 0.691 0.687 0.689 0.841 climbingdown 0.652 0.049 0.668 0.652 0.66 0.833 climbingup 0.897 0.001 0.938 0.897 0.917 0.968 jumping 0.714 0.054 0.698 0.714 0.706 0.856 lying 0.562 0.071 0.566 0.562 0.564 0.785 standing 0.534 0.073 0.553 0.534 0.544 0.797 sitting 0.913 0.019 0.896 0.913 0.904 0.953 running 0.772 0.045 0.751 0.772 0.761 0.879 walking Weighted Avg. 0.698 0.049 0.696 0.698 0.697 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 476 122 2 3 2 3 12 73 | a = climbingdown 121 516 0 4 3 3 13 131 | b = climbingup 0 0 105 0 0 0 12 0 | c = jumping 5 4 0 642 106 128 7 7 | d = lying 5 4 0 108 481 220 27 11 | e = standing 2 6 0 152 225 468 18 5 | f = sitting 11 7 5 7 26 20 838 4 | g = running 69 114 0 4 7 4 8 696 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4157 68.688 % Incorrectly Classified Instances 1895 31.312 % Kappa statistic 0.6365 Mean absolute error 0.0812 Root mean squared error 0.266 Relative absolute error 37.7292 % Root relative squared error 81.0829 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.044 0.669 0.693 0.681 0.853 climbingdown 0.651 0.054 0.645 0.651 0.648 0.828 climbingup 0.872 0.002 0.887 0.872 0.879 0.97 jumping 0.736 0.051 0.715 0.736 0.725 0.866 lying 0.575 0.079 0.544 0.575 0.559 0.79 standing 0.515 0.071 0.549 0.515 0.532 0.777 sitting 0.875 0.017 0.904 0.875 0.889 0.939 running 0.722 0.044 0.741 0.722 0.731 0.855 walking Weighted Avg. 0.687 0.05 0.688 0.687 0.687 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 481 111 0 3 6 7 11 75 | a = climbingdown 122 515 1 4 4 3 11 131 | b = climbingup 1 0 102 0 0 0 14 0 | c = jumping 2 6 0 662 94 127 7 1 | d = lying 11 8 0 100 492 216 21 7 | e = standing 2 4 0 142 258 451 16 3 | f = sitting 16 12 12 10 41 13 802 11 | g = running 84 143 0 5 10 4 5 652 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4168 68.8698 % Incorrectly Classified Instances 1884 31.1302 % Kappa statistic 0.6385 Mean absolute error 0.0817 Root mean squared error 0.2652 Relative absolute error 37.9278 % Root relative squared error 80.8365 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.044 0.675 0.699 0.686 0.837 climbingdown 0.625 0.053 0.638 0.625 0.631 0.814 climbingup 0.897 0.001 0.938 0.897 0.917 0.968 jumping 0.734 0.049 0.724 0.734 0.729 0.867 lying 0.563 0.08 0.536 0.563 0.549 0.78 standing 0.508 0.071 0.549 0.508 0.528 0.771 sitting 0.897 0.018 0.897 0.897 0.897 0.944 running 0.748 0.046 0.742 0.748 0.745 0.873 walking Weighted Avg. 0.689 0.05 0.688 0.689 0.688 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 485 113 0 3 10 2 14 67 | a = climbingdown 130 494 0 3 6 2 8 148 | b = climbingup 0 1 105 0 0 0 11 0 | c = jumping 7 8 0 660 89 124 7 4 | d = lying 9 10 0 100 481 217 35 3 | e = standing 4 3 0 138 268 445 14 4 | f = sitting 10 19 7 4 29 16 823 9 | g = running 74 126 0 3 15 5 5 675 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4290 70.8974 % Incorrectly Classified Instances 1761 29.1026 % Kappa statistic 0.662 Mean absolute error 0.0769 Root mean squared error 0.2555 Relative absolute error 35.6985 % Root relative squared error 77.8731 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.037 0.713 0.707 0.71 0.856 climbingdown 0.662 0.054 0.649 0.662 0.655 0.835 climbingup 0.897 0.001 0.929 0.897 0.912 0.954 jumping 0.741 0.05 0.721 0.741 0.731 0.873 lying 0.585 0.067 0.589 0.585 0.587 0.803 standing 0.562 0.072 0.569 0.562 0.566 0.798 sitting 0.906 0.013 0.924 0.906 0.915 0.956 running 0.755 0.044 0.752 0.755 0.754 0.878 walking Weighted Avg. 0.709 0.047 0.709 0.709 0.709 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 490 114 1 3 4 2 8 71 | a = climbingdown 108 524 1 7 7 2 12 130 | b = climbingup 1 1 104 0 0 0 10 0 | c = jumping 4 3 0 666 83 137 4 2 | d = lying 7 9 0 97 500 214 21 7 | e = standing 3 5 0 139 223 493 9 5 | f = sitting 12 14 6 7 27 11 832 9 | g = running 62 138 0 5 5 7 4 681 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4216 69.6744 % Incorrectly Classified Instances 1835 30.3256 % Kappa statistic 0.648 Mean absolute error 0.0797 Root mean squared error 0.2614 Relative absolute error 37.0388 % Root relative squared error 79.6764 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.043 0.685 0.72 0.702 0.856 climbingdown 0.662 0.05 0.666 0.662 0.664 0.842 climbingup 0.888 0.003 0.873 0.888 0.88 0.96 jumping 0.719 0.053 0.704 0.719 0.711 0.857 lying 0.601 0.078 0.56 0.601 0.58 0.807 standing 0.515 0.069 0.558 0.515 0.536 0.783 sitting 0.881 0.015 0.911 0.881 0.896 0.937 running 0.742 0.042 0.756 0.742 0.749 0.871 walking Weighted Avg. 0.697 0.049 0.698 0.697 0.697 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 499 110 1 3 2 3 8 67 | a = climbingdown 119 524 0 8 4 9 3 124 | b = climbingup 0 0 103 0 0 0 13 0 | c = jumping 3 6 0 646 103 129 10 2 | d = lying 10 12 0 94 514 193 24 8 | e = standing 4 5 0 150 246 452 16 4 | f = sitting 15 12 14 10 36 11 809 11 | g = running 78 118 0 6 13 13 5 669 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4165 68.8316 % Incorrectly Classified Instances 1886 31.1684 % Kappa statistic 0.6381 Mean absolute error 0.0815 Root mean squared error 0.2656 Relative absolute error 37.8403 % Root relative squared error 80.9385 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.038 0.686 0.649 0.667 0.822 climbingdown 0.647 0.062 0.611 0.647 0.629 0.822 climbingup 0.932 0.002 0.886 0.932 0.908 0.975 jumping 0.704 0.048 0.721 0.704 0.713 0.858 lying 0.568 0.077 0.547 0.568 0.558 0.8 standing 0.548 0.074 0.557 0.548 0.553 0.782 sitting 0.906 0.015 0.917 0.906 0.912 0.951 running 0.735 0.046 0.736 0.735 0.735 0.866 walking Weighted Avg. 0.688 0.05 0.69 0.688 0.689 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 450 142 3 4 8 2 12 72 | a = climbingdown 111 511 0 3 8 3 14 140 | b = climbingup 1 1 109 0 0 0 6 0 | c = jumping 5 5 0 634 111 135 5 5 | d = lying 6 11 0 102 486 218 23 9 | e = standing 8 5 0 127 234 480 12 10 | f = sitting 13 6 11 4 30 20 832 2 | g = running 62 155 0 5 11 3 3 663 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4213 69.6249 % Incorrectly Classified Instances 1838 30.3751 % Kappa statistic 0.6473 Mean absolute error 0.0798 Root mean squared error 0.2623 Relative absolute error 37.0765 % Root relative squared error 79.9348 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.041 0.681 0.675 0.678 0.839 climbingdown 0.654 0.052 0.652 0.654 0.653 0.834 climbingup 0.932 0.002 0.916 0.932 0.924 0.99 jumping 0.739 0.049 0.726 0.739 0.732 0.866 lying 0.575 0.072 0.569 0.575 0.572 0.786 standing 0.543 0.074 0.554 0.543 0.549 0.783 sitting 0.903 0.017 0.907 0.903 0.905 0.953 running 0.729 0.047 0.731 0.729 0.73 0.865 walking Weighted Avg. 0.696 0.049 0.696 0.696 0.696 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 468 121 1 6 5 3 13 76 | a = climbingdown 107 517 0 4 9 4 8 142 | b = climbingup 1 0 109 0 0 0 7 0 | c = jumping 7 5 0 664 77 136 7 3 | d = lying 5 2 0 100 492 213 29 14 | e = standing 3 7 0 132 239 476 15 4 | f = sitting 14 14 9 6 27 16 829 3 | g = running 82 127 0 2 16 11 6 658 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4228 69.8727 % Incorrectly Classified Instances 1823 30.1273 % Kappa statistic 0.6502 Mean absolute error 0.0794 Root mean squared error 0.2602 Relative absolute error 36.8883 % Root relative squared error 79.2964 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.045 0.662 0.681 0.671 0.826 climbingdown 0.647 0.053 0.646 0.647 0.646 0.846 climbingup 0.889 0.001 0.945 0.889 0.916 0.967 jumping 0.74 0.047 0.732 0.74 0.736 0.869 lying 0.604 0.073 0.578 0.604 0.59 0.814 standing 0.538 0.073 0.555 0.538 0.546 0.786 sitting 0.889 0.015 0.913 0.889 0.901 0.945 running 0.745 0.043 0.753 0.745 0.749 0.867 walking Weighted Avg. 0.699 0.049 0.7 0.699 0.699 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 472 125 0 2 7 4 11 72 | a = climbingdown 126 512 2 5 3 2 12 129 | b = climbingup 0 1 104 0 0 0 12 0 | c = jumping 6 6 0 665 79 133 9 1 | d = lying 8 3 0 89 516 213 18 8 | e = standing 1 3 0 135 248 471 11 7 | f = sitting 23 13 4 8 31 20 816 3 | g = running 77 130 0 4 9 5 5 672 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4187 69.1952 % Incorrectly Classified Instances 1864 30.8048 % Kappa statistic 0.6423 Mean absolute error 0.0804 Root mean squared error 0.2632 Relative absolute error 37.337 % Root relative squared error 80.2245 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.047 0.645 0.664 0.654 0.822 climbingdown 0.625 0.053 0.641 0.625 0.633 0.824 climbingup 0.88 0.002 0.896 0.88 0.888 0.984 jumping 0.732 0.052 0.711 0.732 0.721 0.87 lying 0.598 0.068 0.591 0.598 0.594 0.815 standing 0.546 0.071 0.566 0.546 0.556 0.799 sitting 0.894 0.019 0.895 0.894 0.895 0.947 running 0.734 0.046 0.736 0.734 0.735 0.87 walking Weighted Avg. 0.692 0.05 0.691 0.692 0.692 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 460 129 2 1 7 3 12 79 | a = climbingdown 136 494 0 1 14 3 7 136 | b = climbingup 1 0 103 0 0 0 13 0 | c = jumping 2 4 0 658 89 132 11 3 | d = lying 7 2 0 94 511 205 31 5 | e = standing 2 4 0 164 205 478 16 7 | f = sitting 23 7 10 4 29 16 821 8 | g = running 82 131 0 4 10 7 6 662 | h = walking ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 4259 70.3734 % Incorrectly Classified Instances 1793 29.6266 % Kappa statistic 0.6559 Mean absolute error 0.0779 Root mean squared error 0.2578 Relative absolute error 36.1935 % Root relative squared error 78.5688 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.039 0.69 0.667 0.678 0.829 climbingdown 0.641 0.05 0.658 0.641 0.649 0.82 climbingup 0.932 0.001 0.932 0.932 0.932 0.98 jumping 0.75 0.048 0.733 0.75 0.741 0.873 lying 0.565 0.066 0.584 0.565 0.574 0.801 standing 0.575 0.077 0.558 0.575 0.567 0.801 sitting 0.921 0.016 0.91 0.921 0.915 0.961 running 0.746 0.046 0.738 0.746 0.742 0.877 walking Weighted Avg. 0.704 0.048 0.703 0.704 0.703 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 462 127 1 4 7 3 9 80 | a = climbingdown 110 507 0 7 4 5 13 145 | b = climbingup 0 0 109 0 0 0 8 0 | c = jumping 4 2 0 674 83 129 6 1 | d = lying 5 8 0 97 484 235 24 3 | e = standing 5 2 0 125 221 504 16 3 | f = sitting 12 4 7 6 17 19 845 7 | g = running 72 121 0 7 13 8 8 674 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 4188 69.2003 % Incorrectly Classified Instances 1864 30.7997 % Kappa statistic 0.6425 Mean absolute error 0.0804 Root mean squared error 0.2626 Relative absolute error 37.3415 % Root relative squared error 80.0455 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.045 0.669 0.706 0.687 0.85 climbingdown 0.651 0.046 0.681 0.651 0.665 0.839 climbingup 0.94 0.003 0.88 0.94 0.909 0.979 jumping 0.71 0.055 0.693 0.71 0.701 0.856 lying 0.593 0.073 0.573 0.593 0.583 0.804 standing 0.518 0.072 0.548 0.518 0.532 0.785 sitting 0.883 0.019 0.894 0.883 0.889 0.942 running 0.736 0.045 0.74 0.736 0.738 0.869 walking Weighted Avg. 0.692 0.05 0.692 0.692 0.692 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 489 92 4 6 6 3 19 74 | a = climbingdown 119 514 2 9 3 1 6 136 | b = climbingup 0 0 110 0 0 0 7 0 | c = jumping 7 4 0 638 97 145 6 2 | d = lying 7 8 0 98 508 201 28 6 | e = standing 3 6 0 160 228 454 21 5 | f = sitting 17 10 9 9 36 15 810 11 | g = running 89 121 0 1 8 10 9 665 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 4194 69.2994 % Incorrectly Classified Instances 1858 30.7006 % Kappa statistic 0.6435 Mean absolute error 0.08 Root mean squared error 0.262 Relative absolute error 37.1591 % Root relative squared error 79.8632 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.043 0.676 0.699 0.687 0.847 climbingdown 0.66 0.052 0.656 0.66 0.658 0.835 climbingup 0.905 0.001 0.938 0.905 0.921 0.957 jumping 0.717 0.049 0.72 0.717 0.719 0.868 lying 0.593 0.078 0.557 0.593 0.574 0.8 standing 0.507 0.072 0.545 0.507 0.526 0.782 sitting 0.897 0.016 0.91 0.897 0.903 0.951 running 0.734 0.046 0.736 0.734 0.735 0.863 walking Weighted Avg. 0.693 0.05 0.694 0.693 0.693 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 485 108 0 2 6 4 13 76 | a = climbingdown 112 522 1 6 2 3 11 134 | b = climbingup 0 0 105 0 0 0 11 0 | c = jumping 7 8 1 645 94 133 4 7 | d = lying 10 5 0 91 507 210 23 9 | e = standing 8 9 0 145 253 445 11 6 | f = sitting 12 13 5 6 39 14 823 6 | g = running 83 131 0 1 10 7 8 662 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 4216 69.6629 % Incorrectly Classified Instances 1836 30.3371 % Kappa statistic 0.6477 Mean absolute error 0.0794 Root mean squared error 0.2615 Relative absolute error 36.8814 % Root relative squared error 79.7 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.041 0.67 0.646 0.657 0.812 climbingdown 0.631 0.06 0.613 0.631 0.622 0.81 climbingup 0.914 0.002 0.914 0.914 0.914 0.975 jumping 0.75 0.044 0.75 0.75 0.75 0.874 lying 0.581 0.069 0.581 0.581 0.581 0.806 standing 0.572 0.072 0.573 0.572 0.572 0.809 sitting 0.897 0.017 0.906 0.897 0.901 0.948 running 0.739 0.048 0.73 0.739 0.735 0.876 walking Weighted Avg. 0.697 0.049 0.697 0.697 0.697 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 448 148 0 3 4 3 11 77 | a = climbingdown 135 499 0 3 5 5 5 139 | b = climbingup 1 0 106 0 0 0 9 0 | c = jumping 2 7 0 675 84 120 6 6 | d = lying 2 7 0 90 497 224 27 8 | e = standing 0 3 0 114 233 501 19 6 | f = sitting 12 10 10 11 21 20 823 11 | g = running 69 140 0 4 12 2 8 667 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 4221 69.7571 % Incorrectly Classified Instances 1830 30.2429 % Kappa statistic 0.6487 Mean absolute error 0.0791 Root mean squared error 0.2602 Relative absolute error 36.7174 % Root relative squared error 79.305 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.041 0.682 0.684 0.683 0.847 climbingdown 0.628 0.057 0.625 0.628 0.627 0.839 climbingup 0.829 0.001 0.96 0.829 0.89 0.929 jumping 0.754 0.049 0.728 0.754 0.741 0.875 lying 0.591 0.075 0.564 0.591 0.577 0.804 standing 0.548 0.068 0.577 0.548 0.562 0.784 sitting 0.898 0.015 0.913 0.898 0.905 0.948 running 0.738 0.045 0.741 0.738 0.74 0.869 walking Weighted Avg. 0.698 0.049 0.699 0.698 0.698 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 474 123 0 2 7 3 16 68 | a = climbingdown 124 497 0 5 5 1 11 148 | b = climbingup 2 1 97 0 0 0 17 0 | c = jumping 2 8 0 678 95 110 2 4 | d = lying 8 7 0 96 505 218 19 2 | e = standing 4 7 0 138 235 480 8 4 | f = sitting 16 5 4 10 39 13 824 7 | g = running 65 147 0 2 9 7 6 666 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 4157 68.6994 % Incorrectly Classified Instances 1894 31.3006 % Kappa statistic 0.6365 Mean absolute error 0.0829 Root mean squared error 0.2671 Relative absolute error 38.5113 % Root relative squared error 81.4059 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.04 0.693 0.693 0.693 0.841 climbingdown 0.623 0.054 0.636 0.623 0.63 0.828 climbingup 0.897 0.002 0.897 0.897 0.897 0.961 jumping 0.73 0.05 0.719 0.73 0.724 0.864 lying 0.553 0.074 0.553 0.553 0.553 0.774 standing 0.531 0.08 0.528 0.531 0.53 0.768 sitting 0.892 0.017 0.904 0.892 0.898 0.944 running 0.738 0.048 0.731 0.738 0.735 0.869 walking Weighted Avg. 0.687 0.051 0.687 0.687 0.687 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 480 115 0 5 8 2 13 70 | a = climbingdown 113 493 2 4 14 5 8 152 | b = climbingup 1 0 105 0 0 0 11 0 | c = jumping 4 4 0 656 95 130 7 3 | d = lying 5 5 0 84 473 257 28 3 | e = standing 2 6 0 153 233 465 16 1 | f = sitting 19 16 10 4 17 17 819 16 | g = running 69 136 0 7 16 4 4 666 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 4203 69.4596 % Incorrectly Classified Instances 1848 30.5404 % Kappa statistic 0.6454 Mean absolute error 0.0803 Root mean squared error 0.2627 Relative absolute error 37.2783 % Root relative squared error 80.0708 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.044 0.68 0.72 0.699 0.864 climbingdown 0.652 0.049 0.667 0.652 0.659 0.826 climbingup 0.88 0.002 0.88 0.88 0.88 0.963 jumping 0.731 0.055 0.699 0.731 0.715 0.87 lying 0.575 0.072 0.567 0.575 0.571 0.784 standing 0.524 0.069 0.564 0.524 0.543 0.789 sitting 0.902 0.018 0.898 0.902 0.9 0.947 running 0.72 0.045 0.735 0.72 0.727 0.857 walking Weighted Avg. 0.695 0.049 0.693 0.695 0.694 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 499 95 2 8 5 3 9 72 | a = climbingdown 117 516 1 3 6 2 13 133 | b = climbingup 3 0 103 0 0 0 11 0 | c = jumping 5 5 0 657 83 135 10 4 | d = lying 5 5 0 116 492 197 29 11 | e = standing 4 5 0 141 244 459 15 8 | f = sitting 23 8 11 11 19 12 828 6 | g = running 78 140 0 4 18 6 7 649 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 4240 70.0711 % Incorrectly Classified Instances 1811 29.9289 % Kappa statistic 0.6525 Mean absolute error 0.0781 Root mean squared error 0.2595 Relative absolute error 36.2816 % Root relative squared error 79.0838 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.044 0.669 0.69 0.679 0.837 climbingdown 0.643 0.053 0.644 0.643 0.644 0.824 climbingup 0.932 0.001 0.932 0.932 0.932 0.984 jumping 0.746 0.047 0.735 0.746 0.741 0.871 lying 0.592 0.073 0.572 0.592 0.582 0.811 standing 0.568 0.069 0.582 0.568 0.575 0.807 sitting 0.886 0.014 0.919 0.886 0.902 0.944 running 0.727 0.046 0.736 0.727 0.732 0.864 walking Weighted Avg. 0.701 0.048 0.702 0.701 0.701 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 478 122 1 2 12 6 8 64 | a = climbingdown 120 509 0 4 7 5 4 142 | b = climbingup 1 0 109 0 0 0 7 0 | c = jumping 4 1 0 671 99 112 9 3 | d = lying 8 3 0 95 506 220 17 6 | e = standing 6 4 0 125 215 498 20 8 | f = sitting 18 14 7 8 36 10 813 12 | g = running 80 137 0 8 9 5 7 656 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 4240 70.0711 % Incorrectly Classified Instances 1811 29.9289 % Kappa statistic 0.6524 Mean absolute error 0.0786 Root mean squared error 0.2579 Relative absolute error 36.5191 % Root relative squared error 78.5899 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.665 0.038 0.696 0.665 0.68 0.85 climbingdown 0.65 0.051 0.658 0.65 0.654 0.841 climbingup 0.94 0.001 0.948 0.94 0.944 0.985 jumping 0.725 0.05 0.716 0.725 0.72 0.87 lying 0.588 0.073 0.571 0.588 0.579 0.811 standing 0.546 0.072 0.562 0.546 0.554 0.799 sitting 0.89 0.016 0.911 0.89 0.9 0.942 running 0.782 0.048 0.74 0.782 0.76 0.888 walking Weighted Avg. 0.701 0.049 0.701 0.701 0.701 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 461 133 1 2 4 3 10 79 | a = climbingdown 108 514 0 4 6 4 15 140 | b = climbingup 0 1 110 0 0 0 6 0 | c = jumping 5 4 0 652 92 131 9 6 | d = lying 4 5 0 104 503 216 17 6 | e = standing 6 4 0 139 224 478 19 6 | f = sitting 14 8 5 7 45 11 817 11 | g = running 64 112 0 3 7 7 4 705 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 4255 70.319 % Incorrectly Classified Instances 1796 29.681 % Kappa statistic 0.6554 Mean absolute error 0.0781 Root mean squared error 0.2588 Relative absolute error 36.2756 % Root relative squared error 78.8681 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.045 0.672 0.711 0.691 0.858 climbingdown 0.647 0.045 0.683 0.647 0.665 0.832 climbingup 0.889 0.001 0.937 0.889 0.912 0.971 jumping 0.727 0.044 0.741 0.727 0.734 0.865 lying 0.592 0.074 0.569 0.592 0.58 0.802 standing 0.562 0.072 0.567 0.562 0.565 0.803 sitting 0.904 0.015 0.915 0.904 0.91 0.954 running 0.736 0.048 0.73 0.736 0.733 0.862 walking Weighted Avg. 0.703 0.048 0.705 0.703 0.704 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 493 89 1 0 3 4 9 94 | a = climbingdown 126 512 1 4 4 3 7 134 | b = climbingup 0 1 104 0 0 0 12 0 | c = jumping 6 9 0 654 89 127 10 4 | d = lying 5 5 0 91 506 226 17 5 | e = standing 6 2 0 121 237 492 14 4 | f = sitting 18 7 5 9 34 10 830 5 | g = running 80 125 0 3 17 5 8 664 | h = walking 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