SUBJECT: 1 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 656 76.5461 % Incorrectly Classified Instances 201 23.4539 % Kappa statistic 0.7263 Mean absolute error 0.0665 Root mean squared error 0.195 Relative absolute error 30.95 % Root relative squared error 59.5049 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.005 0.949 0.851 0.897 0.951 climbingdown 0.838 0.027 0.831 0.838 0.834 0.963 climbingup 0.067 0 1 0.067 0.125 0.919 jumping 0.959 0.024 0.866 0.959 0.91 0.99 lying 0.304 0.051 0.532 0.304 0.387 0.896 standing 0.695 0.131 0.51 0.695 0.589 0.904 sitting 1 0.019 0.895 1 0.944 1 running 0.908 0.019 0.885 0.908 0.896 0.991 walking Weighted Avg. 0.765 0.043 0.766 0.765 0.75 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 74 10 0 0 0 1 0 2 | a = climbingdown 3 98 0 0 2 2 0 12 | b = climbingup 0 0 1 0 0 0 14 0 | c = jumping 0 0 0 116 1 4 0 0 | d = lying 0 0 0 9 42 87 0 0 | e = standing 1 1 0 9 32 98 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 0 9 0 0 2 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 689 80.3967 % Incorrectly Classified Instances 168 19.6033 % Kappa statistic 0.7719 Mean absolute error 0.0643 Root mean squared error 0.1863 Relative absolute error 29.9398 % Root relative squared error 56.8445 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.013 0.884 0.874 0.879 0.968 climbingdown 0.863 0.03 0.821 0.863 0.842 0.98 climbingup 1 0 1 1 1 1 jumping 0.983 0.012 0.93 0.983 0.956 0.997 lying 0.536 0.071 0.592 0.536 0.563 0.893 standing 0.638 0.081 0.608 0.638 0.623 0.913 sitting 0.983 0 1 0.983 0.992 0.995 running 0.815 0.024 0.843 0.815 0.829 0.971 walking Weighted Avg. 0.804 0.035 0.802 0.804 0.802 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 76 5 0 0 0 2 0 4 | a = climbingdown 3 101 0 0 1 0 0 12 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 119 2 0 0 0 | d = lying 0 0 0 7 74 56 0 1 | e = standing 1 2 0 2 45 90 0 1 | f = sitting 1 0 0 0 1 0 117 0 | g = running 5 15 0 0 2 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 678 79.1132 % Incorrectly Classified Instances 179 20.8868 % Kappa statistic 0.757 Mean absolute error 0.0614 Root mean squared error 0.1831 Relative absolute error 28.581 % Root relative squared error 55.863 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.004 0.962 0.874 0.916 0.944 climbingdown 0.863 0.018 0.886 0.863 0.874 0.97 climbingup 1 0 1 1 1 1 jumping 0.975 0.026 0.861 0.975 0.915 0.987 lying 0.623 0.131 0.478 0.623 0.541 0.876 standing 0.366 0.049 0.598 0.366 0.454 0.908 sitting 0.983 0.001 0.992 0.983 0.987 0.994 running 0.958 0.019 0.89 0.958 0.922 0.992 walking Weighted Avg. 0.791 0.038 0.794 0.791 0.785 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 76 7 0 0 3 1 0 0 | a = climbingdown 2 101 0 0 3 1 0 10 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 118 2 1 0 0 | d = lying 0 0 0 17 86 32 0 3 | e = standing 0 0 0 2 86 52 1 1 | f = sitting 1 1 0 0 0 0 117 0 | g = running 0 5 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 670 78.1797 % Incorrectly Classified Instances 187 21.8203 % Kappa statistic 0.7458 Mean absolute error 0.062 Root mean squared error 0.1857 Relative absolute error 28.8771 % Root relative squared error 56.6707 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.828 0.004 0.96 0.828 0.889 0.962 climbingdown 0.872 0.024 0.85 0.872 0.861 0.976 climbingup 1 0 1 1 1 1 jumping 0.95 0.022 0.878 0.95 0.913 0.99 lying 0.152 0.029 0.5 0.152 0.233 0.888 standing 0.824 0.158 0.509 0.824 0.629 0.892 sitting 0.992 0.003 0.983 0.992 0.987 0.998 running 0.932 0.019 0.887 0.932 0.909 0.991 walking Weighted Avg. 0.782 0.041 0.778 0.782 0.758 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 72 10 0 0 1 2 0 2 | a = climbingdown 3 102 0 0 0 0 1 11 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 115 2 4 0 0 | d = lying 0 0 0 9 21 107 0 1 | e = standing 0 0 0 7 17 117 1 0 | f = sitting 0 1 0 0 0 0 118 0 | g = running 0 7 0 0 1 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 677 79.0888 % Incorrectly Classified Instances 179 20.9112 % Kappa statistic 0.7564 Mean absolute error 0.0651 Root mean squared error 0.191 Relative absolute error 30.3219 % Root relative squared error 58.2833 % Total Number of Instances 856 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.014 0.875 0.885 0.88 0.959 climbingdown 0.769 0.016 0.882 0.769 0.822 0.954 climbingup 0.929 0.002 0.867 0.929 0.897 0.996 jumping 0.918 0.001 0.991 0.918 0.953 0.994 lying 0.275 0.031 0.633 0.275 0.384 0.903 standing 0.865 0.148 0.535 0.865 0.661 0.899 sitting 0.983 0.001 0.992 0.983 0.987 0.999 running 0.915 0.033 0.818 0.915 0.864 0.977 walking Weighted Avg. 0.791 0.038 0.806 0.791 0.779 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 77 6 0 0 0 1 0 3 | a = climbingdown 7 90 0 0 0 5 0 15 | b = climbingup 0 0 13 0 0 0 1 0 | c = jumping 0 0 0 112 7 3 0 0 | d = lying 1 0 0 1 38 96 0 2 | e = standing 1 0 0 0 14 122 0 4 | f = sitting 0 0 2 0 0 0 117 0 | g = running 2 6 0 0 1 1 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 676 78.972 % Incorrectly Classified Instances 180 21.028 % Kappa statistic 0.7549 Mean absolute error 0.061 Root mean squared error 0.1808 Relative absolute error 28.4132 % Root relative squared error 55.1704 % Total Number of Instances 856 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.816 0.004 0.959 0.816 0.882 0.951 climbingdown 0.846 0.019 0.876 0.846 0.861 0.972 climbingup 1 0 1 1 1 1 jumping 0.959 0.012 0.929 0.959 0.944 0.998 lying 0.138 0.019 0.576 0.138 0.222 0.908 standing 0.894 0.173 0.504 0.894 0.645 0.906 sitting 1 0 1 1 1 1 running 0.941 0.022 0.874 0.941 0.906 0.993 walking Weighted Avg. 0.79 0.039 0.801 0.79 0.764 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 71 6 0 0 2 3 0 5 | a = climbingdown 2 99 0 0 1 4 0 11 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 117 2 3 0 0 | d = lying 0 1 0 4 19 114 0 0 | e = standing 0 2 0 5 8 126 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 1 5 0 0 1 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 661 77.2196 % Incorrectly Classified Instances 195 22.7804 % Kappa statistic 0.7343 Mean absolute error 0.0688 Root mean squared error 0.1938 Relative absolute error 32.046 % Root relative squared error 59.1467 % Total Number of Instances 856 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.826 0.008 0.922 0.826 0.871 0.92 climbingdown 0.741 0.012 0.905 0.741 0.815 0.966 climbingup 1 0 1 1 1 1 jumping 0.876 0.003 0.981 0.876 0.926 0.988 lying 0.273 0.045 0.543 0.273 0.364 0.906 standing 0.816 0.164 0.496 0.816 0.617 0.901 sitting 0.992 0.004 0.975 0.992 0.983 0.993 running 0.941 0.035 0.812 0.941 0.872 0.977 walking Weighted Avg. 0.772 0.042 0.79 0.772 0.765 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 71 6 0 2 1 2 0 4 | a = climbingdown 4 86 0 0 0 4 1 21 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 106 7 8 0 0 | d = lying 0 0 0 0 38 101 0 0 | e = standing 0 1 0 0 23 115 1 1 | f = sitting 1 0 0 0 0 0 119 0 | g = running 1 2 0 0 1 2 1 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 682 79.6729 % Incorrectly Classified Instances 174 20.3271 % Kappa statistic 0.7627 Mean absolute error 0.0641 Root mean squared error 0.1871 Relative absolute error 29.8518 % Root relative squared error 57.0904 % Total Number of Instances 856 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.895 0.008 0.928 0.895 0.911 0.992 climbingdown 0.853 0.024 0.846 0.853 0.85 0.976 climbingup 0 0 0 0 0 0.872 jumping 0.934 0 1 0.934 0.966 0.989 lying 0.374 0.045 0.619 0.374 0.466 0.914 standing 0.78 0.13 0.542 0.78 0.64 0.913 sitting 1 0.016 0.908 1 0.952 0.997 running 0.941 0.018 0.896 0.941 0.918 0.982 walking Weighted Avg. 0.797 0.037 0.79 0.797 0.784 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 77 7 0 0 0 0 0 2 | a = climbingdown 3 99 0 0 2 2 0 10 | b = climbingup 0 5 0 0 0 0 10 0 | c = jumping 0 0 0 113 2 6 0 0 | d = lying 0 1 0 0 52 85 0 1 | e = standing 1 0 0 0 28 110 2 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 2 5 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 658 76.8692 % Incorrectly Classified Instances 198 23.1308 % Kappa statistic 0.7304 Mean absolute error 0.0652 Root mean squared error 0.1904 Relative absolute error 30.3446 % Root relative squared error 58.1087 % Total Number of Instances 856 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.006 0.932 0.802 0.863 0.903 climbingdown 0.828 0.015 0.897 0.828 0.861 0.983 climbingup 1 0.001 0.938 1 0.968 0.999 jumping 0.876 0.003 0.981 0.876 0.926 0.99 lying 0.094 0.02 0.481 0.094 0.157 0.902 standing 0.922 0.194 0.483 0.922 0.634 0.897 sitting 1 0.004 0.975 1 0.988 0.997 running 0.924 0.031 0.827 0.924 0.873 0.982 walking Weighted Avg. 0.769 0.043 0.779 0.769 0.74 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 69 6 0 0 0 4 2 5 | a = climbingdown 3 96 1 0 0 0 0 16 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 106 5 10 0 0 | d = lying 0 0 0 0 13 124 0 2 | e = standing 0 1 0 2 8 130 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 2 4 0 0 1 1 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 661 77.2196 % Incorrectly Classified Instances 195 22.7804 % Kappa statistic 0.7348 Mean absolute error 0.0635 Root mean squared error 0.1893 Relative absolute error 29.5452 % Root relative squared error 57.7765 % Total Number of Instances 856 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.884 0.012 0.894 0.884 0.889 0.989 climbingdown 0.784 0.023 0.843 0.784 0.813 0.95 climbingup 0.933 0 1 0.933 0.966 1 jumping 0.975 0.027 0.855 0.975 0.911 0.993 lying 0.151 0.024 0.553 0.151 0.237 0.9 standing 0.823 0.161 0.502 0.823 0.624 0.905 sitting 1 0.003 0.983 1 0.992 0.999 running 0.891 0.02 0.876 0.891 0.883 0.993 walking Weighted Avg. 0.772 0.042 0.773 0.772 0.747 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 76 7 0 0 0 0 0 3 | a = climbingdown 6 91 0 1 1 4 1 12 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 118 1 2 0 0 | d = lying 0 0 0 9 21 109 0 0 | e = standing 0 0 0 10 15 116 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 3 10 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 595 72.0339 % Incorrectly Classified Instances 231 27.9661 % Kappa statistic 0.6757 Mean absolute error 0.0869 Root mean squared error 0.2249 Relative absolute error 40.3718 % Root relative squared error 68.5762 % Total Number of Instances 826 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.781 0.03 0.773 0.781 0.777 0.938 climbingdown 0.505 0.031 0.711 0.505 0.59 0.918 climbingup 0.938 0 1 0.938 0.968 1 jumping 0.913 0.07 0.703 0.913 0.795 0.942 lying 0.336 0.028 0.708 0.336 0.455 0.904 standing 0.776 0.11 0.512 0.776 0.617 0.911 sitting 0.983 0.003 0.983 0.983 0.983 0.985 running 0.765 0.054 0.705 0.765 0.734 0.895 walking Weighted Avg. 0.72 0.045 0.734 0.72 0.708 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 75 9 0 4 0 2 1 5 | a = climbingdown 15 54 0 0 1 7 0 30 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 116 4 7 0 0 | d = lying 1 0 0 41 46 48 0 1 | e = standing 2 2 0 4 14 83 0 2 | f = sitting 0 0 0 0 0 2 115 0 | g = running 4 11 0 0 0 13 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 578 69.9758 % Incorrectly Classified Instances 248 30.0242 % Kappa statistic 0.6515 Mean absolute error 0.0873 Root mean squared error 0.2311 Relative absolute error 40.5884 % Root relative squared error 70.4592 % Total Number of Instances 826 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.781 0.029 0.781 0.781 0.781 0.957 climbingdown 0.533 0.047 0.626 0.533 0.576 0.924 climbingup 0.813 0.002 0.867 0.813 0.839 0.986 jumping 0.921 0.06 0.736 0.921 0.818 0.962 lying 0.372 0.052 0.586 0.372 0.455 0.899 standing 0.617 0.09 0.504 0.617 0.555 0.88 sitting 0.983 0.003 0.983 0.983 0.983 0.99 running 0.706 0.065 0.646 0.706 0.675 0.916 walking Weighted Avg. 0.7 0.049 0.697 0.7 0.691 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 75 6 0 1 4 2 0 8 | a = climbingdown 7 57 0 0 1 5 0 37 | b = climbingup 1 0 13 0 0 0 2 0 | c = jumping 0 1 0 117 2 7 0 0 | d = lying 2 0 1 37 51 46 0 0 | e = standing 7 2 0 4 27 66 0 1 | f = sitting 0 0 0 0 0 2 115 0 | g = running 4 25 1 0 2 3 0 84 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 585 70.8232 % Incorrectly Classified Instances 241 29.1768 % Kappa statistic 0.6617 Mean absolute error 0.0878 Root mean squared error 0.2273 Relative absolute error 40.8117 % Root relative squared error 69.2983 % Total Number of Instances 826 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.625 0.012 0.87 0.625 0.727 0.952 climbingdown 0.514 0.05 0.604 0.514 0.556 0.906 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.961 0.07 0.715 0.961 0.82 0.974 lying 0.241 0.012 0.805 0.241 0.371 0.915 standing 0.774 0.111 0.506 0.774 0.612 0.904 sitting 0.991 0 1 0.991 0.996 0.999 running 0.84 0.082 0.633 0.84 0.722 0.942 walking Weighted Avg. 0.708 0.047 0.74 0.708 0.687 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 60 17 0 2 1 4 0 12 | a = climbingdown 5 55 1 0 0 6 0 40 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 123 1 3 0 0 | d = lying 0 1 0 38 33 62 0 3 | e = standing 1 5 0 9 6 82 0 3 | f = sitting 0 0 0 0 0 1 116 0 | g = running 3 12 0 0 0 4 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 598 72.4848 % Incorrectly Classified Instances 227 27.5152 % Kappa statistic 0.6798 Mean absolute error 0.0861 Root mean squared error 0.2231 Relative absolute error 40.0342 % Root relative squared error 68.0216 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.781 0.034 0.75 0.781 0.765 0.935 climbingdown 0.589 0.053 0.624 0.589 0.606 0.915 climbingup 0.933 0 1 0.933 0.966 0.999 jumping 0.906 0.056 0.748 0.906 0.82 0.964 lying 0.606 0.081 0.597 0.606 0.601 0.905 standing 0.443 0.047 0.58 0.443 0.503 0.907 sitting 1 0.003 0.983 1 0.992 0.999 running 0.697 0.047 0.716 0.697 0.706 0.935 walking Weighted Avg. 0.725 0.046 0.719 0.725 0.719 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 75 8 0 1 1 6 1 4 | a = climbingdown 16 63 0 0 4 0 0 24 | b = climbingup 0 0 14 0 0 0 0 1 | c = jumping 0 0 0 116 7 4 0 1 | d = lying 1 2 0 31 83 19 0 1 | e = standing 2 5 0 7 43 47 0 2 | f = sitting 0 0 0 0 0 0 117 0 | g = running 6 23 0 0 1 5 1 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 582 70.5455 % Incorrectly Classified Instances 243 29.4545 % Kappa statistic 0.6576 Mean absolute error 0.0855 Root mean squared error 0.2253 Relative absolute error 39.7306 % Root relative squared error 68.7108 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.026 0.81 0.835 0.822 0.981 climbingdown 0.467 0.052 0.575 0.467 0.515 0.921 climbingup 0.867 0 1 0.867 0.929 0.994 jumping 0.921 0.052 0.765 0.921 0.836 0.965 lying 0.474 0.064 0.596 0.474 0.528 0.899 standing 0.566 0.072 0.536 0.566 0.55 0.902 sitting 0.983 0.004 0.975 0.983 0.979 0.988 running 0.681 0.074 0.609 0.681 0.643 0.876 walking Weighted Avg. 0.705 0.049 0.7 0.705 0.699 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 81 8 0 0 1 0 0 7 | a = climbingdown 9 50 0 0 1 5 0 42 | b = climbingup 0 0 13 0 0 0 2 0 | c = jumping 0 0 0 117 4 6 0 0 | d = lying 0 1 0 35 65 34 0 2 | e = standing 1 7 0 1 36 60 0 1 | f = sitting 0 0 0 0 2 0 115 0 | g = running 9 21 0 0 0 7 1 81 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 604 73.2121 % Incorrectly Classified Instances 221 26.7879 % Kappa statistic 0.6882 Mean absolute error 0.0836 Root mean squared error 0.217 Relative absolute error 38.8471 % Root relative squared error 66.1805 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.794 0.022 0.828 0.794 0.811 0.959 climbingdown 0.594 0.036 0.708 0.594 0.646 0.941 climbingup 0.933 0.001 0.933 0.933 0.933 1 jumping 0.913 0.073 0.695 0.913 0.789 0.952 lying 0.569 0.077 0.595 0.569 0.582 0.901 standing 0.481 0.039 0.646 0.481 0.551 0.9 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.739 0.064 0.662 0.739 0.698 0.927 walking Weighted Avg. 0.732 0.046 0.731 0.732 0.727 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 77 6 0 0 3 3 0 8 | a = climbingdown 6 63 0 0 3 2 0 32 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 116 9 1 0 1 | d = lying 3 0 0 39 78 16 0 1 | e = standing 1 3 0 12 37 51 0 2 | f = sitting 0 0 0 0 0 0 117 1 | g = running 6 17 1 0 1 6 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 606 73.4545 % Incorrectly Classified Instances 219 26.5455 % Kappa statistic 0.6913 Mean absolute error 0.0811 Root mean squared error 0.2192 Relative absolute error 37.6739 % Root relative squared error 66.8402 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.025 0.802 0.76 0.781 0.964 climbingdown 0.533 0.04 0.663 0.533 0.591 0.928 climbingup 0.938 0.001 0.938 0.938 0.938 1 jumping 0.929 0.057 0.747 0.929 0.828 0.952 lying 0.544 0.064 0.627 0.544 0.583 0.896 standing 0.575 0.053 0.616 0.575 0.595 0.919 sitting 0.991 0.004 0.975 0.991 0.983 1 running 0.767 0.065 0.667 0.767 0.713 0.902 walking Weighted Avg. 0.735 0.044 0.73 0.735 0.729 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 73 9 0 0 3 3 0 8 | a = climbingdown 6 57 0 0 2 6 1 35 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 118 3 6 0 0 | d = lying 2 2 0 36 74 21 0 1 | e = standing 1 6 0 4 32 61 0 2 | f = sitting 0 0 1 0 0 0 116 0 | g = running 9 12 0 0 4 2 1 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 603 73.0909 % Incorrectly Classified Instances 222 26.9091 % Kappa statistic 0.6871 Mean absolute error 0.0827 Root mean squared error 0.2217 Relative absolute error 38.4504 % Root relative squared error 67.5812 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.018 0.847 0.75 0.796 0.963 climbingdown 0.542 0.024 0.773 0.542 0.637 0.923 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.929 0.057 0.747 0.929 0.828 0.963 lying 0.456 0.071 0.559 0.456 0.502 0.871 standing 0.528 0.064 0.549 0.528 0.538 0.898 sitting 1 0.001 0.992 1 0.996 1 running 0.867 0.078 0.654 0.867 0.746 0.937 walking Weighted Avg. 0.731 0.045 0.73 0.731 0.723 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 72 7 0 1 2 3 0 11 | a = climbingdown 4 58 0 0 2 5 0 38 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 2 0 0 118 6 1 0 0 | d = lying 0 1 0 35 62 33 1 4 | e = standing 2 3 1 4 38 56 0 2 | f = sitting 0 0 0 0 0 0 117 0 | g = running 5 6 0 0 1 4 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 603 73.0909 % Incorrectly Classified Instances 222 26.9091 % Kappa statistic 0.6872 Mean absolute error 0.0847 Root mean squared error 0.2216 Relative absolute error 39.3726 % Root relative squared error 67.5568 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.823 0.026 0.806 0.823 0.814 0.969 climbingdown 0.495 0.026 0.736 0.495 0.592 0.93 climbingup 0.938 0.001 0.938 0.938 0.938 1 jumping 0.89 0.052 0.758 0.89 0.819 0.949 lying 0.537 0.064 0.624 0.537 0.577 0.902 standing 0.509 0.068 0.524 0.509 0.517 0.89 sitting 0.991 0.003 0.983 0.991 0.987 0.991 running 0.833 0.074 0.658 0.833 0.735 0.934 walking Weighted Avg. 0.731 0.045 0.73 0.731 0.724 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 79 7 0 0 1 2 0 7 | a = climbingdown 10 53 0 0 1 5 0 38 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 1 0 113 4 9 0 0 | d = lying 1 0 0 30 73 28 1 3 | e = standing 3 2 0 6 37 54 0 4 | f = sitting 0 0 0 0 0 1 116 0 | g = running 5 9 1 0 1 4 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 610 73.9394 % Incorrectly Classified Instances 215 26.0606 % Kappa statistic 0.6965 Mean absolute error 0.0825 Root mean squared error 0.2203 Relative absolute error 38.3274 % Root relative squared error 67.1786 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.023 0.8 0.708 0.751 0.918 climbingdown 0.495 0.028 0.726 0.495 0.589 0.928 climbingup 0.813 0.001 0.929 0.813 0.867 0.998 jumping 0.929 0.056 0.752 0.929 0.831 0.962 lying 0.632 0.07 0.642 0.632 0.637 0.909 standing 0.495 0.038 0.663 0.495 0.567 0.903 sitting 1 0.004 0.975 1 0.987 0.999 running 0.857 0.085 0.63 0.857 0.726 0.944 walking Weighted Avg. 0.739 0.044 0.742 0.739 0.732 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 68 11 0 2 4 1 0 10 | a = climbingdown 6 53 0 0 1 2 0 45 | b = climbingup 0 0 13 0 0 0 3 0 | c = jumping 1 0 0 118 4 4 0 0 | d = lying 0 0 0 31 86 16 0 3 | e = standing 6 1 0 6 39 53 0 2 | f = sitting 0 0 0 0 0 0 117 0 | g = running 4 8 1 0 0 4 0 102 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 689 76.3858 % Incorrectly Classified Instances 213 23.6142 % Kappa statistic 0.7248 Mean absolute error 0.0795 Root mean squared error 0.2056 Relative absolute error 36.9774 % Root relative squared error 62.7185 % Total Number of Instances 902 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.017 0.821 0.674 0.74 0.945 climbingdown 0.761 0.051 0.729 0.761 0.745 0.95 climbingup 1 0 1 1 1 1 jumping 0.835 0.003 0.981 0.835 0.902 0.984 lying 0.703 0.099 0.581 0.703 0.636 0.908 standing 0.563 0.059 0.61 0.563 0.585 0.916 sitting 0.992 0 1 0.992 0.996 0.993 running 0.794 0.048 0.745 0.794 0.769 0.96 walking Weighted Avg. 0.764 0.042 0.775 0.764 0.766 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 64 15 0 0 2 2 0 12 | a = climbingdown 8 105 0 0 3 1 0 21 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 101 19 1 0 0 | d = lying 0 1 0 2 104 38 0 3 | e = standing 0 4 0 0 51 72 0 1 | f = sitting 0 0 0 0 0 1 119 0 | g = running 6 19 0 0 0 3 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 697 77.2727 % Incorrectly Classified Instances 205 22.7273 % Kappa statistic 0.7352 Mean absolute error 0.0724 Root mean squared error 0.2011 Relative absolute error 33.703 % Root relative squared error 61.3483 % Total Number of Instances 902 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.019 0.813 0.684 0.743 0.937 climbingdown 0.812 0.05 0.747 0.812 0.778 0.945 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.942 0.008 0.95 0.942 0.946 0.983 lying 0.716 0.098 0.589 0.716 0.646 0.929 standing 0.461 0.056 0.578 0.461 0.513 0.918 sitting 1 0 1 1 1 1 running 0.772 0.037 0.789 0.772 0.781 0.94 walking Weighted Avg. 0.773 0.04 0.775 0.773 0.771 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 65 12 0 0 2 1 0 15 | a = climbingdown 9 112 1 0 1 4 0 11 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 114 5 2 0 0 | d = lying 0 0 0 6 106 36 0 0 | e = standing 1 3 0 0 63 59 0 2 | f = sitting 0 0 0 0 0 0 120 0 | g = running 5 23 0 0 3 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 695 77.051 % Incorrectly Classified Instances 207 22.949 % Kappa statistic 0.7321 Mean absolute error 0.0731 Root mean squared error 0.2004 Relative absolute error 34.0053 % Root relative squared error 61.1471 % Total Number of Instances 902 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.474 0.007 0.882 0.474 0.616 0.918 climbingdown 0.855 0.073 0.678 0.855 0.756 0.954 climbingup 1 0 1 1 1 1 jumping 0.975 0.01 0.937 0.975 0.955 0.996 lying 0.725 0.092 0.61 0.725 0.663 0.934 standing 0.477 0.047 0.629 0.477 0.542 0.922 sitting 1 0 1 1 1 1 running 0.809 0.042 0.775 0.809 0.791 0.954 walking Weighted Avg. 0.771 0.041 0.779 0.771 0.764 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 45 30 0 0 5 1 0 14 | a = climbingdown 4 118 0 0 1 0 0 15 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 118 3 0 0 0 | d = lying 0 0 0 7 108 32 0 2 | e = standing 1 7 0 1 57 61 0 1 | f = sitting 0 0 0 0 0 0 119 0 | g = running 1 19 0 0 3 3 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 691 76.6075 % Incorrectly Classified Instances 211 23.3925 % Kappa statistic 0.7276 Mean absolute error 0.075 Root mean squared error 0.2024 Relative absolute error 34.9106 % Root relative squared error 61.7419 % Total Number of Instances 902 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.024 0.779 0.698 0.736 0.922 climbingdown 0.746 0.039 0.774 0.746 0.76 0.955 climbingup 1 0 1 1 1 1 jumping 0.967 0.001 0.991 0.967 0.979 0.994 lying 0.638 0.104 0.549 0.638 0.59 0.908 standing 0.539 0.068 0.566 0.539 0.552 0.916 sitting 0.966 0 1 0.966 0.983 0.98 running 0.809 0.039 0.786 0.809 0.797 0.959 walking Weighted Avg. 0.766 0.041 0.772 0.766 0.768 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 67 12 0 0 6 0 0 11 | a = climbingdown 14 103 0 0 5 0 0 16 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 116 4 0 0 0 | d = lying 0 1 0 1 95 50 0 2 | e = standing 1 1 0 0 56 69 0 1 | f = sitting 1 0 0 0 2 1 115 0 | g = running 3 16 0 0 5 2 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 668 74.0576 % Incorrectly Classified Instances 234 25.9424 % Kappa statistic 0.6976 Mean absolute error 0.0762 Root mean squared error 0.2076 Relative absolute error 35.4354 % Root relative squared error 63.3379 % Total Number of Instances 902 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.025 0.773 0.708 0.739 0.941 climbingdown 0.732 0.051 0.721 0.732 0.727 0.943 climbingup 1 0 1 1 1 1 jumping 0.942 0.006 0.958 0.942 0.95 0.984 lying 0.711 0.127 0.525 0.711 0.604 0.905 standing 0.313 0.053 0.494 0.313 0.383 0.896 sitting 0.992 0 1 0.992 0.996 0.992 running 0.779 0.043 0.763 0.779 0.771 0.955 walking Weighted Avg. 0.741 0.046 0.741 0.741 0.736 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 68 15 0 0 2 3 0 8 | a = climbingdown 10 101 0 0 4 0 0 23 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 113 5 1 0 1 | d = lying 3 1 0 5 106 34 0 0 | e = standing 3 1 0 0 83 40 0 1 | f = sitting 0 0 0 0 0 1 118 0 | g = running 4 22 0 0 2 2 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 682 75.6937 % Incorrectly Classified Instances 219 24.3063 % Kappa statistic 0.7175 Mean absolute error 0.0753 Root mean squared error 0.2047 Relative absolute error 35.0511 % Root relative squared error 62.4452 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.021 0.802 0.726 0.762 0.954 climbingdown 0.768 0.055 0.716 0.768 0.741 0.942 climbingup 1 0 1 1 1 1 jumping 0.975 0.026 0.854 0.975 0.911 0.984 lying 0.389 0.049 0.611 0.389 0.475 0.908 standing 0.721 0.097 0.554 0.721 0.626 0.912 sitting 1 0.003 0.983 1 0.992 1 running 0.772 0.034 0.802 0.772 0.787 0.963 walking Weighted Avg. 0.757 0.042 0.756 0.757 0.75 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 69 16 0 0 2 1 0 7 | a = climbingdown 12 106 0 0 3 3 0 14 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 117 0 2 1 0 | d = lying 0 2 0 19 58 68 0 2 | e = standing 0 2 0 1 29 93 1 3 | f = sitting 0 0 0 0 0 0 119 0 | g = running 5 22 0 0 3 1 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 659 73.141 % Incorrectly Classified Instances 242 26.859 % Kappa statistic 0.6873 Mean absolute error 0.0731 Root mean squared error 0.2055 Relative absolute error 34.0223 % Root relative squared error 62.6992 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.015 0.831 0.621 0.711 0.912 climbingdown 0.819 0.066 0.693 0.819 0.751 0.95 climbingup 1 0 1 1 1 1 jumping 0.967 0.012 0.928 0.967 0.947 0.993 lying 0.369 0.081 0.474 0.369 0.415 0.893 standing 0.558 0.11 0.459 0.558 0.503 0.905 sitting 1 0.003 0.983 1 0.992 1 running 0.809 0.03 0.827 0.809 0.818 0.976 walking Weighted Avg. 0.731 0.047 0.733 0.731 0.728 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 59 17 0 0 6 3 0 10 | a = climbingdown 10 113 0 0 2 2 1 10 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 116 2 2 0 0 | d = lying 1 4 0 7 55 78 1 3 | e = standing 0 5 0 2 50 72 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 1 24 0 0 1 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 687 76.2486 % Incorrectly Classified Instances 214 23.7514 % Kappa statistic 0.7237 Mean absolute error 0.0708 Root mean squared error 0.2027 Relative absolute error 32.9688 % Root relative squared error 61.8484 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.016 0.847 0.758 0.8 0.953 climbingdown 0.797 0.059 0.71 0.797 0.751 0.938 climbingup 1 0 1 1 1 1 jumping 0.958 0.018 0.891 0.958 0.924 0.981 lying 0.497 0.066 0.597 0.497 0.542 0.907 standing 0.628 0.092 0.533 0.628 0.577 0.92 sitting 1 0 1 1 1 1 running 0.743 0.027 0.828 0.743 0.783 0.969 walking Weighted Avg. 0.762 0.041 0.765 0.762 0.761 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 72 10 0 1 1 2 0 9 | a = climbingdown 10 110 0 0 2 4 0 12 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 1 0 115 1 3 0 0 | d = lying 0 3 0 11 74 61 0 0 | e = standing 0 1 0 2 45 81 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 3 30 0 0 1 1 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 657 72.919 % Incorrectly Classified Instances 244 27.081 % Kappa statistic 0.6847 Mean absolute error 0.0759 Root mean squared error 0.2143 Relative absolute error 35.3188 % Root relative squared error 65.3686 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.016 0.809 0.579 0.675 0.919 climbingdown 0.775 0.052 0.728 0.775 0.751 0.936 climbingup 1 0 1 1 1 1 jumping 0.958 0.023 0.865 0.958 0.909 0.967 lying 0.497 0.077 0.561 0.497 0.527 0.921 standing 0.5 0.102 0.448 0.5 0.472 0.876 sitting 0.992 0.001 0.992 0.992 0.992 0.994 running 0.794 0.046 0.755 0.794 0.774 0.958 walking Weighted Avg. 0.729 0.047 0.731 0.729 0.727 0.939 === Confusion Matrix === a b c d e f g h <-- classified as 55 15 0 0 1 4 1 19 | a = climbingdown 10 107 0 1 3 2 0 15 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 115 0 5 0 0 | d = lying 0 0 0 12 74 63 0 0 | e = standing 0 5 0 5 53 64 0 1 | f = sitting 0 0 0 0 0 1 118 0 | g = running 3 20 0 0 1 4 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 682 75.6937 % Incorrectly Classified Instances 219 24.3063 % Kappa statistic 0.7173 Mean absolute error 0.0709 Root mean squared error 0.2063 Relative absolute error 32.9997 % Root relative squared error 62.92 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.014 0.863 0.726 0.789 0.945 climbingdown 0.79 0.06 0.703 0.79 0.744 0.936 climbingup 1 0 1 1 1 1 jumping 0.983 0.014 0.915 0.983 0.948 0.988 lying 0.466 0.064 0.59 0.466 0.521 0.912 standing 0.641 0.092 0.536 0.641 0.584 0.905 sitting 0.992 0.001 0.992 0.992 0.992 0.999 running 0.735 0.041 0.763 0.735 0.749 0.946 walking Weighted Avg. 0.757 0.042 0.759 0.757 0.755 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 69 14 0 0 2 0 0 10 | a = climbingdown 4 109 0 0 4 5 0 16 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 119 1 1 0 0 | d = lying 0 2 0 10 69 65 0 2 | e = standing 0 3 0 1 38 82 1 3 | f = sitting 1 0 0 0 0 0 118 0 | g = running 6 27 0 0 3 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 636 76.259 % Incorrectly Classified Instances 198 23.741 % Kappa statistic 0.724 Mean absolute error 0.0722 Root mean squared error 0.2091 Relative absolute error 33.5526 % Root relative squared error 63.7478 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.011 0.892 0.653 0.754 0.96 climbingdown 0.835 0.038 0.789 0.835 0.811 0.954 climbingup 1 0 1 1 1 1 jumping 0.874 0.083 0.638 0.874 0.738 0.954 lying 0.459 0.056 0.61 0.459 0.524 0.905 standing 0.57 0.045 0.633 0.57 0.6 0.924 sitting 1 0.003 0.984 1 0.992 0.999 running 0.895 0.042 0.787 0.895 0.838 0.981 walking Weighted Avg. 0.763 0.04 0.765 0.763 0.756 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 66 12 0 0 0 1 2 20 | a = climbingdown 4 101 0 1 4 1 0 10 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 104 13 2 0 0 | d = lying 0 3 0 40 61 29 0 0 | e = standing 0 3 0 18 22 57 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 4 9 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 654 78.4173 % Incorrectly Classified Instances 180 21.5827 % Kappa statistic 0.7489 Mean absolute error 0.0681 Root mean squared error 0.1996 Relative absolute error 31.6729 % Root relative squared error 60.8417 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.023 0.827 0.802 0.814 0.969 climbingdown 0.818 0.027 0.839 0.818 0.828 0.96 climbingup 0.867 0 1 0.867 0.929 0.958 jumping 0.924 0.097 0.615 0.924 0.738 0.958 lying 0.556 0.049 0.685 0.556 0.614 0.93 standing 0.51 0.015 0.823 0.51 0.63 0.915 sitting 0.967 0.003 0.983 0.967 0.975 0.988 running 0.879 0.039 0.796 0.879 0.835 0.973 walking Weighted Avg. 0.784 0.036 0.796 0.784 0.78 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 81 6 0 0 0 0 0 14 | a = climbingdown 5 99 0 0 1 2 0 14 | b = climbingup 0 0 13 0 0 0 2 0 | c = jumping 0 0 0 110 9 0 0 0 | d = lying 0 0 0 50 74 9 0 0 | e = standing 0 6 0 19 24 51 0 0 | f = sitting 4 0 0 0 0 0 117 0 | g = running 8 7 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 627 75.1799 % Incorrectly Classified Instances 207 24.8201 % Kappa statistic 0.7111 Mean absolute error 0.0749 Root mean squared error 0.2056 Relative absolute error 34.8253 % Root relative squared error 62.6936 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.83 0.015 0.883 0.83 0.856 0.965 climbingdown 0.826 0.015 0.901 0.826 0.862 0.968 climbingup 1 0 1 1 1 1 jumping 0.858 0.102 0.585 0.858 0.696 0.952 lying 0.459 0.093 0.484 0.459 0.471 0.879 standing 0.3 0.031 0.566 0.3 0.392 0.903 sitting 0.983 0.003 0.983 0.983 0.983 0.996 running 0.935 0.031 0.841 0.935 0.885 0.984 walking Weighted Avg. 0.752 0.042 0.752 0.752 0.742 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 83 5 0 0 1 1 2 8 | a = climbingdown 5 100 0 1 2 1 0 12 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 103 16 1 0 0 | d = lying 0 1 0 49 61 20 0 2 | e = standing 1 1 0 22 46 30 0 0 | f = sitting 1 0 0 1 0 0 119 0 | g = running 4 4 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 647 77.5779 % Incorrectly Classified Instances 187 22.4221 % Kappa statistic 0.7392 Mean absolute error 0.0693 Root mean squared error 0.1972 Relative absolute error 32.2204 % Root relative squared error 60.1205 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.007 0.942 0.81 0.871 0.971 climbingdown 0.818 0.025 0.846 0.818 0.832 0.971 climbingup 1 0.001 0.938 1 0.968 1 jumping 0.883 0.104 0.589 0.883 0.707 0.95 lying 0.444 0.063 0.573 0.444 0.5 0.896 standing 0.53 0.02 0.779 0.53 0.631 0.952 sitting 0.992 0.004 0.976 0.992 0.984 1 running 0.919 0.038 0.809 0.919 0.86 0.983 walking Weighted Avg. 0.776 0.038 0.784 0.776 0.77 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 81 7 0 0 0 0 3 9 | a = climbingdown 2 99 0 1 0 1 0 18 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 106 14 0 0 0 | d = lying 0 4 0 57 59 13 0 0 | e = standing 0 1 0 16 30 53 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 3 6 0 0 0 1 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 639 76.6187 % Incorrectly Classified Instances 195 23.3813 % Kappa statistic 0.728 Mean absolute error 0.0745 Root mean squared error 0.2047 Relative absolute error 34.618 % Root relative squared error 62.4121 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.008 0.924 0.73 0.816 0.965 climbingdown 0.851 0.029 0.831 0.851 0.841 0.959 climbingup 1 0 1 1 1 1 jumping 0.858 0.085 0.628 0.858 0.725 0.951 lying 0.511 0.074 0.567 0.511 0.538 0.902 standing 0.48 0.042 0.608 0.48 0.536 0.926 sitting 0.975 0 1 0.975 0.987 0.992 running 0.895 0.034 0.822 0.895 0.857 0.964 walking Weighted Avg. 0.766 0.039 0.77 0.766 0.763 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 73 12 0 0 0 3 0 12 | a = climbingdown 1 103 0 0 4 1 0 12 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 103 13 4 0 0 | d = lying 0 0 0 44 68 21 0 0 | e = standing 0 0 0 17 35 48 0 0 | f = sitting 2 1 0 0 0 0 118 0 | g = running 3 8 0 0 0 2 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 641 76.8585 % Incorrectly Classified Instances 193 23.1415 % Kappa statistic 0.7309 Mean absolute error 0.0706 Root mean squared error 0.1987 Relative absolute error 32.8178 % Root relative squared error 60.5831 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.007 0.941 0.792 0.86 0.971 climbingdown 0.8 0.02 0.873 0.8 0.835 0.967 climbingup 1 0 1 1 1 1 jumping 0.808 0.094 0.591 0.808 0.683 0.943 lying 0.447 0.073 0.536 0.447 0.488 0.904 standing 0.554 0.037 0.675 0.554 0.609 0.917 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.952 0.039 0.808 0.952 0.874 0.974 walking Weighted Avg. 0.769 0.039 0.773 0.769 0.765 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 80 7 0 2 0 0 0 12 | a = climbingdown 3 96 0 0 4 1 0 16 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 97 20 3 0 0 | d = lying 0 1 0 49 59 23 0 0 | e = standing 0 3 0 16 26 56 0 0 | f = sitting 1 0 0 0 0 0 120 0 | g = running 1 3 0 0 1 0 1 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 616 73.9496 % Incorrectly Classified Instances 217 26.0504 % Kappa statistic 0.6968 Mean absolute error 0.0732 Root mean squared error 0.2108 Relative absolute error 34.0211 % Root relative squared error 64.2785 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.871 0.02 0.854 0.871 0.863 0.987 climbingdown 0.825 0.024 0.853 0.825 0.839 0.957 climbingup 0.929 0 1 0.929 0.963 1 jumping 0.9 0.136 0.527 0.9 0.665 0.941 lying 0.348 0.08 0.451 0.348 0.393 0.877 standing 0.327 0.012 0.786 0.327 0.462 0.889 sitting 0.975 0.003 0.983 0.975 0.979 1 running 0.895 0.03 0.841 0.895 0.867 0.985 walking Weighted Avg. 0.739 0.044 0.754 0.739 0.727 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 88 2 0 0 0 0 1 10 | a = climbingdown 5 99 0 1 4 0 0 11 | b = climbingup 0 0 13 0 0 0 1 0 | c = jumping 0 1 0 108 11 0 0 0 | d = lying 1 1 0 75 46 9 0 0 | e = standing 1 5 0 21 41 33 0 0 | f = sitting 3 0 0 0 0 0 118 0 | g = running 5 8 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 620 74.4298 % Incorrectly Classified Instances 213 25.5702 % Kappa statistic 0.7025 Mean absolute error 0.0757 Root mean squared error 0.2198 Relative absolute error 35.1845 % Root relative squared error 67.0202 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.029 0.781 0.743 0.761 0.956 climbingdown 0.758 0.022 0.85 0.758 0.802 0.924 climbingup 1 0 1 1 1 1 jumping 0.967 0.133 0.55 0.967 0.701 0.955 lying 0.424 0.047 0.629 0.424 0.507 0.903 standing 0.347 0.018 0.729 0.347 0.47 0.88 sitting 0.959 0.003 0.983 0.959 0.971 0.992 running 0.944 0.047 0.78 0.944 0.854 0.973 walking Weighted Avg. 0.744 0.043 0.76 0.744 0.731 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 75 5 0 0 1 0 2 18 | a = climbingdown 11 91 0 1 3 2 0 12 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 116 4 0 0 0 | d = lying 0 3 0 63 56 10 0 0 | e = standing 2 6 0 31 24 35 0 3 | f = sitting 5 0 0 0 0 0 116 0 | g = running 3 2 0 0 1 1 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 664 79.7119 % Incorrectly Classified Instances 169 20.2881 % Kappa statistic 0.764 Mean absolute error 0.0663 Root mean squared error 0.2005 Relative absolute error 30.8332 % Root relative squared error 61.1481 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.023 0.832 0.832 0.832 0.967 climbingdown 0.883 0.013 0.922 0.883 0.902 0.98 climbingup 1 0.001 0.933 1 0.966 1 jumping 0.95 0.125 0.562 0.95 0.706 0.95 lying 0.515 0.041 0.701 0.515 0.594 0.912 standing 0.465 0.008 0.887 0.465 0.61 0.915 sitting 0.975 0 1 0.975 0.987 0.995 running 0.911 0.025 0.863 0.911 0.886 0.978 walking Weighted Avg. 0.797 0.034 0.822 0.797 0.792 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 84 4 0 1 0 1 0 11 | a = climbingdown 5 106 0 1 0 1 0 7 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 114 6 0 0 0 | d = lying 1 1 0 59 68 3 0 0 | e = standing 2 1 0 28 23 47 0 0 | f = sitting 2 1 0 0 0 0 118 0 | g = running 7 2 1 0 0 1 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 663 79.5918 % Incorrectly Classified Instances 170 20.4082 % Kappa statistic 0.7626 Mean absolute error 0.0653 Root mean squared error 0.1922 Relative absolute error 30.3575 % Root relative squared error 58.5983 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.022 0.85 0.901 0.875 0.981 climbingdown 0.793 0.015 0.897 0.793 0.842 0.975 climbingup 0.933 0 1 0.933 0.966 1 jumping 0.933 0.095 0.62 0.933 0.745 0.957 lying 0.598 0.057 0.664 0.598 0.629 0.921 standing 0.43 0.014 0.811 0.43 0.562 0.904 sitting 0.967 0 1 0.967 0.983 0.999 running 0.902 0.035 0.816 0.902 0.857 0.983 walking Weighted Avg. 0.796 0.034 0.81 0.796 0.79 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 91 0 0 0 0 1 0 9 | a = climbingdown 6 96 0 1 2 0 0 16 | b = climbingup 1 0 14 0 0 0 0 0 | c = jumping 0 0 0 111 8 0 0 0 | d = lying 0 0 0 44 79 9 0 0 | e = standing 0 4 0 23 30 43 0 0 | f = sitting 3 1 0 0 0 0 118 0 | g = running 6 6 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 686 81.0875 % Incorrectly Classified Instances 160 18.9125 % Kappa statistic 0.7787 Mean absolute error 0.0622 Root mean squared error 0.1895 Relative absolute error 28.9908 % Root relative squared error 57.8929 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.007 0.933 0.745 0.828 0.929 climbingdown 0.836 0.028 0.848 0.836 0.842 0.969 climbingup 0.933 0 1 0.933 0.966 0.997 jumping 0.902 0.083 0.647 0.902 0.753 0.96 lying 0.353 0.022 0.638 0.353 0.455 0.926 standing 0.801 0.037 0.823 0.801 0.812 0.963 sitting 0.983 0.005 0.967 0.983 0.975 0.991 running 0.89 0.039 0.801 0.89 0.843 0.982 walking Weighted Avg. 0.811 0.033 0.815 0.811 0.804 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 70 5 0 1 2 3 2 11 | a = climbingdown 2 112 0 1 1 1 0 17 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 110 3 9 0 0 | d = lying 0 1 0 41 30 13 0 0 | e = standing 0 2 0 17 11 121 0 0 | f = sitting 1 1 0 0 0 0 116 0 | g = running 2 11 0 0 0 0 1 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 685 80.9693 % Incorrectly Classified Instances 161 19.0307 % Kappa statistic 0.7778 Mean absolute error 0.0648 Root mean squared error 0.1876 Relative absolute error 30.2302 % Root relative squared error 57.302 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.872 0.021 0.837 0.872 0.854 0.972 climbingdown 0.881 0.025 0.868 0.881 0.874 0.979 climbingup 0.933 0 1 0.933 0.966 0.999 jumping 0.902 0.076 0.667 0.902 0.767 0.968 lying 0.365 0.032 0.564 0.365 0.443 0.919 standing 0.689 0.045 0.77 0.689 0.727 0.938 sitting 0.966 0.005 0.966 0.966 0.966 0.986 running 0.882 0.018 0.896 0.882 0.889 0.984 walking Weighted Avg. 0.81 0.032 0.808 0.81 0.804 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 82 3 0 1 0 1 3 4 | a = climbingdown 6 118 0 0 1 0 0 9 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 110 5 7 0 0 | d = lying 0 0 0 31 31 23 0 0 | e = standing 2 4 0 23 18 104 0 0 | f = sitting 3 1 0 0 0 0 114 0 | g = running 5 10 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 695 82.1513 % Incorrectly Classified Instances 151 17.8487 % Kappa statistic 0.7912 Mean absolute error 0.0615 Root mean squared error 0.1829 Relative absolute error 28.6626 % Root relative squared error 55.8639 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.009 0.905 0.713 0.798 0.965 climbingdown 0.827 0.022 0.873 0.827 0.849 0.976 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.885 0.054 0.735 0.885 0.803 0.973 lying 0.369 0.026 0.608 0.369 0.459 0.912 standing 0.828 0.047 0.791 0.828 0.809 0.964 sitting 0.992 0.003 0.983 0.992 0.987 1 running 0.945 0.046 0.784 0.945 0.857 0.989 walking Weighted Avg. 0.822 0.031 0.819 0.822 0.814 0.972 === Confusion Matrix === a b c d e f g h <-- classified as 67 8 0 0 0 2 1 16 | a = climbingdown 4 110 0 1 2 0 1 15 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 108 6 8 0 0 | d = lying 0 1 0 27 31 23 0 2 | e = standing 1 2 0 11 12 125 0 0 | f = sitting 0 0 1 0 0 0 118 0 | g = running 2 5 0 0 0 0 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 692 81.7967 % Incorrectly Classified Instances 154 18.2033 % Kappa statistic 0.7877 Mean absolute error 0.0624 Root mean squared error 0.1869 Relative absolute error 29.078 % Root relative squared error 57.0879 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.819 0.016 0.865 0.819 0.842 0.96 climbingdown 0.85 0.027 0.856 0.85 0.853 0.966 climbingup 1 0.001 0.941 1 0.97 0.999 jumping 0.852 0.066 0.684 0.852 0.759 0.964 lying 0.447 0.037 0.576 0.447 0.503 0.912 standing 0.768 0.032 0.841 0.768 0.803 0.96 sitting 1 0.011 0.937 1 0.967 0.999 running 0.866 0.022 0.873 0.866 0.87 0.982 walking Weighted Avg. 0.818 0.03 0.817 0.818 0.815 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 77 3 0 1 0 0 6 7 | a = climbingdown 6 113 0 1 1 1 2 9 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 104 14 4 0 0 | d = lying 0 2 0 28 38 17 0 0 | e = standing 2 1 1 18 13 116 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 4 13 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 690 81.5603 % Incorrectly Classified Instances 156 18.4397 % Kappa statistic 0.7846 Mean absolute error 0.0613 Root mean squared error 0.1858 Relative absolute error 28.5989 % Root relative squared error 56.748 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.021 0.832 0.84 0.836 0.952 climbingdown 0.797 0.017 0.898 0.797 0.845 0.973 climbingup 0.875 0 1 0.875 0.933 0.998 jumping 0.869 0.07 0.675 0.869 0.76 0.973 lying 0.376 0.024 0.64 0.376 0.474 0.928 standing 0.808 0.045 0.797 0.808 0.803 0.957 sitting 1 0.005 0.967 1 0.983 1 running 0.89 0.033 0.825 0.89 0.856 0.977 walking Weighted Avg. 0.816 0.031 0.815 0.816 0.809 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 79 5 0 0 2 0 2 6 | a = climbingdown 6 106 0 0 1 1 1 18 | b = climbingup 0 1 14 0 0 0 1 0 | c = jumping 0 0 0 106 6 10 0 0 | d = lying 0 1 0 33 32 19 0 0 | e = standing 1 1 0 18 9 122 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 9 4 0 0 0 1 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 687 81.2057 % Incorrectly Classified Instances 159 18.7943 % Kappa statistic 0.7805 Mean absolute error 0.0598 Root mean squared error 0.185 Relative absolute error 27.8735 % Root relative squared error 56.4889 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.015 0.879 0.851 0.865 0.966 climbingdown 0.827 0.022 0.873 0.827 0.849 0.986 climbingup 0.938 0 1 0.938 0.968 0.989 jumping 0.836 0.076 0.65 0.836 0.731 0.96 lying 0.341 0.034 0.527 0.341 0.414 0.9 standing 0.773 0.037 0.817 0.773 0.795 0.966 sitting 1 0.003 0.983 1 0.992 0.998 running 0.914 0.032 0.836 0.914 0.873 0.985 walking Weighted Avg. 0.812 0.031 0.809 0.812 0.806 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 80 3 0 1 0 1 1 8 | a = climbingdown 7 110 0 0 0 1 0 15 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 102 14 6 0 0 | d = lying 0 3 0 35 29 18 0 0 | e = standing 2 1 0 19 12 116 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 2 9 0 0 0 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 688 81.3239 % Incorrectly Classified Instances 158 18.6761 % Kappa statistic 0.7822 Mean absolute error 0.0635 Root mean squared error 0.1922 Relative absolute error 29.6007 % Root relative squared error 58.6922 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.809 0.019 0.844 0.809 0.826 0.965 climbingdown 0.835 0.022 0.874 0.835 0.854 0.971 climbingup 1 0 1 1 1 1 jumping 0.934 0.072 0.687 0.934 0.792 0.977 lying 0.447 0.03 0.623 0.447 0.521 0.913 standing 0.707 0.033 0.822 0.707 0.76 0.941 sitting 0.992 0.005 0.967 0.992 0.979 0.998 running 0.859 0.036 0.809 0.859 0.833 0.972 walking Weighted Avg. 0.813 0.031 0.815 0.813 0.809 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 76 3 0 1 0 0 2 12 | a = climbingdown 5 111 0 1 1 1 0 14 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 114 5 3 0 0 | d = lying 0 0 0 28 38 19 0 0 | e = standing 0 5 0 22 16 106 1 0 | f = sitting 1 0 0 0 0 0 117 0 | g = running 8 8 0 0 1 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 679 80.26 % Incorrectly Classified Instances 167 19.74 % Kappa statistic 0.769 Mean absolute error 0.0639 Root mean squared error 0.1946 Relative absolute error 29.8191 % Root relative squared error 59.4374 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.777 0.024 0.802 0.777 0.789 0.948 climbingdown 0.857 0.028 0.851 0.857 0.854 0.973 climbingup 1 0 1 1 1 1 jumping 0.82 0.044 0.758 0.82 0.787 0.972 lying 0.282 0.028 0.533 0.282 0.369 0.9 standing 0.813 0.078 0.693 0.813 0.748 0.94 sitting 1 0 1 1 1 1 running 0.875 0.031 0.836 0.875 0.855 0.964 walking Weighted Avg. 0.803 0.035 0.793 0.803 0.793 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 73 8 0 1 0 2 0 10 | a = climbingdown 5 114 0 0 2 0 0 12 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 100 10 12 0 0 | d = lying 0 1 0 20 24 40 0 0 | e = standing 4 4 0 11 9 122 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 9 7 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 633 74.9112 % Incorrectly Classified Instances 212 25.0888 % Kappa statistic 0.7101 Mean absolute error 0.072 Root mean squared error 0.2113 Relative absolute error 33.5621 % Root relative squared error 64.5484 % Total Number of Instances 845 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.839 0.021 0.83 0.839 0.834 0.957 climbingdown 0.835 0.031 0.835 0.835 0.835 0.966 climbingup 1 0 1 1 1 1 jumping 0.459 0.033 0.7 0.459 0.554 0.945 lying 0.835 0.153 0.38 0.835 0.522 0.915 standing 0.497 0.016 0.872 0.497 0.633 0.941 sitting 0.992 0.004 0.975 0.992 0.983 0.999 running 0.859 0.028 0.846 0.859 0.853 0.976 walking Weighted Avg. 0.749 0.035 0.8 0.749 0.753 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 78 2 0 1 1 2 2 7 | a = climbingdown 6 111 0 0 2 1 1 12 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 1 0 56 63 2 0 0 | d = lying 1 1 0 6 71 6 0 0 | e = standing 1 7 0 17 50 75 0 1 | f = sitting 1 0 0 0 0 0 117 0 | g = running 7 11 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 626 74.0828 % Incorrectly Classified Instances 219 25.9172 % Kappa statistic 0.6999 Mean absolute error 0.0788 Root mean squared error 0.2164 Relative absolute error 36.7367 % Root relative squared error 66.1034 % Total Number of Instances 845 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.774 0.025 0.791 0.774 0.783 0.958 climbingdown 0.789 0.045 0.766 0.789 0.778 0.96 climbingup 0.933 0.001 0.933 0.933 0.933 0.999 jumping 0.689 0.062 0.651 0.689 0.669 0.945 lying 0.718 0.112 0.418 0.718 0.528 0.92 standing 0.45 0.01 0.907 0.45 0.602 0.935 sitting 0.983 0.004 0.975 0.983 0.979 0.999 running 0.828 0.038 0.797 0.828 0.812 0.973 walking Weighted Avg. 0.741 0.038 0.779 0.741 0.742 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 72 14 0 0 0 0 1 6 | a = climbingdown 6 105 0 1 0 0 0 21 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 84 36 2 0 0 | d = lying 0 2 0 17 61 5 0 0 | e = standing 0 7 0 27 49 68 0 0 | f = sitting 1 0 1 0 0 0 116 0 | g = running 12 9 0 0 0 0 1 106 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 664 78.0259 % Incorrectly Classified Instances 187 21.9741 % Kappa statistic 0.7431 Mean absolute error 0.0718 Root mean squared error 0.1976 Relative absolute error 33.3727 % Root relative squared error 60.246 % Total Number of Instances 851 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.842 0.015 0.885 0.842 0.863 0.978 climbingdown 0.805 0.026 0.844 0.805 0.824 0.971 climbingup 0 0 0 0 0 0.463 jumping 0.875 0.016 0.897 0.875 0.886 0.992 lying 0.218 0.027 0.545 0.218 0.312 0.883 standing 0.885 0.124 0.583 0.885 0.703 0.927 sitting 0.992 0.019 0.895 0.992 0.941 0.998 running 0.882 0.031 0.82 0.882 0.85 0.985 walking Weighted Avg. 0.78 0.039 0.765 0.78 0.758 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 85 10 0 0 0 1 0 5 | a = climbingdown 6 103 0 0 1 2 0 16 | b = climbingup 0 0 0 0 0 0 14 0 | c = jumping 0 0 0 105 9 6 0 0 | d = lying 0 0 0 9 24 76 0 1 | e = standing 1 1 0 3 10 123 0 1 | f = sitting 0 0 0 0 0 1 119 0 | g = running 4 8 0 0 0 2 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 649 76.2632 % Incorrectly Classified Instances 202 23.7368 % Kappa statistic 0.7221 Mean absolute error 0.0768 Root mean squared error 0.2067 Relative absolute error 35.6917 % Root relative squared error 63.029 % Total Number of Instances 851 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.812 0.016 0.872 0.812 0.841 0.962 climbingdown 0.734 0.03 0.81 0.734 0.77 0.94 climbingup 0 0 0 0 0 0.627 jumping 0.917 0.008 0.948 0.917 0.932 0.987 lying 0.045 0.023 0.227 0.045 0.076 0.885 standing 0.971 0.16 0.542 0.971 0.696 0.939 sitting 0.992 0.003 0.983 0.992 0.988 0.997 running 0.874 0.04 0.782 0.874 0.825 0.959 walking Weighted Avg. 0.763 0.043 0.725 0.763 0.725 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 82 8 0 0 0 4 1 6 | a = climbingdown 8 94 0 1 0 3 0 22 | b = climbingup 0 2 0 0 11 0 1 0 | c = jumping 0 0 0 110 4 6 0 0 | d = lying 0 0 0 4 5 100 0 1 | e = standing 1 0 0 1 2 135 0 0 | f = sitting 0 0 0 0 0 1 119 0 | g = running 3 12 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 654 76.8508 % Incorrectly Classified Instances 197 23.1492 % Kappa statistic 0.7289 Mean absolute error 0.0738 Root mean squared error 0.2023 Relative absolute error 34.3138 % Root relative squared error 61.6837 % Total Number of Instances 851 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.762 0.013 0.885 0.762 0.819 0.949 climbingdown 0.875 0.041 0.789 0.875 0.83 0.969 climbingup 0 0 0 0 0 0.939 jumping 0.875 0.015 0.905 0.875 0.89 0.991 lying 0.082 0.015 0.45 0.082 0.138 0.892 standing 0.957 0.152 0.552 0.957 0.7 0.935 sitting 1 0.016 0.908 1 0.952 1 running 0.825 0.021 0.868 0.825 0.846 0.977 walking Weighted Avg. 0.769 0.042 0.749 0.769 0.732 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 77 12 0 0 1 5 1 5 | a = climbingdown 4 112 0 0 1 1 0 10 | b = climbingup 0 2 0 0 1 0 11 0 | c = jumping 0 0 0 105 5 10 0 0 | d = lying 0 0 0 11 9 90 0 0 | e = standing 0 3 0 0 3 133 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 6 13 0 0 0 2 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 653 76.7333 % Incorrectly Classified Instances 198 23.2667 % Kappa statistic 0.7278 Mean absolute error 0.0731 Root mean squared error 0.1998 Relative absolute error 33.9655 % Root relative squared error 60.9244 % Total Number of Instances 851 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.772 0.019 0.848 0.772 0.808 0.967 climbingdown 0.766 0.041 0.766 0.766 0.766 0.951 climbingup 0 0 0 0 0 0.995 jumping 0.958 0.033 0.827 0.958 0.888 0.99 lying 0.109 0.011 0.6 0.109 0.185 0.906 standing 0.906 0.122 0.592 0.906 0.716 0.944 sitting 1 0.014 0.922 1 0.96 1 running 0.875 0.034 0.808 0.875 0.84 0.984 walking Weighted Avg. 0.767 0.041 0.75 0.767 0.73 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 78 16 0 0 0 1 0 6 | a = climbingdown 10 98 0 0 1 2 0 17 | b = climbingup 1 3 0 0 0 0 10 0 | c = jumping 0 0 0 115 0 4 0 1 | d = lying 0 0 0 19 12 78 0 1 | e = standing 0 1 0 5 7 126 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 3 10 0 0 0 2 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 677 79.6471 % Incorrectly Classified Instances 173 20.3529 % Kappa statistic 0.7631 Mean absolute error 0.0732 Root mean squared error 0.1915 Relative absolute error 34.0597 % Root relative squared error 58.3929 % Total Number of Instances 850 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.013 0.89 0.802 0.844 0.955 climbingdown 0.797 0.019 0.879 0.797 0.836 0.973 climbingup 1 0 1 1 1 1 jumping 0.875 0.01 0.938 0.875 0.905 0.991 lying 0.427 0.07 0.475 0.427 0.45 0.901 standing 0.705 0.084 0.62 0.705 0.66 0.928 sitting 1 0.001 0.992 1 0.996 1 running 0.933 0.04 0.794 0.933 0.858 0.978 walking Weighted Avg. 0.796 0.035 0.8 0.796 0.796 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 81 7 0 0 2 0 0 11 | a = climbingdown 9 102 0 0 0 1 0 16 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 105 13 2 0 0 | d = lying 0 0 0 7 47 56 0 0 | e = standing 0 1 0 0 37 98 1 2 | f = sitting 0 0 0 0 0 0 119 0 | g = running 1 6 0 0 0 1 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 674 79.2941 % Incorrectly Classified Instances 176 20.7059 % Kappa statistic 0.7587 Mean absolute error 0.069 Root mean squared error 0.1882 Relative absolute error 32.094 % Root relative squared error 57.4039 % Total Number of Instances 850 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.812 0.028 0.796 0.812 0.804 0.968 climbingdown 0.781 0.032 0.813 0.781 0.797 0.964 climbingup 0.769 0 1 0.769 0.87 0.977 jumping 0.942 0.018 0.897 0.942 0.919 0.986 lying 0.355 0.043 0.549 0.355 0.431 0.919 standing 0.777 0.096 0.614 0.777 0.686 0.941 sitting 1 0.004 0.975 1 0.988 1 running 0.858 0.022 0.866 0.858 0.862 0.984 walking Weighted Avg. 0.793 0.036 0.789 0.793 0.786 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 82 15 0 0 0 1 0 3 | a = climbingdown 14 100 0 0 1 1 0 12 | b = climbingup 0 0 10 0 0 0 3 0 | c = jumping 1 0 0 113 3 3 0 0 | d = lying 0 0 0 11 39 60 0 0 | e = standing 0 0 0 2 28 108 0 1 | f = sitting 0 0 0 0 0 0 119 0 | g = running 6 8 0 0 0 3 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 663 78 % Incorrectly Classified Instances 187 22 % Kappa statistic 0.7435 Mean absolute error 0.0737 Root mean squared error 0.1983 Relative absolute error 34.2562 % Root relative squared error 60.4826 % Total Number of Instances 850 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.027 0.792 0.745 0.768 0.919 climbingdown 0.797 0.048 0.745 0.797 0.77 0.953 climbingup 0.923 0 1 0.923 0.96 0.997 jumping 0.893 0.016 0.9 0.893 0.896 0.982 lying 0.294 0.04 0.516 0.294 0.374 0.897 standing 0.848 0.108 0.603 0.848 0.705 0.942 sitting 1 0.001 0.992 1 0.996 0.999 running 0.808 0.016 0.89 0.808 0.847 0.976 walking Weighted Avg. 0.78 0.038 0.779 0.78 0.772 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 76 15 0 2 2 3 0 4 | a = climbingdown 16 102 0 0 0 2 0 8 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 0 0 0 108 8 5 0 0 | d = lying 1 1 0 9 32 66 0 0 | e = standing 0 0 0 1 20 117 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 3 19 0 0 0 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 669 78.7059 % Incorrectly Classified Instances 181 21.2941 % Kappa statistic 0.7529 Mean absolute error 0.0716 Root mean squared error 0.2004 Relative absolute error 33.3042 % Root relative squared error 61.1105 % Total Number of Instances 850 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.024 0.82 0.804 0.812 0.964 climbingdown 0.701 0.018 0.873 0.701 0.777 0.959 climbingup 1 0 1 1 1 1 jumping 0.876 0.015 0.906 0.876 0.891 0.986 lying 0.642 0.096 0.496 0.642 0.56 0.904 standing 0.594 0.048 0.707 0.594 0.646 0.947 sitting 1 0 1 1 1 1 running 0.891 0.047 0.757 0.891 0.819 0.968 walking Weighted Avg. 0.787 0.034 0.8 0.787 0.789 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 82 6 0 0 1 1 0 12 | a = climbingdown 14 89 0 0 1 1 0 22 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 106 13 2 0 0 | d = lying 0 0 0 10 70 29 0 0 | e = standing 1 0 0 1 54 82 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 3 7 0 0 2 1 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 645 75.8824 % Incorrectly Classified Instances 205 24.1176 % Kappa statistic 0.7199 Mean absolute error 0.0749 Root mean squared error 0.2036 Relative absolute error 34.8123 % Root relative squared error 62.0872 % Total Number of Instances 850 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.033 0.766 0.804 0.785 0.95 climbingdown 0.78 0.04 0.773 0.78 0.776 0.964 climbingup 1 0 1 1 1 1 jumping 0.942 0.03 0.838 0.942 0.887 0.991 lying 0.486 0.088 0.449 0.486 0.467 0.901 standing 0.536 0.062 0.627 0.536 0.578 0.933 sitting 0.983 0 1 0.983 0.992 0.99 running 0.765 0.027 0.82 0.765 0.791 0.962 walking Weighted Avg. 0.759 0.039 0.759 0.759 0.757 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 82 11 0 0 1 2 0 6 | a = climbingdown 13 99 0 0 0 1 0 14 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 114 6 1 0 0 | d = lying 0 0 0 18 53 38 0 0 | e = standing 2 0 0 4 58 74 0 0 | f = sitting 2 0 0 0 0 0 118 0 | g = running 8 18 0 0 0 2 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 665 78.2353 % Incorrectly Classified Instances 185 21.7647 % Kappa statistic 0.7476 Mean absolute error 0.0714 Root mean squared error 0.1928 Relative absolute error 33.1982 % Root relative squared error 58.7953 % Total Number of Instances 850 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.842 0.024 0.825 0.842 0.833 0.972 climbingdown 0.75 0.021 0.865 0.75 0.803 0.97 climbingup 1 0 1 1 1 1 jumping 0.909 0.011 0.932 0.909 0.921 0.989 lying 0.651 0.111 0.464 0.651 0.542 0.897 standing 0.464 0.049 0.646 0.464 0.54 0.943 sitting 0.992 0.003 0.983 0.992 0.988 0.997 running 0.891 0.034 0.809 0.891 0.848 0.984 walking Weighted Avg. 0.782 0.035 0.794 0.782 0.783 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 85 8 0 0 0 2 0 6 | a = climbingdown 12 96 0 0 1 1 1 17 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 1 0 0 110 9 1 0 0 | d = lying 0 0 0 8 71 29 1 0 | e = standing 0 0 0 0 72 64 0 2 | f = sitting 0 0 0 0 0 1 119 0 | g = running 5 7 0 0 0 1 0 106 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 693 78.9294 % Incorrectly Classified Instances 185 21.0706 % Kappa statistic 0.7554 Mean absolute error 0.0632 Root mean squared error 0.1908 Relative absolute error 29.3452 % Root relative squared error 58.1428 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.812 0.021 0.856 0.812 0.833 0.972 climbingdown 0.794 0.027 0.833 0.794 0.813 0.947 climbingup 1 0 1 1 1 1 jumping 0.967 0.045 0.778 0.967 0.862 0.995 lying 0.447 0.049 0.598 0.447 0.512 0.925 standing 0.633 0.065 0.623 0.633 0.628 0.933 sitting 0.992 0 1 0.992 0.996 1 running 0.866 0.039 0.791 0.866 0.827 0.981 walking Weighted Avg. 0.789 0.035 0.784 0.789 0.783 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 95 7 0 0 1 1 0 13 | a = climbingdown 6 100 0 1 3 1 0 15 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 119 1 3 0 0 | d = lying 2 0 0 21 55 44 0 1 | e = standing 1 2 0 12 32 81 0 0 | f = sitting 1 0 0 0 0 0 118 0 | g = running 6 11 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 683 77.7904 % Incorrectly Classified Instances 195 22.2096 % Kappa statistic 0.7421 Mean absolute error 0.0672 Root mean squared error 0.1968 Relative absolute error 31.1816 % Root relative squared error 59.9597 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.016 0.874 0.716 0.787 0.957 climbingdown 0.802 0.031 0.815 0.802 0.808 0.961 climbingup 1 0 1 1 1 1 jumping 0.952 0.053 0.747 0.952 0.837 0.973 lying 0.374 0.044 0.582 0.374 0.455 0.905 standing 0.69 0.076 0.61 0.69 0.647 0.938 sitting 1 0.003 0.983 1 0.992 0.998 running 0.889 0.037 0.8 0.889 0.842 0.98 walking Weighted Avg. 0.778 0.037 0.774 0.778 0.769 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 83 14 0 1 3 0 2 13 | a = climbingdown 6 101 0 0 3 2 0 14 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 0 0 118 3 2 0 0 | d = lying 0 1 0 23 46 52 0 1 | e = standing 0 0 0 16 24 89 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 5 8 0 0 0 1 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 690 78.5877 % Incorrectly Classified Instances 188 21.4123 % Kappa statistic 0.7513 Mean absolute error 0.063 Root mean squared error 0.1935 Relative absolute error 29.2665 % Root relative squared error 58.9671 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.028 0.806 0.75 0.777 0.958 climbingdown 0.881 0.039 0.793 0.881 0.835 0.98 climbingup 0.933 0 1 0.933 0.966 1 jumping 0.984 0.044 0.787 0.984 0.875 0.993 lying 0.268 0.023 0.66 0.268 0.382 0.921 standing 0.814 0.084 0.625 0.814 0.707 0.95 sitting 0.975 0.007 0.959 0.975 0.967 0.99 running 0.81 0.027 0.836 0.81 0.823 0.978 walking Weighted Avg. 0.786 0.036 0.783 0.786 0.769 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 87 12 0 0 1 0 4 12 | a = climbingdown 6 111 0 0 1 0 0 8 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 122 2 0 0 0 | d = lying 0 4 0 23 33 63 0 0 | e = standing 2 0 0 10 12 105 0 0 | f = sitting 2 0 0 0 1 0 116 0 | g = running 11 13 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 700 79.7267 % Incorrectly Classified Instances 178 20.2733 % Kappa statistic 0.7648 Mean absolute error 0.0665 Root mean squared error 0.194 Relative absolute error 30.8618 % Root relative squared error 59.0942 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.862 0.045 0.746 0.862 0.8 0.964 climbingdown 0.762 0.021 0.857 0.762 0.807 0.968 climbingup 1 0 1 1 1 1 jumping 0.976 0.056 0.741 0.976 0.842 0.986 lying 0.415 0.02 0.773 0.415 0.54 0.941 standing 0.76 0.064 0.671 0.76 0.713 0.943 sitting 0.992 0.005 0.967 0.992 0.979 0.992 running 0.802 0.025 0.842 0.802 0.821 0.966 walking Weighted Avg. 0.797 0.033 0.802 0.797 0.789 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 100 6 0 0 1 0 4 5 | a = climbingdown 15 96 0 0 0 1 0 14 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 120 0 3 0 0 | d = lying 1 0 0 27 51 44 0 0 | e = standing 2 2 0 15 12 98 0 0 | f = sitting 0 0 0 0 1 0 118 0 | g = running 16 8 0 0 1 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 704 80.2737 % Incorrectly Classified Instances 173 19.7263 % Kappa statistic 0.7711 Mean absolute error 0.061 Root mean squared error 0.1813 Relative absolute error 28.3271 % Root relative squared error 55.2512 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.853 0.029 0.818 0.853 0.835 0.972 climbingdown 0.881 0.02 0.881 0.881 0.881 0.982 climbingup 0.933 0.001 0.933 0.933 0.933 1 jumping 0.951 0.038 0.801 0.951 0.87 0.98 lying 0.574 0.078 0.543 0.574 0.558 0.916 standing 0.527 0.037 0.708 0.527 0.604 0.953 sitting 0.967 0.003 0.983 0.967 0.975 0.995 running 0.865 0.023 0.865 0.865 0.865 0.986 walking Weighted Avg. 0.803 0.032 0.802 0.803 0.799 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 99 7 0 0 1 0 1 8 | a = climbingdown 6 111 0 0 1 0 0 8 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 117 5 1 0 0 | d = lying 1 1 0 22 70 27 0 1 | e = standing 1 1 0 7 52 68 0 0 | f = sitting 3 0 1 0 0 0 116 0 | g = running 11 6 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 692 78.9054 % Incorrectly Classified Instances 185 21.0946 % Kappa statistic 0.7551 Mean absolute error 0.0656 Root mean squared error 0.1885 Relative absolute error 30.4624 % Root relative squared error 57.4404 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.018 0.864 0.767 0.813 0.969 climbingdown 0.81 0.027 0.836 0.81 0.823 0.972 climbingup 1 0.001 0.938 1 0.968 1 jumping 0.943 0.027 0.853 0.943 0.896 0.986 lying 0.385 0.05 0.553 0.385 0.454 0.905 standing 0.698 0.086 0.584 0.698 0.636 0.939 sitting 0.975 0.003 0.983 0.975 0.979 0.993 running 0.921 0.035 0.817 0.921 0.866 0.984 walking Weighted Avg. 0.789 0.035 0.785 0.789 0.783 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 89 15 0 0 0 1 2 9 | a = climbingdown 5 102 0 0 0 3 0 16 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 116 2 5 0 0 | d = lying 1 1 0 17 47 55 0 1 | e = standing 0 1 0 3 35 90 0 0 | f = sitting 1 0 1 0 1 0 117 0 | g = running 7 3 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 640 72.9761 % Incorrectly Classified Instances 237 27.0239 % Kappa statistic 0.6865 Mean absolute error 0.0764 Root mean squared error 0.2212 Relative absolute error 35.4499 % Root relative squared error 67.3959 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.025 0.83 0.802 0.816 0.96 climbingdown 0.722 0.027 0.82 0.722 0.768 0.945 climbingup 1 0 1 1 1 1 jumping 0.959 0.095 0.621 0.959 0.754 0.974 lying 0.492 0.091 0.465 0.492 0.478 0.89 standing 0.279 0.031 0.61 0.279 0.383 0.921 sitting 0.983 0 1 0.983 0.992 0.992 running 0.866 0.045 0.764 0.866 0.812 0.96 walking Weighted Avg. 0.73 0.044 0.733 0.73 0.716 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 93 12 0 0 1 0 0 10 | a = climbingdown 8 91 0 0 4 2 0 21 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 118 3 2 0 0 | d = lying 0 1 0 42 60 18 0 1 | e = standing 0 2 0 30 59 36 0 2 | f = sitting 1 0 0 0 0 1 117 0 | g = running 10 5 0 0 2 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 649 74.0023 % Incorrectly Classified Instances 228 25.9977 % Kappa statistic 0.6983 Mean absolute error 0.0741 Root mean squared error 0.2176 Relative absolute error 34.4139 % Root relative squared error 66.3198 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.022 0.828 0.707 0.763 0.942 climbingdown 0.833 0.031 0.82 0.833 0.827 0.963 climbingup 1 0 1 1 1 1 jumping 0.976 0.085 0.652 0.976 0.782 0.98 lying 0.402 0.082 0.441 0.402 0.421 0.887 standing 0.38 0.045 0.59 0.38 0.462 0.93 sitting 0.992 0 1 0.992 0.996 1 running 0.874 0.037 0.799 0.874 0.835 0.964 walking Weighted Avg. 0.74 0.043 0.736 0.74 0.729 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 82 15 0 0 2 2 0 15 | a = climbingdown 4 105 0 0 2 2 0 13 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 1 0 120 1 1 0 0 | d = lying 1 1 0 42 49 29 0 0 | e = standing 0 1 0 22 57 49 0 0 | f = sitting 1 0 0 0 0 0 118 0 | g = running 11 5 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 714 81.4139 % Incorrectly Classified Instances 163 18.5861 % Kappa statistic 0.7844 Mean absolute error 0.0568 Root mean squared error 0.1827 Relative absolute error 26.3817 % Root relative squared error 55.6862 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.819 0.03 0.805 0.819 0.812 0.947 climbingdown 0.81 0.025 0.843 0.81 0.826 0.967 climbingup 1 0.002 0.882 1 0.938 0.999 jumping 0.959 0.041 0.792 0.959 0.868 0.988 lying 0.667 0.065 0.626 0.667 0.646 0.929 standing 0.586 0.027 0.789 0.586 0.673 0.954 sitting 0.975 0.003 0.983 0.975 0.979 1 running 0.874 0.023 0.867 0.874 0.871 0.984 walking Weighted Avg. 0.814 0.03 0.816 0.814 0.811 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 95 5 0 1 5 1 1 8 | a = climbingdown 12 102 0 0 3 0 1 8 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 0 0 118 1 3 0 0 | d = lying 1 4 1 19 82 16 0 0 | e = standing 0 1 0 11 40 75 0 1 | f = sitting 2 0 1 0 0 0 116 0 | g = running 7 9 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 670 76.3968 % Incorrectly Classified Instances 207 23.6032 % Kappa statistic 0.7261 Mean absolute error 0.0718 Root mean squared error 0.2053 Relative absolute error 33.3332 % Root relative squared error 62.5585 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.024 0.824 0.724 0.771 0.934 climbingdown 0.833 0.036 0.795 0.833 0.814 0.959 climbingup 1 0 1 1 1 1 jumping 0.951 0.045 0.775 0.951 0.854 0.979 lying 0.65 0.102 0.51 0.65 0.571 0.907 standing 0.359 0.033 0.648 0.359 0.462 0.931 sitting 0.992 0 1 0.992 0.996 0.995 running 0.827 0.035 0.802 0.827 0.814 0.973 walking Weighted Avg. 0.764 0.039 0.767 0.764 0.756 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 84 12 0 0 5 1 0 14 | a = climbingdown 6 105 0 0 3 1 0 11 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 0 0 117 2 3 0 0 | d = lying 1 1 0 22 80 19 0 0 | e = standing 0 2 0 12 67 46 0 1 | f = sitting 1 0 0 0 0 0 118 0 | g = running 9 12 0 0 0 1 0 105 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 12 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 691 79.9769 % Incorrectly Classified Instances 173 20.0231 % Kappa statistic 0.7673 Mean absolute error 0.066 Root mean squared error 0.1863 Relative absolute error 30.6644 % Root relative squared error 56.7696 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.813 0.026 0.787 0.813 0.8 0.968 climbingdown 0.766 0.028 0.796 0.766 0.781 0.968 climbingup 0.783 0 1 0.783 0.878 0.989 jumping 0.924 0.016 0.901 0.924 0.912 0.981 lying 0.586 0.06 0.639 0.586 0.612 0.932 standing 0.676 0.081 0.633 0.676 0.654 0.938 sitting 1 0.007 0.96 1 0.98 0.998 running 0.886 0.018 0.893 0.886 0.89 0.978 walking Weighted Avg. 0.8 0.035 0.8 0.8 0.799 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 74 10 0 0 1 1 0 5 | a = climbingdown 16 82 0 0 1 0 0 8 | b = climbingup 0 0 18 0 0 0 5 0 | c = jumping 1 1 0 109 1 6 0 0 | d = lying 1 0 0 4 78 50 0 0 | e = standing 0 0 0 8 40 100 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 2 10 0 0 1 1 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 680 78.7037 % Incorrectly Classified Instances 184 21.2963 % Kappa statistic 0.7527 Mean absolute error 0.0695 Root mean squared error 0.1963 Relative absolute error 32.2746 % Root relative squared error 59.8212 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.019 0.786 0.604 0.683 0.94 climbingdown 0.785 0.05 0.689 0.785 0.734 0.956 climbingup 0.957 0 1 0.957 0.978 0.999 jumping 0.949 0.016 0.903 0.949 0.926 0.989 lying 0.729 0.082 0.618 0.729 0.669 0.934 standing 0.595 0.049 0.715 0.595 0.649 0.941 sitting 0.983 0.001 0.992 0.983 0.988 0.996 running 0.837 0.031 0.817 0.837 0.827 0.978 walking Weighted Avg. 0.787 0.036 0.791 0.787 0.786 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 55 21 0 0 3 1 0 11 | a = climbingdown 10 84 0 0 1 0 0 12 | b = climbingup 0 0 22 0 0 0 1 0 | c = jumping 0 0 0 112 2 4 0 0 | d = lying 0 0 0 7 97 29 0 0 | e = standing 1 1 0 5 53 88 0 0 | f = sitting 1 1 0 0 0 0 119 0 | g = running 3 15 0 0 1 1 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 677 78.3565 % Incorrectly Classified Instances 187 21.6435 % Kappa statistic 0.7484 Mean absolute error 0.0689 Root mean squared error 0.1938 Relative absolute error 31.989 % Root relative squared error 59.0639 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.01 0.889 0.703 0.785 0.969 climbingdown 0.757 0.054 0.664 0.757 0.707 0.968 climbingup 0.739 0 1 0.739 0.85 0.998 jumping 0.94 0.023 0.866 0.94 0.902 0.991 lying 0.657 0.066 0.647 0.657 0.652 0.941 standing 0.628 0.061 0.679 0.628 0.653 0.942 sitting 1 0.008 0.953 1 0.976 1 running 0.837 0.031 0.817 0.837 0.827 0.98 walking Weighted Avg. 0.784 0.037 0.786 0.784 0.782 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 64 22 0 0 1 0 0 4 | a = climbingdown 7 81 0 0 0 0 0 19 | b = climbingup 0 0 17 0 0 0 6 0 | c = jumping 0 0 0 110 1 6 0 0 | d = lying 0 0 0 8 88 38 0 0 | e = standing 0 0 0 9 46 93 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 1 19 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 674 78.0093 % Incorrectly Classified Instances 190 21.9907 % Kappa statistic 0.745 Mean absolute error 0.0681 Root mean squared error 0.1925 Relative absolute error 31.6309 % Root relative squared error 58.6807 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.013 0.872 0.747 0.805 0.976 climbingdown 0.785 0.037 0.75 0.785 0.767 0.964 climbingup 0.957 0.002 0.917 0.957 0.936 1 jumping 0.966 0.023 0.869 0.966 0.915 0.986 lying 0.731 0.114 0.541 0.731 0.622 0.925 standing 0.43 0.036 0.711 0.43 0.536 0.934 sitting 0.983 0.001 0.992 0.983 0.987 1 running 0.87 0.031 0.823 0.87 0.846 0.979 walking Weighted Avg. 0.78 0.038 0.788 0.78 0.775 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 68 14 0 0 1 0 0 8 | a = climbingdown 7 84 0 0 1 0 0 15 | b = climbingup 0 0 22 0 0 0 1 0 | c = jumping 1 0 0 113 2 1 0 0 | d = lying 0 1 0 10 98 25 0 0 | e = standing 0 0 0 7 78 64 0 0 | f = sitting 0 0 2 0 0 0 118 0 | g = running 2 13 0 0 1 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 684 79.2584 % Incorrectly Classified Instances 179 20.7416 % Kappa statistic 0.7586 Mean absolute error 0.0665 Root mean squared error 0.1926 Relative absolute error 30.9065 % Root relative squared error 58.7265 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.593 0.012 0.857 0.593 0.701 0.962 climbingdown 0.832 0.054 0.685 0.832 0.751 0.97 climbingup 0.818 0.001 0.947 0.818 0.878 0.999 jumping 0.872 0.004 0.971 0.872 0.919 0.995 lying 0.649 0.051 0.702 0.649 0.674 0.945 standing 0.745 0.085 0.645 0.745 0.692 0.94 sitting 0.983 0.005 0.967 0.983 0.975 1 running 0.854 0.031 0.82 0.854 0.837 0.977 walking Weighted Avg. 0.793 0.036 0.803 0.793 0.793 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 54 24 0 0 1 0 0 12 | a = climbingdown 7 89 0 0 0 0 0 11 | b = climbingup 0 0 18 0 0 0 4 0 | c = jumping 0 0 0 102 1 14 0 0 | d = lying 0 0 0 0 87 47 0 0 | e = standing 0 0 0 3 35 111 0 0 | f = sitting 1 0 1 0 0 0 118 0 | g = running 1 17 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 695 80.533 % Incorrectly Classified Instances 168 19.467 % Kappa statistic 0.7736 Mean absolute error 0.0649 Root mean squared error 0.1827 Relative absolute error 30.1402 % Root relative squared error 55.6995 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.014 0.861 0.756 0.805 0.965 climbingdown 0.86 0.04 0.754 0.86 0.803 0.979 climbingup 0.955 0.004 0.875 0.955 0.913 0.999 jumping 0.906 0.003 0.981 0.906 0.942 0.996 lying 0.537 0.045 0.686 0.537 0.603 0.947 standing 0.785 0.099 0.622 0.785 0.694 0.942 sitting 0.983 0.001 0.992 0.983 0.988 1 running 0.813 0.023 0.855 0.813 0.833 0.98 walking Weighted Avg. 0.805 0.035 0.813 0.805 0.805 0.972 === Confusion Matrix === a b c d e f g h <-- classified as 68 13 0 0 2 0 0 7 | a = climbingdown 5 92 1 0 0 0 0 9 | b = climbingup 0 0 21 0 0 0 1 0 | c = jumping 0 0 0 106 0 11 0 0 | d = lying 0 1 0 1 72 60 0 0 | e = standing 0 1 0 1 29 117 0 1 | f = sitting 0 0 2 0 0 0 119 0 | g = running 6 15 0 0 2 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 676 78.3314 % Incorrectly Classified Instances 187 21.6686 % Kappa statistic 0.7479 Mean absolute error 0.0692 Root mean squared error 0.1957 Relative absolute error 32.172 % Root relative squared error 59.6443 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.021 0.812 0.758 0.784 0.938 climbingdown 0.708 0.033 0.75 0.708 0.728 0.96 climbingup 0.909 0.002 0.909 0.909 0.909 0.999 jumping 0.88 0.003 0.981 0.88 0.928 0.99 lying 0.582 0.058 0.65 0.582 0.614 0.936 standing 0.725 0.101 0.6 0.725 0.657 0.933 sitting 0.983 0.003 0.983 0.983 0.983 0.999 running 0.846 0.035 0.8 0.846 0.822 0.975 walking Weighted Avg. 0.783 0.038 0.79 0.783 0.785 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 69 9 0 0 2 3 0 8 | a = climbingdown 12 75 0 0 1 0 0 18 | b = climbingup 0 0 20 0 0 0 2 0 | c = jumping 0 1 0 103 0 13 0 0 | d = lying 0 1 0 0 78 55 0 0 | e = standing 0 0 0 2 39 108 0 0 | f = sitting 0 0 2 0 0 0 119 0 | g = running 4 14 0 0 0 1 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 676 78.3314 % Incorrectly Classified Instances 187 21.6686 % Kappa statistic 0.7479 Mean absolute error 0.067 Root mean squared error 0.1907 Relative absolute error 31.1277 % Root relative squared error 58.1258 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.014 0.849 0.681 0.756 0.937 climbingdown 0.776 0.04 0.735 0.776 0.755 0.975 climbingup 0.909 0.001 0.952 0.909 0.93 0.996 jumping 0.889 0.003 0.981 0.889 0.933 0.997 lying 0.624 0.073 0.61 0.624 0.617 0.933 standing 0.651 0.091 0.599 0.651 0.624 0.923 sitting 0.992 0.003 0.984 0.992 0.988 0.999 running 0.87 0.031 0.823 0.87 0.846 0.981 walking Weighted Avg. 0.783 0.039 0.791 0.783 0.785 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 62 20 0 0 3 1 0 5 | a = climbingdown 7 83 0 0 0 0 0 17 | b = climbingup 0 0 20 0 0 0 2 0 | c = jumping 0 0 0 104 0 13 0 0 | d = lying 0 0 0 0 83 50 0 0 | e = standing 0 0 0 2 49 97 0 1 | f = sitting 0 0 1 0 0 0 120 0 | g = running 4 10 0 0 1 1 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 681 78.9108 % Incorrectly Classified Instances 182 21.0892 % Kappa statistic 0.7548 Mean absolute error 0.0672 Root mean squared error 0.1938 Relative absolute error 31.2389 % Root relative squared error 59.0845 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.56 0.008 0.895 0.56 0.689 0.95 climbingdown 0.822 0.049 0.704 0.822 0.759 0.974 climbingup 0.955 0.005 0.84 0.955 0.894 0.999 jumping 0.906 0.004 0.972 0.906 0.938 0.988 lying 0.662 0.067 0.642 0.662 0.652 0.94 standing 0.671 0.077 0.645 0.671 0.658 0.935 sitting 0.959 0.003 0.983 0.959 0.971 0.995 running 0.902 0.035 0.81 0.902 0.854 0.984 walking Weighted Avg. 0.789 0.037 0.799 0.789 0.789 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 51 25 0 0 2 0 1 12 | a = climbingdown 5 88 0 0 0 0 0 14 | b = climbingup 0 0 21 0 0 0 1 0 | c = jumping 0 1 0 106 0 10 0 0 | d = lying 0 0 0 0 88 45 0 0 | e = standing 0 0 0 3 46 100 0 0 | f = sitting 0 0 4 0 1 0 116 0 | g = running 1 11 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 673 77.9838 % Incorrectly Classified Instances 190 22.0162 % Kappa statistic 0.7443 Mean absolute error 0.0686 Root mean squared error 0.197 Relative absolute error 31.8907 % Root relative squared error 60.0425 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.017 0.835 0.725 0.776 0.937 climbingdown 0.785 0.041 0.73 0.785 0.757 0.96 climbingup 0.955 0.004 0.875 0.955 0.913 0.999 jumping 0.941 0.011 0.933 0.941 0.937 0.985 lying 0.632 0.09 0.56 0.632 0.594 0.925 standing 0.584 0.066 0.649 0.584 0.615 0.939 sitting 0.95 0.001 0.991 0.95 0.97 0.989 running 0.861 0.028 0.833 0.861 0.847 0.969 walking Weighted Avg. 0.78 0.038 0.784 0.78 0.78 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 66 14 0 0 4 0 0 7 | a = climbingdown 9 84 0 0 1 0 0 13 | b = climbingup 0 0 21 0 0 0 1 0 | c = jumping 1 1 0 111 3 2 0 0 | d = lying 0 1 0 3 84 44 0 1 | e = standing 0 0 0 5 57 87 0 0 | f = sitting 0 3 3 0 0 0 115 0 | g = running 3 12 0 0 1 1 0 105 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 573 72.3485 % Incorrectly Classified Instances 219 27.6515 % Kappa statistic 0.6785 Mean absolute error 0.0836 Root mean squared error 0.2201 Relative absolute error 38.8368 % Root relative squared error 67.067 % Total Number of Instances 792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.023 0.781 0.633 0.699 0.926 climbingdown 0.757 0.048 0.703 0.757 0.729 0.961 climbingup 0.941 0.004 0.842 0.941 0.889 0.999 jumping 0.817 0.06 0.72 0.817 0.766 0.929 lying 0.359 0.057 0.487 0.359 0.413 0.856 standing 0.588 0.078 0.558 0.588 0.573 0.923 sitting 0.975 0.003 0.983 0.975 0.979 0.992 running 0.825 0.049 0.75 0.825 0.786 0.923 walking Weighted Avg. 0.723 0.045 0.718 0.723 0.718 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 57 14 0 0 3 2 0 14 | a = climbingdown 5 78 0 0 0 0 1 19 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 5 0 103 6 11 0 0 | d = lying 2 4 0 21 37 39 0 0 | e = standing 0 0 0 19 28 67 0 0 | f = sitting 1 0 2 0 0 0 116 0 | g = running 7 10 1 0 2 1 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 554 69.9495 % Incorrectly Classified Instances 238 30.0505 % Kappa statistic 0.6502 Mean absolute error 0.0913 Root mean squared error 0.2331 Relative absolute error 42.4242 % Root relative squared error 71.0511 % Total Number of Instances 792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.544 0.016 0.817 0.544 0.653 0.905 climbingdown 0.689 0.065 0.612 0.689 0.648 0.925 climbingup 0.941 0.003 0.889 0.941 0.914 1 jumping 0.817 0.074 0.678 0.817 0.741 0.912 lying 0.32 0.032 0.6 0.32 0.418 0.882 standing 0.667 0.1 0.528 0.667 0.589 0.916 sitting 0.992 0.003 0.983 0.992 0.987 1 running 0.733 0.058 0.693 0.733 0.713 0.929 walking Weighted Avg. 0.699 0.05 0.706 0.699 0.692 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 49 13 1 0 2 4 0 21 | a = climbingdown 9 71 0 0 2 6 0 15 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 3 0 103 5 12 1 1 | d = lying 0 0 0 23 33 45 0 2 | e = standing 0 1 0 25 12 76 0 0 | f = sitting 0 0 1 0 0 0 118 0 | g = running 1 28 0 1 1 1 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 566 71.555 % Incorrectly Classified Instances 225 28.445 % Kappa statistic 0.6688 Mean absolute error 0.0849 Root mean squared error 0.2276 Relative absolute error 39.4539 % Root relative squared error 69.374 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.021 0.797 0.656 0.72 0.933 climbingdown 0.745 0.074 0.598 0.745 0.664 0.935 climbingup 0.813 0.003 0.867 0.813 0.839 0.996 jumping 0.921 0.114 0.604 0.921 0.73 0.937 lying 0.437 0.042 0.608 0.437 0.508 0.896 standing 0.474 0.035 0.692 0.474 0.563 0.918 sitting 0.992 0.006 0.967 0.992 0.979 0.999 running 0.702 0.036 0.78 0.702 0.739 0.911 walking Weighted Avg. 0.716 0.047 0.725 0.716 0.708 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 59 18 0 1 2 1 0 9 | a = climbingdown 8 76 1 0 1 1 1 14 | b = climbingup 0 0 13 0 0 0 3 0 | c = jumping 0 3 0 116 3 4 0 0 | d = lying 0 3 0 36 45 18 0 1 | e = standing 0 2 0 38 20 54 0 0 | f = sitting 1 0 0 0 0 0 118 0 | g = running 6 25 1 1 3 0 0 85 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 573 72.4399 % Incorrectly Classified Instances 218 27.5601 % Kappa statistic 0.6791 Mean absolute error 0.0829 Root mean squared error 0.2246 Relative absolute error 38.534 % Root relative squared error 68.4662 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.037 0.69 0.644 0.667 0.909 climbingdown 0.637 0.045 0.677 0.637 0.657 0.942 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.929 0.105 0.626 0.929 0.748 0.97 lying 0.437 0.035 0.652 0.437 0.523 0.898 standing 0.491 0.04 0.675 0.491 0.569 0.919 sitting 0.992 0.003 0.983 0.992 0.987 0.999 running 0.81 0.055 0.726 0.81 0.766 0.918 walking Weighted Avg. 0.724 0.046 0.726 0.724 0.715 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 58 15 0 1 0 1 1 14 | a = climbingdown 15 65 0 0 0 0 0 22 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 117 3 5 0 1 | d = lying 1 2 0 37 45 18 0 0 | e = standing 2 4 0 32 20 56 0 0 | f = sitting 0 0 1 0 0 0 118 0 | g = running 8 10 0 0 1 3 1 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 553 69.9115 % Incorrectly Classified Instances 238 30.0885 % Kappa statistic 0.6501 Mean absolute error 0.0898 Root mean squared error 0.2309 Relative absolute error 41.7082 % Root relative squared error 70.3756 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.02 0.803 0.64 0.712 0.913 climbingdown 0.748 0.065 0.631 0.748 0.684 0.944 climbingup 0.824 0.008 0.7 0.824 0.757 0.988 jumping 0.872 0.129 0.559 0.872 0.681 0.923 lying 0.476 0.064 0.527 0.476 0.5 0.893 standing 0.333 0.03 0.655 0.333 0.442 0.897 sitting 0.983 0.003 0.983 0.983 0.983 1 running 0.76 0.031 0.814 0.76 0.786 0.926 walking Weighted Avg. 0.699 0.049 0.711 0.699 0.69 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 57 15 1 2 3 5 0 6 | a = climbingdown 7 77 1 0 2 1 0 15 | b = climbingup 1 0 14 0 0 0 2 0 | c = jumping 1 4 2 109 5 4 0 0 | d = lying 0 2 0 42 49 10 0 0 | e = standing 1 4 0 42 29 38 0 0 | f = sitting 0 0 2 0 0 0 117 0 | g = running 4 20 0 0 5 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 588 74.3363 % Incorrectly Classified Instances 203 25.6637 % Kappa statistic 0.7015 Mean absolute error 0.0808 Root mean squared error 0.213 Relative absolute error 37.5317 % Root relative squared error 64.9274 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.021 0.795 0.652 0.716 0.958 climbingdown 0.767 0.052 0.687 0.767 0.725 0.951 climbingup 0.882 0.003 0.882 0.882 0.882 1 jumping 0.896 0.08 0.679 0.896 0.772 0.946 lying 0.495 0.06 0.554 0.495 0.523 0.899 standing 0.526 0.037 0.706 0.526 0.603 0.932 sitting 0.992 0.003 0.983 0.992 0.987 1 running 0.785 0.043 0.766 0.785 0.776 0.952 walking Weighted Avg. 0.743 0.042 0.744 0.743 0.738 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 58 11 0 1 2 1 0 16 | a = climbingdown 9 79 1 0 1 0 0 13 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 4 0 112 5 4 0 0 | d = lying 0 1 0 32 51 19 0 0 | e = standing 1 1 0 19 33 60 0 0 | f = sitting 0 0 1 0 0 0 118 0 | g = running 5 19 0 1 0 1 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 587 74.2099 % Incorrectly Classified Instances 204 25.7901 % Kappa statistic 0.7002 Mean absolute error 0.0831 Root mean squared error 0.2125 Relative absolute error 38.5809 % Root relative squared error 64.754 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.027 0.759 0.667 0.71 0.931 climbingdown 0.718 0.045 0.705 0.718 0.712 0.952 climbingup 0.882 0.001 0.938 0.882 0.909 0.994 jumping 0.872 0.056 0.747 0.872 0.804 0.957 lying 0.49 0.071 0.505 0.49 0.498 0.904 standing 0.526 0.056 0.612 0.526 0.566 0.928 sitting 0.958 0.003 0.983 0.958 0.97 0.984 running 0.868 0.04 0.795 0.868 0.83 0.959 walking Weighted Avg. 0.742 0.042 0.739 0.742 0.739 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 60 17 0 1 3 0 0 9 | a = climbingdown 9 74 0 0 3 1 0 16 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 1 2 0 109 5 8 0 0 | d = lying 1 1 0 20 50 28 0 2 | e = standing 1 0 0 15 38 60 0 0 | f = sitting 3 1 0 0 0 1 114 0 | g = running 4 10 1 1 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 570 72.0607 % Incorrectly Classified Instances 221 27.9393 % Kappa statistic 0.6748 Mean absolute error 0.0862 Root mean squared error 0.2213 Relative absolute error 40.0573 % Root relative squared error 67.435 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.6 0.024 0.761 0.6 0.671 0.929 climbingdown 0.738 0.054 0.673 0.738 0.704 0.949 climbingup 0.941 0.001 0.941 0.941 0.941 0.995 jumping 0.888 0.098 0.631 0.888 0.738 0.948 lying 0.422 0.036 0.632 0.422 0.506 0.926 standing 0.518 0.058 0.602 0.518 0.557 0.903 sitting 0.992 0.003 0.983 0.992 0.987 0.999 running 0.769 0.052 0.727 0.769 0.747 0.93 walking Weighted Avg. 0.721 0.047 0.721 0.721 0.713 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 54 13 0 2 4 0 0 17 | a = climbingdown 8 76 0 0 1 0 1 17 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 3 0 111 4 7 0 0 | d = lying 0 0 0 28 43 31 0 0 | e = standing 0 3 0 35 16 59 0 1 | f = sitting 0 0 1 0 0 0 118 0 | g = running 9 18 0 0 0 1 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 576 72.8192 % Incorrectly Classified Instances 215 27.1808 % Kappa statistic 0.6838 Mean absolute error 0.0829 Root mean squared error 0.2158 Relative absolute error 38.5033 % Root relative squared error 65.7606 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.027 0.768 0.7 0.733 0.956 climbingdown 0.728 0.064 0.63 0.728 0.676 0.952 climbingup 0.941 0 1 0.941 0.97 0.999 jumping 0.928 0.096 0.644 0.928 0.761 0.953 lying 0.412 0.046 0.568 0.412 0.477 0.919 standing 0.482 0.044 0.647 0.482 0.553 0.915 sitting 0.992 0.003 0.983 0.992 0.987 0.993 running 0.752 0.036 0.791 0.752 0.771 0.957 walking Weighted Avg. 0.728 0.045 0.728 0.728 0.72 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 63 18 0 0 3 1 0 5 | a = climbingdown 10 75 0 0 1 0 0 17 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 2 0 116 3 3 0 0 | d = lying 0 0 0 34 42 26 0 0 | e = standing 2 1 0 29 25 55 0 2 | f = sitting 0 1 0 0 0 0 118 0 | g = running 6 22 0 1 0 0 1 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 584 73.8306 % Incorrectly Classified Instances 207 26.1694 % Kappa statistic 0.6954 Mean absolute error 0.0801 Root mean squared error 0.2161 Relative absolute error 37.217 % Root relative squared error 65.8652 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.026 0.791 0.756 0.773 0.96 climbingdown 0.699 0.045 0.699 0.699 0.699 0.944 climbingup 0.824 0.001 0.933 0.824 0.875 0.983 jumping 0.904 0.093 0.646 0.904 0.753 0.955 lying 0.392 0.044 0.571 0.392 0.465 0.899 standing 0.504 0.049 0.637 0.504 0.563 0.924 sitting 0.983 0.004 0.975 0.983 0.979 0.982 running 0.85 0.043 0.779 0.85 0.813 0.965 walking Weighted Avg. 0.738 0.043 0.734 0.738 0.729 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 68 13 0 0 1 1 0 7 | a = climbingdown 11 72 1 0 0 1 0 18 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 2 0 0 113 5 5 0 0 | d = lying 0 2 0 33 40 26 0 1 | e = standing 1 1 0 29 23 58 0 3 | f = sitting 2 0 0 0 0 0 117 0 | g = running 2 15 0 0 1 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 649 77.0784 % Incorrectly Classified Instances 193 22.9216 % Kappa statistic 0.7332 Mean absolute error 0.0715 Root mean squared error 0.2006 Relative absolute error 33.2174 % Root relative squared error 61.1317 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.015 0.845 0.645 0.732 0.929 climbingdown 0.716 0.067 0.629 0.716 0.669 0.929 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.966 0.004 0.975 0.966 0.97 0.984 lying 0.818 0.092 0.633 0.818 0.713 0.956 standing 0.513 0.036 0.69 0.513 0.589 0.949 sitting 0.983 0.004 0.975 0.983 0.979 0.987 running 0.683 0.05 0.705 0.683 0.694 0.943 walking Weighted Avg. 0.771 0.039 0.779 0.771 0.769 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 60 15 0 0 5 1 1 11 | a = climbingdown 6 83 0 0 2 0 1 24 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 2 0 115 2 0 0 0 | d = lying 0 0 0 1 112 24 0 0 | e = standing 0 0 0 2 53 58 0 0 | f = sitting 0 1 0 0 0 0 118 1 | g = running 5 31 0 0 3 1 0 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 633 75.2675 % Incorrectly Classified Instances 208 24.7325 % Kappa statistic 0.712 Mean absolute error 0.0714 Root mean squared error 0.2037 Relative absolute error 33.1776 % Root relative squared error 62.0833 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.008 0.912 0.667 0.77 0.936 climbingdown 0.817 0.07 0.648 0.817 0.723 0.954 climbingup 0.944 0.001 0.944 0.944 0.944 1 jumping 0.924 0.015 0.909 0.924 0.917 0.976 lying 0.788 0.114 0.574 0.788 0.665 0.938 standing 0.31 0.044 0.522 0.31 0.389 0.913 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.698 0.036 0.772 0.698 0.733 0.968 walking Weighted Avg. 0.753 0.043 0.759 0.753 0.746 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 62 11 0 0 6 4 0 10 | a = climbingdown 4 94 0 0 1 1 0 15 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 3 0 110 3 3 0 0 | d = lying 0 0 0 5 108 24 0 0 | e = standing 0 2 0 6 69 35 0 1 | f = sitting 0 0 1 0 0 0 119 0 | g = running 2 35 0 0 1 0 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 661 78.5969 % Incorrectly Classified Instances 180 21.4031 % Kappa statistic 0.751 Mean absolute error 0.0695 Root mean squared error 0.1953 Relative absolute error 32.2713 % Root relative squared error 59.5165 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.017 0.843 0.753 0.795 0.938 climbingdown 0.852 0.056 0.705 0.852 0.772 0.963 climbingup 0.944 0.001 0.944 0.944 0.944 0.998 jumping 0.924 0.006 0.965 0.924 0.944 0.969 lying 0.803 0.111 0.585 0.803 0.677 0.937 standing 0.416 0.037 0.635 0.416 0.503 0.938 sitting 0.992 0.001 0.992 0.992 0.992 0.993 running 0.714 0.021 0.857 0.714 0.779 0.963 walking Weighted Avg. 0.786 0.037 0.797 0.786 0.783 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 70 12 0 0 7 0 0 4 | a = climbingdown 6 98 0 0 0 0 0 11 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 2 0 110 5 2 0 0 | d = lying 0 0 0 2 110 25 0 0 | e = standing 0 0 0 2 64 47 0 0 | f = sitting 0 0 0 0 1 0 119 0 | g = running 7 27 1 0 1 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 673 80.0238 % Incorrectly Classified Instances 168 19.9762 % Kappa statistic 0.7677 Mean absolute error 0.0679 Root mean squared error 0.1856 Relative absolute error 31.5527 % Root relative squared error 56.5628 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.785 0.015 0.869 0.785 0.825 0.963 climbingdown 0.765 0.056 0.682 0.765 0.721 0.954 climbingup 1 0.004 0.857 1 0.923 1 jumping 0.924 0.001 0.991 0.924 0.957 0.986 lying 0.869 0.095 0.64 0.869 0.737 0.951 standing 0.46 0.029 0.712 0.46 0.559 0.94 sitting 0.975 0 1 0.975 0.987 0.998 running 0.762 0.034 0.8 0.762 0.78 0.975 walking Weighted Avg. 0.8 0.034 0.81 0.8 0.798 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 73 11 0 0 1 2 0 6 | a = climbingdown 7 88 0 0 1 1 0 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 110 7 1 0 0 | d = lying 0 1 0 0 119 17 0 0 | e = standing 1 1 0 1 58 52 0 0 | f = sitting 0 0 3 0 0 0 117 0 | g = running 3 27 0 0 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 652 77.5268 % Incorrectly Classified Instances 189 22.4732 % Kappa statistic 0.7382 Mean absolute error 0.0689 Root mean squared error 0.1935 Relative absolute error 32.0113 % Root relative squared error 58.9795 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.011 0.877 0.613 0.722 0.931 climbingdown 0.922 0.076 0.658 0.922 0.768 0.97 climbingup 0.889 0.001 0.941 0.889 0.914 0.978 jumping 0.958 0.006 0.966 0.958 0.962 0.987 lying 0.861 0.119 0.584 0.861 0.696 0.945 standing 0.283 0.025 0.64 0.283 0.393 0.927 sitting 0.983 0.003 0.983 0.983 0.983 1 running 0.722 0.024 0.843 0.722 0.778 0.976 walking Weighted Avg. 0.775 0.039 0.792 0.775 0.764 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 57 20 0 0 5 0 0 11 | a = climbingdown 2 106 0 0 1 0 0 6 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 2 0 0 114 3 0 0 0 | d = lying 0 0 0 1 118 18 0 0 | e = standing 0 3 0 3 75 32 0 0 | f = sitting 1 0 1 0 0 0 118 0 | g = running 3 32 0 0 0 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 652 77.5268 % Incorrectly Classified Instances 189 22.4732 % Kappa statistic 0.7386 Mean absolute error 0.0709 Root mean squared error 0.1985 Relative absolute error 32.9336 % Root relative squared error 60.4966 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.785 0.016 0.859 0.785 0.82 0.948 climbingdown 0.661 0.041 0.717 0.661 0.688 0.952 climbingup 1 0 1 1 1 1 jumping 0.917 0.004 0.973 0.917 0.944 0.983 lying 0.766 0.104 0.59 0.766 0.667 0.929 standing 0.451 0.047 0.6 0.451 0.515 0.916 sitting 1 0 1 1 1 1 running 0.792 0.052 0.728 0.792 0.759 0.967 walking Weighted Avg. 0.775 0.039 0.781 0.775 0.774 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 73 8 0 0 4 1 0 7 | a = climbingdown 7 76 0 0 1 1 0 30 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 110 7 2 0 0 | d = lying 0 1 0 1 105 30 0 0 | e = standing 1 1 0 2 58 51 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 4 19 0 0 3 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 673 80.0238 % Incorrectly Classified Instances 168 19.9762 % Kappa statistic 0.7677 Mean absolute error 0.0651 Root mean squared error 0.1877 Relative absolute error 30.2276 % Root relative squared error 57.187 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.83 0.019 0.848 0.83 0.839 0.962 climbingdown 0.739 0.058 0.669 0.739 0.702 0.952 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.975 0.003 0.983 0.975 0.979 0.992 lying 0.839 0.092 0.639 0.839 0.726 0.947 standing 0.473 0.03 0.707 0.473 0.567 0.937 sitting 1 0.001 0.992 1 0.996 1 running 0.704 0.031 0.8 0.704 0.749 0.958 walking Weighted Avg. 0.8 0.034 0.807 0.8 0.797 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 78 13 0 1 1 0 0 1 | a = climbingdown 7 85 0 0 1 1 0 21 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 1 0 0 117 2 0 0 0 | d = lying 0 2 0 0 115 20 0 0 | e = standing 0 1 0 1 57 53 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 6 26 0 0 4 1 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 643 76.4566 % Incorrectly Classified Instances 198 23.5434 % Kappa statistic 0.7262 Mean absolute error 0.0696 Root mean squared error 0.201 Relative absolute error 32.3027 % Root relative squared error 61.2389 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.025 0.782 0.723 0.751 0.923 climbingdown 0.626 0.039 0.72 0.626 0.67 0.944 climbingup 1 0.004 0.864 1 0.927 1 jumping 0.967 0.006 0.967 0.967 0.967 0.989 lying 0.838 0.108 0.6 0.838 0.699 0.95 standing 0.398 0.036 0.634 0.398 0.489 0.937 sitting 0.975 0 1 0.975 0.987 1 running 0.744 0.059 0.689 0.744 0.715 0.952 walking Weighted Avg. 0.765 0.04 0.769 0.765 0.759 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 68 6 0 0 4 3 0 13 | a = climbingdown 11 72 0 0 2 1 0 29 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 116 2 2 0 0 | d = lying 0 0 0 2 114 20 0 0 | e = standing 0 1 0 2 65 45 0 0 | f = sitting 0 0 3 0 0 0 116 0 | g = running 8 21 0 0 3 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 661 78.5969 % Incorrectly Classified Instances 180 21.4031 % Kappa statistic 0.751 Mean absolute error 0.0679 Root mean squared error 0.1933 Relative absolute error 31.5516 % Root relative squared error 58.909 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.013 0.875 0.745 0.805 0.946 climbingdown 0.871 0.076 0.647 0.871 0.743 0.966 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.95 0.004 0.974 0.95 0.962 0.99 lying 0.86 0.102 0.619 0.86 0.72 0.95 standing 0.416 0.03 0.681 0.416 0.516 0.934 sitting 1 0.001 0.992 1 0.996 1 running 0.608 0.024 0.817 0.608 0.697 0.947 walking Weighted Avg. 0.786 0.037 0.801 0.786 0.781 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 70 16 0 0 2 1 0 5 | a = climbingdown 3 101 0 0 0 0 0 12 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 114 5 1 0 0 | d = lying 0 0 0 0 117 19 0 0 | e = standing 0 0 0 3 63 47 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 7 39 0 0 2 1 0 76 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 655 77.8835 % Incorrectly Classified Instances 186 22.1165 % Kappa statistic 0.7428 Mean absolute error 0.0671 Root mean squared error 0.1954 Relative absolute error 31.1419 % Root relative squared error 59.5643 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.021 0.81 0.723 0.764 0.922 climbingdown 0.767 0.061 0.669 0.767 0.715 0.956 climbingup 1 0 1 1 1 1 jumping 0.967 0.006 0.967 0.967 0.967 0.99 lying 0.809 0.105 0.598 0.809 0.688 0.938 standing 0.425 0.04 0.623 0.425 0.505 0.93 sitting 0.992 0 1 0.992 0.996 0.992 running 0.704 0.027 0.822 0.704 0.759 0.957 walking Weighted Avg. 0.779 0.038 0.786 0.779 0.776 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 68 11 0 0 8 1 0 6 | a = climbingdown 13 89 0 0 0 1 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 116 1 2 0 0 | d = lying 0 0 0 2 110 24 0 0 | e = standing 0 1 0 2 62 48 0 0 | f = sitting 0 0 0 0 1 0 118 0 | g = running 2 32 0 0 2 1 0 88 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 582 71.2362 % Incorrectly Classified Instances 235 28.7638 % Kappa statistic 0.6662 Mean absolute error 0.0897 Root mean squared error 0.2265 Relative absolute error 41.6018 % Root relative squared error 68.9881 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.04 0.707 0.722 0.714 0.915 climbingdown 0.648 0.021 0.819 0.648 0.723 0.949 climbingup 0.85 0.001 0.944 0.85 0.895 0.997 jumping 0.742 0.062 0.674 0.742 0.706 0.948 lying 0.593 0.094 0.515 0.593 0.551 0.918 standing 0.416 0.068 0.495 0.416 0.452 0.874 sitting 0.959 0.004 0.975 0.959 0.967 0.984 running 0.852 0.043 0.776 0.852 0.812 0.952 walking Weighted Avg. 0.712 0.047 0.716 0.712 0.711 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 70 8 0 1 1 2 1 14 | a = climbingdown 14 68 0 0 1 6 0 16 | b = climbingup 1 0 17 0 0 0 2 0 | c = jumping 0 0 0 89 23 8 0 0 | d = lying 0 0 0 16 70 32 0 0 | e = standing 0 0 0 26 40 47 0 0 | f = sitting 2 2 1 0 0 0 117 0 | g = running 12 5 0 0 1 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 581 71.1138 % Incorrectly Classified Instances 236 28.8862 % Kappa statistic 0.6648 Mean absolute error 0.0862 Root mean squared error 0.2174 Relative absolute error 39.9708 % Root relative squared error 66.2197 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.008 0.918 0.684 0.784 0.93 climbingdown 0.857 0.029 0.811 0.857 0.833 0.981 climbingup 0.895 0.005 0.81 0.895 0.85 0.947 jumping 0.736 0.089 0.589 0.736 0.654 0.934 lying 0.381 0.08 0.446 0.381 0.411 0.887 standing 0.407 0.084 0.438 0.407 0.422 0.876 sitting 0.967 0.001 0.992 0.967 0.979 0.992 running 0.902 0.039 0.803 0.902 0.849 0.961 walking Weighted Avg. 0.711 0.047 0.712 0.711 0.707 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 67 12 0 0 1 4 0 14 | a = climbingdown 2 90 0 0 0 0 0 13 | b = climbingup 1 0 17 0 0 0 1 0 | c = jumping 0 0 0 89 17 15 0 0 | d = lying 1 0 0 33 45 39 0 0 | e = standing 0 1 0 29 37 46 0 0 | f = sitting 0 0 4 0 0 0 117 0 | g = running 2 8 0 0 1 1 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 596 72.9498 % Incorrectly Classified Instances 221 27.0502 % Kappa statistic 0.6857 Mean absolute error 0.0881 Root mean squared error 0.2184 Relative absolute error 40.8466 % Root relative squared error 66.5125 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.013 0.883 0.701 0.782 0.949 climbingdown 0.774 0.024 0.828 0.774 0.8 0.963 climbingup 0.895 0 1 0.895 0.944 0.99 jumping 0.76 0.057 0.697 0.76 0.727 0.952 lying 0.746 0.139 0.476 0.746 0.581 0.908 standing 0.221 0.027 0.568 0.221 0.318 0.891 sitting 0.967 0.004 0.975 0.967 0.971 0.99 running 0.877 0.052 0.748 0.877 0.808 0.945 walking Weighted Avg. 0.729 0.045 0.742 0.729 0.719 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 68 8 0 0 1 2 0 18 | a = climbingdown 3 82 0 0 0 3 1 17 | b = climbingup 0 1 17 0 0 0 1 0 | c = jumping 0 0 0 92 27 2 0 0 | d = lying 0 0 0 21 88 9 0 0 | e = standing 0 0 0 19 69 25 0 0 | f = sitting 3 0 0 0 0 0 117 1 | g = running 3 8 0 0 0 3 1 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 596 72.9498 % Incorrectly Classified Instances 221 27.0502 % Kappa statistic 0.6861 Mean absolute error 0.0851 Root mean squared error 0.2159 Relative absolute error 39.4459 % Root relative squared error 65.7473 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.845 0.024 0.828 0.845 0.837 0.938 climbingdown 0.79 0.02 0.856 0.79 0.822 0.976 climbingup 0.789 0.001 0.938 0.789 0.857 0.999 jumping 0.736 0.06 0.679 0.736 0.706 0.943 lying 0.454 0.079 0.495 0.454 0.474 0.899 standing 0.434 0.095 0.422 0.434 0.428 0.881 sitting 0.975 0.006 0.967 0.975 0.971 0.998 running 0.869 0.03 0.835 0.869 0.851 0.974 walking Weighted Avg. 0.729 0.044 0.729 0.729 0.729 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 82 5 0 0 0 3 1 6 | a = climbingdown 7 83 0 0 0 0 0 15 | b = climbingup 0 1 15 0 0 0 3 0 | c = jumping 0 0 0 89 11 21 0 0 | d = lying 0 0 0 22 54 43 0 0 | e = standing 0 0 0 20 44 49 0 0 | f = sitting 1 1 1 0 0 0 118 0 | g = running 9 7 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 594 72.705 % Incorrectly Classified Instances 223 27.295 % Kappa statistic 0.6834 Mean absolute error 0.0852 Root mean squared error 0.2202 Relative absolute error 39.4968 % Root relative squared error 67.0597 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.031 0.766 0.742 0.754 0.911 climbingdown 0.743 0.034 0.765 0.743 0.754 0.956 climbingup 1 0 1 1 1 1 jumping 0.742 0.092 0.582 0.742 0.652 0.94 lying 0.571 0.063 0.607 0.571 0.589 0.912 standing 0.381 0.072 0.457 0.381 0.415 0.878 sitting 0.992 0.003 0.984 0.992 0.988 0.999 running 0.852 0.023 0.867 0.852 0.86 0.967 walking Weighted Avg. 0.727 0.045 0.726 0.727 0.724 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 72 15 0 0 1 2 1 6 | a = climbingdown 12 78 0 0 2 2 1 10 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 89 11 20 0 0 | d = lying 1 0 0 24 68 26 0 0 | e = standing 0 1 0 40 29 43 0 0 | f = sitting 1 0 0 0 0 0 120 0 | g = running 8 8 0 0 1 1 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 596 72.9498 % Incorrectly Classified Instances 221 27.0502 % Kappa statistic 0.6861 Mean absolute error 0.0859 Root mean squared error 0.2161 Relative absolute error 39.8306 % Root relative squared error 65.8109 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.017 0.857 0.742 0.796 0.944 climbingdown 0.762 0.022 0.833 0.762 0.796 0.952 climbingup 0.95 0 1 0.95 0.974 0.999 jumping 0.8 0.062 0.691 0.8 0.741 0.956 lying 0.466 0.07 0.529 0.466 0.495 0.909 standing 0.451 0.094 0.436 0.451 0.443 0.884 sitting 0.983 0.004 0.975 0.983 0.979 0.987 running 0.846 0.046 0.765 0.846 0.803 0.944 walking Weighted Avg. 0.729 0.045 0.731 0.729 0.728 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 72 6 0 0 2 0 1 16 | a = climbingdown 7 80 0 0 3 1 0 14 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 96 3 20 0 1 | d = lying 0 0 0 19 55 44 0 0 | e = standing 0 0 0 24 38 51 0 0 | f = sitting 0 1 0 0 0 0 119 1 | g = running 5 9 0 0 3 1 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 606 74.1738 % Incorrectly Classified Instances 211 25.8262 % Kappa statistic 0.7007 Mean absolute error 0.0832 Root mean squared error 0.2108 Relative absolute error 38.5902 % Root relative squared error 64.1928 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.773 0.01 0.915 0.773 0.838 0.931 climbingdown 0.829 0.021 0.853 0.829 0.841 0.965 climbingup 0.95 0.003 0.905 0.95 0.927 1 jumping 0.633 0.047 0.697 0.633 0.664 0.943 lying 0.364 0.034 0.642 0.364 0.465 0.914 standing 0.699 0.151 0.427 0.699 0.53 0.891 sitting 0.992 0.003 0.984 0.992 0.988 1 running 0.87 0.032 0.829 0.87 0.849 0.963 walking Weighted Avg. 0.742 0.042 0.765 0.742 0.742 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 75 5 1 0 2 4 1 9 | a = climbingdown 4 87 0 0 0 1 0 13 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 76 8 36 0 0 | d = lying 0 0 0 12 43 63 0 0 | e = standing 0 1 0 21 12 79 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 3 9 0 0 2 2 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 610 74.7549 % Incorrectly Classified Instances 206 25.2451 % Kappa statistic 0.707 Mean absolute error 0.079 Root mean squared error 0.2086 Relative absolute error 36.639 % Root relative squared error 63.5238 % Total Number of Instances 816 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.019 0.837 0.742 0.787 0.937 climbingdown 0.8 0.024 0.832 0.8 0.816 0.972 climbingup 0.95 0.003 0.905 0.95 0.927 1 jumping 0.867 0.083 0.642 0.867 0.738 0.952 lying 0.619 0.092 0.533 0.619 0.573 0.918 standing 0.277 0.034 0.564 0.277 0.371 0.889 sitting 0.959 0.003 0.983 0.959 0.971 0.991 running 0.902 0.036 0.816 0.902 0.857 0.973 walking Weighted Avg. 0.748 0.042 0.746 0.748 0.737 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 72 10 0 0 1 1 1 12 | a = climbingdown 8 84 0 0 0 0 0 13 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 104 11 5 0 0 | d = lying 0 0 0 27 73 18 0 0 | e = standing 0 0 0 31 50 31 0 0 | f = sitting 2 0 2 0 1 0 116 0 | g = running 4 7 0 0 1 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 619 75.8578 % Incorrectly Classified Instances 197 24.1422 % Kappa statistic 0.7197 Mean absolute error 0.0793 Root mean squared error 0.2071 Relative absolute error 36.7738 % Root relative squared error 63.0796 % Total Number of Instances 816 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.014 0.88 0.753 0.811 0.928 climbingdown 0.733 0.021 0.837 0.733 0.782 0.976 climbingup 1 0 1 1 1 1 jumping 0.85 0.082 0.642 0.85 0.731 0.956 lying 0.695 0.082 0.59 0.695 0.638 0.923 standing 0.313 0.04 0.556 0.313 0.4 0.885 sitting 0.983 0 1 0.983 0.992 1 running 0.902 0.043 0.787 0.902 0.841 0.978 walking Weighted Avg. 0.759 0.04 0.76 0.759 0.75 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 73 9 0 1 3 5 0 6 | a = climbingdown 4 77 0 0 0 1 0 23 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 102 11 7 0 0 | d = lying 0 0 0 21 82 15 0 0 | e = standing 0 0 0 35 42 35 0 0 | f = sitting 1 0 0 0 0 0 119 1 | g = running 5 6 0 0 1 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 600 73.5294 % Incorrectly Classified Instances 216 26.4706 % Kappa statistic 0.6927 Mean absolute error 0.0787 Root mean squared error 0.2155 Relative absolute error 36.5135 % Root relative squared error 65.6248 % Total Number of Instances 816 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.784 0.017 0.864 0.784 0.822 0.944 climbingdown 0.79 0.017 0.874 0.79 0.83 0.966 climbingup 0.95 0.001 0.95 0.95 0.95 0.999 jumping 0.8 0.08 0.632 0.8 0.706 0.94 lying 0.576 0.105 0.482 0.576 0.525 0.895 standing 0.268 0.048 0.469 0.268 0.341 0.886 sitting 0.975 0.001 0.992 0.975 0.983 0.996 running 0.894 0.039 0.803 0.894 0.846 0.955 walking Weighted Avg. 0.735 0.044 0.733 0.735 0.728 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 76 6 0 0 0 2 1 12 | a = climbingdown 4 83 0 0 0 3 0 15 | b = climbingup 0 1 19 0 0 0 0 0 | c = jumping 0 0 0 96 18 6 0 0 | d = lying 0 1 0 26 68 23 0 0 | e = standing 0 0 0 29 53 30 0 0 | f = sitting 2 0 1 0 0 0 118 0 | g = running 6 4 0 1 2 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 587 69.881 % Incorrectly Classified Instances 253 30.119 % Kappa statistic 0.6517 Mean absolute error 0.0855 Root mean squared error 0.2214 Relative absolute error 39.6828 % Root relative squared error 67.47 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.022 0.84 0.778 0.808 0.959 climbingdown 0.857 0.021 0.865 0.857 0.861 0.981 climbingup 0.889 0 1 0.889 0.941 0.988 jumping 0.532 0.082 0.528 0.532 0.53 0.917 lying 0.647 0.152 0.371 0.647 0.471 0.888 standing 0.261 0.038 0.565 0.261 0.357 0.879 sitting 1 0.004 0.976 1 0.988 0.999 running 0.851 0.029 0.831 0.851 0.841 0.975 walking Weighted Avg. 0.699 0.047 0.718 0.699 0.695 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 84 8 0 0 2 1 1 12 | a = climbingdown 7 96 0 0 0 0 0 9 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 66 44 14 0 0 | d = lying 0 0 0 24 66 12 0 0 | e = standing 0 0 0 34 65 35 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 9 7 0 1 1 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 594 70.7143 % Incorrectly Classified Instances 246 29.2857 % Kappa statistic 0.662 Mean absolute error 0.0868 Root mean squared error 0.2207 Relative absolute error 40.2836 % Root relative squared error 67.2293 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.787 0.023 0.833 0.787 0.81 0.975 climbingdown 0.813 0.03 0.805 0.813 0.809 0.976 climbingup 0.944 0.001 0.944 0.944 0.944 0.997 jumping 0.484 0.032 0.723 0.484 0.58 0.943 lying 0.804 0.186 0.374 0.804 0.511 0.911 standing 0.261 0.03 0.625 0.261 0.368 0.883 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.86 0.033 0.813 0.86 0.835 0.967 walking Weighted Avg. 0.707 0.044 0.747 0.707 0.702 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 85 10 0 0 0 0 0 13 | a = climbingdown 10 91 0 0 0 0 0 11 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 2 0 60 53 9 0 0 | d = lying 0 1 0 7 82 12 0 0 | e = standing 0 1 0 16 82 35 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 7 8 0 0 2 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 622 74.0476 % Incorrectly Classified Instances 218 25.9524 % Kappa statistic 0.6999 Mean absolute error 0.0829 Root mean squared error 0.2078 Relative absolute error 38.4634 % Root relative squared error 63.3161 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.807 0.01 0.926 0.807 0.863 0.973 climbingdown 0.848 0.008 0.941 0.848 0.892 0.983 climbingup 0.889 0.001 0.941 0.889 0.914 0.997 jumping 0.669 0.081 0.589 0.669 0.626 0.932 lying 0.725 0.136 0.425 0.725 0.536 0.891 standing 0.269 0.02 0.72 0.269 0.391 0.911 sitting 0.983 0.003 0.983 0.983 0.983 0.991 running 0.925 0.042 0.787 0.925 0.851 0.969 walking Weighted Avg. 0.74 0.04 0.773 0.74 0.734 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 88 3 0 1 1 0 0 16 | a = climbingdown 3 95 0 1 0 0 0 13 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 83 38 3 0 0 | d = lying 0 0 0 17 74 11 0 0 | e = standing 0 0 0 39 59 36 0 0 | f = sitting 0 0 1 0 0 0 119 1 | g = running 4 3 0 0 2 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 592 70.4762 % Incorrectly Classified Instances 248 29.5238 % Kappa statistic 0.6589 Mean absolute error 0.0862 Root mean squared error 0.2211 Relative absolute error 39.9996 % Root relative squared error 67.3628 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.016 0.871 0.743 0.802 0.972 climbingdown 0.866 0.032 0.808 0.866 0.836 0.978 climbingup 0.944 0.002 0.895 0.944 0.919 0.999 jumping 0.637 0.091 0.549 0.637 0.59 0.909 lying 0.686 0.145 0.395 0.686 0.502 0.896 standing 0.201 0.018 0.675 0.201 0.31 0.9 sitting 0.975 0.003 0.983 0.975 0.979 0.992 running 0.858 0.033 0.811 0.858 0.834 0.983 walking Weighted Avg. 0.705 0.046 0.734 0.705 0.693 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 81 14 0 0 0 0 1 13 | a = climbingdown 3 97 0 0 1 1 0 10 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 1 79 38 5 0 0 | d = lying 0 0 0 26 70 6 0 0 | e = standing 0 0 0 39 68 27 0 0 | f = sitting 1 0 1 0 0 0 118 1 | g = running 8 8 0 0 0 1 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 596 71.0369 % Incorrectly Classified Instances 243 28.9631 % Kappa statistic 0.6645 Mean absolute error 0.0928 Root mean squared error 0.2265 Relative absolute error 43.0643 % Root relative squared error 69.0141 % Total Number of Instances 839 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.049 0.717 0.835 0.771 0.951 climbingdown 0.768 0.023 0.835 0.768 0.8 0.974 climbingup 0.941 0.005 0.8 0.941 0.865 0.992 jumping 0.395 0.021 0.766 0.395 0.521 0.936 lying 0.657 0.107 0.459 0.657 0.54 0.892 standing 0.597 0.104 0.523 0.597 0.557 0.9 sitting 0.959 0.001 0.991 0.959 0.975 0.994 running 0.758 0.025 0.835 0.758 0.795 0.97 walking Weighted Avg. 0.71 0.046 0.736 0.71 0.711 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 91 7 1 1 1 1 0 7 | a = climbingdown 14 86 0 0 0 1 0 11 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 1 49 36 38 0 0 | d = lying 0 1 0 2 67 32 0 0 | e = standing 0 0 0 12 42 80 0 0 | f = sitting 3 0 2 0 0 0 116 0 | g = running 19 9 0 0 0 1 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 627 74.7318 % Incorrectly Classified Instances 212 25.2682 % Kappa statistic 0.7065 Mean absolute error 0.0875 Root mean squared error 0.2106 Relative absolute error 40.6377 % Root relative squared error 64.1622 % Total Number of Instances 839 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.872 0.045 0.742 0.872 0.802 0.977 climbingdown 0.741 0.017 0.874 0.741 0.802 0.969 climbingup 0.941 0.001 0.941 0.941 0.941 0.999 jumping 0.637 0.057 0.658 0.637 0.648 0.93 lying 0.471 0.057 0.533 0.471 0.5 0.903 standing 0.642 0.091 0.573 0.642 0.606 0.916 sitting 0.983 0.003 0.983 0.983 0.983 0.992 running 0.843 0.024 0.857 0.843 0.85 0.984 walking Weighted Avg. 0.747 0.042 0.75 0.747 0.747 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 95 4 0 0 0 0 1 9 | a = climbingdown 18 83 0 1 1 1 0 8 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 2 0 79 14 29 0 0 | d = lying 0 0 0 20 48 34 0 0 | e = standing 0 1 0 20 27 86 0 0 | f = sitting 1 0 1 0 0 0 118 0 | g = running 14 5 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 625 74.4934 % Incorrectly Classified Instances 214 25.5066 % Kappa statistic 0.7039 Mean absolute error 0.0823 Root mean squared error 0.2049 Relative absolute error 38.2139 % Root relative squared error 62.4345 % Total Number of Instances 839 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.016 0.855 0.651 0.74 0.963 climbingdown 0.839 0.014 0.904 0.839 0.87 0.988 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.798 0.087 0.615 0.798 0.695 0.953 lying 0.569 0.064 0.552 0.569 0.56 0.923 standing 0.403 0.058 0.568 0.403 0.472 0.897 sitting 1 0.003 0.984 1 0.992 0.999 running 0.934 0.056 0.739 0.934 0.825 0.976 walking Weighted Avg. 0.745 0.042 0.748 0.745 0.739 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 71 9 0 0 0 0 1 28 | a = climbingdown 6 94 0 0 0 0 0 12 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 99 6 19 0 0 | d = lying 0 0 0 22 58 22 0 0 | e = standing 0 0 0 40 40 54 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 6 1 0 0 1 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 626 74.6126 % Incorrectly Classified Instances 213 25.3874 % Kappa statistic 0.7055 Mean absolute error 0.0861 Root mean squared error 0.2099 Relative absolute error 39.9734 % Root relative squared error 63.9668 % Total Number of Instances 839 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.015 0.872 0.688 0.769 0.954 climbingdown 0.911 0.023 0.857 0.911 0.883 0.992 climbingup 0.941 0.002 0.889 0.941 0.914 0.999 jumping 0.758 0.087 0.603 0.758 0.671 0.942 lying 0.48 0.079 0.458 0.48 0.469 0.883 standing 0.507 0.045 0.68 0.507 0.581 0.92 sitting 0.983 0.001 0.992 0.983 0.987 1 running 0.86 0.042 0.776 0.86 0.816 0.976 walking Weighted Avg. 0.746 0.041 0.753 0.746 0.744 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 75 8 1 1 1 0 0 23 | a = climbingdown 2 102 0 0 0 1 0 7 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 94 20 10 0 0 | d = lying 0 0 0 32 49 21 0 0 | e = standing 0 0 0 29 37 68 0 0 | f = sitting 1 0 1 0 0 0 118 0 | g = running 8 9 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 612 72.944 % Incorrectly Classified Instances 227 27.056 % Kappa statistic 0.6866 Mean absolute error 0.0852 Root mean squared error 0.2139 Relative absolute error 39.5506 % Root relative squared error 65.1734 % Total Number of Instances 839 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.048 0.722 0.835 0.774 0.967 climbingdown 0.856 0.021 0.864 0.856 0.86 0.984 climbingup 1 0.004 0.857 1 0.923 0.999 jumping 0.5 0.028 0.756 0.5 0.602 0.949 lying 0.627 0.095 0.478 0.627 0.542 0.921 standing 0.586 0.092 0.545 0.586 0.565 0.912 sitting 0.967 0.001 0.992 0.967 0.979 0.997 running 0.719 0.025 0.829 0.719 0.77 0.955 walking Weighted Avg. 0.729 0.043 0.745 0.729 0.731 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 91 6 0 0 0 1 0 11 | a = climbingdown 9 95 0 0 1 0 0 6 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 62 31 30 1 0 | d = lying 0 0 0 4 64 34 0 0 | e = standing 2 0 0 16 37 78 0 0 | f = sitting 0 0 3 0 0 0 117 1 | g = running 24 9 0 0 1 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 610 72.7056 % Incorrectly Classified Instances 229 27.2944 % Kappa statistic 0.6841 Mean absolute error 0.0846 Root mean squared error 0.2165 Relative absolute error 39.2697 % Root relative squared error 65.9546 % Total Number of Instances 839 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.807 0.03 0.8 0.807 0.804 0.966 climbingdown 0.811 0.026 0.826 0.811 0.818 0.972 climbingup 1 0 1 1 1 1 jumping 0.5 0.039 0.689 0.5 0.579 0.943 lying 0.667 0.126 0.422 0.667 0.517 0.896 standing 0.496 0.062 0.6 0.496 0.543 0.906 sitting 0.992 0.001 0.992 0.992 0.992 0.999 running 0.81 0.031 0.817 0.81 0.813 0.968 walking Weighted Avg. 0.727 0.043 0.744 0.727 0.729 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 88 7 0 0 2 0 0 12 | a = climbingdown 10 90 0 0 1 0 0 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 62 42 18 0 0 | d = lying 0 0 0 8 68 26 0 0 | e = standing 0 1 0 20 46 66 0 0 | f = sitting 1 0 0 0 0 0 120 0 | g = running 11 9 0 0 2 0 1 98 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 644 80.7018 % Incorrectly Classified Instances 154 19.2982 % Kappa statistic 0.775 Mean absolute error 0.0669 Root mean squared error 0.1837 Relative absolute error 31.1575 % Root relative squared error 56.0827 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.011 0.862 0.633 0.73 0.932 climbingdown 0.908 0.049 0.744 0.908 0.818 0.964 climbingup 1 0 1 1 1 1 jumping 0.983 0.007 0.959 0.983 0.971 0.993 lying 0.626 0.067 0.646 0.626 0.636 0.942 standing 0.583 0.069 0.556 0.583 0.569 0.934 sitting 1 0 1 1 1 1 running 0.831 0.021 0.88 0.831 0.855 0.978 walking Weighted Avg. 0.807 0.032 0.811 0.807 0.806 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 50 15 0 1 4 0 0 9 | a = climbingdown 4 99 0 0 0 1 0 5 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 0 2 0 118 0 0 0 0 | d = lying 0 0 0 2 82 47 0 0 | e = standing 0 0 0 2 41 60 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 4 17 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 623 78.0702 % Incorrectly Classified Instances 175 21.9298 % Kappa statistic 0.7445 Mean absolute error 0.0696 Root mean squared error 0.1897 Relative absolute error 32.4212 % Root relative squared error 57.9241 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.008 0.88 0.557 0.682 0.917 climbingdown 0.826 0.052 0.714 0.826 0.766 0.96 climbingup 0.917 0 1 0.917 0.957 0.996 jumping 1 0.003 0.984 1 0.992 1 lying 0.473 0.042 0.689 0.473 0.561 0.945 standing 0.738 0.102 0.517 0.738 0.608 0.933 sitting 1 0.001 0.992 1 0.996 1 running 0.806 0.046 0.763 0.806 0.784 0.969 walking Weighted Avg. 0.781 0.036 0.795 0.781 0.778 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 44 14 0 0 3 1 0 17 | a = climbingdown 4 90 0 0 1 0 0 14 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 0 0 0 120 0 0 0 0 | d = lying 0 1 0 0 62 68 0 0 | e = standing 0 1 0 2 24 76 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 2 20 0 0 0 2 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 617 77.3183 % Incorrectly Classified Instances 181 22.6817 % Kappa statistic 0.7356 Mean absolute error 0.0692 Root mean squared error 0.1934 Relative absolute error 32.2426 % Root relative squared error 59.0498 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.519 0 1 0.519 0.683 0.881 climbingdown 0.835 0.045 0.746 0.835 0.788 0.962 climbingup 1 0.001 0.923 1 0.96 0.999 jumping 0.958 0.003 0.983 0.958 0.97 0.995 lying 0.481 0.052 0.643 0.481 0.55 0.941 standing 0.689 0.108 0.486 0.689 0.57 0.915 sitting 0.975 0 1 0.975 0.987 0.999 running 0.863 0.055 0.743 0.863 0.799 0.968 walking Weighted Avg. 0.773 0.038 0.797 0.773 0.772 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 41 11 0 0 3 3 0 21 | a = climbingdown 0 91 0 0 0 2 0 16 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 0 1 0 115 1 3 0 0 | d = lying 0 1 0 0 63 67 0 0 | e = standing 0 2 0 2 28 71 0 0 | f = sitting 0 2 1 0 0 0 117 0 | g = running 0 14 0 0 3 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 617 77.3183 % Incorrectly Classified Instances 181 22.6817 % Kappa statistic 0.7356 Mean absolute error 0.0708 Root mean squared error 0.1925 Relative absolute error 33.0016 % Root relative squared error 58.771 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.006 0.927 0.646 0.761 0.952 climbingdown 0.78 0.042 0.746 0.78 0.762 0.967 climbingup 1 0 1 1 1 1 jumping 0.983 0.003 0.983 0.983 0.983 0.998 lying 0.504 0.067 0.595 0.504 0.545 0.927 standing 0.631 0.096 0.492 0.631 0.553 0.912 sitting 1 0 1 1 1 1 running 0.806 0.05 0.746 0.806 0.775 0.946 walking Weighted Avg. 0.773 0.038 0.784 0.773 0.774 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 51 12 0 0 2 0 0 14 | a = climbingdown 3 85 0 0 0 1 0 20 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 0 0 0 118 1 1 0 0 | d = lying 0 0 0 2 66 63 0 0 | e = standing 1 1 0 0 36 65 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 0 16 0 0 6 2 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 609 76.3158 % Incorrectly Classified Instances 189 23.6842 % Kappa statistic 0.7246 Mean absolute error 0.0673 Root mean squared error 0.196 Relative absolute error 31.3432 % Root relative squared error 59.8335 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.01 0.875 0.62 0.726 0.914 climbingdown 0.807 0.054 0.704 0.807 0.752 0.971 climbingup 1 0 1 1 1 1 jumping 0.983 0.019 0.901 0.983 0.94 0.994 lying 0.336 0.034 0.657 0.336 0.444 0.935 standing 0.777 0.121 0.488 0.777 0.599 0.922 sitting 0.992 0 1 0.992 0.996 1 running 0.798 0.037 0.798 0.798 0.798 0.977 walking Weighted Avg. 0.763 0.038 0.778 0.763 0.755 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 49 16 0 0 4 3 0 7 | a = climbingdown 3 88 0 0 0 0 0 18 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 0 0 0 118 1 1 0 0 | d = lying 0 1 0 7 44 79 0 0 | e = standing 0 0 0 6 17 80 0 0 | f = sitting 1 0 0 0 0 0 119 0 | g = running 3 20 0 0 1 1 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 622 77.9449 % Incorrectly Classified Instances 176 22.0551 % Kappa statistic 0.7428 Mean absolute error 0.066 Root mean squared error 0.1923 Relative absolute error 30.7407 % Root relative squared error 58.694 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.532 0.006 0.913 0.532 0.672 0.909 climbingdown 0.817 0.035 0.788 0.817 0.802 0.979 climbingup 0.917 0 1 0.917 0.957 1 jumping 0.975 0.015 0.921 0.975 0.947 0.994 lying 0.466 0.046 0.663 0.466 0.547 0.929 standing 0.699 0.095 0.522 0.699 0.598 0.923 sitting 1 0.001 0.992 1 0.996 1 running 0.887 0.059 0.733 0.887 0.803 0.965 walking Weighted Avg. 0.779 0.037 0.791 0.779 0.774 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 42 11 0 0 2 3 0 21 | a = climbingdown 1 89 0 0 0 0 0 19 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 0 2 0 117 0 1 0 0 | d = lying 0 1 0 8 61 61 0 0 | e = standing 0 2 0 2 27 72 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 3 8 0 0 2 1 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 627 78.5714 % Incorrectly Classified Instances 171 21.4286 % Kappa statistic 0.7506 Mean absolute error 0.0656 Root mean squared error 0.1882 Relative absolute error 30.5651 % Root relative squared error 57.4573 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.004 0.949 0.709 0.812 0.951 climbingdown 0.807 0.041 0.759 0.807 0.782 0.965 climbingup 0.917 0 1 0.917 0.957 1 jumping 0.992 0.013 0.929 0.992 0.959 1 lying 0.409 0.038 0.684 0.409 0.512 0.935 standing 0.731 0.111 0.497 0.731 0.591 0.921 sitting 1 0.001 0.992 1 0.996 1 running 0.847 0.042 0.789 0.847 0.817 0.977 walking Weighted Avg. 0.786 0.035 0.8 0.786 0.782 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 56 12 0 0 1 2 0 8 | a = climbingdown 1 88 0 0 1 0 0 19 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 0 0 0 118 0 1 0 0 | d = lying 0 0 0 5 54 73 0 0 | e = standing 0 0 0 4 23 76 0 1 | f = sitting 0 0 0 0 0 0 119 0 | g = running 2 16 0 0 0 1 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 621 77.8195 % Incorrectly Classified Instances 177 22.1805 % Kappa statistic 0.7416 Mean absolute error 0.0685 Root mean squared error 0.1934 Relative absolute error 31.9256 % Root relative squared error 59.0503 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.615 0.004 0.941 0.615 0.744 0.94 climbingdown 0.853 0.057 0.705 0.853 0.772 0.973 climbingup 1 0.001 0.929 1 0.963 0.999 jumping 0.983 0.003 0.983 0.983 0.983 0.993 lying 0.515 0.059 0.636 0.515 0.569 0.932 standing 0.654 0.092 0.515 0.654 0.576 0.914 sitting 0.992 0 1 0.992 0.996 1 running 0.774 0.043 0.768 0.774 0.771 0.948 walking Weighted Avg. 0.778 0.037 0.791 0.778 0.778 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 48 14 0 0 2 0 0 14 | a = climbingdown 1 93 0 0 0 0 0 15 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 1 0 117 1 0 0 0 | d = lying 0 0 0 2 68 62 0 0 | e = standing 1 1 0 0 34 68 0 0 | f = sitting 0 0 1 0 0 0 118 0 | g = running 1 23 0 0 2 2 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 609 76.3158 % Incorrectly Classified Instances 189 23.6842 % Kappa statistic 0.724 Mean absolute error 0.0721 Root mean squared error 0.2017 Relative absolute error 33.5808 % Root relative squared error 61.5568 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.015 0.804 0.57 0.667 0.909 climbingdown 0.844 0.065 0.672 0.844 0.748 0.958 climbingup 1 0 1 1 1 1 jumping 0.966 0.004 0.975 0.966 0.97 0.994 lying 0.598 0.074 0.617 0.598 0.608 0.929 standing 0.602 0.078 0.534 0.602 0.566 0.923 sitting 0.975 0 1 0.975 0.987 0.99 running 0.702 0.04 0.763 0.702 0.731 0.947 walking Weighted Avg. 0.763 0.04 0.772 0.763 0.764 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 45 15 0 0 4 0 0 15 | a = climbingdown 4 92 0 0 0 1 0 12 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 115 2 2 0 0 | d = lying 0 0 0 3 79 50 0 0 | e = standing 0 0 0 0 41 62 0 0 | f = sitting 1 2 0 0 0 0 116 0 | g = running 6 28 0 0 2 1 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 615 77.0677 % Incorrectly Classified Instances 183 22.9323 % Kappa statistic 0.7332 Mean absolute error 0.069 Root mean squared error 0.1972 Relative absolute error 32.1475 % Root relative squared error 60.2081 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.007 0.906 0.608 0.727 0.917 climbingdown 0.927 0.077 0.656 0.927 0.768 0.967 climbingup 0.846 0 1 0.846 0.917 0.999 jumping 0.983 0.007 0.959 0.983 0.971 0.989 lying 0.455 0.048 0.652 0.455 0.536 0.933 standing 0.699 0.105 0.497 0.699 0.581 0.918 sitting 1 0.003 0.983 1 0.992 1 running 0.702 0.019 0.87 0.702 0.777 0.965 walking Weighted Avg. 0.771 0.037 0.792 0.771 0.769 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 48 21 0 0 0 2 0 8 | a = climbingdown 1 101 0 0 0 2 0 5 | b = climbingup 0 0 11 0 0 0 2 0 | c = jumping 0 1 0 117 1 0 0 0 | d = lying 0 0 0 3 60 69 0 0 | e = standing 0 1 0 2 28 72 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 4 30 0 0 3 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 686 81.4727 % Incorrectly Classified Instances 156 18.5273 % Kappa statistic 0.785 Mean absolute error 0.0566 Root mean squared error 0.1819 Relative absolute error 26.2509 % Root relative squared error 55.407 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.861 0.018 0.87 0.861 0.866 0.97 climbingdown 0.835 0.019 0.867 0.835 0.85 0.981 climbingup 0.947 0.001 0.947 0.947 0.947 0.996 jumping 0.887 0.007 0.957 0.887 0.921 0.986 lying 0.509 0.048 0.624 0.509 0.56 0.94 standing 0.74 0.091 0.591 0.74 0.657 0.936 sitting 1 0.001 0.992 1 0.996 0.999 running 0.844 0.031 0.831 0.844 0.837 0.975 walking Weighted Avg. 0.815 0.031 0.82 0.815 0.815 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 87 5 0 0 2 0 0 7 | a = climbingdown 3 91 0 0 0 0 0 15 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 110 4 10 0 0 | d = lying 0 0 0 1 58 55 0 0 | e = standing 1 0 0 4 28 94 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 9 9 1 0 1 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 696 82.6603 % Incorrectly Classified Instances 146 17.3397 % Kappa statistic 0.7986 Mean absolute error 0.0591 Root mean squared error 0.1787 Relative absolute error 27.4283 % Root relative squared error 54.4231 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.822 0.007 0.943 0.822 0.878 0.975 climbingdown 0.789 0.019 0.86 0.789 0.823 0.959 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.911 0.014 0.919 0.911 0.915 0.994 lying 0.57 0.034 0.722 0.57 0.637 0.954 standing 0.756 0.081 0.623 0.756 0.683 0.921 sitting 0.983 0.001 0.992 0.983 0.987 0.995 running 0.906 0.045 0.784 0.906 0.841 0.967 walking Weighted Avg. 0.827 0.029 0.833 0.827 0.826 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 83 5 0 0 1 1 0 11 | a = climbingdown 1 86 0 0 1 0 1 20 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 113 2 9 0 0 | d = lying 0 0 0 2 65 47 0 0 | e = standing 1 1 0 8 20 96 0 1 | f = sitting 0 1 1 0 0 0 118 0 | g = running 3 7 0 0 1 1 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 723 85.867 % Incorrectly Classified Instances 119 14.133 % Kappa statistic 0.8359 Mean absolute error 0.0475 Root mean squared error 0.1619 Relative absolute error 22.0446 % Root relative squared error 49.3126 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.782 0.012 0.898 0.782 0.836 0.979 climbingdown 0.78 0.029 0.802 0.78 0.791 0.965 climbingup 0.947 0 1 0.947 0.973 0.99 jumping 0.911 0.004 0.974 0.911 0.942 0.993 lying 0.781 0.026 0.824 0.781 0.802 0.973 standing 0.866 0.045 0.775 0.866 0.818 0.978 sitting 1 0.003 0.984 1 0.992 0.999 running 0.852 0.046 0.768 0.852 0.807 0.963 walking Weighted Avg. 0.859 0.023 0.863 0.859 0.859 0.979 === Confusion Matrix === a b c d e f g h <-- classified as 79 8 0 0 0 0 0 14 | a = climbingdown 4 85 0 0 1 0 0 19 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 113 1 9 0 0 | d = lying 0 0 0 1 89 23 1 0 | e = standing 1 0 0 2 14 110 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 4 12 0 0 3 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 702 83.3729 % Incorrectly Classified Instances 140 16.6271 % Kappa statistic 0.8072 Mean absolute error 0.0569 Root mean squared error 0.1751 Relative absolute error 26.4191 % Root relative squared error 53.3292 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.022 0.853 0.93 0.89 0.982 climbingdown 0.78 0.027 0.81 0.78 0.794 0.969 climbingup 0.947 0 1 0.947 0.973 0.972 jumping 0.928 0.013 0.928 0.928 0.928 0.983 lying 0.675 0.06 0.636 0.675 0.655 0.947 standing 0.651 0.049 0.701 0.651 0.675 0.943 sitting 0.992 0.001 0.992 0.992 0.992 0.999 running 0.867 0.021 0.881 0.867 0.874 0.976 walking Weighted Avg. 0.834 0.027 0.834 0.834 0.833 0.971 === Confusion Matrix === a b c d e f g h <-- classified as 93 5 0 0 0 1 0 1 | a = climbingdown 11 85 0 0 0 0 0 13 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 116 6 2 0 0 | d = lying 1 0 0 4 77 32 0 0 | e = standing 0 2 0 5 36 82 0 1 | f = sitting 1 0 0 0 0 0 120 0 | g = running 3 12 0 0 2 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 692 82.1853 % Incorrectly Classified Instances 150 17.8147 % Kappa statistic 0.793 Mean absolute error 0.0599 Root mean squared error 0.181 Relative absolute error 27.7746 % Root relative squared error 55.1295 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.77 0.009 0.917 0.77 0.837 0.956 climbingdown 0.78 0.019 0.859 0.78 0.817 0.966 climbingup 0.895 0 1 0.895 0.944 0.99 jumping 0.864 0.008 0.947 0.864 0.904 0.987 lying 0.605 0.047 0.67 0.605 0.636 0.948 standing 0.77 0.08 0.63 0.77 0.693 0.952 sitting 1 0.003 0.984 1 0.992 0.998 running 0.922 0.042 0.797 0.922 0.855 0.976 walking Weighted Avg. 0.822 0.03 0.831 0.822 0.823 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 77 8 0 0 2 0 0 13 | a = climbingdown 6 85 0 0 0 1 0 17 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 108 4 13 0 0 | d = lying 0 0 0 2 69 43 0 0 | e = standing 0 0 0 4 25 97 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 1 6 0 0 3 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 698 82.8979 % Incorrectly Classified Instances 144 17.1021 % Kappa statistic 0.8014 Mean absolute error 0.0568 Root mean squared error 0.1771 Relative absolute error 26.3608 % Root relative squared error 53.9443 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.83 0.015 0.883 0.83 0.856 0.968 climbingdown 0.78 0.018 0.867 0.78 0.821 0.973 climbingup 0.895 0.001 0.944 0.895 0.919 0.999 jumping 0.92 0.006 0.966 0.92 0.943 0.991 lying 0.57 0.033 0.73 0.57 0.64 0.961 standing 0.794 0.08 0.637 0.794 0.707 0.944 sitting 0.983 0.004 0.975 0.983 0.979 0.994 running 0.891 0.043 0.786 0.891 0.835 0.969 walking Weighted Avg. 0.829 0.028 0.836 0.829 0.829 0.972 === Confusion Matrix === a b c d e f g h <-- classified as 83 4 0 0 1 0 0 12 | a = climbingdown 3 85 0 0 1 0 1 19 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 115 2 8 0 0 | d = lying 0 0 0 0 65 49 0 0 | e = standing 1 1 0 4 20 100 0 0 | f = sitting 1 0 1 0 0 0 119 0 | g = running 6 8 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 672 79.81 % Incorrectly Classified Instances 170 20.19 % Kappa statistic 0.7655 Mean absolute error 0.0611 Root mean squared error 0.1892 Relative absolute error 28.3565 % Root relative squared error 57.6306 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.77 0.011 0.906 0.77 0.832 0.945 climbingdown 0.688 0.02 0.833 0.688 0.754 0.965 climbingup 0.947 0.002 0.9 0.947 0.923 1 jumping 0.944 0.004 0.975 0.944 0.959 0.992 lying 0.574 0.059 0.606 0.574 0.589 0.933 standing 0.667 0.075 0.609 0.667 0.636 0.932 sitting 0.975 0.003 0.983 0.975 0.979 0.996 running 0.913 0.06 0.73 0.913 0.811 0.974 walking Weighted Avg. 0.798 0.033 0.806 0.798 0.798 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 77 6 0 0 3 1 1 12 | a = climbingdown 3 75 0 0 1 0 0 30 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 118 1 5 0 1 | d = lying 0 0 0 1 66 48 0 0 | e = standing 1 1 0 2 38 84 0 0 | f = sitting 1 0 2 0 0 0 118 0 | g = running 3 8 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 683 81.2128 % Incorrectly Classified Instances 158 18.7872 % Kappa statistic 0.7822 Mean absolute error 0.0596 Root mean squared error 0.1814 Relative absolute error 27.6492 % Root relative squared error 55.2439 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.9 0.024 0.833 0.9 0.865 0.968 climbingdown 0.752 0.015 0.882 0.752 0.812 0.976 climbingup 0.895 0.001 0.944 0.895 0.919 0.983 jumping 0.863 0 1 0.863 0.926 0.985 lying 0.835 0.106 0.555 0.835 0.667 0.947 standing 0.476 0.041 0.674 0.476 0.558 0.941 sitting 0.992 0.003 0.984 0.992 0.988 0.999 running 0.874 0.028 0.847 0.874 0.86 0.979 walking Weighted Avg. 0.812 0.03 0.829 0.812 0.812 0.971 === Confusion Matrix === a b c d e f g h <-- classified as 90 4 0 0 3 0 0 3 | a = climbingdown 9 82 0 0 1 0 0 17 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 107 7 10 0 0 | d = lying 0 0 0 0 96 19 0 0 | e = standing 1 0 0 0 65 60 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 8 7 0 0 1 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 684 81.3317 % Incorrectly Classified Instances 157 18.6683 % Kappa statistic 0.7836 Mean absolute error 0.0575 Root mean squared error 0.1779 Relative absolute error 26.6541 % Root relative squared error 54.1958 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.018 0.871 0.88 0.876 0.979 climbingdown 0.853 0.025 0.838 0.853 0.845 0.947 climbingup 1 0 1 1 1 1 jumping 0.887 0 1 0.887 0.94 0.992 lying 0.722 0.09 0.561 0.722 0.631 0.937 standing 0.516 0.062 0.596 0.516 0.553 0.923 sitting 1 0.001 0.992 1 0.996 1 running 0.827 0.022 0.868 0.827 0.847 0.968 walking Weighted Avg. 0.813 0.03 0.822 0.813 0.815 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 88 5 0 0 0 1 0 6 | a = climbingdown 4 93 0 0 2 0 0 10 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 110 2 12 0 0 | d = lying 0 1 0 0 83 31 0 0 | e = standing 2 0 0 0 59 65 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 7 12 0 0 2 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 689 81.9263 % Incorrectly Classified Instances 152 18.0737 % Kappa statistic 0.7901 Mean absolute error 0.0582 Root mean squared error 0.18 Relative absolute error 27.0217 % Root relative squared error 54.8167 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.009 0.923 0.84 0.88 0.988 climbingdown 0.844 0.029 0.814 0.844 0.829 0.978 climbingup 0.895 0 1 0.895 0.944 0.995 jumping 0.847 0.001 0.991 0.847 0.913 0.981 lying 0.548 0.044 0.663 0.548 0.6 0.944 standing 0.794 0.09 0.61 0.794 0.69 0.945 sitting 0.992 0.003 0.983 0.992 0.988 0.997 running 0.852 0.035 0.813 0.852 0.832 0.977 walking Weighted Avg. 0.819 0.03 0.83 0.819 0.821 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 84 7 0 0 0 0 0 9 | a = climbingdown 2 92 0 0 1 0 0 14 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 1 0 105 5 13 0 0 | d = lying 0 0 0 1 63 50 0 1 | e = standing 0 0 0 0 25 100 0 1 | f = sitting 1 0 0 0 0 0 119 0 | g = running 4 13 0 0 1 1 0 109 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 11 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 620 67.2451 % Incorrectly Classified Instances 302 32.7549 % Kappa statistic 0.6206 Mean absolute error 0.0985 Root mean squared error 0.2329 Relative absolute error 45.7877 % Root relative squared error 71.0117 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.012 0.872 0.687 0.768 0.95 climbingdown 0.76 0.059 0.676 0.76 0.715 0.945 climbingup 1 0 1 1 1 1 jumping 0.837 0.15 0.476 0.837 0.607 0.919 lying 0.608 0.115 0.465 0.608 0.527 0.888 standing 0.097 0.013 0.6 0.097 0.168 0.847 sitting 0.975 0.001 0.992 0.975 0.983 0.985 running 0.817 0.031 0.829 0.817 0.823 0.96 walking Weighted Avg. 0.672 0.054 0.698 0.672 0.645 0.926 === Confusion Matrix === a b c d e f g h <-- classified as 68 22 0 0 5 0 0 4 | a = climbingdown 7 98 0 0 4 0 1 19 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 108 14 5 0 0 | d = lying 0 2 0 44 79 5 0 0 | e = standing 0 1 0 74 64 15 0 0 | f = sitting 0 1 0 0 1 0 118 1 | g = running 3 19 0 1 3 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 624 67.679 % Incorrectly Classified Instances 298 32.321 % Kappa statistic 0.6249 Mean absolute error 0.0959 Root mean squared error 0.2287 Relative absolute error 44.5836 % Root relative squared error 69.7528 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.018 0.819 0.687 0.747 0.956 climbingdown 0.752 0.052 0.703 0.752 0.727 0.956 climbingup 1 0 1 1 1 1 jumping 0.744 0.136 0.471 0.744 0.577 0.904 lying 0.554 0.078 0.537 0.554 0.545 0.9 standing 0.26 0.052 0.5 0.26 0.342 0.872 sitting 0.983 0 1 0.983 0.992 0.985 running 0.803 0.041 0.781 0.803 0.792 0.961 walking Weighted Avg. 0.677 0.054 0.682 0.677 0.668 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 68 22 0 0 1 0 0 8 | a = climbingdown 6 97 0 1 1 1 0 23 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 96 10 21 0 1 | d = lying 1 0 0 40 72 17 0 0 | e = standing 0 0 0 67 47 40 0 0 | f = sitting 1 0 0 0 1 0 119 0 | g = running 7 18 0 0 2 1 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 631 68.4382 % Incorrectly Classified Instances 291 31.5618 % Kappa statistic 0.6345 Mean absolute error 0.0928 Root mean squared error 0.223 Relative absolute error 43.1406 % Root relative squared error 68.0183 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.013 0.872 0.758 0.811 0.968 climbingdown 0.752 0.038 0.764 0.752 0.758 0.972 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.884 0.158 0.477 0.884 0.62 0.928 lying 0.589 0.103 0.481 0.589 0.53 0.894 standing 0.084 0.009 0.65 0.084 0.149 0.847 sitting 0.967 0 1 0.967 0.983 0.996 running 0.846 0.045 0.776 0.846 0.809 0.953 walking Weighted Avg. 0.684 0.052 0.713 0.684 0.652 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 75 14 0 0 2 0 0 8 | a = climbingdown 4 97 0 0 1 0 0 27 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 114 9 5 0 0 | d = lying 2 0 0 49 76 2 0 0 | e = standing 1 3 0 75 62 13 0 0 | f = sitting 0 0 1 0 3 0 117 0 | g = running 3 13 0 1 5 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 625 67.7874 % Incorrectly Classified Instances 297 32.2126 % Kappa statistic 0.6261 Mean absolute error 0.0948 Root mean squared error 0.2287 Relative absolute error 44.0834 % Root relative squared error 69.7341 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.022 0.793 0.697 0.742 0.965 climbingdown 0.744 0.052 0.701 0.744 0.722 0.961 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.729 0.119 0.5 0.729 0.593 0.912 lying 0.535 0.073 0.543 0.535 0.539 0.905 standing 0.299 0.065 0.479 0.299 0.368 0.848 sitting 0.975 0.001 0.992 0.975 0.983 0.998 running 0.804 0.044 0.772 0.804 0.788 0.963 walking Weighted Avg. 0.678 0.054 0.678 0.678 0.671 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 69 19 0 0 0 2 0 9 | a = climbingdown 9 96 0 0 0 0 1 23 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 94 15 20 0 0 | d = lying 0 2 0 29 69 28 0 1 | e = standing 0 4 0 63 41 46 0 0 | f = sitting 0 0 1 0 1 0 118 1 | g = running 9 16 0 2 1 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 636 68.9805 % Incorrectly Classified Instances 286 31.0195 % Kappa statistic 0.6406 Mean absolute error 0.0932 Root mean squared error 0.2243 Relative absolute error 43.3242 % Root relative squared error 68.3903 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.021 0.815 0.758 0.785 0.952 climbingdown 0.783 0.038 0.771 0.783 0.777 0.969 climbingup 0.944 0 1 0.944 0.971 0.999 jumping 0.915 0.173 0.463 0.915 0.615 0.927 lying 0.535 0.067 0.566 0.535 0.55 0.898 standing 0.13 0.026 0.5 0.13 0.206 0.858 sitting 0.992 0.004 0.976 0.992 0.984 0.997 running 0.811 0.033 0.817 0.811 0.814 0.958 walking Weighted Avg. 0.69 0.051 0.697 0.69 0.665 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 75 11 0 0 1 0 2 10 | a = climbingdown 10 101 0 0 1 1 0 16 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 118 6 5 0 0 | d = lying 1 2 0 46 69 11 0 0 | e = standing 1 0 0 90 43 20 0 0 | f = sitting 0 0 0 0 0 1 120 0 | g = running 5 17 0 1 2 2 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 636 68.9805 % Incorrectly Classified Instances 286 31.0195 % Kappa statistic 0.6409 Mean absolute error 0.0933 Root mean squared error 0.2257 Relative absolute error 43.3744 % Root relative squared error 68.8358 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.015 0.871 0.81 0.839 0.959 climbingdown 0.844 0.058 0.701 0.844 0.766 0.961 climbingup 1 0 1 1 1 1 jumping 0.777 0.114 0.529 0.777 0.629 0.919 lying 0.715 0.125 0.484 0.715 0.578 0.9 standing 0.085 0.023 0.419 0.085 0.141 0.851 sitting 1 0.002 0.984 1 0.992 1 running 0.711 0.024 0.842 0.711 0.771 0.967 walking Weighted Avg. 0.69 0.051 0.683 0.69 0.659 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 81 9 0 0 0 0 2 8 | a = climbingdown 5 108 0 0 4 0 0 11 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 101 17 11 0 0 | d = lying 0 3 0 27 93 7 0 0 | e = standing 1 0 0 63 76 13 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 6 33 0 0 2 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 638 69.2725 % Incorrectly Classified Instances 283 30.7275 % Kappa statistic 0.6417 Mean absolute error 0.0946 Root mean squared error 0.2292 Relative absolute error 44.0019 % Root relative squared error 69.891 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.009 0.914 0.74 0.818 0.965 climbingdown 0.867 0.058 0.707 0.867 0.779 0.964 climbingup 0 0 0 0 0 0.932 jumping 0.754 0.123 0.503 0.754 0.603 0.913 lying 0.385 0.024 0.725 0.385 0.503 0.92 standing 0.458 0.102 0.473 0.458 0.465 0.868 sitting 0.983 0.018 0.895 0.983 0.937 0.987 running 0.817 0.028 0.841 0.817 0.829 0.971 walking Weighted Avg. 0.693 0.053 0.696 0.693 0.681 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 74 17 0 0 0 0 0 9 | a = climbingdown 2 111 0 0 2 0 0 13 | b = climbingup 1 0 0 0 3 0 13 0 | c = jumping 1 0 0 98 5 26 0 0 | d = lying 0 2 0 27 50 51 0 0 | e = standing 0 3 0 70 9 70 1 0 | f = sitting 0 2 0 0 0 0 119 0 | g = running 3 22 0 0 0 1 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 603 65.4723 % Incorrectly Classified Instances 318 34.5277 % Kappa statistic 0.5975 Mean absolute error 0.1008 Root mean squared error 0.2392 Relative absolute error 46.8764 % Root relative squared error 72.9675 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.016 0.845 0.717 0.776 0.955 climbingdown 0.814 0.067 0.665 0.814 0.732 0.954 climbingup 0 0 0 0 0 0.592 jumping 0.785 0.131 0.495 0.785 0.607 0.908 lying 0.362 0.04 0.595 0.362 0.45 0.906 standing 0.346 0.113 0.379 0.346 0.362 0.834 sitting 0.992 0.008 0.952 0.992 0.972 0.996 running 0.739 0.03 0.82 0.739 0.778 0.951 walking Weighted Avg. 0.655 0.06 0.652 0.655 0.643 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 71 19 0 0 0 1 0 8 | a = climbingdown 6 105 0 0 1 0 2 15 | b = climbingup 3 0 0 0 0 10 4 0 | c = jumping 0 1 0 102 4 23 0 0 | d = lying 0 3 0 29 47 51 0 0 | e = standing 0 1 0 75 24 53 0 0 | f = sitting 0 0 0 0 1 0 120 0 | g = running 4 29 0 0 2 2 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 619 67.2096 % Incorrectly Classified Instances 302 32.7904 % Kappa statistic 0.6169 Mean absolute error 0.0973 Root mean squared error 0.2316 Relative absolute error 45.2634 % Root relative squared error 70.631 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.012 0.872 0.687 0.768 0.95 climbingdown 0.853 0.054 0.719 0.853 0.78 0.953 climbingup 0 0 0 0 0 0.918 jumping 0.646 0.085 0.556 0.646 0.598 0.927 lying 0.308 0.034 0.597 0.308 0.406 0.908 standing 0.552 0.155 0.417 0.552 0.475 0.857 sitting 0.992 0.022 0.869 0.992 0.926 0.996 running 0.796 0.023 0.863 0.796 0.828 0.953 walking Weighted Avg. 0.672 0.058 0.673 0.672 0.661 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 68 20 0 0 0 2 1 8 | a = climbingdown 5 110 0 0 1 3 1 9 | b = climbingup 0 0 0 0 0 1 16 0 | c = jumping 0 0 0 84 6 40 0 0 | d = lying 0 0 0 18 40 72 0 0 | e = standing 1 2 0 49 17 85 0 0 | f = sitting 0 0 0 0 0 0 119 1 | g = running 4 21 0 0 3 1 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 626 67.9696 % Incorrectly Classified Instances 295 32.0304 % Kappa statistic 0.6262 Mean absolute error 0.0958 Root mean squared error 0.2297 Relative absolute error 44.5554 % Root relative squared error 70.064 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.013 0.878 0.798 0.836 0.961 climbingdown 0.775 0.052 0.709 0.775 0.741 0.95 climbingup 0 0 0 0 0 0.827 jumping 0.723 0.099 0.547 0.723 0.623 0.923 lying 0.362 0.037 0.618 0.362 0.456 0.895 standing 0.487 0.121 0.446 0.487 0.466 0.875 sitting 0.975 0.01 0.936 0.975 0.955 0.983 running 0.803 0.045 0.765 0.803 0.784 0.969 walking Weighted Avg. 0.68 0.056 0.673 0.68 0.669 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 79 9 0 0 0 0 1 10 | a = climbingdown 4 100 0 0 2 0 0 23 | b = climbingup 1 8 0 0 0 1 7 0 | c = jumping 0 0 0 94 5 31 0 0 | d = lying 0 1 0 21 47 60 0 1 | e = standing 1 0 0 57 21 75 0 0 | f = sitting 0 1 0 0 1 0 117 1 | g = running 5 22 0 0 0 1 0 114 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 553 66.8682 % Incorrectly Classified Instances 274 33.1318 % Kappa statistic 0.6146 Mean absolute error 0.1045 Root mean squared error 0.2374 Relative absolute error 48.642 % Root relative squared error 72.4108 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.564 0.026 0.736 0.564 0.639 0.939 climbingdown 0.596 0.063 0.602 0.596 0.599 0.94 climbingup 0.938 0.002 0.882 0.938 0.909 0.999 jumping 0.507 0.041 0.711 0.507 0.592 0.932 lying 0.653 0.051 0.634 0.653 0.643 0.933 standing 0.63 0.116 0.521 0.63 0.57 0.876 sitting 0.95 0.004 0.974 0.95 0.962 0.995 running 0.748 0.084 0.58 0.748 0.654 0.941 walking Weighted Avg. 0.669 0.056 0.682 0.669 0.669 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 53 19 1 0 0 0 1 20 | a = climbingdown 8 68 0 0 0 2 0 36 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 69 13 53 0 1 | d = lying 0 0 0 9 64 24 0 1 | e = standing 2 4 0 19 23 87 1 2 | f = sitting 2 3 1 0 0 0 114 0 | g = running 7 19 0 0 1 1 0 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 534 64.5707 % Incorrectly Classified Instances 293 35.4293 % Kappa statistic 0.5875 Mean absolute error 0.1084 Root mean squared error 0.2424 Relative absolute error 50.4518 % Root relative squared error 73.9431 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.527 0.014 0.831 0.527 0.645 0.942 climbingdown 0.652 0.079 0.573 0.652 0.61 0.928 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.449 0.033 0.726 0.449 0.555 0.915 lying 0.49 0.063 0.511 0.49 0.5 0.907 standing 0.623 0.144 0.465 0.623 0.533 0.869 sitting 0.967 0.003 0.983 0.967 0.975 0.989 running 0.748 0.078 0.597 0.748 0.664 0.934 walking Weighted Avg. 0.646 0.06 0.672 0.646 0.646 0.926 === Confusion Matrix === a b c d e f g h <-- classified as 49 21 0 0 0 0 1 22 | a = climbingdown 8 75 0 0 1 2 1 28 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 2 0 61 11 59 0 3 | d = lying 0 1 0 12 48 37 0 0 | e = standing 0 6 0 11 33 86 0 2 | f = sitting 0 2 1 0 0 0 116 1 | g = running 2 24 0 0 1 1 0 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 550 66.5054 % Incorrectly Classified Instances 277 33.4946 % Kappa statistic 0.6108 Mean absolute error 0.1054 Root mean squared error 0.2393 Relative absolute error 49.0174 % Root relative squared error 72.9967 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.034 0.679 0.57 0.62 0.939 climbingdown 0.6 0.073 0.57 0.6 0.585 0.935 climbingup 0.938 0.001 0.938 0.938 0.938 1 jumping 0.5 0.036 0.731 0.5 0.594 0.903 lying 0.673 0.067 0.574 0.673 0.62 0.914 standing 0.601 0.102 0.542 0.601 0.57 0.887 sitting 0.967 0.006 0.967 0.967 0.967 0.994 running 0.721 0.071 0.611 0.721 0.661 0.936 walking Weighted Avg. 0.665 0.055 0.675 0.665 0.664 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 53 21 0 0 0 1 1 17 | a = climbingdown 14 69 1 0 1 2 0 28 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 4 0 68 14 47 0 2 | d = lying 0 1 0 11 66 18 0 2 | e = standing 0 5 0 14 33 83 1 2 | f = sitting 2 1 0 0 0 1 116 0 | g = running 8 20 0 0 1 1 1 80 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 568 68.682 % Incorrectly Classified Instances 259 31.318 % Kappa statistic 0.6352 Mean absolute error 0.1043 Root mean squared error 0.2336 Relative absolute error 48.5431 % Root relative squared error 71.2527 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.019 0.806 0.624 0.703 0.956 climbingdown 0.565 0.052 0.637 0.565 0.599 0.933 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.529 0.045 0.699 0.529 0.603 0.924 lying 0.541 0.033 0.688 0.541 0.606 0.904 standing 0.688 0.123 0.528 0.688 0.597 0.892 sitting 0.967 0 1 0.967 0.983 0.99 running 0.838 0.094 0.581 0.838 0.686 0.947 walking Weighted Avg. 0.687 0.054 0.705 0.687 0.686 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 58 17 0 0 0 0 0 18 | a = climbingdown 9 65 0 0 0 0 0 41 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 72 7 54 0 2 | d = lying 0 2 0 11 53 31 0 1 | e = standing 0 3 0 20 16 95 0 4 | f = sitting 1 1 1 0 0 0 116 1 | g = running 4 13 0 0 1 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 564 68.1983 % Incorrectly Classified Instances 263 31.8017 % Kappa statistic 0.6293 Mean absolute error 0.1027 Root mean squared error 0.2329 Relative absolute error 47.7815 % Root relative squared error 71.057 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.015 0.841 0.624 0.716 0.941 climbingdown 0.728 0.073 0.615 0.728 0.667 0.941 climbingup 0.938 0.001 0.938 0.938 0.938 0.999 jumping 0.622 0.072 0.627 0.622 0.625 0.919 lying 0.434 0.043 0.581 0.434 0.497 0.917 standing 0.572 0.113 0.503 0.572 0.536 0.885 sitting 0.958 0.001 0.991 0.958 0.975 0.98 running 0.777 0.055 0.69 0.777 0.731 0.948 walking Weighted Avg. 0.682 0.055 0.691 0.682 0.682 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 58 19 0 1 1 0 0 14 | a = climbingdown 7 83 0 0 1 0 0 23 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 4 0 84 6 41 0 0 | d = lying 0 1 0 19 43 36 0 0 | e = standing 0 7 0 30 21 79 0 1 | f = sitting 1 3 0 0 0 0 115 1 | g = running 3 18 1 0 2 1 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 565 68.3192 % Incorrectly Classified Instances 262 31.6808 % Kappa statistic 0.6304 Mean absolute error 0.1034 Root mean squared error 0.2333 Relative absolute error 48.1291 % Root relative squared error 71.165 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.016 0.826 0.613 0.704 0.95 climbingdown 0.728 0.095 0.55 0.728 0.626 0.929 climbingup 0.813 0.001 0.929 0.813 0.867 0.999 jumping 0.704 0.072 0.655 0.704 0.679 0.931 lying 0.424 0.032 0.646 0.424 0.512 0.908 standing 0.659 0.093 0.587 0.659 0.621 0.899 sitting 0.983 0.003 0.983 0.983 0.983 0.991 running 0.589 0.059 0.611 0.589 0.6 0.931 walking Weighted Avg. 0.683 0.054 0.694 0.683 0.682 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 57 24 0 0 0 0 0 12 | a = climbingdown 3 83 1 0 2 0 0 25 | b = climbingup 0 0 13 0 0 0 1 2 | c = jumping 0 2 0 95 3 35 0 0 | d = lying 0 0 0 26 42 29 0 2 | e = standing 0 6 0 24 17 91 0 0 | f = sitting 1 0 0 0 0 0 118 1 | g = running 8 36 0 0 1 0 1 66 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 552 66.7473 % Incorrectly Classified Instances 275 33.2527 % Kappa statistic 0.612 Mean absolute error 0.1038 Root mean squared error 0.2378 Relative absolute error 48.2854 % Root relative squared error 72.5489 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.022 0.787 0.634 0.702 0.956 climbingdown 0.675 0.063 0.631 0.675 0.653 0.932 climbingup 0.813 0.005 0.765 0.813 0.788 0.99 jumping 0.674 0.098 0.572 0.674 0.619 0.91 lying 0.343 0.026 0.642 0.343 0.447 0.925 standing 0.565 0.112 0.503 0.565 0.532 0.885 sitting 0.975 0.006 0.967 0.975 0.971 0.99 running 0.741 0.059 0.664 0.741 0.7 0.939 walking Weighted Avg. 0.667 0.058 0.675 0.667 0.663 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 59 18 0 0 1 0 0 15 | a = climbingdown 8 77 2 0 2 0 1 24 | b = climbingup 0 0 13 0 0 0 3 0 | c = jumping 2 3 0 91 4 35 0 0 | d = lying 0 1 0 20 34 42 0 2 | e = standing 0 3 0 48 8 78 0 1 | f = sitting 1 0 2 0 0 0 117 0 | g = running 5 20 0 0 4 0 0 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 548 66.2636 % Incorrectly Classified Instances 279 33.7364 % Kappa statistic 0.6064 Mean absolute error 0.107 Root mean squared error 0.2402 Relative absolute error 49.7698 % Root relative squared error 73.2699 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.505 0.019 0.77 0.505 0.61 0.937 climbingdown 0.711 0.069 0.623 0.711 0.664 0.936 climbingup 0.938 0 1 0.938 0.968 0.998 jumping 0.622 0.088 0.579 0.622 0.6 0.902 lying 0.374 0.037 0.578 0.374 0.454 0.904 standing 0.558 0.113 0.497 0.558 0.526 0.875 sitting 0.958 0.003 0.983 0.958 0.97 0.978 running 0.821 0.067 0.657 0.821 0.73 0.944 walking Weighted Avg. 0.663 0.059 0.67 0.663 0.659 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 47 29 0 0 0 1 1 15 | a = climbingdown 5 81 0 0 1 0 0 27 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 4 0 84 7 38 0 1 | d = lying 0 0 0 24 37 37 0 1 | e = standing 0 3 0 36 19 77 0 3 | f = sitting 2 1 0 0 0 1 115 1 | g = running 6 12 0 1 0 1 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 564 68.1983 % Incorrectly Classified Instances 263 31.8017 % Kappa statistic 0.6298 Mean absolute error 0.1045 Root mean squared error 0.2336 Relative absolute error 48.6096 % Root relative squared error 71.2601 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.532 0.027 0.714 0.532 0.61 0.925 climbingdown 0.728 0.09 0.565 0.728 0.636 0.917 climbingup 0.938 0.002 0.882 0.938 0.909 0.986 jumping 0.726 0.107 0.57 0.726 0.638 0.917 lying 0.596 0.034 0.702 0.596 0.645 0.927 standing 0.46 0.061 0.6 0.46 0.521 0.89 sitting 0.983 0.004 0.975 0.983 0.979 0.991 running 0.696 0.046 0.703 0.696 0.7 0.948 walking Weighted Avg. 0.682 0.054 0.689 0.682 0.679 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 50 26 1 0 1 0 1 15 | a = climbingdown 12 83 0 1 1 2 0 15 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 2 2 0 98 8 24 0 1 | d = lying 0 2 0 20 59 16 0 2 | e = standing 0 6 0 53 15 63 0 0 | f = sitting 0 1 1 0 0 0 118 0 | g = running 6 27 0 0 0 0 1 78 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 548 66.2636 % Incorrectly Classified Instances 279 33.7364 % Kappa statistic 0.6069 Mean absolute error 0.1073 Root mean squared error 0.2379 Relative absolute error 49.9345 % Root relative squared error 72.5801 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.574 0.023 0.761 0.574 0.655 0.932 climbingdown 0.772 0.076 0.62 0.772 0.688 0.94 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.719 0.118 0.542 0.719 0.618 0.914 lying 0.48 0.037 0.635 0.48 0.547 0.921 standing 0.399 0.081 0.495 0.399 0.442 0.867 sitting 0.967 0.001 0.991 0.967 0.979 0.984 running 0.67 0.057 0.647 0.67 0.658 0.93 walking Weighted Avg. 0.663 0.058 0.668 0.663 0.658 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 54 15 0 0 0 2 0 23 | a = climbingdown 8 88 0 0 1 0 0 17 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 4 0 97 6 27 0 1 | d = lying 0 0 0 26 47 25 0 0 | e = standing 1 7 0 56 19 55 0 0 | f = sitting 1 2 1 0 0 0 116 0 | g = running 7 26 0 0 1 2 1 75 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 643 71.5239 % Incorrectly Classified Instances 256 28.4761 % Kappa statistic 0.667 Mean absolute error 0.0912 Root mean squared error 0.2295 Relative absolute error 42.4947 % Root relative squared error 70.0603 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.026 0.756 0.73 0.743 0.951 climbingdown 0.796 0.083 0.642 0.796 0.711 0.93 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.8 0.059 0.676 0.8 0.733 0.924 lying 0.83 0.115 0.608 0.83 0.702 0.928 standing 0.169 0.018 0.588 0.169 0.263 0.868 sitting 0.992 0.003 0.984 0.992 0.988 0.998 running 0.602 0.031 0.769 0.602 0.675 0.928 walking Weighted Avg. 0.715 0.051 0.715 0.715 0.694 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 65 15 0 0 0 0 0 9 | a = climbingdown 8 113 0 2 1 2 1 15 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 4 1 96 16 1 1 0 | d = lying 1 2 0 14 132 10 0 0 | e = standing 2 2 0 29 65 20 0 0 | f = sitting 0 1 0 0 0 0 120 0 | g = running 9 39 0 1 3 1 0 80 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 651 72.4138 % Incorrectly Classified Instances 248 27.5862 % Kappa statistic 0.6781 Mean absolute error 0.0911 Root mean squared error 0.2198 Relative absolute error 42.4438 % Root relative squared error 67.0912 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.044 0.644 0.73 0.684 0.946 climbingdown 0.725 0.059 0.696 0.725 0.71 0.932 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.85 0.06 0.685 0.85 0.758 0.961 lying 0.805 0.103 0.627 0.805 0.705 0.941 standing 0.229 0.023 0.6 0.229 0.331 0.891 sitting 0.975 0 1 0.975 0.987 0.989 running 0.684 0.033 0.784 0.684 0.731 0.937 walking Weighted Avg. 0.724 0.048 0.723 0.724 0.709 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 65 16 0 0 0 0 0 8 | a = climbingdown 20 103 1 0 1 2 0 15 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 1 0 102 13 3 0 0 | d = lying 0 2 0 16 128 12 0 1 | e = standing 2 0 0 31 58 27 0 0 | f = sitting 0 0 0 0 2 0 118 1 | g = running 13 26 0 0 2 1 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 658 73.1924 % Incorrectly Classified Instances 241 26.8076 % Kappa statistic 0.6866 Mean absolute error 0.0895 Root mean squared error 0.216 Relative absolute error 41.674 % Root relative squared error 65.9287 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.025 0.744 0.659 0.699 0.958 climbingdown 0.761 0.057 0.715 0.761 0.737 0.948 climbingup 1 0 1 1 1 1 jumping 0.868 0.062 0.686 0.868 0.766 0.965 lying 0.786 0.108 0.61 0.786 0.687 0.934 standing 0.237 0.02 0.636 0.237 0.346 0.895 sitting 1 0 1 1 1 1 running 0.722 0.044 0.738 0.722 0.73 0.942 walking Weighted Avg. 0.732 0.048 0.732 0.732 0.716 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 58 15 0 0 0 0 0 15 | a = climbingdown 13 108 0 0 1 1 0 19 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 105 12 3 0 0 | d = lying 0 0 0 23 125 11 0 0 | e = standing 0 1 0 25 64 28 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 7 26 0 0 3 1 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 636 70.7453 % Incorrectly Classified Instances 263 29.2547 % Kappa statistic 0.6584 Mean absolute error 0.092 Root mean squared error 0.2297 Relative absolute error 42.855 % Root relative squared error 70.1183 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.025 0.753 0.693 0.722 0.951 climbingdown 0.761 0.066 0.684 0.761 0.72 0.941 climbingup 1 0.002 0.9 1 0.947 0.999 jumping 0.876 0.093 0.596 0.876 0.709 0.938 lying 0.761 0.104 0.611 0.761 0.678 0.919 standing 0.136 0.014 0.593 0.136 0.221 0.869 sitting 0.975 0 1 0.975 0.987 0.988 running 0.669 0.04 0.742 0.669 0.704 0.933 walking Weighted Avg. 0.707 0.052 0.709 0.707 0.684 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 61 17 0 0 0 0 0 10 | a = climbingdown 9 108 1 0 4 0 0 20 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 1 0 106 9 4 0 0 | d = lying 0 0 0 30 121 7 0 1 | e = standing 0 1 0 42 59 16 0 0 | f = sitting 1 2 0 0 0 0 117 0 | g = running 9 29 1 0 5 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 621 69.0768 % Incorrectly Classified Instances 278 30.9232 % Kappa statistic 0.6391 Mean absolute error 0.0931 Root mean squared error 0.2308 Relative absolute error 43.3613 % Root relative squared error 70.4527 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.025 0.75 0.682 0.714 0.942 climbingdown 0.746 0.077 0.646 0.746 0.693 0.945 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.843 0.117 0.528 0.843 0.65 0.931 lying 0.704 0.091 0.626 0.704 0.663 0.919 standing 0.137 0.012 0.64 0.137 0.225 0.868 sitting 0.992 0.003 0.984 0.992 0.988 0.999 running 0.654 0.039 0.744 0.654 0.696 0.946 walking Weighted Avg. 0.691 0.054 0.702 0.691 0.669 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 60 18 0 0 3 0 0 7 | a = climbingdown 9 106 0 1 2 0 1 23 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 102 14 2 1 0 | d = lying 0 4 0 36 112 7 0 0 | e = standing 1 1 0 53 46 16 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 10 33 0 1 2 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 657 73.0812 % Incorrectly Classified Instances 242 26.9188 % Kappa statistic 0.6857 Mean absolute error 0.0894 Root mean squared error 0.2204 Relative absolute error 41.6574 % Root relative squared error 67.2761 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.023 0.747 0.636 0.687 0.947 climbingdown 0.79 0.065 0.698 0.79 0.741 0.955 climbingup 1 0 1 1 1 1 jumping 0.883 0.086 0.613 0.883 0.724 0.957 lying 0.759 0.082 0.663 0.759 0.708 0.927 standing 0.274 0.023 0.64 0.274 0.383 0.872 sitting 0.983 0 1 0.983 0.992 0.988 running 0.694 0.037 0.769 0.694 0.729 0.926 walking Weighted Avg. 0.731 0.047 0.735 0.731 0.718 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 56 22 0 0 1 0 0 9 | a = climbingdown 7 113 0 0 4 1 0 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 106 8 5 0 0 | d = lying 1 2 0 25 120 10 0 0 | e = standing 0 2 0 40 42 32 0 1 | f = sitting 0 0 0 0 1 1 119 0 | g = running 11 22 0 2 5 1 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 632 70.3003 % Incorrectly Classified Instances 267 29.6997 % Kappa statistic 0.6533 Mean absolute error 0.0949 Root mean squared error 0.2298 Relative absolute error 44.2184 % Root relative squared error 70.1408 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.614 0.035 0.659 0.614 0.635 0.941 climbingdown 0.72 0.056 0.71 0.72 0.715 0.937 climbingup 0.944 0 1 0.944 0.971 0.971 jumping 0.883 0.081 0.627 0.883 0.734 0.957 lying 0.709 0.103 0.596 0.709 0.647 0.918 standing 0.205 0.027 0.533 0.205 0.296 0.851 sitting 0.95 0 1 0.95 0.975 0.98 running 0.754 0.048 0.732 0.754 0.743 0.933 walking Weighted Avg. 0.703 0.052 0.699 0.703 0.688 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 54 18 0 0 1 0 0 15 | a = climbingdown 11 103 0 0 4 4 0 21 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 1 0 106 11 2 0 0 | d = lying 1 0 0 30 112 15 0 0 | e = standing 5 1 0 32 54 24 0 1 | f = sitting 2 1 0 0 3 0 115 0 | g = running 8 21 0 1 3 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 627 69.7442 % Incorrectly Classified Instances 272 30.2558 % Kappa statistic 0.6464 Mean absolute error 0.0925 Root mean squared error 0.2293 Relative absolute error 43.1063 % Root relative squared error 69.9697 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.625 0.02 0.775 0.625 0.692 0.942 climbingdown 0.746 0.081 0.635 0.746 0.686 0.936 climbingup 1 0 1 1 1 1 jumping 0.825 0.077 0.623 0.825 0.71 0.941 lying 0.759 0.101 0.615 0.759 0.68 0.937 standing 0.169 0.031 0.455 0.169 0.247 0.833 sitting 0.992 0.003 0.984 0.992 0.988 0.997 running 0.664 0.044 0.724 0.664 0.693 0.925 walking Weighted Avg. 0.697 0.054 0.687 0.697 0.679 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 55 24 0 0 1 0 0 8 | a = climbingdown 6 106 0 0 3 0 1 26 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 99 12 8 0 0 | d = lying 0 0 0 23 120 15 0 0 | e = standing 1 6 0 37 53 20 1 0 | f = sitting 0 0 0 0 1 0 120 0 | g = running 9 30 0 0 5 1 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 642 71.4127 % Incorrectly Classified Instances 257 28.5873 % Kappa statistic 0.6659 Mean absolute error 0.0911 Root mean squared error 0.2233 Relative absolute error 42.4322 % Root relative squared error 68.157 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.021 0.773 0.659 0.712 0.945 climbingdown 0.725 0.069 0.665 0.725 0.694 0.935 climbingup 1 0 1 1 1 1 jumping 0.892 0.073 0.652 0.892 0.754 0.957 lying 0.81 0.101 0.631 0.81 0.709 0.941 standing 0.119 0.02 0.467 0.119 0.189 0.849 sitting 0.983 0.001 0.992 0.983 0.988 0.988 running 0.709 0.051 0.709 0.709 0.709 0.922 walking Weighted Avg. 0.714 0.051 0.699 0.714 0.688 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 58 16 0 0 0 1 0 13 | a = climbingdown 10 103 0 0 3 0 1 25 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 3 0 107 10 0 0 0 | d = lying 0 2 0 14 128 14 0 0 | e = standing 1 4 0 42 56 14 0 1 | f = sitting 0 1 0 0 1 0 119 0 | g = running 6 26 0 1 5 1 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 629 69.9666 % Incorrectly Classified Instances 270 30.0334 % Kappa statistic 0.649 Mean absolute error 0.0941 Root mean squared error 0.2287 Relative absolute error 43.8299 % Root relative squared error 69.8142 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.534 0.023 0.712 0.534 0.61 0.91 climbingdown 0.704 0.052 0.719 0.704 0.712 0.95 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.858 0.077 0.632 0.858 0.728 0.948 lying 0.785 0.1 0.626 0.785 0.697 0.927 standing 0.153 0.023 0.5 0.153 0.234 0.873 sitting 0.983 0.003 0.983 0.983 0.983 0.996 running 0.746 0.075 0.637 0.746 0.687 0.919 walking Weighted Avg. 0.7 0.053 0.69 0.7 0.677 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 47 15 0 0 0 1 1 24 | a = climbingdown 9 100 0 0 0 1 1 31 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 1 0 103 12 3 0 0 | d = lying 0 1 0 20 124 13 0 0 | e = standing 0 3 0 39 58 18 0 0 | f = sitting 0 0 0 0 0 0 119 2 | g = running 9 19 1 1 4 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 599 75.2513 % Incorrectly Classified Instances 197 24.7487 % Kappa statistic 0.7122 Mean absolute error 0.079 Root mean squared error 0.2116 Relative absolute error 36.6974 % Root relative squared error 64.4796 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.026 0.788 0.698 0.74 0.939 climbingdown 0.767 0.029 0.817 0.767 0.791 0.966 climbingup 0.944 0.001 0.944 0.944 0.944 0.998 jumping 0.633 0.068 0.595 0.633 0.613 0.932 lying 0.718 0.069 0.641 0.718 0.677 0.946 standing 0.456 0.047 0.554 0.456 0.5 0.91 sitting 0.975 0.004 0.975 0.975 0.975 0.988 running 0.883 0.042 0.801 0.883 0.84 0.973 walking Weighted Avg. 0.753 0.04 0.752 0.753 0.751 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 67 15 1 0 0 0 2 11 | a = climbingdown 8 89 0 0 1 0 1 17 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 0 0 69 22 18 0 0 | d = lying 0 0 0 20 84 13 0 0 | e = standing 0 0 0 27 22 41 0 0 | f = sitting 0 1 0 0 1 1 119 0 | g = running 9 4 0 0 1 1 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 595 74.7487 % Incorrectly Classified Instances 201 25.2513 % Kappa statistic 0.7065 Mean absolute error 0.0779 Root mean squared error 0.2118 Relative absolute error 36.1676 % Root relative squared error 64.5607 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.779 0.019 0.851 0.779 0.813 0.967 climbingdown 0.853 0.028 0.839 0.853 0.846 0.973 climbingup 0.789 0 1 0.789 0.882 0.937 jumping 0.651 0.092 0.53 0.651 0.584 0.914 lying 0.576 0.056 0.642 0.576 0.607 0.931 standing 0.371 0.065 0.418 0.371 0.393 0.88 sitting 0.967 0.001 0.992 0.967 0.979 0.999 running 0.914 0.031 0.848 0.914 0.88 0.986 walking Weighted Avg. 0.747 0.04 0.75 0.747 0.747 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 74 10 0 0 1 1 1 8 | a = climbingdown 3 99 0 0 0 2 0 12 | b = climbingup 3 1 15 0 0 0 0 0 | c = jumping 0 0 0 71 17 20 0 1 | d = lying 0 0 0 27 68 23 0 0 | e = standing 0 1 0 35 20 33 0 0 | f = sitting 2 1 0 1 0 0 118 0 | g = running 5 6 0 0 0 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 607 76.2563 % Incorrectly Classified Instances 189 23.7437 % Kappa statistic 0.7237 Mean absolute error 0.0764 Root mean squared error 0.2068 Relative absolute error 35.4882 % Root relative squared error 63.0342 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.014 0.88 0.768 0.82 0.954 climbingdown 0.871 0.029 0.835 0.871 0.852 0.968 climbingup 0.789 0.003 0.882 0.789 0.833 0.95 jumping 0.67 0.084 0.557 0.67 0.608 0.91 lying 0.686 0.075 0.614 0.686 0.648 0.936 standing 0.326 0.04 0.509 0.326 0.397 0.908 sitting 1 0.001 0.992 1 0.996 1 running 0.883 0.028 0.856 0.883 0.869 0.97 walking Weighted Avg. 0.763 0.038 0.762 0.763 0.758 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 73 7 2 0 0 1 0 12 | a = climbingdown 5 101 0 2 0 1 0 7 | b = climbingup 1 2 15 0 0 0 1 0 | c = jumping 0 3 0 73 24 9 0 0 | d = lying 0 0 0 22 81 15 0 0 | e = standing 0 0 0 33 27 29 0 0 | f = sitting 0 0 0 0 0 0 122 0 | g = running 4 8 0 1 0 2 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 593 74.4975 % Incorrectly Classified Instances 203 25.5025 % Kappa statistic 0.7034 Mean absolute error 0.0805 Root mean squared error 0.2133 Relative absolute error 37.3911 % Root relative squared error 65.0055 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.026 0.8 0.758 0.778 0.957 climbingdown 0.829 0.04 0.782 0.829 0.805 0.962 climbingup 0.789 0 1 0.789 0.882 0.987 jumping 0.648 0.074 0.579 0.648 0.611 0.93 lying 0.703 0.075 0.619 0.703 0.659 0.936 standing 0.36 0.05 0.478 0.36 0.41 0.891 sitting 0.959 0.006 0.967 0.959 0.963 0.991 running 0.836 0.025 0.863 0.836 0.849 0.958 walking Weighted Avg. 0.745 0.041 0.745 0.745 0.743 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 72 13 0 0 0 0 1 9 | a = climbingdown 6 97 0 0 2 4 0 8 | b = climbingup 3 0 15 0 0 0 1 0 | c = jumping 0 0 0 70 22 15 1 0 | d = lying 0 0 0 21 83 14 0 0 | e = standing 0 1 0 30 26 32 0 0 | f = sitting 3 1 0 0 0 1 117 0 | g = running 6 12 0 0 1 1 1 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 613 77.0101 % Incorrectly Classified Instances 183 22.9899 % Kappa statistic 0.7325 Mean absolute error 0.0762 Root mean squared error 0.2069 Relative absolute error 35.3793 % Root relative squared error 63.0421 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.842 0.019 0.86 0.842 0.851 0.968 climbingdown 0.752 0.015 0.898 0.752 0.819 0.965 climbingup 0.789 0.001 0.938 0.789 0.857 0.945 jumping 0.75 0.081 0.591 0.75 0.661 0.938 lying 0.763 0.071 0.652 0.763 0.703 0.947 standing 0.315 0.033 0.549 0.315 0.4 0.872 sitting 0.975 0.003 0.983 0.975 0.979 0.992 running 0.875 0.045 0.789 0.875 0.83 0.959 walking Weighted Avg. 0.77 0.037 0.773 0.77 0.765 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 80 4 1 0 0 1 1 8 | a = climbingdown 3 88 0 1 1 2 1 21 | b = climbingup 3 0 15 0 0 0 0 1 | c = jumping 0 0 0 81 15 12 0 0 | d = lying 0 0 0 20 90 8 0 0 | e = standing 0 0 0 35 26 28 0 0 | f = sitting 0 1 0 0 2 0 119 0 | g = running 7 5 0 0 4 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 601 75.5025 % Incorrectly Classified Instances 195 24.4975 % Kappa statistic 0.7143 Mean absolute error 0.0796 Root mean squared error 0.2123 Relative absolute error 36.9901 % Root relative squared error 64.721 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.004 0.953 0.642 0.767 0.93 climbingdown 0.829 0.032 0.815 0.829 0.822 0.958 climbingup 0.944 0 1 0.944 0.971 0.996 jumping 0.731 0.076 0.603 0.731 0.661 0.931 lying 0.754 0.102 0.563 0.754 0.645 0.924 standing 0.27 0.023 0.6 0.27 0.372 0.875 sitting 0.959 0.006 0.967 0.959 0.963 0.984 running 0.907 0.043 0.801 0.907 0.851 0.954 walking Weighted Avg. 0.755 0.041 0.767 0.755 0.747 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 61 13 0 0 2 1 2 16 | a = climbingdown 1 97 0 1 2 3 1 12 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 79 23 5 0 0 | d = lying 0 1 0 22 89 6 0 0 | e = standing 0 0 0 27 38 24 0 0 | f = sitting 0 3 0 0 0 1 117 1 | g = running 2 4 0 2 4 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 594 74.6231 % Incorrectly Classified Instances 202 25.3769 % Kappa statistic 0.7047 Mean absolute error 0.0798 Root mean squared error 0.2139 Relative absolute error 37.0691 % Root relative squared error 65.2104 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.789 0.023 0.824 0.789 0.806 0.974 climbingdown 0.761 0.034 0.795 0.761 0.777 0.962 climbingup 0.889 0.001 0.941 0.889 0.914 0.934 jumping 0.593 0.068 0.577 0.593 0.584 0.916 lying 0.752 0.084 0.607 0.752 0.672 0.936 standing 0.333 0.045 0.484 0.333 0.395 0.888 sitting 0.967 0 1 0.967 0.983 0.997 running 0.884 0.039 0.814 0.884 0.848 0.972 walking Weighted Avg. 0.746 0.041 0.744 0.746 0.742 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 75 11 0 0 0 0 0 9 | a = climbingdown 8 89 1 0 1 1 0 17 | b = climbingup 1 1 16 0 0 0 0 0 | c = jumping 0 0 0 64 26 18 0 0 | d = lying 0 0 0 17 88 12 0 0 | e = standing 0 1 0 29 30 30 0 0 | f = sitting 1 3 0 0 0 0 118 0 | g = running 6 7 0 1 0 1 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 616 77.3869 % Incorrectly Classified Instances 180 22.6131 % Kappa statistic 0.737 Mean absolute error 0.0745 Root mean squared error 0.2029 Relative absolute error 34.6239 % Root relative squared error 61.8534 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.811 0.01 0.917 0.811 0.86 0.974 climbingdown 0.838 0.022 0.867 0.838 0.852 0.948 climbingup 0.944 0 1 0.944 0.971 0.967 jumping 0.685 0.086 0.556 0.685 0.614 0.921 lying 0.675 0.074 0.612 0.675 0.642 0.928 standing 0.411 0.038 0.578 0.411 0.481 0.911 sitting 0.967 0 1 0.967 0.983 0.977 running 0.899 0.033 0.841 0.899 0.869 0.963 walking Weighted Avg. 0.774 0.037 0.78 0.774 0.773 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 77 6 0 0 0 2 0 10 | a = climbingdown 2 98 0 0 2 3 0 12 | b = climbingup 0 1 17 0 0 0 0 0 | c = jumping 0 0 0 74 23 11 0 0 | d = lying 0 1 0 28 79 9 0 0 | e = standing 0 0 0 31 22 37 0 0 | f = sitting 2 1 0 0 0 1 118 0 | g = running 3 6 0 0 3 1 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 601 75.5025 % Incorrectly Classified Instances 195 24.4975 % Kappa statistic 0.7147 Mean absolute error 0.0799 Root mean squared error 0.2148 Relative absolute error 37.1252 % Root relative squared error 65.46 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.011 0.895 0.716 0.795 0.96 climbingdown 0.829 0.025 0.851 0.829 0.84 0.959 climbingup 0.722 0 1 0.722 0.839 0.936 jumping 0.741 0.083 0.584 0.741 0.653 0.93 lying 0.718 0.069 0.641 0.718 0.677 0.937 standing 0.311 0.048 0.452 0.311 0.368 0.888 sitting 0.951 0.009 0.951 0.951 0.951 0.97 running 0.891 0.039 0.816 0.891 0.852 0.958 walking Weighted Avg. 0.755 0.04 0.757 0.755 0.751 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 68 6 0 0 1 1 3 16 | a = climbingdown 3 97 0 1 1 4 1 10 | b = climbingup 2 1 13 0 0 1 1 0 | c = jumping 0 0 0 80 17 11 0 0 | d = lying 0 0 0 18 84 15 0 0 | e = standing 0 0 0 37 25 28 0 0 | f = sitting 2 3 0 0 1 0 116 0 | g = running 1 7 0 1 2 2 1 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 590 74.1206 % Incorrectly Classified Instances 206 25.8794 % Kappa statistic 0.6993 Mean absolute error 0.0788 Root mean squared error 0.2116 Relative absolute error 36.5959 % Root relative squared error 64.4821 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.02 0.833 0.737 0.782 0.95 climbingdown 0.821 0.037 0.793 0.821 0.807 0.968 climbingup 1 0.004 0.857 1 0.923 1 jumping 0.639 0.099 0.504 0.639 0.563 0.917 lying 0.667 0.054 0.678 0.667 0.672 0.944 standing 0.356 0.051 0.471 0.356 0.405 0.9 sitting 0.959 0.001 0.992 0.959 0.975 0.981 running 0.853 0.033 0.833 0.853 0.843 0.954 walking Weighted Avg. 0.741 0.041 0.744 0.741 0.74 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 70 11 1 0 2 0 0 11 | a = climbingdown 9 96 0 0 1 0 0 11 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 69 14 23 0 0 | d = lying 0 1 0 27 78 11 0 0 | e = standing 0 1 0 41 16 32 0 0 | f = sitting 0 2 2 0 0 1 117 0 | g = running 5 8 0 0 4 1 1 110 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 645 77.3381 % Incorrectly Classified Instances 189 22.6619 % Kappa statistic 0.737 Mean absolute error 0.0755 Root mean squared error 0.2016 Relative absolute error 35.0342 % Root relative squared error 61.4046 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.019 0.833 0.648 0.729 0.959 climbingdown 0.828 0.042 0.771 0.828 0.798 0.972 climbingup 0.941 0.001 0.941 0.941 0.941 0.991 jumping 0.59 0.046 0.676 0.59 0.63 0.942 lying 0.899 0.04 0.772 0.899 0.831 0.98 standing 0.575 0.065 0.58 0.575 0.578 0.917 sitting 0.983 0.001 0.992 0.983 0.987 0.998 running 0.844 0.048 0.761 0.844 0.8 0.968 walking Weighted Avg. 0.773 0.037 0.774 0.773 0.77 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 70 16 0 0 1 1 0 20 | a = climbingdown 7 101 0 0 1 0 0 13 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 69 8 39 0 0 | d = lying 0 0 0 4 98 7 0 0 | e = standing 0 1 0 29 18 65 0 0 | f = sitting 0 0 1 0 0 0 118 1 | g = running 7 12 0 0 1 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 647 77.5779 % Incorrectly Classified Instances 187 22.4221 % Kappa statistic 0.7397 Mean absolute error 0.0733 Root mean squared error 0.1971 Relative absolute error 33.9971 % Root relative squared error 60.0394 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.017 0.859 0.676 0.756 0.946 climbingdown 0.852 0.039 0.788 0.852 0.819 0.977 climbingup 0.882 0.001 0.938 0.882 0.909 0.999 jumping 0.615 0.078 0.563 0.615 0.588 0.932 lying 0.936 0.036 0.797 0.936 0.861 0.984 standing 0.416 0.05 0.566 0.416 0.48 0.922 sitting 0.992 0.001 0.992 0.992 0.992 0.999 running 0.898 0.038 0.81 0.898 0.852 0.978 walking Weighted Avg. 0.776 0.036 0.772 0.776 0.77 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 73 18 0 0 1 0 0 16 | a = climbingdown 6 104 1 0 0 0 0 11 | b = climbingup 1 0 15 0 0 0 1 0 | c = jumping 0 1 0 72 10 34 0 0 | d = lying 0 0 0 5 102 2 0 0 | e = standing 0 1 0 51 14 47 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 5 7 0 0 1 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 625 74.94 % Incorrectly Classified Instances 209 25.06 % Kappa statistic 0.7092 Mean absolute error 0.0767 Root mean squared error 0.2064 Relative absolute error 35.5965 % Root relative squared error 62.885 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.036 0.757 0.75 0.753 0.944 climbingdown 0.861 0.049 0.75 0.861 0.802 0.965 climbingup 0.882 0.001 0.938 0.882 0.909 0.992 jumping 0.795 0.109 0.544 0.795 0.646 0.934 lying 0.734 0.03 0.784 0.734 0.758 0.966 standing 0.345 0.043 0.557 0.345 0.426 0.926 sitting 0.975 0.004 0.975 0.975 0.975 0.986 running 0.742 0.018 0.88 0.742 0.805 0.981 walking Weighted Avg. 0.749 0.04 0.756 0.749 0.745 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 81 18 0 0 1 0 1 7 | a = climbingdown 9 105 1 0 2 0 0 5 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 93 7 17 0 0 | d = lying 0 0 0 15 80 14 0 0 | e = standing 0 0 0 63 11 39 0 0 | f = sitting 1 1 0 0 0 0 117 1 | g = running 16 16 0 0 1 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 630 75.5396 % Incorrectly Classified Instances 204 24.4604 % Kappa statistic 0.7162 Mean absolute error 0.08 Root mean squared error 0.207 Relative absolute error 37.1205 % Root relative squared error 63.0486 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.044 0.714 0.741 0.727 0.956 climbingdown 0.861 0.044 0.772 0.861 0.814 0.976 climbingup 0.941 0 1 0.941 0.97 0.996 jumping 0.718 0.092 0.56 0.718 0.629 0.93 lying 0.881 0.026 0.835 0.881 0.857 0.983 standing 0.348 0.044 0.549 0.348 0.426 0.904 sitting 1 0.003 0.984 1 0.992 0.999 running 0.695 0.031 0.802 0.695 0.745 0.965 walking Weighted Avg. 0.755 0.04 0.753 0.755 0.749 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 80 12 0 0 0 0 1 15 | a = climbingdown 10 105 0 0 0 0 0 7 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 84 7 25 0 0 | d = lying 0 0 0 6 96 7 0 0 | e = standing 0 1 0 60 12 39 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 22 17 0 0 0 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 610 73.2293 % Incorrectly Classified Instances 223 26.7707 % Kappa statistic 0.6892 Mean absolute error 0.0819 Root mean squared error 0.2108 Relative absolute error 38.0174 % Root relative squared error 64.2183 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.032 0.777 0.741 0.758 0.968 climbingdown 0.795 0.032 0.808 0.795 0.802 0.961 climbingup 0.765 0.004 0.813 0.765 0.788 0.984 jumping 0.735 0.108 0.528 0.735 0.614 0.936 lying 0.532 0.015 0.841 0.532 0.652 0.975 standing 0.5 0.072 0.519 0.5 0.509 0.933 sitting 0.95 0.004 0.975 0.95 0.962 0.993 running 0.827 0.044 0.772 0.827 0.798 0.964 walking Weighted Avg. 0.732 0.043 0.749 0.732 0.733 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 80 13 0 0 0 0 0 15 | a = climbingdown 7 97 0 2 1 0 0 15 | b = climbingup 0 1 13 0 0 0 3 0 | c = jumping 0 1 0 86 4 26 0 0 | d = lying 0 1 0 24 58 26 0 0 | e = standing 0 0 0 51 5 56 0 0 | f = sitting 3 0 2 0 0 0 115 1 | g = running 13 7 1 0 1 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 608 72.9892 % Incorrectly Classified Instances 225 27.0108 % Kappa statistic 0.6862 Mean absolute error 0.0811 Root mean squared error 0.2141 Relative absolute error 37.6251 % Root relative squared error 65.2179 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.029 0.79 0.731 0.76 0.94 climbingdown 0.869 0.042 0.779 0.869 0.822 0.974 climbingup 0.765 0 1 0.765 0.867 0.996 jumping 0.821 0.127 0.513 0.821 0.632 0.924 lying 0.541 0.028 0.747 0.541 0.628 0.963 standing 0.339 0.053 0.5 0.339 0.404 0.911 sitting 0.992 0.006 0.967 0.992 0.979 0.993 running 0.766 0.03 0.824 0.766 0.794 0.969 walking Weighted Avg. 0.73 0.044 0.74 0.73 0.725 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 79 15 0 1 1 0 0 12 | a = climbingdown 5 106 0 0 2 0 1 8 | b = climbingup 1 0 13 0 0 0 3 0 | c = jumping 0 1 0 96 6 14 0 0 | d = lying 0 0 0 25 59 24 0 1 | e = standing 0 1 0 65 8 38 0 0 | f = sitting 1 0 0 0 0 0 119 0 | g = running 14 13 0 0 3 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 621 74.5498 % Incorrectly Classified Instances 212 25.4502 % Kappa statistic 0.7048 Mean absolute error 0.0791 Root mean squared error 0.2064 Relative absolute error 36.6918 % Root relative squared error 62.8856 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.769 0.025 0.822 0.769 0.794 0.965 climbingdown 0.844 0.038 0.792 0.844 0.817 0.977 climbingup 0.882 0.004 0.833 0.882 0.857 0.927 jumping 0.504 0.061 0.573 0.504 0.536 0.929 lying 0.596 0.015 0.855 0.596 0.703 0.977 standing 0.688 0.118 0.475 0.688 0.562 0.917 sitting 0.983 0.003 0.983 0.983 0.983 0.998 running 0.789 0.031 0.821 0.789 0.805 0.942 walking Weighted Avg. 0.745 0.041 0.764 0.745 0.748 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 83 14 1 0 0 0 0 10 | a = climbingdown 7 103 0 0 0 0 0 12 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 59 3 55 0 0 | d = lying 0 0 0 14 65 30 0 0 | e = standing 0 0 0 30 5 77 0 0 | f = sitting 0 0 2 0 0 0 118 0 | g = running 11 13 0 0 3 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 613 73.5894 % Incorrectly Classified Instances 220 26.4106 % Kappa statistic 0.6933 Mean absolute error 0.079 Root mean squared error 0.2115 Relative absolute error 36.6627 % Root relative squared error 64.4276 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.015 0.876 0.722 0.792 0.953 climbingdown 0.844 0.032 0.817 0.844 0.831 0.97 climbingup 1 0 1 1 1 1 jumping 0.547 0.105 0.46 0.547 0.5 0.899 lying 0.514 0.017 0.824 0.514 0.633 0.947 standing 0.545 0.098 0.462 0.545 0.5 0.899 sitting 1 0.003 0.984 1 0.992 0.999 running 0.891 0.037 0.814 0.891 0.851 0.984 walking Weighted Avg. 0.736 0.043 0.755 0.736 0.739 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 78 10 0 0 1 0 2 17 | a = climbingdown 7 103 0 1 2 0 0 9 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 2 0 64 3 47 0 0 | d = lying 0 0 0 29 56 24 0 0 | e = standing 0 0 0 45 6 61 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 3 11 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 608 72.9892 % Incorrectly Classified Instances 225 27.0108 % Kappa statistic 0.6863 Mean absolute error 0.0798 Root mean squared error 0.2074 Relative absolute error 37.05 % Root relative squared error 63.1836 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.769 0.036 0.761 0.769 0.765 0.955 climbingdown 0.787 0.027 0.835 0.787 0.81 0.97 climbingup 0.765 0.002 0.867 0.765 0.813 0.94 jumping 0.752 0.11 0.527 0.752 0.62 0.943 lying 0.55 0.011 0.882 0.55 0.678 0.978 standing 0.393 0.08 0.431 0.393 0.411 0.913 sitting 0.975 0.004 0.975 0.975 0.975 0.994 running 0.836 0.043 0.781 0.836 0.808 0.969 walking Weighted Avg. 0.73 0.044 0.747 0.73 0.73 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 83 9 1 0 0 0 0 15 | a = climbingdown 11 96 0 0 1 0 0 14 | b = climbingup 1 0 13 0 0 0 3 0 | c = jumping 0 1 0 88 1 27 0 0 | d = lying 0 0 0 18 60 31 0 0 | e = standing 0 1 0 61 6 44 0 0 | f = sitting 1 0 1 0 0 0 117 1 | g = running 13 8 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 619 74.3097 % Incorrectly Classified Instances 214 25.6903 % Kappa statistic 0.7017 Mean absolute error 0.0776 Root mean squared error 0.2051 Relative absolute error 36.0101 % Root relative squared error 62.4962 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.752 0.04 0.739 0.752 0.745 0.966 climbingdown 0.811 0.044 0.762 0.811 0.786 0.971 climbingup 0.938 0 1 0.938 0.968 0.999 jumping 0.819 0.126 0.514 0.819 0.631 0.936 lying 0.606 0.017 0.846 0.606 0.706 0.972 standing 0.381 0.047 0.558 0.381 0.453 0.921 sitting 0.975 0.001 0.992 0.975 0.983 0.995 running 0.797 0.024 0.857 0.797 0.826 0.98 walking Weighted Avg. 0.743 0.042 0.76 0.743 0.741 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 82 18 0 0 0 0 0 9 | a = climbingdown 13 99 0 0 2 0 0 8 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 1 0 95 2 18 0 0 | d = lying 0 0 0 27 66 16 0 0 | e = standing 0 0 0 62 8 43 0 0 | f = sitting 1 2 0 0 0 0 117 0 | g = running 15 10 0 1 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 630 75.179 % Incorrectly Classified Instances 208 24.821 % Kappa statistic 0.7113 Mean absolute error 0.0786 Root mean squared error 0.2009 Relative absolute error 36.5122 % Root relative squared error 61.2531 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.775 0.025 0.784 0.775 0.78 0.971 climbingdown 0.619 0.033 0.73 0.619 0.67 0.962 climbingup 1 0 1 1 1 1 jumping 0.953 0.039 0.812 0.953 0.877 0.993 lying 0.654 0.075 0.621 0.654 0.637 0.937 standing 0.413 0.063 0.526 0.413 0.463 0.908 sitting 1 0.001 0.992 1 0.996 1 running 0.802 0.053 0.727 0.802 0.762 0.952 walking Weighted Avg. 0.752 0.042 0.744 0.752 0.745 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 69 8 0 0 0 0 1 11 | a = climbingdown 13 65 0 0 0 0 0 27 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 121 1 5 0 0 | d = lying 0 0 0 7 87 39 0 0 | e = standing 0 1 0 20 50 50 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 6 15 0 1 2 1 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 641 76.4916 % Incorrectly Classified Instances 197 23.5084 % Kappa statistic 0.7265 Mean absolute error 0.079 Root mean squared error 0.2015 Relative absolute error 36.7286 % Root relative squared error 61.4488 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.036 0.71 0.742 0.725 0.965 climbingdown 0.524 0.035 0.679 0.524 0.591 0.939 climbingup 0.882 0.002 0.882 0.882 0.882 0.999 jumping 0.929 0.01 0.944 0.929 0.937 0.988 lying 0.774 0.074 0.665 0.774 0.715 0.95 standing 0.521 0.05 0.636 0.521 0.573 0.919 sitting 0.983 0.003 0.983 0.983 0.983 1 running 0.817 0.063 0.696 0.817 0.752 0.965 walking Weighted Avg. 0.765 0.039 0.764 0.765 0.761 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 66 8 0 0 0 0 0 15 | a = climbingdown 19 55 0 0 2 0 0 29 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 1 0 118 1 7 0 0 | d = lying 0 0 0 1 103 29 0 0 | e = standing 1 1 0 6 49 63 0 1 | f = sitting 0 0 2 0 0 0 118 0 | g = running 7 16 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 611 72.9117 % Incorrectly Classified Instances 227 27.0883 % Kappa statistic 0.6847 Mean absolute error 0.0808 Root mean squared error 0.2091 Relative absolute error 37.5386 % Root relative squared error 63.7407 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.024 0.775 0.689 0.729 0.952 climbingdown 0.596 0.023 0.785 0.596 0.678 0.941 climbingup 0.941 0.002 0.889 0.941 0.914 1 jumping 0.953 0.038 0.818 0.953 0.88 0.985 lying 0.624 0.089 0.568 0.624 0.595 0.932 standing 0.355 0.07 0.462 0.355 0.402 0.908 sitting 0.992 0.003 0.983 0.992 0.988 1 running 0.833 0.067 0.686 0.833 0.753 0.957 walking Weighted Avg. 0.729 0.046 0.724 0.729 0.721 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 62 8 1 0 0 0 0 19 | a = climbingdown 8 62 0 0 0 4 1 29 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 0 0 121 3 2 0 0 | d = lying 0 0 0 8 83 42 0 0 | e = standing 0 0 0 19 59 43 0 0 | f = sitting 0 0 1 0 0 0 119 0 | g = running 9 9 0 0 1 2 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 646 77.0883 % Incorrectly Classified Instances 192 22.9117 % Kappa statistic 0.7338 Mean absolute error 0.0793 Root mean squared error 0.1984 Relative absolute error 36.8484 % Root relative squared error 60.4894 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.039 0.701 0.756 0.727 0.954 climbingdown 0.615 0.041 0.681 0.615 0.646 0.939 climbingup 1 0 1 1 1 1 jumping 0.96 0.021 0.89 0.96 0.924 0.992 lying 0.684 0.058 0.689 0.684 0.687 0.951 standing 0.595 0.064 0.61 0.595 0.603 0.934 sitting 0.975 0 1 0.975 0.987 0.985 running 0.754 0.044 0.754 0.754 0.754 0.962 walking Weighted Avg. 0.771 0.037 0.769 0.771 0.769 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 68 10 0 0 0 1 0 11 | a = climbingdown 19 64 0 0 1 0 0 20 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 121 1 4 0 0 | d = lying 0 1 0 1 91 40 0 0 | e = standing 0 0 0 14 35 72 0 0 | f = sitting 1 0 0 0 1 1 117 0 | g = running 9 19 0 0 3 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 640 76.3723 % Incorrectly Classified Instances 198 23.6277 % Kappa statistic 0.7254 Mean absolute error 0.081 Root mean squared error 0.2041 Relative absolute error 37.6365 % Root relative squared error 62.2124 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.775 0.032 0.742 0.775 0.758 0.963 climbingdown 0.615 0.034 0.719 0.615 0.663 0.954 climbingup 1 0 1 1 1 1 jumping 0.968 0.01 0.946 0.968 0.957 0.996 lying 0.639 0.077 0.612 0.639 0.625 0.933 standing 0.549 0.073 0.563 0.549 0.556 0.914 sitting 0.992 0.001 0.992 0.992 0.992 0.999 running 0.762 0.049 0.733 0.762 0.747 0.944 walking Weighted Avg. 0.764 0.039 0.763 0.764 0.763 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 69 9 0 0 0 1 1 9 | a = climbingdown 13 64 0 0 0 1 0 26 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 122 0 3 0 0 | d = lying 0 1 0 1 85 46 0 0 | e = standing 0 0 0 6 49 67 0 0 | f = sitting 0 0 0 0 1 0 119 0 | g = running 11 14 0 0 4 1 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 636 75.895 % Incorrectly Classified Instances 202 24.105 % Kappa statistic 0.7194 Mean absolute error 0.0796 Root mean squared error 0.204 Relative absolute error 37.0065 % Root relative squared error 62.1948 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.019 0.806 0.652 0.72 0.939 climbingdown 0.567 0.037 0.686 0.567 0.621 0.937 climbingup 1 0 1 1 1 1 jumping 0.937 0.02 0.894 0.937 0.915 0.984 lying 0.699 0.07 0.655 0.699 0.676 0.95 standing 0.5 0.063 0.575 0.5 0.535 0.918 sitting 0.992 0.003 0.983 0.992 0.988 0.998 running 0.873 0.072 0.683 0.873 0.767 0.963 walking Weighted Avg. 0.759 0.041 0.758 0.759 0.755 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 58 14 0 0 0 4 0 13 | a = climbingdown 7 59 0 0 0 0 1 37 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 2 0 118 3 2 0 0 | d = lying 0 0 0 1 93 39 0 0 | e = standing 0 2 0 13 45 61 0 1 | f = sitting 0 0 0 0 1 0 119 0 | g = running 6 9 0 0 0 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 647 77.2076 % Incorrectly Classified Instances 191 22.7924 % Kappa statistic 0.735 Mean absolute error 0.0796 Root mean squared error 0.2006 Relative absolute error 36.9868 % Root relative squared error 61.1578 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.015 0.847 0.685 0.758 0.962 climbingdown 0.702 0.046 0.682 0.702 0.692 0.959 climbingup 0.944 0.001 0.944 0.944 0.944 1 jumping 0.929 0.021 0.887 0.929 0.908 0.977 lying 0.602 0.052 0.684 0.602 0.64 0.943 standing 0.639 0.075 0.591 0.639 0.614 0.928 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.808 0.053 0.727 0.808 0.765 0.953 walking Weighted Avg. 0.772 0.038 0.774 0.772 0.771 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 61 16 0 0 0 0 0 12 | a = climbingdown 5 73 0 0 0 0 0 26 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 3 0 118 1 5 0 0 | d = lying 0 1 0 5 80 47 0 0 | e = standing 0 0 0 10 34 78 0 0 | f = sitting 0 0 1 0 0 0 119 0 | g = running 6 14 0 0 2 2 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 611 72.9988 % Incorrectly Classified Instances 226 27.0012 % Kappa statistic 0.6861 Mean absolute error 0.0777 Root mean squared error 0.2102 Relative absolute error 36.1366 % Root relative squared error 64.1007 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.029 0.747 0.73 0.739 0.966 climbingdown 0.654 0.037 0.716 0.654 0.683 0.958 climbingup 1 0 1 1 1 1 jumping 0.969 0.07 0.711 0.969 0.82 0.98 lying 0.519 0.06 0.622 0.519 0.566 0.931 standing 0.434 0.07 0.515 0.434 0.471 0.9 sitting 1 0 1 1 1 1 running 0.768 0.049 0.733 0.768 0.75 0.946 walking Weighted Avg. 0.73 0.045 0.723 0.73 0.722 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 65 9 0 0 0 1 0 14 | a = climbingdown 13 68 0 0 2 0 0 21 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 0 123 1 1 0 0 | d = lying 1 0 0 18 69 45 0 0 | e = standing 1 1 0 31 36 53 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 7 15 0 1 3 3 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 632 75.5078 % Incorrectly Classified Instances 205 24.4922 % Kappa statistic 0.7158 Mean absolute error 0.0802 Root mean squared error 0.2027 Relative absolute error 37.27 % Root relative squared error 61.8059 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.787 0.028 0.769 0.787 0.778 0.958 climbingdown 0.657 0.042 0.69 0.657 0.673 0.948 climbingup 0.941 0.002 0.889 0.941 0.914 0.995 jumping 0.866 0.006 0.965 0.866 0.913 0.993 lying 0.391 0.028 0.722 0.391 0.507 0.934 standing 0.844 0.134 0.518 0.844 0.642 0.93 sitting 0.975 0.001 0.991 0.975 0.983 0.99 running 0.768 0.042 0.762 0.768 0.765 0.963 walking Weighted Avg. 0.755 0.04 0.778 0.755 0.752 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 70 8 1 0 0 2 0 8 | a = climbingdown 14 69 0 0 0 0 0 22 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 0 0 110 0 16 0 0 | d = lying 0 1 0 3 52 77 0 0 | e = standing 0 0 0 1 18 103 0 0 | f = sitting 0 0 1 0 2 0 116 0 | g = running 6 22 0 0 0 1 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 640 76.4636 % Incorrectly Classified Instances 197 23.5364 % Kappa statistic 0.7265 Mean absolute error 0.0774 Root mean squared error 0.2018 Relative absolute error 35.9527 % Root relative squared error 61.5273 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.019 0.797 0.618 0.696 0.952 climbingdown 0.8 0.057 0.667 0.8 0.727 0.955 climbingup 0.824 0.001 0.933 0.824 0.875 0.984 jumping 0.953 0.013 0.931 0.953 0.942 0.99 lying 0.414 0.033 0.705 0.414 0.521 0.946 standing 0.76 0.109 0.541 0.76 0.632 0.919 sitting 0.992 0.004 0.975 0.992 0.983 0.998 running 0.802 0.038 0.789 0.802 0.795 0.963 walking Weighted Avg. 0.765 0.038 0.776 0.765 0.76 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 55 20 0 0 0 0 0 14 | a = climbingdown 8 84 0 0 0 0 0 13 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 0 1 0 121 3 2 0 0 | d = lying 0 0 0 3 55 75 0 0 | e = standing 0 3 1 6 19 92 0 0 | f = sitting 0 0 0 0 1 0 118 0 | g = running 6 18 0 0 0 1 0 101 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 692 78.3692 % Incorrectly Classified Instances 191 21.6308 % Kappa statistic 0.7481 Mean absolute error 0.0706 Root mean squared error 0.198 Relative absolute error 32.8423 % Root relative squared error 60.378 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.024 0.768 0.636 0.696 0.956 climbingdown 0.802 0.037 0.783 0.802 0.792 0.951 climbingup 0.895 0.001 0.944 0.895 0.919 0.999 jumping 0.877 0.063 0.746 0.877 0.806 0.971 lying 0.852 0.07 0.63 0.852 0.724 0.958 standing 0.378 0.018 0.763 0.378 0.506 0.943 sitting 0.975 0.003 0.983 0.975 0.979 0.991 running 0.883 0.036 0.818 0.883 0.849 0.973 walking Weighted Avg. 0.784 0.036 0.79 0.784 0.774 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 63 18 0 0 1 0 0 17 | a = climbingdown 12 101 0 0 1 2 0 10 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 1 0 135 12 6 0 0 | d = lying 0 0 0 10 92 6 0 0 | e = standing 0 0 0 36 38 45 0 0 | f = sitting 1 0 1 0 1 0 118 0 | g = running 6 9 0 0 1 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 714 80.8607 % Incorrectly Classified Instances 169 19.1393 % Kappa statistic 0.7773 Mean absolute error 0.0669 Root mean squared error 0.1892 Relative absolute error 31.1261 % Root relative squared error 57.6915 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.828 0.028 0.788 0.828 0.808 0.961 climbingdown 0.802 0.029 0.821 0.802 0.811 0.962 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.884 0.07 0.729 0.884 0.799 0.971 lying 0.806 0.061 0.649 0.806 0.719 0.96 standing 0.454 0.013 0.844 0.454 0.59 0.947 sitting 0.983 0.001 0.992 0.983 0.988 0.995 running 0.846 0.02 0.885 0.846 0.865 0.969 walking Weighted Avg. 0.809 0.032 0.819 0.809 0.804 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 82 12 0 0 1 0 1 3 | a = climbingdown 11 101 0 0 3 0 0 11 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 137 12 5 0 1 | d = lying 0 0 0 16 87 5 0 0 | e = standing 0 0 0 35 30 54 0 0 | f = sitting 1 0 1 0 0 0 119 0 | g = running 10 10 0 0 1 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 689 78.1179 % Incorrectly Classified Instances 193 21.8821 % Kappa statistic 0.7451 Mean absolute error 0.0688 Root mean squared error 0.1971 Relative absolute error 32.0086 % Root relative squared error 60.1313 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.818 0.037 0.736 0.818 0.775 0.968 climbingdown 0.77 0.04 0.764 0.77 0.767 0.959 climbingup 0.778 0 1 0.778 0.875 0.99 jumping 0.903 0.063 0.753 0.903 0.821 0.98 lying 0.648 0.048 0.654 0.648 0.651 0.956 standing 0.538 0.038 0.688 0.538 0.604 0.94 sitting 0.975 0.005 0.967 0.975 0.971 0.982 running 0.772 0.024 0.854 0.772 0.811 0.962 walking Weighted Avg. 0.781 0.036 0.782 0.781 0.778 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 81 14 0 0 0 0 0 4 | a = climbingdown 13 97 0 0 1 1 0 14 | b = climbingup 0 0 14 0 0 0 4 0 | c = jumping 0 0 0 140 7 8 0 0 | d = lying 0 0 0 19 70 19 0 0 | e = standing 0 0 0 27 28 64 0 0 | f = sitting 1 1 0 0 0 1 118 0 | g = running 15 15 0 0 1 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 705 79.932 % Incorrectly Classified Instances 177 20.068 % Kappa statistic 0.7667 Mean absolute error 0.0706 Root mean squared error 0.1984 Relative absolute error 32.8415 % Root relative squared error 60.5098 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.027 0.779 0.747 0.763 0.948 climbingdown 0.794 0.037 0.781 0.794 0.787 0.954 climbingup 0.778 0 1 0.778 0.875 0.986 jumping 0.839 0.029 0.861 0.839 0.85 0.969 lying 0.954 0.081 0.62 0.954 0.752 0.964 standing 0.454 0.02 0.783 0.454 0.574 0.924 sitting 0.975 0.005 0.967 0.975 0.971 0.981 running 0.824 0.034 0.818 0.824 0.821 0.971 walking Weighted Avg. 0.799 0.032 0.811 0.799 0.795 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 74 13 0 0 0 0 0 12 | a = climbingdown 10 100 0 0 2 1 0 13 | b = climbingup 0 0 14 0 0 0 4 0 | c = jumping 1 0 0 130 12 12 0 0 | d = lying 0 0 0 3 103 2 0 0 | e = standing 0 1 0 18 46 54 0 0 | f = sitting 0 1 0 0 2 0 118 0 | g = running 10 13 0 0 1 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 718 81.4059 % Incorrectly Classified Instances 164 18.5941 % Kappa statistic 0.7843 Mean absolute error 0.0662 Root mean squared error 0.1873 Relative absolute error 30.7855 % Root relative squared error 57.1341 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.024 0.812 0.837 0.824 0.972 climbingdown 0.81 0.03 0.816 0.81 0.813 0.968 climbingup 1 0.002 0.9 1 0.947 1 jumping 0.761 0.022 0.881 0.761 0.817 0.966 lying 0.963 0.071 0.654 0.963 0.779 0.97 standing 0.575 0.029 0.758 0.575 0.654 0.951 sitting 0.975 0.003 0.983 0.975 0.979 0.999 running 0.787 0.034 0.811 0.787 0.799 0.955 walking Weighted Avg. 0.814 0.029 0.823 0.814 0.812 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 82 4 0 0 0 0 1 11 | a = climbingdown 8 102 0 0 1 0 1 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 1 118 15 19 0 0 | d = lying 0 0 0 1 104 3 0 0 | e = standing 0 0 0 15 36 69 0 0 | f = sitting 0 0 1 0 2 0 118 0 | g = running 11 17 0 0 1 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 701 79.4785 % Incorrectly Classified Instances 181 20.5215 % Kappa statistic 0.7618 Mean absolute error 0.0707 Root mean squared error 0.1975 Relative absolute error 32.9004 % Root relative squared error 60.2298 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.786 0.034 0.74 0.786 0.762 0.965 climbingdown 0.77 0.03 0.808 0.77 0.789 0.953 climbingup 0.944 0.001 0.944 0.944 0.944 1 jumping 0.774 0.026 0.863 0.774 0.816 0.964 lying 0.88 0.089 0.579 0.88 0.699 0.946 standing 0.517 0.024 0.775 0.517 0.62 0.937 sitting 0.983 0.001 0.992 0.983 0.988 0.996 running 0.838 0.031 0.832 0.838 0.835 0.976 walking Weighted Avg. 0.795 0.032 0.809 0.795 0.794 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 77 11 0 0 0 0 0 10 | a = climbingdown 14 97 0 0 1 1 0 13 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 120 23 12 0 0 | d = lying 2 1 0 5 95 5 0 0 | e = standing 0 0 0 14 44 62 0 0 | f = sitting 0 1 1 0 0 0 119 0 | g = running 11 10 0 0 1 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 712 80.7256 % Incorrectly Classified Instances 170 19.2744 % Kappa statistic 0.7765 Mean absolute error 0.0706 Root mean squared error 0.1962 Relative absolute error 32.8202 % Root relative squared error 59.8477 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.036 0.725 0.755 0.74 0.965 climbingdown 0.762 0.029 0.814 0.762 0.787 0.958 climbingup 0.895 0.001 0.944 0.895 0.919 0.984 jumping 0.729 0.015 0.911 0.729 0.81 0.966 lying 0.954 0.076 0.636 0.954 0.763 0.969 standing 0.639 0.03 0.768 0.639 0.697 0.945 sitting 0.983 0.003 0.983 0.983 0.983 0.997 running 0.838 0.032 0.826 0.838 0.832 0.962 walking Weighted Avg. 0.807 0.03 0.821 0.807 0.808 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 74 14 0 0 0 0 0 10 | a = climbingdown 14 96 0 0 2 0 0 14 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 113 24 18 0 0 | d = lying 0 0 0 0 103 5 0 0 | e = standing 0 0 0 10 33 76 0 0 | f = sitting 1 0 1 0 0 0 119 0 | g = running 13 8 0 1 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 703 79.7052 % Incorrectly Classified Instances 179 20.2948 % Kappa statistic 0.7642 Mean absolute error 0.0694 Root mean squared error 0.1928 Relative absolute error 32.2611 % Root relative squared error 58.7919 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.019 0.826 0.724 0.772 0.973 climbingdown 0.825 0.032 0.813 0.825 0.819 0.969 climbingup 0.895 0.003 0.85 0.895 0.872 0.998 jumping 0.813 0.03 0.851 0.813 0.832 0.975 lying 0.907 0.083 0.602 0.907 0.724 0.961 standing 0.487 0.03 0.716 0.487 0.58 0.933 sitting 0.934 0.003 0.983 0.934 0.958 0.974 running 0.854 0.035 0.818 0.854 0.836 0.964 walking Weighted Avg. 0.797 0.032 0.807 0.797 0.795 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 71 13 0 0 0 0 0 14 | a = climbingdown 6 104 0 2 2 0 0 12 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 126 15 14 0 0 | d = lying 0 0 0 3 97 7 0 0 | e = standing 0 0 0 17 44 58 0 0 | f = sitting 1 2 3 0 1 1 113 0 | g = running 8 9 0 0 2 1 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 693 78.5714 % Incorrectly Classified Instances 189 21.4286 % Kappa statistic 0.7517 Mean absolute error 0.0722 Root mean squared error 0.2028 Relative absolute error 33.5919 % Root relative squared error 61.8539 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.818 0.033 0.757 0.818 0.786 0.964 climbingdown 0.784 0.038 0.772 0.784 0.778 0.968 climbingup 0.947 0.001 0.947 0.947 0.947 0.999 jumping 0.626 0.019 0.874 0.626 0.729 0.955 lying 0.822 0.065 0.638 0.822 0.718 0.947 standing 0.731 0.062 0.649 0.731 0.688 0.94 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.759 0.028 0.832 0.759 0.794 0.95 walking Weighted Avg. 0.786 0.033 0.799 0.786 0.786 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 81 11 0 0 0 0 0 7 | a = climbingdown 11 98 0 0 2 0 0 14 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 1 0 0 97 22 35 0 0 | d = lying 0 1 0 7 88 11 0 0 | e = standing 0 0 0 7 25 87 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 14 17 0 0 1 1 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 682 77.3243 % Incorrectly Classified Instances 200 22.6757 % Kappa statistic 0.7371 Mean absolute error 0.0772 Root mean squared error 0.2023 Relative absolute error 35.903 % Root relative squared error 61.7049 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.808 0.031 0.769 0.808 0.788 0.972 climbingdown 0.816 0.03 0.816 0.816 0.816 0.968 climbingup 1 0.002 0.905 1 0.95 1 jumping 0.649 0.012 0.917 0.649 0.76 0.972 lying 0.589 0.044 0.649 0.589 0.618 0.951 standing 0.79 0.11 0.528 0.79 0.633 0.926 sitting 0.975 0 1 0.975 0.988 0.996 running 0.766 0.032 0.814 0.766 0.789 0.956 walking Weighted Avg. 0.773 0.035 0.796 0.773 0.777 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 80 8 0 0 0 0 0 11 | a = climbingdown 8 102 0 0 2 0 0 13 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 100 9 45 0 0 | d = lying 0 0 0 5 63 39 0 0 | e = standing 0 1 0 4 20 94 0 0 | f = sitting 0 0 2 0 1 0 119 0 | g = running 16 14 0 0 2 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 9 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 754 82.4044 % Incorrectly Classified Instances 161 17.5956 % Kappa statistic 0.7954 Mean absolute error 0.0592 Root mean squared error 0.1744 Relative absolute error 27.5627 % Root relative squared error 53.2 % Total Number of Instances 915 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.004 0.968 0.901 0.933 0.987 climbingdown 0.867 0.016 0.883 0.867 0.875 0.978 climbingup 0.9 0.003 0.857 0.9 0.878 0.992 jumping 0.935 0.019 0.885 0.935 0.91 0.975 lying 0.814 0.099 0.574 0.814 0.673 0.938 standing 0.507 0.026 0.773 0.507 0.613 0.945 sitting 0.837 0.02 0.906 0.837 0.87 0.965 running 0.934 0.018 0.891 0.934 0.912 0.997 walking Weighted Avg. 0.824 0.029 0.838 0.824 0.823 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 91 5 0 0 0 0 0 5 | a = climbingdown 2 98 0 0 2 0 4 7 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 1 0 116 1 4 2 0 | d = lying 0 0 0 6 105 14 4 0 | e = standing 0 0 0 8 55 68 3 0 | f = sitting 0 0 3 1 20 2 144 2 | g = running 1 7 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 755 82.5137 % Incorrectly Classified Instances 160 17.4863 % Kappa statistic 0.7965 Mean absolute error 0.0618 Root mean squared error 0.1804 Relative absolute error 28.7775 % Root relative squared error 55.051 % Total Number of Instances 915 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.891 0.009 0.928 0.891 0.909 0.992 climbingdown 0.805 0.011 0.91 0.805 0.854 0.978 climbingup 0.75 0.001 0.938 0.75 0.833 0.978 jumping 0.96 0.013 0.922 0.96 0.941 0.979 lying 0.829 0.084 0.618 0.829 0.709 0.951 standing 0.552 0.032 0.747 0.552 0.635 0.931 sitting 0.82 0.028 0.87 0.82 0.844 0.956 running 0.967 0.026 0.849 0.967 0.904 0.985 walking Weighted Avg. 0.825 0.029 0.834 0.825 0.824 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 90 4 0 0 0 0 2 5 | a = climbingdown 4 91 0 0 1 0 2 15 | b = climbingup 0 0 15 0 0 0 5 0 | c = jumping 0 0 0 119 2 1 2 0 | d = lying 0 0 0 1 107 17 4 0 | e = standing 0 0 0 9 45 74 6 0 | f = sitting 1 3 1 0 18 7 141 1 | g = running 2 2 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 730 79.7814 % Incorrectly Classified Instances 185 20.2186 % Kappa statistic 0.7648 Mean absolute error 0.0645 Root mean squared error 0.1918 Relative absolute error 30.0492 % Root relative squared error 58.5338 % Total Number of Instances 915 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.812 0.015 0.872 0.812 0.841 0.966 climbingdown 0.69 0.012 0.886 0.69 0.776 0.972 climbingup 0.95 0.001 0.95 0.95 0.95 0.988 jumping 0.967 0.023 0.869 0.967 0.915 0.983 lying 0.713 0.073 0.617 0.713 0.662 0.944 standing 0.604 0.049 0.681 0.604 0.64 0.937 sitting 0.827 0.019 0.911 0.827 0.867 0.972 running 0.951 0.044 0.768 0.951 0.85 0.98 walking Weighted Avg. 0.798 0.033 0.805 0.798 0.797 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 82 6 0 0 0 1 0 12 | a = climbingdown 9 78 0 0 1 0 2 23 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 119 1 1 2 0 | d = lying 0 0 0 4 92 28 5 0 | e = standing 0 0 0 11 39 81 3 0 | f = sitting 1 1 1 3 16 8 143 0 | g = running 2 3 0 0 0 0 1 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 670 73.3042 % Incorrectly Classified Instances 244 26.6958 % Kappa statistic 0.6894 Mean absolute error 0.0789 Root mean squared error 0.2176 Relative absolute error 36.7406 % Root relative squared error 66.3961 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.009 0.929 0.901 0.915 0.987 climbingdown 0.841 0.025 0.826 0.841 0.833 0.975 climbingup 0.895 0 1 0.895 0.944 0.985 jumping 0.455 0.001 0.982 0.455 0.622 0.976 lying 0.822 0.187 0.419 0.822 0.555 0.906 standing 0.493 0.051 0.623 0.493 0.55 0.898 sitting 0.751 0.028 0.861 0.751 0.802 0.943 running 0.893 0.01 0.932 0.893 0.912 0.987 walking Weighted Avg. 0.733 0.045 0.795 0.733 0.74 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 91 7 0 0 0 0 3 0 | a = climbingdown 6 95 0 0 2 0 3 7 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 1 0 56 48 12 6 0 | d = lying 0 0 0 0 106 21 2 0 | e = standing 0 0 0 0 65 66 3 0 | f = sitting 0 2 0 1 32 7 130 1 | g = running 1 10 0 0 0 0 2 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 712 77.8993 % Incorrectly Classified Instances 202 22.1007 % Kappa statistic 0.7435 Mean absolute error 0.0673 Root mean squared error 0.197 Relative absolute error 31.3133 % Root relative squared error 60.1114 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.871 0.002 0.978 0.871 0.921 0.997 climbingdown 0.876 0.047 0.723 0.876 0.792 0.963 climbingup 1 0.003 0.864 1 0.927 0.999 jumping 0.911 0.016 0.896 0.911 0.903 0.984 lying 0.767 0.111 0.532 0.767 0.629 0.929 standing 0.541 0.056 0.624 0.541 0.579 0.925 sitting 0.721 0.009 0.947 0.721 0.818 0.934 running 0.803 0.01 0.925 0.803 0.86 0.995 walking Weighted Avg. 0.779 0.036 0.805 0.779 0.784 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 88 9 0 0 0 0 0 4 | a = climbingdown 1 99 0 0 3 2 5 3 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 112 4 6 0 0 | d = lying 0 1 0 3 99 26 0 0 | e = standing 0 0 0 8 52 73 2 0 | f = sitting 0 4 3 2 28 10 124 1 | g = running 1 23 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 722 78.9934 % Incorrectly Classified Instances 192 21.0066 % Kappa statistic 0.7556 Mean absolute error 0.0664 Root mean squared error 0.1932 Relative absolute error 30.9338 % Root relative squared error 58.972 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.814 0.005 0.954 0.814 0.878 0.973 climbingdown 0.83 0.027 0.809 0.83 0.819 0.982 climbingup 0.947 0 1 0.947 0.973 0.999 jumping 0.774 0.003 0.98 0.774 0.865 0.979 lying 0.844 0.126 0.522 0.844 0.645 0.938 standing 0.522 0.04 0.693 0.522 0.596 0.923 sitting 0.808 0.023 0.891 0.808 0.848 0.95 running 0.935 0.021 0.871 0.935 0.902 0.99 walking Weighted Avg. 0.79 0.035 0.819 0.79 0.794 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 83 12 0 0 0 0 1 6 | a = climbingdown 3 93 0 0 1 0 4 11 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 96 21 5 1 0 | d = lying 0 0 0 0 108 20 0 0 | e = standing 0 0 0 1 54 70 9 0 | f = sitting 0 3 0 1 23 6 139 0 | g = running 1 6 0 0 0 0 1 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 736 80.5252 % Incorrectly Classified Instances 178 19.4748 % Kappa statistic 0.7735 Mean absolute error 0.068 Root mean squared error 0.1916 Relative absolute error 31.6638 % Root relative squared error 58.4703 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.853 0.009 0.926 0.853 0.888 0.964 climbingdown 0.875 0.02 0.86 0.875 0.867 0.982 climbingup 0.842 0 1 0.842 0.914 0.992 jumping 0.855 0.003 0.981 0.855 0.914 0.998 lying 0.781 0.109 0.538 0.781 0.637 0.925 standing 0.604 0.059 0.638 0.604 0.621 0.915 sitting 0.779 0.019 0.905 0.779 0.838 0.956 running 0.927 0.009 0.942 0.927 0.934 0.988 walking Weighted Avg. 0.805 0.032 0.829 0.805 0.812 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 87 9 0 0 2 1 2 1 | a = climbingdown 3 98 0 0 2 0 3 6 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 0 0 0 106 10 8 0 0 | d = lying 0 0 0 1 100 26 1 0 | e = standing 0 0 0 1 47 81 5 0 | f = sitting 1 2 0 0 25 10 134 0 | g = running 3 5 0 0 0 1 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 697 76.2582 % Incorrectly Classified Instances 217 23.7418 % Kappa statistic 0.7241 Mean absolute error 0.0761 Root mean squared error 0.2056 Relative absolute error 35.422 % Root relative squared error 62.7384 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.902 0.011 0.911 0.902 0.906 0.989 climbingdown 0.839 0.031 0.79 0.839 0.814 0.976 climbingup 1 0.002 0.905 1 0.95 0.999 jumping 0.581 0 1 0.581 0.735 0.984 lying 0.93 0.179 0.458 0.93 0.613 0.928 standing 0.41 0.022 0.764 0.41 0.534 0.928 sitting 0.814 0.022 0.897 0.814 0.854 0.956 running 0.862 0.009 0.938 0.862 0.898 0.989 walking Weighted Avg. 0.763 0.039 0.824 0.763 0.766 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 92 9 0 0 0 0 1 0 | a = climbingdown 8 94 0 0 0 0 4 6 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 72 45 5 2 0 | d = lying 0 0 0 0 119 6 3 0 | e = standing 0 0 0 0 74 55 5 0 | f = sitting 0 1 2 0 22 6 140 1 | g = running 1 15 0 0 0 0 1 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 688 75.2735 % Incorrectly Classified Instances 226 24.7265 % Kappa statistic 0.7125 Mean absolute error 0.0775 Root mean squared error 0.2039 Relative absolute error 36.0935 % Root relative squared error 62.2248 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.833 0.005 0.955 0.833 0.89 0.983 climbingdown 0.902 0.035 0.783 0.902 0.838 0.984 climbingup 0.895 0.002 0.895 0.895 0.895 0.999 jumping 0.669 0.001 0.988 0.669 0.798 0.99 lying 0.828 0.177 0.433 0.828 0.568 0.908 standing 0.366 0.036 0.636 0.366 0.464 0.907 sitting 0.814 0.022 0.897 0.814 0.854 0.96 running 0.87 0.01 0.93 0.87 0.899 0.994 walking Weighted Avg. 0.753 0.04 0.803 0.753 0.758 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 85 13 0 0 0 0 1 3 | a = climbingdown 2 101 0 0 3 0 1 5 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 1 0 83 31 4 5 0 | d = lying 0 0 0 0 106 18 4 0 | e = standing 0 0 0 0 82 49 3 0 | f = sitting 1 0 2 1 22 6 140 0 | g = running 1 14 0 0 1 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 714 78.1182 % Incorrectly Classified Instances 200 21.8818 % Kappa statistic 0.7457 Mean absolute error 0.071 Root mean squared error 0.1962 Relative absolute error 33.0329 % Root relative squared error 59.8765 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.015 0.878 0.851 0.864 0.981 climbingdown 0.813 0.02 0.85 0.813 0.831 0.982 climbingup 0.9 0.001 0.947 0.9 0.923 0.991 jumping 0.879 0.009 0.94 0.879 0.908 0.968 lying 0.798 0.129 0.505 0.798 0.619 0.927 standing 0.5 0.036 0.705 0.5 0.585 0.929 sitting 0.733 0.028 0.857 0.733 0.79 0.95 running 0.934 0.018 0.891 0.934 0.912 0.994 walking Weighted Avg. 0.781 0.036 0.804 0.781 0.784 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 86 7 1 0 0 0 1 6 | a = climbingdown 10 91 0 0 1 1 2 7 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 1 0 109 7 2 5 0 | d = lying 0 0 0 1 103 19 6 0 | e = standing 1 0 0 3 59 67 4 0 | f = sitting 1 1 0 3 34 6 126 1 | g = running 0 7 0 0 0 0 1 114 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 659 76.7171 % Incorrectly Classified Instances 200 23.2829 % Kappa statistic 0.7289 Mean absolute error 0.0781 Root mean squared error 0.2104 Relative absolute error 36.3348 % Root relative squared error 64.1839 % Total Number of Instances 859 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.022 0.8 0.739 0.768 0.968 climbingdown 0.703 0.016 0.867 0.703 0.776 0.921 climbingup 0.882 0.001 0.938 0.882 0.909 0.99 jumping 0.871 0.078 0.655 0.871 0.747 0.958 lying 0.692 0.046 0.709 0.692 0.7 0.95 standing 0.571 0.045 0.673 0.571 0.618 0.922 sitting 0.854 0.023 0.893 0.854 0.873 0.961 running 0.882 0.041 0.778 0.882 0.827 0.974 walking Weighted Avg. 0.767 0.038 0.774 0.767 0.766 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 68 3 0 0 0 0 2 19 | a = climbingdown 12 78 0 0 1 2 7 11 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 108 4 12 0 0 | d = lying 0 0 0 22 83 14 1 0 | e = standing 0 1 0 29 17 68 4 0 | f = sitting 0 0 1 6 12 4 134 0 | g = running 5 8 0 0 0 1 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 635 73.9232 % Incorrectly Classified Instances 224 26.0768 % Kappa statistic 0.6969 Mean absolute error 0.0855 Root mean squared error 0.2229 Relative absolute error 39.7807 % Root relative squared error 67.9981 % Total Number of Instances 859 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.038 0.724 0.835 0.776 0.97 climbingdown 0.622 0.008 0.92 0.622 0.742 0.964 climbingup 1 0 1 1 1 1 jumping 0.839 0.079 0.642 0.839 0.727 0.933 lying 0.642 0.055 0.653 0.642 0.647 0.941 standing 0.487 0.051 0.604 0.487 0.54 0.89 sitting 0.803 0.019 0.906 0.803 0.851 0.943 running 0.899 0.053 0.733 0.899 0.808 0.974 walking Weighted Avg. 0.739 0.042 0.751 0.739 0.737 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 76 1 0 0 0 0 0 14 | a = climbingdown 13 69 0 0 1 0 4 24 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 2 0 0 104 7 7 4 0 | d = lying 0 1 0 17 77 25 0 0 | e = standing 0 1 0 37 17 58 5 1 | f = sitting 3 2 0 4 16 6 126 0 | g = running 11 1 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 636 74.0396 % Incorrectly Classified Instances 223 25.9604 % Kappa statistic 0.6982 Mean absolute error 0.0816 Root mean squared error 0.2172 Relative absolute error 37.9826 % Root relative squared error 66.2667 % Total Number of Instances 859 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.031 0.739 0.747 0.743 0.96 climbingdown 0.622 0.015 0.863 0.622 0.723 0.953 climbingup 1 0 1 1 1 1 jumping 0.911 0.086 0.642 0.911 0.753 0.965 lying 0.633 0.026 0.8 0.633 0.707 0.955 standing 0.538 0.064 0.577 0.538 0.557 0.902 sitting 0.79 0.014 0.925 0.79 0.852 0.952 running 0.874 0.066 0.68 0.874 0.765 0.969 walking Weighted Avg. 0.74 0.042 0.758 0.74 0.739 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 68 1 0 0 0 0 2 20 | a = climbingdown 11 69 0 0 0 0 3 28 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 113 0 9 1 1 | d = lying 0 0 0 16 76 25 3 0 | e = standing 1 2 0 43 8 64 1 0 | f = sitting 0 5 0 4 11 13 124 0 | g = running 12 3 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 639 74.3888 % Incorrectly Classified Instances 220 25.6112 % Kappa statistic 0.7021 Mean absolute error 0.0808 Root mean squared error 0.217 Relative absolute error 37.6162 % Root relative squared error 66.2115 % Total Number of Instances 859 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.033 0.722 0.714 0.718 0.96 climbingdown 0.712 0.013 0.888 0.712 0.79 0.918 climbingup 1 0 1 1 1 1 jumping 0.806 0.06 0.694 0.806 0.746 0.952 lying 0.65 0.047 0.69 0.65 0.67 0.948 standing 0.571 0.076 0.548 0.571 0.56 0.883 sitting 0.803 0.028 0.863 0.803 0.832 0.953 running 0.882 0.041 0.778 0.882 0.827 0.977 walking Weighted Avg. 0.744 0.042 0.75 0.744 0.744 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 65 6 0 0 0 0 3 17 | a = climbingdown 11 79 0 0 0 0 9 12 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 100 4 17 2 0 | d = lying 0 0 0 15 78 25 2 0 | e = standing 1 2 0 24 20 68 4 0 | f = sitting 0 0 0 5 11 14 126 1 | g = running 12 2 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 663 77.1828 % Incorrectly Classified Instances 196 22.8172 % Kappa statistic 0.7345 Mean absolute error 0.0739 Root mean squared error 0.199 Relative absolute error 34.375 % Root relative squared error 60.7219 % Total Number of Instances 859 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.736 0.022 0.798 0.736 0.766 0.973 climbingdown 0.764 0.029 0.792 0.764 0.778 0.939 climbingup 1 0 1 1 1 1 jumping 0.928 0.091 0.634 0.928 0.753 0.97 lying 0.692 0.034 0.769 0.692 0.728 0.96 standing 0.513 0.032 0.718 0.513 0.598 0.924 sitting 0.847 0.011 0.943 0.847 0.893 0.964 running 0.849 0.045 0.754 0.849 0.798 0.98 walking Weighted Avg. 0.772 0.037 0.783 0.772 0.77 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 67 7 0 0 0 0 1 16 | a = climbingdown 6 84 0 1 1 0 2 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 116 2 5 1 0 | d = lying 0 0 0 20 83 16 1 0 | e = standing 3 1 0 39 13 61 2 0 | f = sitting 2 2 0 7 9 3 133 1 | g = running 5 12 0 0 0 0 1 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 660 76.8335 % Incorrectly Classified Instances 199 23.1665 % Kappa statistic 0.7303 Mean absolute error 0.079 Root mean squared error 0.2086 Relative absolute error 36.7898 % Root relative squared error 63.6564 % Total Number of Instances 859 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.017 0.827 0.681 0.747 0.96 climbingdown 0.791 0.021 0.845 0.791 0.817 0.977 climbingup 1 0 1 1 1 1 jumping 0.872 0.072 0.673 0.872 0.76 0.963 lying 0.708 0.047 0.708 0.708 0.708 0.951 standing 0.513 0.047 0.635 0.513 0.567 0.889 sitting 0.815 0.027 0.871 0.815 0.842 0.965 running 0.924 0.038 0.797 0.924 0.856 0.978 walking Weighted Avg. 0.768 0.038 0.771 0.768 0.765 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 62 13 0 0 0 0 4 12 | a = climbingdown 4 87 0 0 0 0 3 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 109 3 11 2 0 | d = lying 0 1 0 15 85 18 1 0 | e = standing 0 0 0 33 16 61 9 0 | f = sitting 1 1 0 5 16 6 128 0 | g = running 8 1 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 643 74.9417 % Incorrectly Classified Instances 215 25.0583 % Kappa statistic 0.7073 Mean absolute error 0.0881 Root mean squared error 0.2223 Relative absolute error 40.9875 % Root relative squared error 67.835 % Total Number of Instances 858 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.018 0.825 0.717 0.767 0.966 climbingdown 0.745 0.031 0.781 0.745 0.763 0.91 climbingup 0 0 0 0 0 0.988 jumping 0.774 0.042 0.756 0.774 0.765 0.94 lying 0.653 0.035 0.752 0.653 0.699 0.956 standing 0.686 0.095 0.536 0.686 0.602 0.89 sitting 0.86 0.044 0.813 0.86 0.836 0.961 running 0.874 0.027 0.839 0.874 0.856 0.978 walking Weighted Avg. 0.749 0.042 0.743 0.749 0.744 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 66 12 0 0 0 0 5 9 | a = climbingdown 7 82 0 0 0 0 10 11 | b = climbingup 0 0 0 0 0 12 5 0 | c = jumping 1 1 0 96 2 22 2 0 | d = lying 0 0 0 13 79 27 2 0 | e = standing 1 1 0 14 15 81 6 0 | f = sitting 0 0 0 4 9 9 135 0 | g = running 5 9 0 0 0 0 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 660 76.9231 % Incorrectly Classified Instances 198 23.0769 % Kappa statistic 0.7312 Mean absolute error 0.0831 Root mean squared error 0.2094 Relative absolute error 38.7019 % Root relative squared error 63.8959 % Total Number of Instances 858 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.014 0.847 0.663 0.744 0.945 climbingdown 0.718 0.032 0.767 0.718 0.742 0.947 climbingup 0.941 0 1 0.941 0.97 0.991 jumping 0.766 0.034 0.792 0.766 0.779 0.966 lying 0.777 0.046 0.734 0.777 0.755 0.96 standing 0.706 0.068 0.627 0.706 0.664 0.911 sitting 0.809 0.037 0.83 0.809 0.819 0.952 running 0.881 0.038 0.788 0.881 0.832 0.984 walking Weighted Avg. 0.769 0.038 0.774 0.769 0.77 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 61 12 0 0 0 0 5 14 | a = climbingdown 8 79 0 0 0 0 9 14 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 95 2 26 1 0 | d = lying 0 0 0 9 94 17 1 0 | e = standing 2 1 0 12 14 84 6 0 | f = sitting 0 1 0 4 18 7 127 0 | g = running 1 10 0 0 0 0 3 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 677 78.9044 % Incorrectly Classified Instances 181 21.0956 % Kappa statistic 0.7544 Mean absolute error 0.0776 Root mean squared error 0.2026 Relative absolute error 36.1437 % Root relative squared error 61.8234 % Total Number of Instances 858 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.02 0.813 0.707 0.756 0.962 climbingdown 0.782 0.029 0.796 0.782 0.789 0.953 climbingup 1 0 1 1 1 1 jumping 0.782 0.027 0.829 0.782 0.805 0.96 lying 0.868 0.046 0.755 0.868 0.808 0.962 standing 0.571 0.054 0.63 0.571 0.599 0.878 sitting 0.866 0.03 0.866 0.866 0.866 0.961 running 0.873 0.039 0.78 0.873 0.824 0.98 walking Weighted Avg. 0.789 0.035 0.789 0.789 0.787 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 65 11 0 0 0 0 2 14 | a = climbingdown 5 86 0 0 0 0 5 14 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 97 1 21 4 0 | d = lying 0 0 0 3 105 12 1 0 | e = standing 2 1 0 14 24 68 9 1 | f = sitting 1 1 0 3 9 7 136 0 | g = running 6 9 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 686 79.9534 % Incorrectly Classified Instances 172 20.0466 % Kappa statistic 0.7667 Mean absolute error 0.0754 Root mean squared error 0.1968 Relative absolute error 35.1177 % Root relative squared error 60.0404 % Total Number of Instances 858 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.021 0.805 0.717 0.759 0.961 climbingdown 0.764 0.02 0.848 0.764 0.804 0.933 climbingup 1 0 1 1 1 1 jumping 0.855 0.018 0.891 0.855 0.872 0.986 lying 0.81 0.06 0.69 0.81 0.745 0.963 standing 0.664 0.053 0.669 0.664 0.667 0.923 sitting 0.834 0.026 0.879 0.834 0.856 0.956 running 0.89 0.036 0.795 0.89 0.84 0.977 walking Weighted Avg. 0.8 0.033 0.804 0.8 0.8 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 66 9 0 0 0 1 2 14 | a = climbingdown 6 84 0 0 1 0 6 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 106 3 14 1 0 | d = lying 0 0 0 4 98 16 3 0 | e = standing 3 0 0 9 23 79 5 0 | f = sitting 1 0 0 0 17 8 131 0 | g = running 6 6 0 0 0 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 681 74.8352 % Incorrectly Classified Instances 229 25.1648 % Kappa statistic 0.7073 Mean absolute error 0.0777 Root mean squared error 0.2084 Relative absolute error 36.1601 % Root relative squared error 63.5777 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.012 0.881 0.755 0.813 0.953 climbingdown 0.748 0.024 0.819 0.748 0.782 0.958 climbingup 0.895 0.002 0.895 0.895 0.895 0.986 jumping 0.95 0.018 0.891 0.95 0.919 0.966 lying 0.865 0.153 0.491 0.865 0.627 0.92 standing 0.23 0.021 0.66 0.23 0.341 0.901 sitting 0.807 0.026 0.876 0.807 0.84 0.966 running 0.887 0.038 0.786 0.887 0.833 0.977 walking Weighted Avg. 0.748 0.042 0.771 0.748 0.735 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 74 10 0 0 1 0 2 11 | a = climbingdown 3 86 0 0 6 0 1 19 | b = climbingup 1 0 17 0 0 0 1 0 | c = jumping 0 0 0 114 2 1 3 0 | d = lying 0 0 0 2 115 10 6 0 | e = standing 0 0 0 11 87 31 6 0 | f = sitting 1 0 2 1 23 5 134 0 | g = running 5 9 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 637 70 % Incorrectly Classified Instances 273 30 % Kappa statistic 0.6513 Mean absolute error 0.0919 Root mean squared error 0.2208 Relative absolute error 42.7977 % Root relative squared error 67.3649 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.022 0.795 0.714 0.753 0.966 climbingdown 0.687 0.02 0.832 0.687 0.752 0.948 climbingup 1 0.003 0.864 1 0.927 0.999 jumping 0.833 0.006 0.952 0.833 0.889 0.962 lying 0.714 0.161 0.432 0.714 0.538 0.899 standing 0.319 0.072 0.434 0.319 0.368 0.878 sitting 0.747 0.016 0.912 0.747 0.821 0.963 running 0.863 0.048 0.738 0.863 0.796 0.971 walking Weighted Avg. 0.7 0.05 0.729 0.7 0.704 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 70 7 1 0 0 0 2 18 | a = climbingdown 7 79 0 0 6 2 1 20 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 1 0 100 9 8 1 0 | d = lying 0 0 0 0 95 33 5 0 | e = standing 0 0 2 5 82 43 3 0 | f = sitting 0 1 0 0 28 13 124 0 | g = running 10 7 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 669 73.5165 % Incorrectly Classified Instances 241 26.4835 % Kappa statistic 0.6921 Mean absolute error 0.0805 Root mean squared error 0.21 Relative absolute error 37.4951 % Root relative squared error 64.0742 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.014 0.859 0.684 0.761 0.963 climbingdown 0.696 0.029 0.777 0.696 0.734 0.954 climbingup 1 0.003 0.864 1 0.927 0.999 jumping 0.908 0.02 0.872 0.908 0.89 0.943 lying 0.856 0.141 0.507 0.856 0.637 0.926 standing 0.259 0.031 0.593 0.259 0.361 0.902 sitting 0.814 0.017 0.913 0.814 0.861 0.964 running 0.887 0.052 0.728 0.887 0.8 0.977 walking Weighted Avg. 0.735 0.043 0.752 0.735 0.724 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 67 8 0 0 0 0 2 21 | a = climbingdown 8 80 0 0 3 3 2 19 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 2 1 109 2 1 4 1 | d = lying 0 0 0 2 113 16 1 0 | e = standing 0 1 0 11 84 35 4 0 | f = sitting 0 2 2 3 21 3 136 0 | g = running 3 10 0 0 0 1 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 679 74.6154 % Incorrectly Classified Instances 231 25.3846 % Kappa statistic 0.7046 Mean absolute error 0.0803 Root mean squared error 0.2097 Relative absolute error 37.3778 % Root relative squared error 63.994 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.022 0.798 0.732 0.763 0.953 climbingdown 0.713 0.029 0.781 0.713 0.745 0.948 climbingup 0.842 0.001 0.941 0.842 0.889 0.995 jumping 0.958 0.015 0.906 0.958 0.931 0.977 lying 0.789 0.131 0.507 0.789 0.618 0.913 standing 0.326 0.035 0.62 0.326 0.427 0.9 sitting 0.814 0.022 0.895 0.814 0.853 0.959 running 0.887 0.041 0.775 0.887 0.827 0.974 walking Weighted Avg. 0.746 0.042 0.759 0.746 0.74 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 71 11 0 0 0 0 1 14 | a = climbingdown 9 82 0 0 5 1 0 18 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 1 0 1 115 1 1 1 0 | d = lying 0 1 0 1 105 20 6 0 | e = standing 1 1 0 8 76 44 5 0 | f = sitting 2 2 0 3 20 4 136 0 | g = running 5 8 0 0 0 1 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 663 72.8571 % Incorrectly Classified Instances 247 27.1429 % Kappa statistic 0.6843 Mean absolute error 0.0815 Root mean squared error 0.2096 Relative absolute error 37.9496 % Root relative squared error 63.9436 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.02 0.812 0.711 0.758 0.966 climbingdown 0.617 0.023 0.798 0.617 0.696 0.94 climbingup 1 0 1 1 1 1 jumping 0.966 0.019 0.885 0.966 0.924 0.987 lying 0.782 0.136 0.495 0.782 0.606 0.918 standing 0.287 0.045 0.527 0.287 0.371 0.908 sitting 0.802 0.015 0.924 0.802 0.859 0.969 running 0.903 0.059 0.709 0.903 0.794 0.975 walking Weighted Avg. 0.729 0.045 0.741 0.729 0.72 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 69 9 0 0 0 0 3 16 | a = climbingdown 8 71 0 0 4 2 0 30 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 115 2 1 1 0 | d = lying 0 0 0 2 104 22 5 0 | e = standing 0 0 0 8 87 39 2 0 | f = sitting 2 3 0 5 13 10 134 0 | g = running 6 6 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 665 73.1573 % Incorrectly Classified Instances 244 26.8427 % Kappa statistic 0.6877 Mean absolute error 0.0789 Root mean squared error 0.2117 Relative absolute error 36.757 % Root relative squared error 64.6121 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.794 0.017 0.846 0.794 0.819 0.97 climbingdown 0.737 0.024 0.816 0.737 0.774 0.945 climbingup 1 0.003 0.857 1 0.923 0.999 jumping 0.942 0.018 0.89 0.942 0.915 0.957 lying 0.038 0.003 0.714 0.038 0.071 0.916 standing 0.89 0.198 0.442 0.89 0.59 0.888 sitting 0.826 0.012 0.939 0.826 0.879 0.956 running 0.879 0.038 0.784 0.879 0.829 0.979 walking Weighted Avg. 0.732 0.045 0.777 0.732 0.697 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 77 9 0 0 0 0 0 11 | a = climbingdown 5 84 0 0 0 4 3 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 1 0 113 0 4 1 0 | d = lying 0 0 0 2 5 124 1 1 | e = standing 0 0 0 10 1 121 4 0 | f = sitting 1 1 3 2 1 21 138 0 | g = running 7 8 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 632 69.527 % Incorrectly Classified Instances 277 30.473 % Kappa statistic 0.6457 Mean absolute error 0.081 Root mean squared error 0.2157 Relative absolute error 37.7203 % Root relative squared error 65.829 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.028 0.763 0.755 0.759 0.966 climbingdown 0.667 0.02 0.826 0.667 0.738 0.966 climbingup 0.944 0.003 0.85 0.944 0.895 0.999 jumping 0.983 0.022 0.874 0.983 0.925 0.981 lying 0.045 0.012 0.4 0.045 0.081 0.906 standing 0.793 0.203 0.405 0.793 0.536 0.872 sitting 0.749 0.016 0.912 0.749 0.822 0.925 running 0.879 0.051 0.732 0.879 0.799 0.984 walking Weighted Avg. 0.695 0.05 0.704 0.695 0.666 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 74 9 0 0 0 0 0 15 | a = climbingdown 10 76 0 0 0 2 1 25 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 118 0 0 2 0 | d = lying 0 0 0 2 6 120 5 0 | e = standing 0 1 1 14 9 107 3 0 | f = sitting 2 2 2 1 0 35 125 0 | g = running 11 4 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 645 70.9571 % Incorrectly Classified Instances 264 29.0429 % Kappa statistic 0.662 Mean absolute error 0.0858 Root mean squared error 0.2238 Relative absolute error 39.9384 % Root relative squared error 68.303 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.021 0.795 0.673 0.729 0.945 climbingdown 0.772 0.033 0.772 0.772 0.772 0.952 climbingup 0.889 0.002 0.889 0.889 0.889 0.962 jumping 0.958 0.011 0.927 0.958 0.943 0.967 lying 0 0.001 0 0 0 0.895 standing 0.896 0.221 0.414 0.896 0.567 0.884 sitting 0.766 0.016 0.914 0.766 0.834 0.948 running 0.895 0.033 0.81 0.895 0.851 0.983 walking Weighted Avg. 0.71 0.048 0.663 0.71 0.671 0.939 === Confusion Matrix === a b c d e f g h <-- classified as 66 19 0 0 0 1 0 12 | a = climbingdown 7 88 0 0 0 5 1 13 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 1 0 0 115 0 2 1 1 | d = lying 0 0 0 1 0 129 3 0 | e = standing 0 0 2 7 1 121 4 0 | f = sitting 3 1 0 1 0 34 128 0 | g = running 6 6 0 0 0 0 1 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 637 70.077 % Incorrectly Classified Instances 272 29.923 % Kappa statistic 0.6513 Mean absolute error 0.0858 Root mean squared error 0.2246 Relative absolute error 39.9581 % Root relative squared error 68.5319 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.014 0.857 0.673 0.754 0.96 climbingdown 0.719 0.035 0.745 0.719 0.732 0.954 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.9 0.015 0.9 0.9 0.9 0.92 lying 0.008 0.003 0.333 0.008 0.015 0.908 standing 0.83 0.198 0.423 0.83 0.56 0.887 sitting 0.862 0.032 0.857 0.862 0.86 0.964 running 0.855 0.052 0.721 0.855 0.782 0.971 walking Weighted Avg. 0.701 0.051 0.691 0.701 0.661 0.939 === Confusion Matrix === a b c d e f g h <-- classified as 66 10 1 0 0 0 2 19 | a = climbingdown 6 82 0 0 0 3 1 22 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 108 0 5 6 0 | d = lying 0 0 0 0 1 128 4 0 | e = standing 0 2 0 10 1 112 10 0 | f = sitting 1 2 0 2 1 17 144 0 | g = running 4 13 0 0 0 0 1 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 661 72.7173 % Incorrectly Classified Instances 248 27.2827 % Kappa statistic 0.6826 Mean absolute error 0.081 Root mean squared error 0.2142 Relative absolute error 37.7145 % Root relative squared error 65.3487 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.016 0.831 0.653 0.731 0.969 climbingdown 0.772 0.028 0.8 0.772 0.786 0.975 climbingup 0.947 0.002 0.9 0.947 0.923 1 jumping 0.95 0.018 0.891 0.95 0.919 0.964 lying 0.053 0.004 0.7 0.053 0.098 0.912 standing 0.904 0.194 0.449 0.904 0.6 0.899 sitting 0.807 0.012 0.937 0.807 0.867 0.969 running 0.919 0.045 0.765 0.919 0.835 0.981 walking Weighted Avg. 0.727 0.045 0.771 0.727 0.694 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 64 14 0 0 0 1 1 18 | a = climbingdown 6 88 0 0 1 2 0 17 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 114 0 3 2 0 | d = lying 0 0 0 3 7 120 3 0 | e = standing 1 0 0 10 0 122 2 0 | f = sitting 3 0 2 1 2 24 134 0 | g = running 3 7 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 613 73.2378 % Incorrectly Classified Instances 224 26.7622 % Kappa statistic 0.6868 Mean absolute error 0.0877 Root mean squared error 0.2191 Relative absolute error 40.8945 % Root relative squared error 66.8887 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.024 0.783 0.699 0.739 0.962 climbingdown 0.687 0.026 0.782 0.687 0.731 0.962 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.904 0.126 0.557 0.904 0.689 0.939 lying 0.837 0.075 0.681 0.837 0.751 0.954 standing 0.118 0.005 0.733 0.118 0.204 0.897 sitting 0.763 0.006 0.967 0.763 0.853 0.963 running 0.894 0.049 0.759 0.894 0.821 0.972 walking Weighted Avg. 0.732 0.046 0.76 0.732 0.71 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 65 10 0 0 0 0 1 17 | a = climbingdown 10 68 0 0 1 0 2 18 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 1 113 9 2 0 0 | d = lying 0 0 0 20 113 1 1 0 | e = standing 0 0 0 67 15 11 0 0 | f = sitting 0 4 0 3 28 1 116 0 | g = running 8 5 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 594 70.9677 % Incorrectly Classified Instances 243 29.0323 % Kappa statistic 0.6603 Mean absolute error 0.0917 Root mean squared error 0.2232 Relative absolute error 42.7265 % Root relative squared error 68.1634 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.024 0.783 0.691 0.734 0.96 climbingdown 0.687 0.027 0.773 0.687 0.727 0.96 climbingup 0.882 0.001 0.938 0.882 0.909 0.999 jumping 0.839 0.14 0.51 0.839 0.634 0.917 lying 0.77 0.077 0.658 0.77 0.71 0.941 standing 0.118 0.013 0.524 0.118 0.193 0.877 sitting 0.789 0.004 0.976 0.789 0.873 0.954 running 0.87 0.052 0.743 0.87 0.801 0.977 walking Weighted Avg. 0.71 0.049 0.725 0.71 0.693 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 65 13 0 0 0 0 0 16 | a = climbingdown 8 68 0 0 2 0 0 21 | b = climbingup 1 0 15 0 0 0 1 0 | c = jumping 0 0 0 104 17 2 1 0 | d = lying 0 0 0 25 104 6 0 0 | e = standing 0 0 0 62 19 11 1 0 | f = sitting 0 1 0 13 16 2 120 0 | g = running 9 6 1 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 575 68.6977 % Incorrectly Classified Instances 262 31.3023 % Kappa statistic 0.6339 Mean absolute error 0.095 Root mean squared error 0.232 Relative absolute error 44.2591 % Root relative squared error 70.8493 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.553 0.012 0.852 0.553 0.671 0.926 climbingdown 0.616 0.028 0.744 0.616 0.674 0.95 climbingup 1 0 1 1 1 1 jumping 0.871 0.18 0.458 0.871 0.6 0.92 lying 0.659 0.047 0.73 0.659 0.693 0.941 standing 0.14 0.024 0.419 0.14 0.21 0.884 sitting 0.776 0 1 0.776 0.874 0.946 running 0.951 0.074 0.688 0.951 0.799 0.967 walking Weighted Avg. 0.687 0.053 0.719 0.687 0.675 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 52 15 0 0 0 0 0 27 | a = climbingdown 8 61 0 1 1 2 0 26 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 108 9 7 0 0 | d = lying 0 0 0 41 89 5 0 0 | e = standing 0 0 0 69 11 13 0 0 | f = sitting 0 1 0 17 12 4 118 0 | g = running 1 5 0 0 0 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 598 71.4456 % Incorrectly Classified Instances 239 28.5544 % Kappa statistic 0.6666 Mean absolute error 0.0921 Root mean squared error 0.2221 Relative absolute error 42.9161 % Root relative squared error 67.8089 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.027 0.773 0.723 0.747 0.963 climbingdown 0.758 0.02 0.833 0.758 0.794 0.976 climbingup 0.941 0 1 0.941 0.97 0.999 jumping 0.871 0.185 0.45 0.871 0.593 0.894 lying 0.659 0.04 0.761 0.659 0.706 0.943 standing 0.226 0.016 0.636 0.226 0.333 0.897 sitting 0.737 0.003 0.982 0.737 0.842 0.944 running 0.886 0.042 0.784 0.886 0.832 0.982 walking Weighted Avg. 0.714 0.048 0.759 0.714 0.712 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 68 7 0 0 0 0 0 19 | a = climbingdown 13 75 0 0 0 0 0 11 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 108 10 5 1 0 | d = lying 0 0 0 44 89 2 0 0 | e = standing 0 0 0 63 9 21 0 0 | f = sitting 1 1 0 25 8 5 112 0 | g = running 6 7 0 0 1 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 582 69.5341 % Incorrectly Classified Instances 255 30.4659 % Kappa statistic 0.6441 Mean absolute error 0.0968 Root mean squared error 0.2343 Relative absolute error 45.1396 % Root relative squared error 71.5277 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.02 0.813 0.691 0.747 0.96 climbingdown 0.717 0.039 0.71 0.717 0.714 0.958 climbingup 0.882 0.002 0.882 0.882 0.882 0.985 jumping 0.79 0.135 0.505 0.79 0.616 0.899 lying 0.77 0.093 0.615 0.77 0.684 0.929 standing 0.215 0.015 0.645 0.215 0.323 0.889 sitting 0.684 0.003 0.981 0.684 0.806 0.918 running 0.854 0.049 0.75 0.854 0.798 0.974 walking Weighted Avg. 0.695 0.051 0.727 0.695 0.687 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 65 11 0 0 0 0 0 18 | a = climbingdown 10 71 1 0 0 1 0 16 | b = climbingup 0 1 15 0 0 0 1 0 | c = jumping 0 0 0 98 21 4 1 0 | d = lying 0 0 0 28 104 3 0 0 | e = standing 0 0 0 52 21 20 0 0 | f = sitting 0 4 1 16 23 3 104 1 | g = running 5 13 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 626 74.7909 % Incorrectly Classified Instances 211 25.2091 % Kappa statistic 0.7056 Mean absolute error 0.0875 Root mean squared error 0.2145 Relative absolute error 40.794 % Root relative squared error 65.4877 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.022 0.802 0.699 0.747 0.943 climbingdown 0.788 0.027 0.796 0.788 0.792 0.974 climbingup 0.889 0 1 0.889 0.941 1 jumping 0.879 0.133 0.534 0.879 0.665 0.923 lying 0.711 0.054 0.716 0.711 0.714 0.94 standing 0.312 0.019 0.674 0.312 0.426 0.906 sitting 0.783 0.007 0.96 0.783 0.862 0.945 running 0.927 0.032 0.832 0.927 0.877 0.982 walking Weighted Avg. 0.748 0.042 0.771 0.748 0.743 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 65 17 0 0 0 0 0 11 | a = climbingdown 8 78 0 0 0 0 1 12 | b = climbingup 1 0 16 0 0 0 1 0 | c = jumping 0 0 0 109 9 6 0 0 | d = lying 0 0 0 31 96 7 1 0 | e = standing 0 0 0 48 14 29 2 0 | f = sitting 1 0 0 16 15 1 119 0 | g = running 6 3 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 592 70.8134 % Incorrectly Classified Instances 244 29.1866 % Kappa statistic 0.6591 Mean absolute error 0.0923 Root mean squared error 0.2244 Relative absolute error 43.0015 % Root relative squared error 68.5093 % Total Number of Instances 836 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.03 0.738 0.667 0.701 0.949 climbingdown 0.72 0.03 0.766 0.72 0.742 0.965 climbingup 0.882 0.001 0.938 0.882 0.909 0.998 jumping 0.712 0.105 0.543 0.712 0.616 0.91 lying 0.769 0.081 0.644 0.769 0.701 0.945 standing 0.215 0.046 0.37 0.215 0.272 0.865 sitting 0.816 0.006 0.969 0.816 0.886 0.958 running 0.877 0.041 0.787 0.877 0.829 0.973 walking Weighted Avg. 0.708 0.048 0.709 0.708 0.702 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 62 16 0 0 0 0 1 14 | a = climbingdown 12 72 0 0 0 1 0 15 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 1 0 89 21 13 1 0 | d = lying 0 0 0 17 103 14 0 0 | e = standing 0 0 0 48 25 20 0 0 | f = sitting 0 0 1 10 11 6 124 0 | g = running 10 5 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 592 70.8134 % Incorrectly Classified Instances 244 29.1866 % Kappa statistic 0.6593 Mean absolute error 0.0935 Root mean squared error 0.2276 Relative absolute error 43.5762 % Root relative squared error 69.4927 % Total Number of Instances 836 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.013 0.859 0.656 0.744 0.949 climbingdown 0.75 0.037 0.735 0.75 0.743 0.951 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.664 0.11 0.516 0.664 0.58 0.908 lying 0.776 0.097 0.605 0.776 0.68 0.936 standing 0.366 0.038 0.548 0.366 0.439 0.895 sitting 0.73 0.004 0.974 0.73 0.835 0.924 running 0.885 0.042 0.783 0.885 0.831 0.969 walking Weighted Avg. 0.708 0.049 0.73 0.708 0.709 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 61 15 0 0 0 0 0 17 | a = climbingdown 6 75 0 0 3 1 2 13 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 83 24 17 0 0 | d = lying 0 0 0 25 104 5 0 0 | e = standing 0 0 0 38 21 34 0 0 | f = sitting 0 1 0 15 20 5 111 0 | g = running 4 10 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 577 69.0191 % Incorrectly Classified Instances 259 30.9809 % Kappa statistic 0.6378 Mean absolute error 0.0952 Root mean squared error 0.2325 Relative absolute error 44.3558 % Root relative squared error 70.995 % Total Number of Instances 836 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.019 0.818 0.677 0.741 0.941 climbingdown 0.67 0.03 0.753 0.67 0.709 0.941 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.72 0.142 0.471 0.72 0.57 0.883 lying 0.694 0.107 0.554 0.694 0.616 0.924 standing 0.215 0.015 0.645 0.215 0.323 0.882 sitting 0.743 0.001 0.991 0.743 0.85 0.932 running 0.934 0.048 0.77 0.934 0.844 0.979 walking Weighted Avg. 0.69 0.053 0.724 0.69 0.684 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 63 14 0 0 1 0 0 15 | a = climbingdown 10 67 0 0 2 3 0 18 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 90 32 2 0 0 | d = lying 0 0 0 39 93 2 0 0 | e = standing 0 0 0 45 27 20 1 0 | f = sitting 2 2 1 17 13 3 113 1 | g = running 2 5 0 0 0 1 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 585 69.9761 % Incorrectly Classified Instances 251 30.0239 % Kappa statistic 0.6494 Mean absolute error 0.0963 Root mean squared error 0.2304 Relative absolute error 44.8752 % Root relative squared error 70.3334 % Total Number of Instances 836 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.027 0.762 0.688 0.723 0.953 climbingdown 0.59 0.034 0.702 0.59 0.641 0.945 climbingup 1 0.002 0.895 1 0.944 0.999 jumping 0.728 0.125 0.506 0.728 0.597 0.911 lying 0.769 0.084 0.636 0.769 0.696 0.944 standing 0.301 0.023 0.622 0.301 0.406 0.883 sitting 0.737 0.004 0.974 0.737 0.839 0.929 running 0.91 0.05 0.755 0.91 0.825 0.972 walking Weighted Avg. 0.7 0.05 0.721 0.7 0.695 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 64 16 0 0 0 0 0 13 | a = climbingdown 16 59 0 0 2 0 0 23 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 91 22 11 1 0 | d = lying 0 0 0 28 103 3 0 0 | e = standing 0 1 0 47 15 28 2 0 | f = sitting 0 1 2 14 20 3 112 0 | g = running 4 7 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 635 73.3256 % Incorrectly Classified Instances 231 26.6744 % Kappa statistic 0.691 Mean absolute error 0.0863 Root mean squared error 0.2096 Relative absolute error 40.2368 % Root relative squared error 63.9954 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.009 0.913 0.73 0.811 0.98 climbingdown 0.835 0.035 0.75 0.835 0.79 0.974 climbingup 0.944 0.001 0.944 0.944 0.944 1 jumping 0.589 0.027 0.785 0.589 0.673 0.95 lying 0.905 0.143 0.466 0.905 0.615 0.945 standing 0.566 0.061 0.648 0.566 0.604 0.927 sitting 0.677 0.003 0.982 0.677 0.801 0.97 running 0.893 0.028 0.837 0.893 0.864 0.989 walking Weighted Avg. 0.733 0.041 0.781 0.733 0.739 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 73 16 1 0 0 0 0 10 | a = climbingdown 3 81 0 0 2 0 0 11 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 73 15 35 0 0 | d = lying 0 0 0 3 95 6 1 0 | e = standing 0 0 0 17 45 81 0 0 | f = sitting 0 1 0 0 47 3 107 0 | g = running 4 9 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 675 77.9446 % Incorrectly Classified Instances 191 22.0554 % Kappa statistic 0.7435 Mean absolute error 0.0762 Root mean squared error 0.1977 Relative absolute error 35.4923 % Root relative squared error 60.3592 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.9 0.021 0.849 0.9 0.874 0.99 climbingdown 0.742 0.012 0.889 0.742 0.809 0.978 climbingup 0.889 0.001 0.941 0.889 0.914 0.99 jumping 0.613 0.035 0.745 0.613 0.673 0.958 lying 0.838 0.07 0.624 0.838 0.715 0.954 standing 0.699 0.079 0.637 0.699 0.667 0.934 sitting 0.759 0.013 0.93 0.759 0.836 0.963 running 0.934 0.027 0.85 0.934 0.89 0.988 walking Weighted Avg. 0.779 0.036 0.793 0.779 0.781 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 90 5 0 0 0 0 0 5 | a = climbingdown 9 72 0 0 1 0 0 15 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 1 0 76 2 45 0 0 | d = lying 0 1 0 3 88 8 5 0 | e = standing 0 0 0 23 18 100 2 0 | f = sitting 0 1 1 0 32 4 120 0 | g = running 7 1 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 647 74.7113 % Incorrectly Classified Instances 219 25.2887 % Kappa statistic 0.7062 Mean absolute error 0.0833 Root mean squared error 0.2091 Relative absolute error 38.842 % Root relative squared error 63.8513 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.79 0.016 0.868 0.79 0.827 0.974 climbingdown 0.867 0.031 0.78 0.867 0.821 0.985 climbingup 0.941 0.001 0.941 0.941 0.941 1 jumping 0.54 0.035 0.72 0.54 0.618 0.942 lying 0.819 0.078 0.593 0.819 0.688 0.957 standing 0.739 0.109 0.571 0.739 0.644 0.919 sitting 0.654 0.003 0.981 0.654 0.785 0.95 running 0.868 0.021 0.868 0.868 0.868 0.986 walking Weighted Avg. 0.747 0.041 0.777 0.747 0.75 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 79 11 0 0 0 1 0 9 | a = climbingdown 6 85 0 0 0 0 0 7 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 67 7 50 0 0 | d = lying 0 0 0 2 86 16 1 0 | e = standing 0 0 0 20 17 105 0 0 | f = sitting 1 2 1 4 35 12 104 0 | g = running 5 11 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 680 78.5219 % Incorrectly Classified Instances 186 21.4781 % Kappa statistic 0.7502 Mean absolute error 0.0781 Root mean squared error 0.1965 Relative absolute error 36.3872 % Root relative squared error 59.9812 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.77 0.012 0.895 0.77 0.828 0.972 climbingdown 0.867 0.035 0.759 0.867 0.81 0.979 climbingup 1 0 1 1 1 1 jumping 0.677 0.034 0.771 0.677 0.721 0.964 lying 0.79 0.066 0.624 0.79 0.697 0.954 standing 0.761 0.076 0.663 0.761 0.708 0.941 sitting 0.748 0.008 0.952 0.748 0.838 0.976 running 0.884 0.019 0.884 0.884 0.884 0.983 walking Weighted Avg. 0.785 0.035 0.802 0.785 0.788 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 77 16 0 0 0 0 0 7 | a = climbingdown 6 85 0 0 0 0 0 7 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 84 1 39 0 0 | d = lying 0 0 0 2 83 15 5 0 | e = standing 0 0 0 20 13 108 1 0 | f = sitting 0 0 0 3 36 1 119 0 | g = running 3 11 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 643 74.2494 % Incorrectly Classified Instances 223 25.7506 % Kappa statistic 0.7 Mean absolute error 0.0878 Root mean squared error 0.2145 Relative absolute error 40.9048 % Root relative squared error 65.4821 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.033 0.779 0.88 0.826 0.979 climbingdown 0.755 0.027 0.779 0.755 0.767 0.977 climbingup 0.882 0.001 0.938 0.882 0.909 0.989 jumping 0.589 0.026 0.793 0.589 0.676 0.956 lying 0.676 0.066 0.587 0.676 0.628 0.939 standing 0.669 0.077 0.629 0.669 0.648 0.921 sitting 0.805 0.051 0.78 0.805 0.793 0.949 running 0.818 0.02 0.868 0.818 0.843 0.979 walking Weighted Avg. 0.742 0.043 0.749 0.742 0.743 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 88 9 0 0 1 0 0 2 | a = climbingdown 11 74 0 0 0 0 0 13 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 73 3 41 7 0 | d = lying 0 0 0 3 71 14 17 0 | e = standing 0 0 0 15 22 95 10 0 | f = sitting 1 3 1 1 24 1 128 0 | g = running 13 9 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 674 77.8291 % Incorrectly Classified Instances 192 22.1709 % Kappa statistic 0.7421 Mean absolute error 0.0756 Root mean squared error 0.1992 Relative absolute error 35.2235 % Root relative squared error 60.8191 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.018 0.851 0.792 0.821 0.975 climbingdown 0.745 0.017 0.849 0.745 0.793 0.977 climbingup 0.882 0.002 0.882 0.882 0.882 0.988 jumping 0.605 0.031 0.765 0.605 0.676 0.96 lying 0.875 0.064 0.65 0.875 0.746 0.956 standing 0.775 0.084 0.643 0.775 0.703 0.941 sitting 0.748 0.001 0.992 0.748 0.853 0.972 running 0.917 0.039 0.793 0.917 0.851 0.99 walking Weighted Avg. 0.778 0.036 0.799 0.778 0.78 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 80 6 0 0 0 1 1 13 | a = climbingdown 8 73 0 0 1 0 0 16 | b = climbingup 1 1 15 0 0 0 0 0 | c = jumping 1 0 1 75 1 46 0 0 | d = lying 0 0 0 5 91 8 0 0 | e = standing 0 0 0 16 16 110 0 0 | f = sitting 0 0 1 2 31 6 119 0 | g = running 4 6 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 667 77.0208 % Incorrectly Classified Instances 199 22.9792 % Kappa statistic 0.7317 Mean absolute error 0.0778 Root mean squared error 0.1997 Relative absolute error 36.25 % Root relative squared error 60.9746 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.822 0.014 0.883 0.822 0.851 0.987 climbingdown 0.827 0.027 0.794 0.827 0.81 0.976 climbingup 1 0.002 0.895 1 0.944 0.999 jumping 0.629 0.032 0.765 0.629 0.69 0.962 lying 0.558 0.029 0.725 0.558 0.63 0.956 standing 0.746 0.088 0.624 0.746 0.679 0.931 sitting 0.855 0.051 0.791 0.855 0.822 0.963 running 0.893 0.026 0.85 0.893 0.871 0.989 walking Weighted Avg. 0.77 0.04 0.773 0.77 0.768 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 83 12 0 0 0 0 0 6 | a = climbingdown 5 81 0 0 0 0 0 12 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 78 0 44 2 0 | d = lying 0 0 0 4 58 15 27 0 | e = standing 0 0 0 18 11 106 7 0 | f = sitting 0 2 2 2 11 5 136 1 | g = running 6 7 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 669 77.2517 % Incorrectly Classified Instances 197 22.7483 % Kappa statistic 0.7356 Mean absolute error 0.0801 Root mean squared error 0.2008 Relative absolute error 37.3132 % Root relative squared error 61.2904 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.018 0.853 0.802 0.827 0.978 climbingdown 0.753 0.021 0.82 0.753 0.785 0.986 climbingup 0.944 0.001 0.944 0.944 0.944 0.999 jumping 0.634 0.035 0.75 0.634 0.687 0.957 lying 0.857 0.068 0.634 0.857 0.729 0.956 standing 0.769 0.082 0.651 0.769 0.705 0.938 sitting 0.704 0.004 0.974 0.704 0.818 0.961 running 0.9 0.035 0.806 0.9 0.85 0.988 walking Weighted Avg. 0.773 0.037 0.792 0.773 0.774 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 81 8 0 0 0 0 0 12 | a = climbingdown 10 73 0 0 0 0 0 14 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 78 1 44 0 0 | d = lying 0 0 0 3 90 11 1 0 | e = standing 0 0 0 22 10 110 1 0 | f = sitting 0 0 1 1 41 4 112 0 | g = running 4 8 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 678 78.291 % Incorrectly Classified Instances 188 21.709 % Kappa statistic 0.7478 Mean absolute error 0.0758 Root mean squared error 0.2002 Relative absolute error 35.304 % Root relative squared error 61.1185 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.812 0.018 0.854 0.812 0.832 0.975 climbingdown 0.835 0.031 0.771 0.835 0.802 0.981 climbingup 0.944 0.001 0.944 0.944 0.944 0.99 jumping 0.642 0.038 0.738 0.642 0.687 0.951 lying 0.838 0.066 0.638 0.838 0.724 0.954 standing 0.741 0.076 0.658 0.741 0.697 0.935 sitting 0.742 0.003 0.983 0.742 0.846 0.969 running 0.892 0.019 0.884 0.892 0.888 0.987 walking Weighted Avg. 0.783 0.035 0.8 0.783 0.785 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 82 12 0 0 0 0 0 7 | a = climbingdown 9 81 0 0 0 0 0 7 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 2 0 79 2 40 0 0 | d = lying 0 1 0 5 88 10 1 0 | e = standing 0 0 0 23 14 106 0 0 | f = sitting 0 1 1 0 34 5 118 0 | g = running 5 8 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 675 77.9446 % Incorrectly Classified Instances 191 22.0554 % Kappa statistic 0.744 Mean absolute error 0.0773 Root mean squared error 0.1955 Relative absolute error 36.0184 % Root relative squared error 59.694 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.012 0.903 0.832 0.866 0.985 climbingdown 0.907 0.03 0.793 0.907 0.846 0.988 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.683 0.05 0.694 0.683 0.689 0.961 lying 0.895 0.074 0.627 0.895 0.737 0.966 standing 0.65 0.075 0.633 0.65 0.641 0.931 sitting 0.704 0.001 0.991 0.704 0.824 0.977 running 0.858 0.015 0.904 0.858 0.88 0.991 walking Weighted Avg. 0.779 0.035 0.801 0.779 0.782 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 84 10 0 0 0 1 0 6 | a = climbingdown 4 88 0 0 0 0 0 5 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 84 0 39 0 0 | d = lying 0 0 0 1 94 10 0 0 | e = standing 0 0 0 33 17 93 0 0 | f = sitting 0 1 0 3 39 4 112 0 | g = running 5 12 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 617 70.3535 % Incorrectly Classified Instances 260 29.6465 % Kappa statistic 0.6556 Mean absolute error 0.089 Root mean squared error 0.2235 Relative absolute error 41.4639 % Root relative squared error 68.2439 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.818 0.027 0.774 0.818 0.796 0.983 climbingdown 0.822 0.009 0.926 0.822 0.871 0.964 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.661 0.003 0.975 0.661 0.788 0.994 lying 0.968 0.269 0.377 0.968 0.542 0.903 standing 0.06 0.004 0.727 0.06 0.11 0.915 sitting 0.768 0.007 0.962 0.768 0.854 0.961 running 0.861 0.025 0.847 0.861 0.854 0.986 walking Weighted Avg. 0.704 0.048 0.804 0.704 0.685 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 72 3 0 0 0 0 1 12 | a = climbingdown 8 88 0 0 4 0 0 7 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 78 40 0 0 0 | d = lying 0 0 0 0 122 1 3 0 | e = standing 0 0 0 2 123 8 1 0 | f = sitting 0 0 1 0 35 2 126 0 | g = running 13 4 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 663 75.5986 % Incorrectly Classified Instances 214 24.4014 % Kappa statistic 0.7158 Mean absolute error 0.0733 Root mean squared error 0.2064 Relative absolute error 34.1511 % Root relative squared error 63.0016 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.004 0.955 0.716 0.818 0.979 climbingdown 0.794 0.018 0.859 0.794 0.825 0.966 climbingup 1 0 1 1 1 1 jumping 0.958 0.008 0.95 0.958 0.954 0.985 lying 0.944 0.174 0.476 0.944 0.633 0.918 standing 0.09 0.009 0.632 0.09 0.157 0.902 sitting 0.86 0.024 0.892 0.86 0.876 0.969 running 0.918 0.048 0.757 0.918 0.83 0.978 walking Weighted Avg. 0.756 0.041 0.786 0.756 0.726 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 63 5 0 0 0 0 0 20 | a = climbingdown 2 85 0 0 2 1 3 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 113 2 2 1 0 | d = lying 0 0 0 2 119 2 3 0 | e = standing 0 0 0 4 109 12 9 0 | f = sitting 0 1 0 0 18 2 141 2 | g = running 1 8 0 0 0 0 1 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 639 72.862 % Incorrectly Classified Instances 238 27.138 % Kappa statistic 0.6842 Mean absolute error 0.0805 Root mean squared error 0.2105 Relative absolute error 37.5004 % Root relative squared error 64.2711 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.009 0.896 0.682 0.774 0.959 climbingdown 0.804 0.026 0.811 0.804 0.808 0.971 climbingup 1 0 1 1 1 1 jumping 0.966 0.003 0.983 0.966 0.974 0.997 lying 0.96 0.213 0.431 0.96 0.595 0.915 standing 0.007 0.003 0.333 0.007 0.015 0.896 sitting 0.817 0.018 0.912 0.817 0.862 0.969 running 0.861 0.045 0.755 0.861 0.805 0.97 walking Weighted Avg. 0.729 0.045 0.73 0.729 0.689 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 60 6 0 0 1 1 1 19 | a = climbingdown 3 86 0 0 2 0 1 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 114 4 0 0 0 | d = lying 0 0 0 0 121 1 4 0 | e = standing 0 0 0 2 125 1 6 0 | f = sitting 0 2 0 0 28 0 134 0 | g = running 4 12 0 0 0 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 637 72.634 % Incorrectly Classified Instances 240 27.366 % Kappa statistic 0.682 Mean absolute error 0.0809 Root mean squared error 0.2113 Relative absolute error 37.7216 % Root relative squared error 64.5125 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.013 0.859 0.693 0.767 0.971 climbingdown 0.907 0.062 0.669 0.907 0.77 0.96 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.966 0.018 0.89 0.966 0.926 0.985 lying 0.881 0.173 0.461 0.881 0.605 0.916 standing 0.112 0.017 0.536 0.112 0.185 0.905 sitting 0.823 0.014 0.931 0.823 0.874 0.965 running 0.707 0.019 0.861 0.707 0.777 0.973 walking Weighted Avg. 0.726 0.044 0.749 0.726 0.702 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 61 15 0 0 0 0 0 12 | a = climbingdown 6 97 0 0 0 0 2 2 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 113 0 1 2 0 | d = lying 0 0 0 3 111 10 2 0 | e = standing 0 0 0 10 105 15 4 0 | f = sitting 0 1 1 1 24 2 135 0 | g = running 3 32 0 0 1 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 669 76.3699 % Incorrectly Classified Instances 207 23.6301 % Kappa statistic 0.7247 Mean absolute error 0.0714 Root mean squared error 0.1997 Relative absolute error 33.2861 % Root relative squared error 60.972 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.764 0.018 0.829 0.764 0.795 0.973 climbingdown 0.729 0.016 0.867 0.729 0.792 0.967 climbingup 1 0 1 1 1 1 jumping 0.949 0.028 0.841 0.949 0.892 0.983 lying 0.386 0.044 0.598 0.386 0.469 0.929 standing 0.737 0.113 0.538 0.737 0.622 0.921 sitting 0.834 0.01 0.951 0.834 0.889 0.976 running 0.911 0.048 0.757 0.911 0.827 0.984 walking Weighted Avg. 0.764 0.04 0.773 0.764 0.76 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 68 4 0 0 0 0 0 17 | a = climbingdown 7 78 0 0 3 1 0 18 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 111 1 2 3 0 | d = lying 0 0 0 7 49 69 2 0 | e = standing 2 0 0 13 18 98 2 0 | f = sitting 1 1 0 1 11 12 136 1 | g = running 4 7 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 673 76.8265 % Incorrectly Classified Instances 203 23.1735 % Kappa statistic 0.7301 Mean absolute error 0.076 Root mean squared error 0.2054 Relative absolute error 35.4474 % Root relative squared error 62.7061 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.888 0.024 0.806 0.888 0.845 0.978 climbingdown 0.664 0.004 0.959 0.664 0.785 0.964 climbingup 1 0 1 1 1 1 jumping 0.966 0.021 0.876 0.966 0.919 0.992 lying 0.37 0.032 0.662 0.37 0.475 0.932 standing 0.812 0.131 0.527 0.812 0.639 0.915 sitting 0.779 0.013 0.934 0.779 0.849 0.954 running 0.902 0.046 0.76 0.902 0.825 0.972 walking Weighted Avg. 0.768 0.039 0.792 0.768 0.764 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 79 0 0 0 0 0 0 10 | a = climbingdown 10 71 0 0 1 0 1 24 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 113 2 2 0 0 | d = lying 0 0 0 4 47 75 1 0 | e = standing 0 0 0 10 8 108 7 0 | f = sitting 1 0 0 2 13 19 127 1 | g = running 8 3 0 0 0 1 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 690 78.7671 % Incorrectly Classified Instances 186 21.2329 % Kappa statistic 0.7523 Mean absolute error 0.0692 Root mean squared error 0.1908 Relative absolute error 32.2737 % Root relative squared error 58.2514 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0 1 0.719 0.837 0.985 climbingdown 0.785 0.018 0.857 0.785 0.82 0.978 climbingup 0.941 0 1 0.941 0.97 0.998 jumping 0.94 0.025 0.853 0.94 0.894 0.98 lying 0.402 0.025 0.729 0.402 0.518 0.933 standing 0.85 0.124 0.551 0.85 0.669 0.933 sitting 0.84 0.007 0.965 0.84 0.898 0.977 running 0.935 0.049 0.757 0.935 0.836 0.984 walking Weighted Avg. 0.788 0.036 0.815 0.788 0.785 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 64 6 0 0 0 2 0 17 | a = climbingdown 0 84 0 0 2 1 0 20 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 110 1 4 1 0 | d = lying 0 0 0 4 51 71 1 0 | e = standing 0 0 0 14 5 113 1 0 | f = sitting 0 0 0 1 11 14 137 0 | g = running 0 7 0 0 0 0 1 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 686 78.3105 % Incorrectly Classified Instances 190 21.6895 % Kappa statistic 0.7476 Mean absolute error 0.0719 Root mean squared error 0.1959 Relative absolute error 33.4971 % Root relative squared error 59.8214 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.775 0.008 0.92 0.775 0.841 0.967 climbingdown 0.822 0.01 0.917 0.822 0.867 0.976 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.974 0.043 0.776 0.974 0.864 0.99 lying 0.441 0.039 0.659 0.441 0.528 0.939 standing 0.782 0.102 0.578 0.782 0.665 0.932 sitting 0.73 0.01 0.944 0.73 0.824 0.952 running 0.967 0.04 0.799 0.967 0.875 0.989 walking Weighted Avg. 0.783 0.036 0.798 0.783 0.779 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 69 5 0 0 0 1 0 14 | a = climbingdown 4 88 0 0 0 0 0 15 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 114 0 1 2 0 | d = lying 0 0 0 9 56 62 0 0 | e = standing 0 0 0 19 6 104 4 0 | f = sitting 1 1 1 5 23 12 119 1 | g = running 1 2 0 0 0 0 1 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 685 78.1963 % Incorrectly Classified Instances 191 21.8037 % Kappa statistic 0.7461 Mean absolute error 0.0748 Root mean squared error 0.1986 Relative absolute error 34.8636 % Root relative squared error 60.6349 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.787 0.009 0.909 0.787 0.843 0.982 climbingdown 0.776 0.017 0.865 0.776 0.818 0.959 climbingup 0.941 0.001 0.941 0.941 0.941 1 jumping 0.991 0.026 0.853 0.991 0.917 0.996 lying 0.52 0.056 0.611 0.52 0.562 0.916 standing 0.729 0.093 0.584 0.729 0.649 0.922 sitting 0.742 0.021 0.89 0.742 0.809 0.957 running 0.943 0.032 0.829 0.943 0.882 0.989 walking Weighted Avg. 0.782 0.037 0.789 0.782 0.781 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 70 6 0 0 0 0 1 12 | a = climbingdown 7 83 0 0 0 0 5 12 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 116 0 0 1 0 | d = lying 0 0 0 8 66 49 4 0 | e = standing 0 0 0 8 25 97 3 0 | f = sitting 0 0 1 4 17 20 121 0 | g = running 0 7 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 674 76.9406 % Incorrectly Classified Instances 202 23.0594 % Kappa statistic 0.7313 Mean absolute error 0.0768 Root mean squared error 0.1986 Relative absolute error 35.8197 % Root relative squared error 60.6473 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.005 0.932 0.618 0.743 0.972 climbingdown 0.841 0.029 0.804 0.841 0.822 0.981 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.983 0.005 0.967 0.983 0.975 0.994 lying 0.46 0.039 0.667 0.46 0.545 0.936 standing 0.813 0.129 0.532 0.813 0.643 0.922 sitting 0.724 0.013 0.929 0.724 0.814 0.965 running 0.91 0.049 0.75 0.91 0.822 0.978 walking Weighted Avg. 0.769 0.039 0.796 0.769 0.769 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 55 11 0 0 0 0 1 22 | a = climbingdown 2 90 0 0 0 0 0 15 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 116 1 1 0 0 | d = lying 0 0 0 1 58 63 4 0 | e = standing 1 0 0 3 17 109 4 0 | f = sitting 0 1 1 0 11 32 118 0 | g = running 1 10 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 690 79.8611 % Incorrectly Classified Instances 174 20.1389 % Kappa statistic 0.7661 Mean absolute error 0.0698 Root mean squared error 0.196 Relative absolute error 32.4544 % Root relative squared error 59.7577 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.03 0.772 0.757 0.765 0.961 climbingdown 0.794 0.018 0.846 0.794 0.819 0.962 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.836 0.001 0.99 0.836 0.907 0.989 lying 0.778 0.077 0.632 0.778 0.698 0.944 standing 0.717 0.072 0.632 0.717 0.672 0.937 sitting 0.773 0.006 0.967 0.773 0.859 0.937 running 0.909 0.028 0.84 0.909 0.873 0.98 walking Weighted Avg. 0.799 0.033 0.817 0.799 0.803 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 78 12 0 0 0 1 1 11 | a = climbingdown 10 77 0 0 1 0 0 9 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 102 2 18 0 0 | d = lying 0 0 0 0 98 26 1 1 | e = standing 0 0 0 1 34 91 1 0 | f = sitting 5 0 1 0 20 8 116 0 | g = running 8 2 0 0 0 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 690 79.8611 % Incorrectly Classified Instances 174 20.1389 % Kappa statistic 0.7658 Mean absolute error 0.0657 Root mean squared error 0.1963 Relative absolute error 30.5495 % Root relative squared error 59.8605 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.001 0.987 0.728 0.838 0.987 climbingdown 0.814 0.03 0.775 0.814 0.794 0.98 climbingup 0.944 0.001 0.944 0.944 0.944 1 jumping 0.844 0 1 0.844 0.916 0.997 lying 0.866 0.104 0.588 0.866 0.701 0.946 standing 0.492 0.049 0.633 0.492 0.554 0.909 sitting 0.86 0.01 0.949 0.86 0.902 0.974 running 0.95 0.039 0.799 0.95 0.868 0.992 walking Weighted Avg. 0.799 0.033 0.821 0.799 0.8 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 75 17 0 0 0 0 0 11 | a = climbingdown 0 79 0 0 0 0 0 18 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 103 0 19 0 0 | d = lying 0 0 0 0 110 14 3 0 | e = standing 0 0 0 0 61 62 3 0 | f = sitting 0 1 1 0 16 3 129 0 | g = running 1 5 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 704 81.4815 % Incorrectly Classified Instances 160 18.5185 % Kappa statistic 0.7846 Mean absolute error 0.067 Root mean squared error 0.1867 Relative absolute error 31.1424 % Root relative squared error 56.9328 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.854 0.016 0.88 0.854 0.867 0.991 climbingdown 0.711 0.02 0.821 0.711 0.762 0.966 climbingup 1 0 1 1 1 1 jumping 0.762 0 1 0.762 0.865 0.993 lying 0.882 0.09 0.629 0.882 0.734 0.956 standing 0.635 0.053 0.672 0.635 0.653 0.935 sitting 0.86 0.01 0.949 0.86 0.902 0.987 running 0.95 0.028 0.846 0.95 0.895 0.992 walking Weighted Avg. 0.815 0.031 0.833 0.815 0.817 0.975 === Confusion Matrix === a b c d e f g h <-- classified as 88 11 0 0 0 0 0 4 | a = climbingdown 10 69 0 0 1 0 0 17 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 93 5 23 1 0 | d = lying 0 0 0 0 112 13 2 0 | e = standing 0 0 0 0 42 80 4 0 | f = sitting 0 0 0 0 18 3 129 0 | g = running 2 4 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 720 83.3333 % Incorrectly Classified Instances 144 16.6667 % Kappa statistic 0.8062 Mean absolute error 0.0619 Root mean squared error 0.1815 Relative absolute error 28.7588 % Root relative squared error 55.3298 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.845 0.024 0.829 0.845 0.837 0.981 climbingdown 0.792 0.014 0.874 0.792 0.831 0.978 climbingup 1 0 1 1 1 1 jumping 0.803 0 1 0.803 0.891 0.988 lying 0.795 0.057 0.706 0.795 0.748 0.962 standing 0.73 0.058 0.681 0.73 0.705 0.938 sitting 0.893 0.02 0.905 0.893 0.899 0.985 running 0.934 0.022 0.876 0.934 0.904 0.992 walking Weighted Avg. 0.833 0.028 0.842 0.833 0.835 0.975 === Confusion Matrix === a b c d e f g h <-- classified as 87 7 0 0 0 1 1 7 | a = climbingdown 11 76 0 0 0 0 0 9 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 98 1 21 2 0 | d = lying 0 0 0 0 101 20 6 0 | e = standing 1 0 0 0 28 92 5 0 | f = sitting 0 2 0 0 13 1 134 0 | g = running 6 2 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 711 82.2917 % Incorrectly Classified Instances 153 17.7083 % Kappa statistic 0.7941 Mean absolute error 0.0607 Root mean squared error 0.1761 Relative absolute error 28.2293 % Root relative squared error 53.6945 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.008 0.935 0.835 0.882 0.987 climbingdown 0.833 0.021 0.833 0.833 0.833 0.975 climbingup 1 0 1 1 1 1 jumping 0.811 0.003 0.98 0.811 0.888 0.997 lying 0.803 0.075 0.65 0.803 0.718 0.961 standing 0.659 0.057 0.664 0.659 0.661 0.951 sitting 0.861 0.02 0.903 0.861 0.881 0.984 running 0.934 0.024 0.863 0.934 0.897 0.992 walking Weighted Avg. 0.823 0.03 0.834 0.823 0.826 0.978 === Confusion Matrix === a b c d e f g h <-- classified as 86 7 0 0 0 0 0 10 | a = climbingdown 5 80 0 0 2 0 2 7 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 99 1 22 0 0 | d = lying 0 1 0 0 102 18 6 0 | e = standing 0 0 0 2 35 83 6 0 | f = sitting 0 2 0 0 16 2 130 1 | g = running 1 6 0 0 1 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 719 83.2176 % Incorrectly Classified Instances 145 16.7824 % Kappa statistic 0.8049 Mean absolute error 0.0618 Root mean squared error 0.1766 Relative absolute error 28.7537 % Root relative squared error 53.8548 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.009 0.921 0.804 0.859 0.978 climbingdown 0.802 0.021 0.828 0.802 0.815 0.974 climbingup 1 0 1 1 1 1 jumping 0.934 0.003 0.983 0.934 0.958 0.991 lying 0.835 0.085 0.627 0.835 0.716 0.956 standing 0.683 0.042 0.735 0.683 0.708 0.947 sitting 0.808 0.006 0.968 0.808 0.881 0.977 running 0.934 0.03 0.838 0.934 0.884 0.988 walking Weighted Avg. 0.832 0.028 0.847 0.832 0.835 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 82 10 0 0 1 1 0 8 | a = climbingdown 4 77 0 0 1 0 0 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 114 0 6 1 0 | d = lying 0 0 0 0 106 20 1 0 | e = standing 0 0 0 2 37 86 1 0 | f = sitting 0 1 0 0 24 4 122 0 | g = running 2 5 0 0 0 0 1 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 682 79.0267 % Incorrectly Classified Instances 181 20.9733 % Kappa statistic 0.7564 Mean absolute error 0.0697 Root mean squared error 0.1966 Relative absolute error 32.4244 % Root relative squared error 59.9558 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.02 0.837 0.755 0.794 0.966 climbingdown 0.833 0.026 0.8 0.833 0.816 0.973 climbingup 1 0 1 1 1 1 jumping 0.893 0.028 0.838 0.893 0.865 0.989 lying 0.685 0.075 0.613 0.685 0.647 0.938 standing 0.69 0.073 0.617 0.69 0.652 0.915 sitting 0.747 0.001 0.991 0.747 0.852 0.967 running 0.918 0.02 0.882 0.918 0.9 0.986 walking Weighted Avg. 0.79 0.034 0.804 0.79 0.793 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 77 14 0 0 0 0 0 11 | a = climbingdown 10 80 0 0 2 0 0 4 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 109 1 12 0 0 | d = lying 0 0 0 3 87 37 0 0 | e = standing 0 0 0 17 21 87 1 0 | f = sitting 1 1 0 1 30 5 112 0 | g = running 4 5 0 0 1 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 706 81.8076 % Incorrectly Classified Instances 157 18.1924 % Kappa statistic 0.7887 Mean absolute error 0.0641 Root mean squared error 0.1845 Relative absolute error 29.7978 % Root relative squared error 56.2709 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.814 0.02 0.847 0.814 0.83 0.968 climbingdown 0.814 0.02 0.84 0.814 0.827 0.979 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.934 0.015 0.911 0.934 0.922 0.987 lying 0.606 0.052 0.67 0.606 0.636 0.95 standing 0.841 0.087 0.624 0.841 0.716 0.942 sitting 0.76 0.006 0.966 0.76 0.851 0.967 running 0.959 0.013 0.921 0.959 0.94 0.993 walking Weighted Avg. 0.818 0.03 0.831 0.818 0.82 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 83 11 0 1 0 1 0 6 | a = climbingdown 10 79 0 0 0 3 1 4 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 113 2 6 0 0 | d = lying 0 0 0 3 77 46 1 0 | e = standing 0 0 0 7 12 106 1 0 | f = sitting 2 2 0 0 24 8 114 0 | g = running 3 2 0 0 0 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 689 79.8378 % Incorrectly Classified Instances 174 20.1622 % Kappa statistic 0.7658 Mean absolute error 0.0681 Root mean squared error 0.1891 Relative absolute error 31.6521 % Root relative squared error 57.6712 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.775 0.016 0.868 0.775 0.819 0.977 climbingdown 0.856 0.02 0.847 0.856 0.851 0.973 climbingup 1 0 1 1 1 1 jumping 0.777 0.003 0.979 0.777 0.866 0.994 lying 0.874 0.12 0.558 0.874 0.681 0.94 standing 0.603 0.054 0.655 0.603 0.628 0.939 sitting 0.747 0.004 0.974 0.747 0.845 0.975 running 0.951 0.019 0.892 0.951 0.921 0.991 walking Weighted Avg. 0.798 0.033 0.829 0.798 0.804 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 79 13 0 0 0 0 0 10 | a = climbingdown 8 83 0 0 2 0 0 4 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 94 4 23 0 0 | d = lying 0 0 0 0 111 15 1 0 | e = standing 0 0 0 1 47 76 2 0 | f = sitting 0 0 0 1 35 2 112 0 | g = running 4 2 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 731 84.7045 % Incorrectly Classified Instances 132 15.2955 % Kappa statistic 0.8223 Mean absolute error 0.0645 Root mean squared error 0.1765 Relative absolute error 29.9871 % Root relative squared error 53.8414 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.922 0.029 0.81 0.922 0.862 0.989 climbingdown 0.773 0.013 0.882 0.773 0.824 0.969 climbingup 1 0 1 1 1 1 jumping 0.868 0.001 0.991 0.868 0.925 0.995 lying 0.717 0.031 0.798 0.717 0.755 0.96 standing 0.897 0.073 0.677 0.897 0.771 0.967 sitting 0.847 0.011 0.941 0.847 0.891 0.973 running 0.885 0.019 0.885 0.885 0.885 0.988 walking Weighted Avg. 0.847 0.025 0.86 0.847 0.849 0.978 === Confusion Matrix === a b c d e f g h <-- classified as 94 3 0 0 0 0 0 5 | a = climbingdown 11 75 0 0 0 0 2 9 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 105 0 15 0 0 | d = lying 0 1 0 0 91 32 3 0 | e = standing 0 0 0 0 10 113 3 0 | f = sitting 0 2 0 1 13 7 127 0 | g = running 11 3 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 5 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 735 73.4266 % Incorrectly Classified Instances 266 26.5734 % Kappa statistic 0.6903 Mean absolute error 0.0872 Root mean squared error 0.2143 Relative absolute error 40.9901 % Root relative squared error 65.7178 % Total Number of Instances 1001 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.856 0.028 0.781 0.856 0.817 0.978 climbingdown 0.848 0.019 0.862 0.848 0.855 0.983 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.62 0.034 0.752 0.62 0.68 0.954 lying 0.744 0.109 0.484 0.744 0.586 0.929 standing 0.617 0.066 0.561 0.617 0.587 0.907 sitting 0.645 0.031 0.863 0.645 0.738 0.927 running 0.87 0.019 0.882 0.87 0.876 0.987 walking Weighted Avg. 0.734 0.041 0.761 0.734 0.739 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 89 9 0 0 0 0 0 6 | a = climbingdown 10 106 1 0 3 0 0 5 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 88 9 42 2 0 | d = lying 0 0 0 4 90 11 16 0 | e = standing 0 1 0 21 20 74 4 0 | f = sitting 2 4 0 4 63 5 151 5 | g = running 12 3 0 0 1 0 2 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 742 74.1259 % Incorrectly Classified Instances 259 25.8741 % Kappa statistic 0.6978 Mean absolute error 0.0836 Root mean squared error 0.2088 Relative absolute error 39.2941 % Root relative squared error 64.0301 % Total Number of Instances 1001 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.904 0.02 0.839 0.904 0.87 0.989 climbingdown 0.864 0.017 0.878 0.864 0.871 0.988 climbingup 0.882 0.001 0.938 0.882 0.909 0.995 jumping 0.683 0.037 0.752 0.683 0.716 0.956 lying 0.669 0.097 0.488 0.669 0.564 0.925 standing 0.567 0.07 0.523 0.567 0.544 0.91 sitting 0.671 0.038 0.844 0.671 0.748 0.927 running 0.884 0.02 0.878 0.884 0.881 0.982 walking Weighted Avg. 0.741 0.041 0.759 0.741 0.746 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 94 5 0 0 0 0 0 5 | a = climbingdown 7 108 0 0 1 0 0 9 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 97 11 31 3 0 | d = lying 0 1 0 1 81 17 21 0 | e = standing 0 1 1 29 19 68 2 0 | f = sitting 2 4 0 2 52 14 157 3 | g = running 9 4 0 0 2 0 1 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 725 72.4276 % Incorrectly Classified Instances 276 27.5724 % Kappa statistic 0.6778 Mean absolute error 0.0857 Root mean squared error 0.2144 Relative absolute error 40.2797 % Root relative squared error 65.7653 % Total Number of Instances 1001 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.893 0.03 0.773 0.893 0.829 0.971 climbingdown 0.808 0.007 0.944 0.808 0.871 0.974 climbingup 1 0 1 1 1 1 jumping 0.754 0.061 0.673 0.754 0.711 0.958 lying 0.664 0.099 0.482 0.664 0.559 0.913 standing 0.433 0.06 0.495 0.433 0.462 0.897 sitting 0.662 0.043 0.824 0.662 0.735 0.932 running 0.87 0.021 0.87 0.87 0.87 0.979 walking Weighted Avg. 0.724 0.045 0.741 0.724 0.727 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 92 1 0 0 1 0 1 8 | a = climbingdown 12 101 0 0 1 0 4 7 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 107 3 27 4 0 | d = lying 0 0 0 6 81 21 14 0 | e = standing 1 1 0 42 16 52 8 0 | f = sitting 4 0 0 4 63 5 155 3 | g = running 9 4 0 0 3 0 2 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 720 71.9281 % Incorrectly Classified Instances 281 28.0719 % Kappa statistic 0.6726 Mean absolute error 0.0886 Root mean squared error 0.2172 Relative absolute error 41.6788 % Root relative squared error 66.6074 % Total Number of Instances 1001 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.893 0.017 0.86 0.893 0.876 0.976 climbingdown 0.856 0.013 0.907 0.856 0.881 0.963 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.697 0.064 0.643 0.697 0.669 0.94 lying 0.811 0.137 0.452 0.811 0.581 0.911 standing 0.35 0.043 0.525 0.35 0.42 0.89 sitting 0.603 0.04 0.82 0.603 0.695 0.919 running 0.891 0.012 0.925 0.891 0.908 0.984 walking Weighted Avg. 0.719 0.045 0.746 0.719 0.72 0.939 === Confusion Matrix === a b c d e f g h <-- classified as 92 4 0 0 0 0 3 4 | a = climbingdown 5 107 1 1 4 0 1 6 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 99 12 26 5 0 | d = lying 1 0 0 4 99 5 13 0 | e = standing 0 0 0 47 26 42 5 0 | f = sitting 4 2 0 3 77 7 141 0 | g = running 5 5 0 0 1 0 4 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 704 70.3297 % Incorrectly Classified Instances 297 29.6703 % Kappa statistic 0.6539 Mean absolute error 0.089 Root mean squared error 0.2213 Relative absolute error 41.8325 % Root relative squared error 67.8799 % Total Number of Instances 1001 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.786 0.024 0.786 0.786 0.786 0.955 climbingdown 0.8 0.022 0.84 0.8 0.82 0.975 climbingup 1 0 1 1 1 1 jumping 0.613 0.035 0.744 0.613 0.672 0.963 lying 0.779 0.141 0.434 0.779 0.557 0.907 standing 0.458 0.057 0.524 0.458 0.489 0.894 sitting 0.632 0.037 0.841 0.632 0.722 0.917 running 0.877 0.028 0.834 0.877 0.855 0.985 walking Weighted Avg. 0.703 0.047 0.736 0.703 0.709 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 81 7 0 1 1 0 2 11 | a = climbingdown 11 100 0 0 1 1 2 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 87 14 33 8 0 | d = lying 0 0 0 3 95 12 12 0 | e = standing 0 1 0 22 40 55 2 0 | f = sitting 4 4 0 4 67 4 148 3 | g = running 7 7 0 0 1 0 2 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 734 73.4 % Incorrectly Classified Instances 266 26.6 % Kappa statistic 0.6875 Mean absolute error 0.0824 Root mean squared error 0.2092 Relative absolute error 38.7313 % Root relative squared error 64.1492 % Total Number of Instances 1000 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.777 0.011 0.889 0.777 0.829 0.98 climbingdown 0.895 0.029 0.816 0.895 0.854 0.98 climbingup 0.944 0.001 0.944 0.944 0.944 0.993 jumping 0.739 0.048 0.719 0.739 0.729 0.95 lying 0.554 0.085 0.472 0.554 0.51 0.916 standing 0.492 0.043 0.608 0.492 0.544 0.92 sitting 0.74 0.067 0.773 0.74 0.757 0.949 running 0.883 0.029 0.829 0.883 0.855 0.985 walking Weighted Avg. 0.734 0.047 0.737 0.734 0.734 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 80 7 1 0 0 0 1 14 | a = climbingdown 1 111 0 0 0 0 4 8 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 2 0 105 7 21 7 0 | d = lying 1 2 0 7 67 14 30 0 | e = standing 0 1 0 30 22 59 8 0 | f = sitting 4 2 0 4 45 3 174 3 | g = running 4 11 0 0 1 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 754 75.4 % Incorrectly Classified Instances 246 24.6 % Kappa statistic 0.711 Mean absolute error 0.0824 Root mean squared error 0.2108 Relative absolute error 38.7558 % Root relative squared error 64.6633 % Total Number of Instances 1000 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.786 0.009 0.91 0.786 0.844 0.971 climbingdown 0.815 0.022 0.842 0.815 0.828 0.964 climbingup 0.944 0.001 0.944 0.944 0.944 0.984 jumping 0.787 0.054 0.707 0.787 0.745 0.956 lying 0.694 0.078 0.549 0.694 0.613 0.92 standing 0.467 0.033 0.659 0.467 0.546 0.913 sitting 0.745 0.06 0.792 0.745 0.768 0.942 running 0.935 0.032 0.822 0.935 0.875 0.984 walking Weighted Avg. 0.754 0.043 0.76 0.754 0.752 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 81 10 0 0 0 0 0 12 | a = climbingdown 4 101 0 0 2 1 3 13 | b = climbingup 0 0 17 0 1 0 0 0 | c = jumping 0 1 0 111 6 14 9 0 | d = lying 0 1 0 4 84 9 22 1 | e = standing 0 0 0 33 21 56 10 0 | f = sitting 3 2 1 9 38 5 175 2 | g = running 1 5 0 0 1 0 2 129 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 746 74.6 % Incorrectly Classified Instances 254 25.4 % Kappa statistic 0.7027 Mean absolute error 0.0824 Root mean squared error 0.209 Relative absolute error 38.7576 % Root relative squared error 64.0988 % Total Number of Instances 1000 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.806 0.018 0.838 0.806 0.822 0.978 climbingdown 0.839 0.017 0.874 0.839 0.856 0.982 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.745 0.044 0.734 0.745 0.739 0.943 lying 0.653 0.082 0.523 0.653 0.581 0.922 standing 0.595 0.056 0.595 0.595 0.595 0.925 sitting 0.679 0.052 0.799 0.679 0.734 0.935 running 0.92 0.028 0.841 0.92 0.879 0.982 walking Weighted Avg. 0.746 0.043 0.755 0.746 0.748 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 83 8 0 0 0 1 1 10 | a = climbingdown 6 104 0 0 0 1 1 12 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 1 2 0 105 4 21 8 0 | d = lying 0 0 0 2 79 16 24 0 | e = standing 0 0 0 31 14 72 4 0 | f = sitting 6 0 0 5 52 10 159 2 | g = running 2 5 0 0 2 0 2 127 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 748 74.8 % Incorrectly Classified Instances 252 25.2 % Kappa statistic 0.7027 Mean absolute error 0.0806 Root mean squared error 0.2067 Relative absolute error 37.9134 % Root relative squared error 63.3791 % Total Number of Instances 1000 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.008 0.928 0.874 0.9 0.991 climbingdown 0.887 0.009 0.932 0.887 0.909 0.986 climbingup 1 0 1 1 1 1 jumping 0.851 0.1 0.583 0.851 0.692 0.941 lying 0.488 0.063 0.518 0.488 0.502 0.911 standing 0.298 0.017 0.706 0.298 0.419 0.914 sitting 0.791 0.081 0.749 0.791 0.769 0.949 running 0.942 0.022 0.872 0.942 0.906 0.975 walking Weighted Avg. 0.748 0.048 0.755 0.748 0.737 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 90 4 0 0 0 0 1 8 | a = climbingdown 3 110 0 1 1 0 1 8 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 1 0 120 7 5 7 0 | d = lying 1 0 0 14 59 5 42 0 | e = standing 0 0 0 61 15 36 9 0 | f = sitting 0 1 0 8 32 5 185 3 | g = running 2 2 0 2 0 0 2 130 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 720 72 % Incorrectly Classified Instances 280 28 % Kappa statistic 0.6708 Mean absolute error 0.0858 Root mean squared error 0.219 Relative absolute error 40.3284 % Root relative squared error 67.1627 % Total Number of Instances 1000 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.008 0.918 0.75 0.825 0.955 climbingdown 0.864 0.023 0.844 0.864 0.854 0.98 climbingup 0.941 0.001 0.941 0.941 0.941 1 jumping 0.879 0.112 0.564 0.879 0.687 0.952 lying 0.405 0.056 0.5 0.405 0.447 0.889 standing 0.4 0.042 0.565 0.4 0.468 0.894 sitting 0.718 0.06 0.785 0.718 0.75 0.936 running 0.935 0.028 0.843 0.935 0.887 0.99 walking Weighted Avg. 0.72 0.049 0.725 0.72 0.714 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 78 10 0 1 0 0 3 12 | a = climbingdown 3 108 0 0 2 0 2 10 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 0 0 0 124 3 10 4 0 | d = lying 0 1 0 22 49 16 32 1 | e = standing 0 0 0 50 17 48 5 0 | f = sitting 1 2 1 23 27 11 168 1 | g = running 2 7 0 0 0 0 0 129 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 595 60.7763 % Incorrectly Classified Instances 384 39.2237 % Kappa statistic 0.5326 Mean absolute error 0.1094 Root mean squared error 0.2465 Relative absolute error 51.4606 % Root relative squared error 75.6257 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.014 0.836 0.629 0.718 0.925 climbingdown 0.708 0.06 0.643 0.708 0.674 0.927 climbingup 0 0 0 0 0 0.22 jumping 0.342 0.041 0.595 0.342 0.435 0.919 lying 0.125 0.012 0.583 0.125 0.206 0.921 standing 0.656 0.139 0.402 0.656 0.498 0.886 sitting 0.827 0.163 0.603 0.827 0.698 0.909 running 0.847 0.041 0.76 0.847 0.801 0.964 walking Weighted Avg. 0.608 0.077 0.615 0.608 0.579 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 61 19 0 0 0 0 5 12 | a = climbingdown 7 92 0 2 0 2 8 19 | b = climbingup 0 0 0 0 0 0 15 0 | c = jumping 0 2 0 50 1 87 4 2 | d = lying 0 5 0 2 14 11 79 1 | e = standing 1 4 0 24 3 80 10 0 | f = sitting 1 7 0 6 6 18 187 1 | g = running 3 14 0 0 0 1 2 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 631 64.4535 % Incorrectly Classified Instances 348 35.5465 % Kappa statistic 0.5792 Mean absolute error 0.1058 Root mean squared error 0.2404 Relative absolute error 49.7845 % Root relative squared error 73.7282 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.622 0.014 0.836 0.622 0.713 0.939 climbingdown 0.777 0.053 0.692 0.777 0.732 0.949 climbingup 0 0 0 0 0 0.359 jumping 0.548 0.066 0.593 0.548 0.569 0.937 lying 0.304 0.043 0.479 0.304 0.372 0.907 standing 0.582 0.104 0.444 0.582 0.504 0.891 sitting 0.773 0.106 0.685 0.773 0.727 0.916 running 0.84 0.035 0.786 0.84 0.812 0.97 walking Weighted Avg. 0.645 0.065 0.637 0.645 0.634 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 61 16 0 0 2 3 1 15 | a = climbingdown 6 101 0 1 3 3 2 14 | b = climbingup 0 0 0 0 0 0 15 0 | c = jumping 0 1 0 80 1 62 2 0 | d = lying 0 5 0 6 34 9 58 0 | e = standing 1 3 0 41 5 71 1 0 | f = sitting 2 5 0 6 26 11 174 1 | g = running 3 15 0 1 0 1 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 642 65.5771 % Incorrectly Classified Instances 337 34.4229 % Kappa statistic 0.5928 Mean absolute error 0.1121 Root mean squared error 0.2474 Relative absolute error 52.7296 % Root relative squared error 75.8683 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.551 0.015 0.806 0.551 0.655 0.923 climbingdown 0.862 0.072 0.647 0.862 0.739 0.95 climbingup 0 0 0 0 0 0.133 jumping 0.586 0.048 0.68 0.586 0.63 0.932 lying 0.411 0.06 0.469 0.411 0.438 0.864 standing 0.582 0.079 0.511 0.582 0.544 0.881 sitting 0.757 0.104 0.687 0.757 0.72 0.921 running 0.786 0.029 0.805 0.786 0.795 0.963 walking Weighted Avg. 0.656 0.063 0.651 0.656 0.648 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 54 24 0 0 0 1 3 16 | a = climbingdown 6 112 0 0 0 3 4 5 | b = climbingup 0 0 0 0 0 0 15 0 | c = jumping 0 1 0 85 4 51 4 0 | d = lying 2 3 0 8 46 6 47 0 | e = standing 0 6 0 30 11 71 3 1 | f = sitting 2 7 0 2 36 5 171 3 | g = running 3 20 0 0 1 2 2 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 675 68.9479 % Incorrectly Classified Instances 304 31.0521 % Kappa statistic 0.6335 Mean absolute error 0.1028 Root mean squared error 0.232 Relative absolute error 48.3787 % Root relative squared error 71.1452 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.014 0.852 0.704 0.771 0.947 climbingdown 0.846 0.061 0.679 0.846 0.753 0.94 climbingup 0.933 0.004 0.778 0.933 0.848 0.999 jumping 0.621 0.041 0.726 0.621 0.669 0.936 lying 0.393 0.065 0.44 0.393 0.415 0.904 standing 0.554 0.054 0.593 0.554 0.573 0.893 sitting 0.761 0.109 0.677 0.761 0.717 0.91 running 0.826 0.021 0.858 0.826 0.842 0.963 walking Weighted Avg. 0.689 0.058 0.691 0.689 0.687 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 69 17 2 0 0 0 3 7 | a = climbingdown 5 110 0 0 2 0 4 9 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 1 2 0 90 7 39 6 0 | d = lying 0 5 0 1 44 1 61 0 | e = standing 0 6 0 31 10 67 6 1 | f = sitting 1 6 2 2 36 6 172 1 | g = running 5 16 0 0 1 0 1 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 652 66.5986 % Incorrectly Classified Instances 327 33.4014 % Kappa statistic 0.6021 Mean absolute error 0.1044 Root mean squared error 0.2396 Relative absolute error 49.0966 % Root relative squared error 73.5033 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.016 0.829 0.694 0.756 0.943 climbingdown 0.823 0.084 0.601 0.823 0.695 0.933 climbingup 0 0 0 0 0 0.222 jumping 0.559 0.043 0.692 0.559 0.618 0.928 lying 0.152 0.017 0.531 0.152 0.236 0.899 standing 0.62 0.078 0.528 0.62 0.57 0.911 sitting 0.876 0.139 0.653 0.876 0.749 0.923 running 0.803 0.022 0.848 0.803 0.825 0.957 walking Weighted Avg. 0.666 0.066 0.657 0.666 0.641 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 68 22 0 0 0 0 2 6 | a = climbingdown 5 107 0 0 1 2 3 12 | b = climbingup 3 4 0 0 0 0 8 0 | c = jumping 0 4 0 81 3 52 5 0 | d = lying 0 4 0 2 17 8 80 1 | e = standing 0 4 0 33 3 75 6 0 | f = sitting 2 13 0 1 7 5 198 0 | g = running 4 20 0 0 1 0 1 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 628 64.1471 % Incorrectly Classified Instances 351 35.8529 % Kappa statistic 0.5726 Mean absolute error 0.1092 Root mean squared error 0.2441 Relative absolute error 51.3688 % Root relative squared error 74.8791 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.49 0.016 0.774 0.49 0.6 0.885 climbingdown 0.838 0.078 0.623 0.838 0.715 0.952 climbingup 0 0 0 0 0 0.165 jumping 0.497 0.036 0.706 0.497 0.583 0.933 lying 0.188 0.03 0.447 0.188 0.264 0.918 standing 0.719 0.083 0.551 0.719 0.624 0.916 sitting 0.841 0.157 0.617 0.841 0.712 0.927 running 0.765 0.031 0.795 0.765 0.78 0.943 walking Weighted Avg. 0.641 0.071 0.634 0.641 0.618 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 48 28 0 1 0 1 5 15 | a = climbingdown 6 109 0 0 2 0 3 10 | b = climbingup 1 0 0 0 0 0 14 0 | c = jumping 0 2 0 72 2 59 10 0 | d = lying 1 5 0 2 21 5 78 0 | e = standing 0 3 0 24 1 87 5 1 | f = sitting 3 5 0 3 20 5 190 0 | g = running 3 23 0 0 1 1 3 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 638 65.1685 % Incorrectly Classified Instances 341 34.8315 % Kappa statistic 0.5864 Mean absolute error 0.1096 Root mean squared error 0.2455 Relative absolute error 51.5424 % Root relative squared error 75.2927 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.017 0.815 0.68 0.742 0.941 climbingdown 0.752 0.067 0.63 0.752 0.686 0.939 climbingup 0 0 0 0 0 0.312 jumping 0.524 0.032 0.738 0.524 0.613 0.92 lying 0.31 0.04 0.5 0.31 0.383 0.915 standing 0.59 0.09 0.483 0.59 0.531 0.879 sitting 0.81 0.138 0.638 0.81 0.713 0.892 running 0.832 0.031 0.807 0.832 0.82 0.953 walking Weighted Avg. 0.652 0.067 0.646 0.652 0.639 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 66 20 0 0 1 0 3 7 | a = climbingdown 5 97 0 1 3 2 4 17 | b = climbingup 0 0 0 0 0 0 16 0 | c = jumping 0 4 0 76 6 54 4 1 | d = lying 1 3 0 2 35 10 62 0 | e = standing 1 2 0 24 8 72 14 1 | f = sitting 4 13 0 0 17 9 183 0 | g = running 4 15 0 0 0 2 1 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 620 63.3947 % Incorrectly Classified Instances 358 36.6053 % Kappa statistic 0.5633 Mean absolute error 0.1023 Root mean squared error 0.2463 Relative absolute error 48.1151 % Root relative squared error 75.5515 % Total Number of Instances 978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.027 0.739 0.701 0.72 0.938 climbingdown 0.705 0.049 0.684 0.705 0.695 0.938 climbingup 0.733 0 1 0.733 0.846 0.998 jumping 0.884 0.148 0.512 0.884 0.648 0.922 lying 0.089 0.018 0.385 0.089 0.145 0.895 standing 0.115 0.016 0.5 0.115 0.187 0.883 sitting 0.854 0.14 0.648 0.854 0.737 0.906 running 0.794 0.04 0.754 0.794 0.773 0.944 walking Weighted Avg. 0.634 0.073 0.612 0.634 0.586 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 68 16 0 1 0 1 4 7 | a = climbingdown 7 91 0 1 2 0 5 23 | b = climbingup 1 0 11 0 0 0 3 0 | c = jumping 1 2 0 129 2 4 7 1 | d = lying 1 4 0 18 10 5 74 0 | e = standing 0 3 0 88 7 14 9 1 | f = sitting 3 7 0 13 4 4 193 2 | g = running 11 10 0 2 1 0 3 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 609 62.2699 % Incorrectly Classified Instances 369 37.7301 % Kappa statistic 0.5525 Mean absolute error 0.1097 Root mean squared error 0.2452 Relative absolute error 51.5914 % Root relative squared error 75.2038 % Total Number of Instances 978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.028 0.745 0.753 0.749 0.951 climbingdown 0.729 0.064 0.635 0.729 0.679 0.928 climbingup 0.933 0.003 0.824 0.933 0.875 0.986 jumping 0.795 0.114 0.55 0.795 0.65 0.925 lying 0.098 0.018 0.407 0.098 0.158 0.876 standing 0.279 0.056 0.415 0.279 0.333 0.863 sitting 0.752 0.132 0.632 0.752 0.687 0.913 running 0.74 0.034 0.77 0.74 0.755 0.96 walking Weighted Avg. 0.623 0.072 0.6 0.623 0.594 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 73 12 0 0 0 3 0 9 | a = climbingdown 10 94 0 2 2 4 4 13 | b = climbingup 1 0 14 0 0 0 0 0 | c = jumping 0 0 0 116 0 22 7 1 | d = lying 1 9 0 6 11 9 73 3 | e = standing 1 1 0 70 2 34 13 1 | f = sitting 4 9 2 17 12 10 170 2 | g = running 8 23 1 0 0 0 2 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 618 63.1902 % Incorrectly Classified Instances 360 36.8098 % Kappa statistic 0.5602 Mean absolute error 0.1065 Root mean squared error 0.2478 Relative absolute error 50.0791 % Root relative squared error 76.0205 % Total Number of Instances 978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.026 0.753 0.722 0.737 0.943 climbingdown 0.721 0.059 0.65 0.721 0.684 0.935 climbingup 0.933 0 1 0.933 0.966 1 jumping 0.87 0.16 0.488 0.87 0.626 0.901 lying 0 0 0 0 0 0.9 standing 0.164 0.02 0.541 0.164 0.252 0.854 sitting 0.85 0.156 0.621 0.85 0.718 0.915 running 0.779 0.024 0.836 0.779 0.806 0.931 walking Weighted Avg. 0.632 0.076 0.572 0.632 0.577 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 70 15 0 1 0 0 4 7 | a = climbingdown 7 93 0 2 0 3 13 11 | b = climbingup 1 0 14 0 0 0 0 0 | c = jumping 1 3 0 127 0 5 9 1 | d = lying 1 3 0 24 0 4 80 0 | e = standing 6 4 0 82 0 20 9 1 | f = sitting 2 5 0 22 0 5 192 0 | g = running 5 20 0 2 0 0 2 102 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 661 66.4322 % Incorrectly Classified Instances 334 33.5678 % Kappa statistic 0.6067 Mean absolute error 0.0998 Root mean squared error 0.2387 Relative absolute error 46.8473 % Root relative squared error 73.1269 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.598 0.018 0.784 0.598 0.678 0.946 climbingdown 0.79 0.055 0.671 0.79 0.726 0.932 climbingup 1 0 1 1 1 1 jumping 0.594 0.039 0.691 0.594 0.639 0.932 lying 0.343 0.066 0.447 0.343 0.388 0.869 standing 0.578 0.142 0.39 0.578 0.466 0.866 sitting 0.747 0.047 0.824 0.747 0.783 0.931 running 0.888 0.024 0.85 0.888 0.869 0.973 walking Weighted Avg. 0.664 0.056 0.681 0.664 0.666 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 58 28 0 0 2 1 2 6 | a = climbingdown 7 98 0 0 2 1 6 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 76 6 40 4 1 | d = lying 1 1 0 8 46 61 16 1 | e = standing 1 0 0 19 31 78 6 0 | f = sitting 3 10 0 7 16 18 168 3 | g = running 4 8 0 0 0 1 2 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 662 66.5327 % Incorrectly Classified Instances 333 33.4673 % Kappa statistic 0.6084 Mean absolute error 0.1024 Root mean squared error 0.2419 Relative absolute error 48.04 % Root relative squared error 74.1157 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.02 0.766 0.608 0.678 0.932 climbingdown 0.879 0.068 0.649 0.879 0.747 0.957 climbingup 0.833 0.001 0.938 0.833 0.882 0.874 jumping 0.68 0.061 0.621 0.68 0.649 0.931 lying 0.388 0.052 0.536 0.388 0.45 0.885 standing 0.63 0.113 0.467 0.63 0.536 0.891 sitting 0.659 0.059 0.768 0.659 0.71 0.897 running 0.797 0.017 0.876 0.797 0.835 0.971 walking Weighted Avg. 0.665 0.056 0.68 0.665 0.665 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 59 28 0 0 1 2 1 6 | a = climbingdown 8 109 0 0 0 0 1 6 | b = climbingup 0 0 15 0 0 0 3 0 | c = jumping 0 2 0 87 7 27 4 1 | d = lying 1 3 0 13 52 38 26 1 | e = standing 0 2 1 28 12 85 7 0 | f = sitting 3 7 0 12 24 30 149 1 | g = running 6 17 0 0 1 0 3 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 666 66.9347 % Incorrectly Classified Instances 329 33.0653 % Kappa statistic 0.6134 Mean absolute error 0.1053 Root mean squared error 0.242 Relative absolute error 49.4311 % Root relative squared error 74.1518 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.464 0.02 0.714 0.464 0.563 0.939 climbingdown 0.806 0.093 0.552 0.806 0.656 0.924 climbingup 0.778 0 1 0.778 0.875 0.9 jumping 0.654 0.039 0.709 0.654 0.68 0.936 lying 0.511 0.062 0.566 0.511 0.537 0.883 standing 0.691 0.112 0.495 0.691 0.577 0.902 sitting 0.68 0.032 0.86 0.68 0.759 0.9 running 0.812 0.026 0.831 0.812 0.821 0.966 walking Weighted Avg. 0.669 0.053 0.697 0.669 0.672 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 45 42 0 0 0 1 2 7 | a = climbingdown 6 100 0 1 4 1 2 10 | b = climbingup 1 0 14 0 0 0 3 0 | c = jumping 0 2 0 83 7 33 2 0 | d = lying 0 8 0 9 69 36 11 2 | e = standing 0 2 0 16 19 94 4 1 | f = sitting 5 11 0 8 21 25 153 2 | g = running 6 16 0 0 2 0 1 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 681 68.4422 % Incorrectly Classified Instances 314 31.5578 % Kappa statistic 0.6313 Mean absolute error 0.1017 Root mean squared error 0.2404 Relative absolute error 47.7447 % Root relative squared error 73.6435 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.032 0.651 0.557 0.6 0.933 climbingdown 0.806 0.075 0.606 0.806 0.692 0.937 climbingup 0.667 0 1 0.667 0.8 0.79 jumping 0.787 0.045 0.719 0.787 0.752 0.956 lying 0.489 0.073 0.512 0.489 0.5 0.874 standing 0.654 0.1 0.509 0.654 0.572 0.887 sitting 0.684 0.03 0.87 0.684 0.766 0.93 running 0.797 0.01 0.922 0.797 0.855 0.977 walking Weighted Avg. 0.684 0.05 0.708 0.684 0.689 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 54 37 0 0 1 0 3 2 | a = climbingdown 14 100 0 0 5 0 0 5 | b = climbingup 1 2 12 0 1 0 2 0 | c = jumping 1 0 0 100 6 17 3 0 | d = lying 1 6 0 7 66 48 6 1 | e = standing 0 4 0 18 19 89 6 0 | f = sitting 2 3 0 14 30 21 154 1 | g = running 10 13 0 0 1 0 3 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 686 68.9447 % Incorrectly Classified Instances 309 31.0553 % Kappa statistic 0.6367 Mean absolute error 0.0973 Root mean squared error 0.2305 Relative absolute error 45.6592 % Root relative squared error 70.6108 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.024 0.741 0.656 0.696 0.954 climbingdown 0.832 0.055 0.684 0.832 0.751 0.951 climbingup 0.889 0.001 0.941 0.889 0.914 0.965 jumping 0.819 0.048 0.712 0.819 0.762 0.956 lying 0.481 0.083 0.478 0.481 0.48 0.893 standing 0.474 0.087 0.46 0.474 0.467 0.886 sitting 0.716 0.044 0.826 0.716 0.767 0.93 running 0.813 0.019 0.872 0.813 0.842 0.954 walking Weighted Avg. 0.689 0.051 0.697 0.689 0.69 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 63 26 0 0 1 0 0 6 | a = climbingdown 11 104 0 0 1 1 1 7 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 1 0 104 7 7 7 1 | d = lying 1 3 0 6 65 46 13 1 | e = standing 0 1 0 30 33 64 7 0 | f = sitting 4 6 1 6 25 21 161 1 | g = running 6 11 0 0 4 0 4 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 683 68.6432 % Incorrectly Classified Instances 312 31.3568 % Kappa statistic 0.6339 Mean absolute error 0.0994 Root mean squared error 0.2343 Relative absolute error 46.6678 % Root relative squared error 71.7751 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.027 0.747 0.74 0.743 0.96 climbingdown 0.792 0.061 0.651 0.792 0.715 0.96 climbingup 0.944 0.001 0.944 0.944 0.944 0.982 jumping 0.819 0.069 0.634 0.819 0.715 0.937 lying 0.519 0.085 0.49 0.519 0.504 0.887 standing 0.437 0.062 0.527 0.437 0.478 0.872 sitting 0.68 0.04 0.832 0.68 0.748 0.915 running 0.821 0.02 0.866 0.821 0.843 0.969 walking Weighted Avg. 0.686 0.051 0.695 0.686 0.686 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 71 17 0 0 1 0 2 5 | a = climbingdown 16 99 0 0 1 1 0 8 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 2 0 104 10 5 6 0 | d = lying 0 5 0 8 70 36 14 2 | e = standing 0 2 0 35 32 59 7 0 | f = sitting 4 10 1 17 27 11 153 2 | g = running 4 17 0 0 2 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 663 66.6332 % Incorrectly Classified Instances 332 33.3668 % Kappa statistic 0.6091 Mean absolute error 0.1039 Root mean squared error 0.2422 Relative absolute error 48.7656 % Root relative squared error 74.1917 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.014 0.8 0.536 0.642 0.949 climbingdown 0.856 0.067 0.648 0.856 0.738 0.943 climbingup 0.833 0 1 0.833 0.909 0.974 jumping 0.693 0.079 0.561 0.693 0.62 0.905 lying 0.53 0.106 0.438 0.53 0.48 0.887 standing 0.4 0.062 0.505 0.4 0.446 0.868 sitting 0.733 0.047 0.821 0.733 0.775 0.923 running 0.828 0.014 0.902 0.828 0.864 0.952 walking Weighted Avg. 0.666 0.055 0.684 0.666 0.667 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 52 38 0 0 1 0 0 6 | a = climbingdown 7 107 0 1 3 0 2 5 | b = climbingup 0 0 15 0 0 0 3 0 | c = jumping 0 1 0 88 18 14 6 0 | d = lying 0 2 0 12 71 31 18 0 | e = standing 1 0 0 42 32 54 6 0 | f = sitting 1 6 0 13 31 8 165 1 | g = running 4 11 0 1 6 0 1 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 657 66.0302 % Incorrectly Classified Instances 338 33.9698 % Kappa statistic 0.6008 Mean absolute error 0.1018 Root mean squared error 0.2407 Relative absolute error 47.7893 % Root relative squared error 73.7446 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.505 0.016 0.778 0.505 0.613 0.912 climbingdown 0.768 0.062 0.64 0.768 0.698 0.952 climbingup 0.944 0.001 0.944 0.944 0.944 0.996 jumping 0.74 0.067 0.618 0.74 0.674 0.95 lying 0.433 0.084 0.446 0.433 0.439 0.879 standing 0.422 0.06 0.523 0.422 0.467 0.874 sitting 0.764 0.075 0.748 0.764 0.756 0.914 running 0.851 0.034 0.797 0.851 0.823 0.956 walking Weighted Avg. 0.66 0.059 0.66 0.66 0.655 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 49 31 0 0 0 0 7 10 | a = climbingdown 9 96 0 0 1 1 4 14 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 94 13 11 8 0 | d = lying 1 5 1 16 58 26 26 1 | e = standing 0 1 0 34 33 57 10 0 | f = sitting 0 6 0 8 23 12 172 4 | g = running 4 10 0 0 2 2 2 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 675 67.8392 % Incorrectly Classified Instances 320 32.1608 % Kappa statistic 0.624 Mean absolute error 0.0978 Root mean squared error 0.2335 Relative absolute error 45.8948 % Root relative squared error 71.5284 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.021 0.782 0.701 0.739 0.951 climbingdown 0.806 0.053 0.685 0.806 0.741 0.952 climbingup 1 0 1 1 1 1 jumping 0.843 0.077 0.615 0.843 0.711 0.956 lying 0.485 0.073 0.508 0.485 0.496 0.906 standing 0.437 0.079 0.465 0.437 0.45 0.87 sitting 0.676 0.056 0.779 0.676 0.724 0.915 running 0.784 0.016 0.882 0.784 0.83 0.962 walking Weighted Avg. 0.678 0.054 0.686 0.678 0.678 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 68 20 0 0 0 1 4 4 | a = climbingdown 9 100 0 1 2 2 3 7 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 107 5 6 8 0 | d = lying 0 1 0 8 65 40 20 0 | e = standing 0 1 0 44 25 59 6 0 | f = sitting 4 5 0 13 29 19 152 3 | g = running 6 18 0 1 2 0 2 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 680 68.3417 % Incorrectly Classified Instances 315 31.6583 % Kappa statistic 0.63 Mean absolute error 0.1003 Root mean squared error 0.2345 Relative absolute error 47.065 % Root relative squared error 71.848 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.018 0.787 0.608 0.686 0.963 climbingdown 0.774 0.065 0.627 0.774 0.693 0.943 climbingup 0.895 0.001 0.944 0.895 0.919 0.996 jumping 0.811 0.059 0.669 0.811 0.733 0.94 lying 0.56 0.086 0.503 0.56 0.53 0.895 standing 0.496 0.077 0.504 0.496 0.5 0.866 sitting 0.693 0.039 0.839 0.693 0.759 0.932 running 0.799 0.023 0.843 0.799 0.82 0.976 walking Weighted Avg. 0.683 0.051 0.698 0.683 0.686 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 59 31 0 1 2 0 1 3 | a = climbingdown 10 96 0 0 3 2 2 11 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 103 5 17 1 1 | d = lying 0 3 0 10 75 31 14 1 | e = standing 0 0 0 31 28 67 8 1 | f = sitting 0 6 1 8 35 16 156 3 | g = running 6 17 0 1 1 0 2 107 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 615 68.6384 % Incorrectly Classified Instances 281 31.3616 % Kappa statistic 0.6366 Mean absolute error 0.0988 Root mean squared error 0.2289 Relative absolute error 46.3968 % Root relative squared error 70.1369 % Total Number of Instances 896 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.786 0.025 0.794 0.786 0.79 0.963 climbingdown 0.89 0.022 0.851 0.89 0.87 0.979 climbingup 0.867 0.001 0.929 0.867 0.897 0.993 jumping 0.246 0.006 0.861 0.246 0.383 0.966 lying 0.892 0.137 0.455 0.892 0.603 0.914 standing 0.627 0.135 0.394 0.627 0.484 0.854 sitting 0.614 0.01 0.947 0.614 0.745 0.937 running 0.843 0.021 0.876 0.843 0.859 0.982 walking Weighted Avg. 0.686 0.044 0.772 0.686 0.686 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 77 7 0 0 1 0 0 13 | a = climbingdown 5 97 0 0 2 0 2 3 | b = climbingup 1 1 13 0 0 0 0 0 | c = jumping 0 0 0 31 8 87 0 0 | d = lying 0 2 0 0 91 6 3 0 | e = standing 0 1 0 5 35 69 0 0 | f = sitting 3 1 1 0 60 13 124 0 | g = running 11 5 0 0 3 0 2 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 574 64.0625 % Incorrectly Classified Instances 322 35.9375 % Kappa statistic 0.5849 Mean absolute error 0.1054 Root mean squared error 0.2422 Relative absolute error 49.4653 % Root relative squared error 74.2043 % Total Number of Instances 896 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.023 0.8 0.735 0.766 0.954 climbingdown 0.853 0.018 0.869 0.853 0.861 0.979 climbingup 1 0.003 0.833 1 0.909 0.999 jumping 0.056 0.001 0.875 0.056 0.104 0.943 lying 0.961 0.198 0.384 0.961 0.549 0.917 standing 0.555 0.127 0.379 0.555 0.45 0.864 sitting 0.545 0.009 0.948 0.545 0.692 0.916 running 0.881 0.03 0.837 0.881 0.858 0.982 walking Weighted Avg. 0.641 0.049 0.759 0.641 0.621 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 72 8 1 0 1 0 1 15 | a = climbingdown 7 93 0 0 1 0 3 5 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 7 36 83 0 0 | d = lying 0 0 0 0 98 4 0 0 | e = standing 0 0 0 1 47 61 1 0 | f = sitting 2 3 1 0 70 13 110 3 | g = running 9 3 1 0 2 0 1 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 574 64.0625 % Incorrectly Classified Instances 322 35.9375 % Kappa statistic 0.58 Mean absolute error 0.105 Root mean squared error 0.2385 Relative absolute error 49.2795 % Root relative squared error 73.0905 % Total Number of Instances 896 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.018 0.831 0.704 0.762 0.962 climbingdown 0.908 0.025 0.832 0.908 0.868 0.976 climbingup 0.8 0 1 0.8 0.889 0.927 jumping 0.056 0.004 0.7 0.056 0.103 0.952 lying 0.627 0.108 0.427 0.627 0.508 0.909 standing 0.645 0.149 0.378 0.645 0.477 0.87 sitting 0.629 0.085 0.683 0.629 0.655 0.917 running 0.933 0.03 0.845 0.933 0.887 0.985 walking Weighted Avg. 0.641 0.06 0.682 0.641 0.615 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 69 11 0 0 0 0 0 18 | a = climbingdown 3 99 0 0 2 0 1 4 | b = climbingup 1 0 12 0 0 1 1 0 | c = jumping 0 1 0 7 24 77 17 0 | d = lying 1 2 0 0 64 15 20 0 | e = standing 0 1 0 3 15 71 20 0 | f = sitting 3 3 0 0 44 24 127 1 | g = running 6 2 0 0 1 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 614 68.6034 % Incorrectly Classified Instances 281 31.3966 % Kappa statistic 0.6348 Mean absolute error 0.0914 Root mean squared error 0.2271 Relative absolute error 42.9022 % Root relative squared error 69.5989 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.814 0.053 0.653 0.814 0.725 0.968 climbingdown 0.87 0.02 0.855 0.87 0.862 0.973 climbingup 0.813 0.001 0.929 0.813 0.867 0.934 jumping 0.944 0.15 0.509 0.944 0.661 0.947 lying 0.696 0.093 0.49 0.696 0.575 0.919 standing 0.1 0.02 0.407 0.1 0.161 0.885 sitting 0.599 0.006 0.968 0.599 0.74 0.928 running 0.791 0.017 0.891 0.791 0.838 0.982 walking Weighted Avg. 0.686 0.046 0.72 0.686 0.669 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 79 9 0 0 0 0 0 9 | a = climbingdown 11 94 1 0 0 0 0 2 | b = climbingup 1 1 13 0 0 0 1 0 | c = jumping 0 0 0 119 4 2 1 0 | d = lying 1 1 0 19 71 8 2 0 | e = standing 0 0 0 78 21 11 0 0 | f = sitting 4 3 0 18 48 6 121 2 | g = running 25 2 0 0 1 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 623 69.6089 % Incorrectly Classified Instances 272 30.3911 % Kappa statistic 0.6472 Mean absolute error 0.0925 Root mean squared error 0.2305 Relative absolute error 43.4078 % Root relative squared error 70.6403 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.044 0.69 0.804 0.743 0.959 climbingdown 0.833 0.036 0.763 0.833 0.796 0.969 climbingup 0.733 0.002 0.846 0.733 0.786 0.951 jumping 0.929 0.113 0.574 0.929 0.709 0.959 lying 0.814 0.113 0.48 0.814 0.604 0.912 standing 0.198 0.019 0.595 0.198 0.297 0.882 sitting 0.54 0.01 0.94 0.54 0.686 0.913 running 0.843 0.011 0.934 0.843 0.886 0.977 walking Weighted Avg. 0.696 0.044 0.742 0.696 0.683 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 78 11 1 0 0 0 0 7 | a = climbingdown 13 90 1 0 1 0 3 0 | b = climbingup 1 3 11 0 0 0 0 0 | c = jumping 0 2 0 117 2 5 0 0 | d = lying 0 4 0 10 83 2 3 0 | e = standing 0 0 0 64 25 22 0 0 | f = sitting 6 5 0 13 60 8 109 1 | g = running 15 3 0 0 2 0 1 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 613 68.4916 % Incorrectly Classified Instances 282 31.5084 % Kappa statistic 0.6343 Mean absolute error 0.0935 Root mean squared error 0.2294 Relative absolute error 43.91 % Root relative squared error 70.2906 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.035 0.711 0.704 0.708 0.953 climbingdown 0.87 0.03 0.797 0.87 0.832 0.982 climbingup 1 0.006 0.75 1 0.857 0.999 jumping 0.825 0.101 0.571 0.825 0.675 0.935 lying 0.873 0.131 0.461 0.873 0.603 0.924 standing 0.126 0.031 0.368 0.126 0.188 0.858 sitting 0.602 0.004 0.976 0.602 0.745 0.936 running 0.799 0.021 0.87 0.799 0.833 0.976 walking Weighted Avg. 0.685 0.045 0.715 0.685 0.671 0.939 === Confusion Matrix === a b c d e f g h <-- classified as 69 15 1 0 0 0 1 12 | a = climbingdown 7 94 3 0 2 0 0 2 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 1 0 104 12 9 0 0 | d = lying 0 0 0 6 89 6 1 0 | e = standing 0 2 0 64 30 14 1 0 | f = sitting 2 1 0 8 58 9 121 2 | g = running 19 5 1 0 2 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 608 67.933 % Incorrectly Classified Instances 287 32.067 % Kappa statistic 0.6283 Mean absolute error 0.0932 Root mean squared error 0.2292 Relative absolute error 43.7579 % Root relative squared error 70.2422 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.847 0.04 0.722 0.847 0.779 0.983 climbingdown 0.861 0.022 0.845 0.861 0.853 0.972 climbingup 0.8 0.001 0.923 0.8 0.857 0.93 jumping 0.873 0.124 0.537 0.873 0.665 0.941 lying 0.794 0.132 0.435 0.794 0.563 0.913 standing 0.153 0.032 0.405 0.153 0.222 0.861 sitting 0.517 0.003 0.981 0.517 0.678 0.923 running 0.806 0.013 0.915 0.806 0.857 0.969 walking Weighted Avg. 0.679 0.046 0.729 0.679 0.668 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 83 7 0 0 0 0 0 8 | a = climbingdown 13 93 0 1 0 0 0 1 | b = climbingup 1 1 12 0 0 0 1 0 | c = jumping 0 0 0 110 9 7 0 0 | d = lying 0 1 0 16 81 4 0 0 | e = standing 0 0 0 70 24 17 0 0 | f = sitting 2 4 0 8 68 14 104 1 | g = running 16 4 1 0 4 0 1 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 631 70.5028 % Incorrectly Classified Instances 264 29.4972 % Kappa statistic 0.6572 Mean absolute error 0.0901 Root mean squared error 0.2215 Relative absolute error 42.3242 % Root relative squared error 67.8856 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.847 0.034 0.755 0.847 0.798 0.977 climbingdown 0.833 0.028 0.804 0.833 0.818 0.986 climbingup 0.733 0.002 0.846 0.733 0.786 0.958 jumping 0.929 0.101 0.6 0.929 0.729 0.953 lying 0.765 0.12 0.451 0.765 0.567 0.926 standing 0.191 0.024 0.525 0.191 0.28 0.877 sitting 0.574 0.009 0.951 0.574 0.716 0.925 running 0.858 0.02 0.885 0.858 0.871 0.97 walking Weighted Avg. 0.705 0.043 0.741 0.705 0.693 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 83 10 0 0 0 0 0 5 | a = climbingdown 12 90 0 0 0 0 1 5 | b = climbingup 1 2 11 0 0 0 0 1 | c = jumping 0 1 0 117 7 1 0 0 | d = lying 0 1 0 13 78 7 3 0 | e = standing 0 0 0 54 34 21 1 0 | f = sitting 2 5 0 11 53 11 116 4 | g = running 12 3 2 0 1 0 1 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 628 70.1676 % Incorrectly Classified Instances 267 29.8324 % Kappa statistic 0.6532 Mean absolute error 0.0895 Root mean squared error 0.224 Relative absolute error 42.0037 % Root relative squared error 68.6484 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.045 0.676 0.765 0.718 0.955 climbingdown 0.861 0.023 0.838 0.861 0.849 0.987 climbingup 0.867 0.001 0.929 0.867 0.897 0.964 jumping 0.913 0.109 0.578 0.913 0.708 0.951 lying 0.784 0.112 0.473 0.784 0.59 0.927 standing 0.173 0.027 0.475 0.173 0.253 0.875 sitting 0.599 0.007 0.96 0.599 0.738 0.938 running 0.836 0.017 0.896 0.836 0.865 0.986 walking Weighted Avg. 0.702 0.043 0.735 0.702 0.69 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 75 11 1 0 0 0 0 11 | a = climbingdown 12 93 0 0 0 0 1 2 | b = climbingup 0 2 13 0 0 0 0 0 | c = jumping 0 0 0 115 6 5 0 0 | d = lying 0 0 0 13 80 6 3 0 | e = standing 0 0 0 63 28 19 0 0 | f = sitting 5 3 0 8 55 10 121 0 | g = running 19 2 0 0 0 0 1 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 636 71.0615 % Incorrectly Classified Instances 259 28.9385 % Kappa statistic 0.6634 Mean absolute error 0.0885 Root mean squared error 0.2203 Relative absolute error 41.5483 % Root relative squared error 67.5086 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.03 0.747 0.724 0.736 0.955 climbingdown 0.87 0.03 0.797 0.87 0.832 0.975 climbingup 0.933 0.003 0.824 0.933 0.875 0.998 jumping 0.897 0.118 0.554 0.897 0.685 0.956 lying 0.833 0.096 0.528 0.833 0.646 0.947 standing 0.182 0.019 0.571 0.182 0.276 0.901 sitting 0.599 0.006 0.968 0.599 0.74 0.914 running 0.881 0.029 0.843 0.881 0.861 0.988 walking Weighted Avg. 0.711 0.043 0.745 0.711 0.696 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 71 11 1 0 0 0 0 15 | a = climbingdown 8 94 1 0 2 0 0 3 | b = climbingup 0 1 14 0 0 0 0 0 | c = jumping 0 1 0 113 9 3 0 0 | d = lying 0 1 0 10 85 3 3 0 | e = standing 0 1 0 70 18 20 1 0 | f = sitting 3 6 1 11 47 9 121 4 | g = running 13 3 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 644 68.5106 % Incorrectly Classified Instances 296 31.4894 % Kappa statistic 0.6303 Mean absolute error 0.0898 Root mean squared error 0.2247 Relative absolute error 42.0607 % Root relative squared error 68.7564 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.021 0.795 0.707 0.749 0.966 climbingdown 0.815 0.051 0.698 0.815 0.752 0.971 climbingup 0.706 0.001 0.923 0.706 0.8 0.95 jumping 0.383 0.018 0.754 0.383 0.508 0.947 lying 0.464 0.072 0.459 0.464 0.462 0.926 standing 0.787 0.096 0.582 0.787 0.669 0.934 sitting 0.724 0.088 0.693 0.724 0.708 0.935 running 0.838 0.022 0.864 0.838 0.851 0.98 walking Weighted Avg. 0.685 0.056 0.698 0.685 0.68 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 70 22 0 0 2 0 0 5 | a = climbingdown 7 97 0 0 4 0 0 11 | b = climbingup 0 1 12 0 0 0 3 1 | c = jumping 0 0 0 46 4 67 3 0 | d = lying 0 3 0 2 51 2 52 0 | e = standing 0 0 0 11 11 107 7 0 | f = sitting 1 4 1 2 39 8 147 1 | g = running 10 12 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 624 66.383 % Incorrectly Classified Instances 316 33.617 % Kappa statistic 0.609 Mean absolute error 0.0937 Root mean squared error 0.2347 Relative absolute error 43.8819 % Root relative squared error 71.8332 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.052 0.633 0.768 0.694 0.952 climbingdown 0.714 0.034 0.752 0.714 0.733 0.97 climbingup 0.882 0.004 0.789 0.882 0.833 0.988 jumping 0.392 0.046 0.553 0.392 0.459 0.923 lying 0.682 0.092 0.497 0.682 0.575 0.936 standing 0.721 0.102 0.544 0.721 0.62 0.925 sitting 0.601 0.035 0.824 0.601 0.695 0.935 running 0.779 0.022 0.855 0.779 0.815 0.959 walking Weighted Avg. 0.664 0.052 0.685 0.664 0.665 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 76 19 0 0 0 0 0 4 | a = climbingdown 18 85 0 0 0 0 5 11 | b = climbingup 1 0 15 0 0 0 1 0 | c = jumping 0 0 0 47 3 68 2 0 | d = lying 2 0 0 11 75 8 14 0 | e = standing 0 1 0 20 13 98 4 0 | f = sitting 4 1 2 7 58 6 122 3 | g = running 19 7 2 0 2 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 662 70.4255 % Incorrectly Classified Instances 278 29.5745 % Kappa statistic 0.6564 Mean absolute error 0.0913 Root mean squared error 0.2256 Relative absolute error 42.7692 % Root relative squared error 69.0472 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.032 0.724 0.717 0.721 0.961 climbingdown 0.773 0.03 0.786 0.773 0.78 0.964 climbingup 0.824 0.004 0.778 0.824 0.8 0.996 jumping 0.57 0.05 0.627 0.57 0.597 0.938 lying 0.818 0.094 0.536 0.818 0.647 0.944 standing 0.637 0.077 0.581 0.637 0.608 0.917 sitting 0.606 0.019 0.898 0.606 0.724 0.932 running 0.86 0.034 0.813 0.86 0.836 0.98 walking Weighted Avg. 0.704 0.045 0.728 0.704 0.706 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 71 15 1 0 0 0 0 12 | a = climbingdown 12 92 0 0 2 1 0 12 | b = climbingup 1 0 14 0 0 0 2 0 | c = jumping 0 0 0 69 4 47 1 0 | d = lying 0 0 0 7 90 6 7 0 | e = standing 1 0 0 29 16 86 3 0 | f = sitting 4 2 2 5 56 8 123 3 | g = running 9 8 1 0 0 0 1 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 687 73.0851 % Incorrectly Classified Instances 253 26.9149 % Kappa statistic 0.6863 Mean absolute error 0.0867 Root mean squared error 0.2167 Relative absolute error 40.5777 % Root relative squared error 66.3126 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.024 0.783 0.727 0.754 0.969 climbingdown 0.84 0.027 0.82 0.84 0.83 0.972 climbingup 0.824 0.002 0.875 0.824 0.848 0.923 jumping 0.562 0.06 0.581 0.562 0.571 0.925 lying 0.691 0.065 0.585 0.691 0.633 0.949 standing 0.741 0.084 0.595 0.741 0.66 0.938 sitting 0.673 0.026 0.877 0.673 0.762 0.951 running 0.883 0.024 0.864 0.883 0.874 0.98 walking Weighted Avg. 0.731 0.042 0.745 0.731 0.733 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 72 14 0 0 0 0 0 13 | a = climbingdown 10 100 0 0 2 1 1 5 | b = climbingup 2 0 14 0 0 0 1 0 | c = jumping 0 1 0 68 2 49 1 0 | d = lying 0 0 0 9 76 10 15 0 | e = standing 0 0 0 29 6 100 0 0 | f = sitting 1 1 2 10 43 8 136 1 | g = running 7 6 0 1 1 0 1 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 643 68.4043 % Incorrectly Classified Instances 297 31.5957 % Kappa statistic 0.6339 Mean absolute error 0.092 Root mean squared error 0.2438 Relative absolute error 43.0713 % Root relative squared error 74.5894 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.031 0.72 0.677 0.698 0.952 climbingdown 0.84 0.055 0.69 0.84 0.758 0.97 climbingup 0.778 0.002 0.875 0.778 0.824 0.999 jumping 0.65 0.063 0.6 0.65 0.624 0.944 lying 0.8 0.113 0.484 0.8 0.603 0.931 standing 0.585 0.07 0.585 0.585 0.585 0.918 sitting 0.545 0.011 0.932 0.545 0.688 0.734 running 0.781 0.017 0.884 0.781 0.829 0.973 walking Weighted Avg. 0.684 0.046 0.726 0.684 0.688 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 67 19 0 0 1 0 3 9 | a = climbingdown 11 100 0 0 2 0 1 5 | b = climbingup 0 1 14 0 0 0 3 0 | c = jumping 1 0 0 78 3 38 0 0 | d = lying 1 1 0 10 88 10 0 0 | e = standing 0 2 0 41 13 79 0 0 | f = sitting 3 5 2 0 74 8 110 0 | g = running 10 17 0 1 1 0 1 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 627 66.7021 % Incorrectly Classified Instances 313 33.2979 % Kappa statistic 0.6117 Mean absolute error 0.0956 Root mean squared error 0.2327 Relative absolute error 44.7463 % Root relative squared error 71.1923 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.024 0.787 0.747 0.767 0.974 climbingdown 0.756 0.034 0.763 0.756 0.759 0.953 climbingup 0.722 0.002 0.867 0.722 0.788 0.945 jumping 0.508 0.077 0.492 0.508 0.5 0.914 lying 0.691 0.093 0.497 0.691 0.578 0.92 standing 0.504 0.076 0.527 0.504 0.515 0.912 sitting 0.673 0.047 0.795 0.673 0.729 0.944 running 0.796 0.034 0.801 0.796 0.799 0.963 walking Weighted Avg. 0.667 0.054 0.68 0.667 0.671 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 74 11 0 0 0 0 2 12 | a = climbingdown 8 90 0 1 1 1 3 15 | b = climbingup 1 0 13 0 0 0 4 0 | c = jumping 0 0 0 61 7 47 5 0 | d = lying 0 2 0 8 76 6 18 0 | e = standing 0 0 0 48 17 68 2 0 | f = sitting 1 3 1 6 48 7 136 0 | g = running 10 12 1 0 4 0 1 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 655 69.6809 % Incorrectly Classified Instances 285 30.3191 % Kappa statistic 0.6487 Mean absolute error 0.0876 Root mean squared error 0.2358 Relative absolute error 41.0096 % Root relative squared error 72.1576 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.023 0.793 0.737 0.764 0.975 climbingdown 0.824 0.043 0.737 0.824 0.778 0.968 climbingup 0.889 0.003 0.842 0.889 0.865 0.978 jumping 0.508 0.052 0.587 0.508 0.545 0.937 lying 0.811 0.113 0.489 0.811 0.61 0.918 standing 0.615 0.081 0.561 0.615 0.587 0.917 sitting 0.554 0.003 0.982 0.554 0.709 0.703 running 0.897 0.03 0.836 0.897 0.865 0.979 walking Weighted Avg. 0.697 0.044 0.738 0.697 0.699 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 73 16 0 0 0 0 0 10 | a = climbingdown 8 98 0 0 2 0 0 11 | b = climbingup 1 0 16 0 0 0 1 0 | c = jumping 0 1 0 61 7 51 0 0 | d = lying 0 5 0 5 90 10 0 1 | e = standing 0 2 0 34 15 83 1 0 | f = sitting 2 7 3 4 68 4 112 2 | g = running 8 4 0 0 2 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 659 70.181 % Incorrectly Classified Instances 280 29.819 % Kappa statistic 0.6509 Mean absolute error 0.0916 Root mean squared error 0.2217 Relative absolute error 42.8786 % Root relative squared error 67.8419 % Total Number of Instances 939 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.031 0.74 0.747 0.744 0.968 climbingdown 0.815 0.046 0.719 0.815 0.764 0.972 climbingup 0.824 0 1 0.824 0.903 1 jumping 0.608 0.062 0.589 0.608 0.598 0.931 lying 0.631 0.062 0.579 0.631 0.603 0.948 standing 0.526 0.055 0.617 0.526 0.568 0.926 sitting 0.752 0.073 0.738 0.752 0.745 0.93 running 0.794 0.02 0.871 0.794 0.831 0.987 walking Weighted Avg. 0.702 0.051 0.704 0.702 0.702 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 74 16 0 0 1 0 1 7 | a = climbingdown 12 97 0 0 2 0 1 7 | b = climbingup 0 1 14 0 0 0 2 0 | c = jumping 0 0 0 73 5 39 3 0 | d = lying 0 0 0 3 70 2 36 0 | e = standing 0 0 0 45 9 71 10 0 | f = sitting 4 4 0 3 34 3 152 2 | g = running 10 17 0 0 0 0 1 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 656 69.8616 % Incorrectly Classified Instances 283 30.1384 % Kappa statistic 0.6479 Mean absolute error 0.092 Root mean squared error 0.2242 Relative absolute error 43.0683 % Root relative squared error 68.6218 % Total Number of Instances 939 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.018 0.815 0.667 0.733 0.952 climbingdown 0.831 0.041 0.742 0.831 0.784 0.973 climbingup 0.941 0.001 0.941 0.941 0.941 0.991 jumping 0.642 0.065 0.592 0.642 0.616 0.932 lying 0.577 0.076 0.504 0.577 0.538 0.932 standing 0.566 0.065 0.597 0.566 0.581 0.917 sitting 0.688 0.058 0.764 0.688 0.724 0.932 running 0.875 0.027 0.844 0.875 0.859 0.972 walking Weighted Avg. 0.699 0.05 0.704 0.699 0.7 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 66 18 1 0 0 0 0 14 | a = climbingdown 8 98 0 0 2 0 3 7 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 2 0 77 4 35 2 0 | d = lying 0 1 0 8 64 9 29 0 | e = standing 0 1 0 37 14 77 7 0 | f = sitting 3 2 0 8 41 8 139 1 | g = running 4 10 0 0 2 0 1 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 662 70.5005 % Incorrectly Classified Instances 277 29.4995 % Kappa statistic 0.6545 Mean absolute error 0.0907 Root mean squared error 0.2252 Relative absolute error 42.4893 % Root relative squared error 68.9207 % Total Number of Instances 939 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.017 0.818 0.636 0.716 0.927 climbingdown 0.857 0.043 0.745 0.857 0.797 0.966 climbingup 0.882 0 1 0.882 0.938 0.994 jumping 0.625 0.072 0.56 0.625 0.591 0.92 lying 0.591 0.057 0.58 0.591 0.586 0.948 standing 0.566 0.06 0.616 0.566 0.59 0.919 sitting 0.728 0.072 0.735 0.728 0.731 0.925 running 0.868 0.026 0.849 0.868 0.858 0.982 walking Weighted Avg. 0.705 0.051 0.709 0.705 0.705 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 63 16 0 0 0 0 6 14 | a = climbingdown 6 102 0 0 2 0 3 6 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 1 0 75 4 37 3 0 | d = lying 0 0 0 9 65 7 29 0 | e = standing 0 1 0 38 10 77 10 0 | f = sitting 1 7 0 12 30 4 147 1 | g = running 7 10 0 0 1 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 606 65.5135 % Incorrectly Classified Instances 319 34.4865 % Kappa statistic 0.5942 Mean absolute error 0.099 Root mean squared error 0.2337 Relative absolute error 46.4763 % Root relative squared error 71.5922 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.006 0.929 0.699 0.798 0.973 climbingdown 0.901 0.065 0.654 0.901 0.758 0.972 climbingup 0.813 0.001 0.929 0.813 0.867 0.91 jumping 0.448 0.03 0.684 0.448 0.542 0.936 lying 0.241 0.043 0.435 0.241 0.31 0.92 standing 0.745 0.17 0.441 0.745 0.554 0.882 sitting 0.683 0.081 0.707 0.683 0.695 0.924 running 0.794 0.013 0.912 0.794 0.849 0.978 walking Weighted Avg. 0.655 0.063 0.68 0.655 0.65 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 65 21 0 0 0 0 1 6 | a = climbingdown 3 100 0 0 4 0 0 4 | b = climbingup 1 0 13 0 0 0 2 0 | c = jumping 0 1 0 52 0 62 1 0 | d = lying 0 2 0 4 27 36 43 0 | e = standing 1 0 0 17 8 105 10 0 | f = sitting 0 4 1 3 23 34 140 0 | g = running 0 25 0 0 0 1 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 630 68.1081 % Incorrectly Classified Instances 295 31.8919 % Kappa statistic 0.6272 Mean absolute error 0.097 Root mean squared error 0.2282 Relative absolute error 45.5272 % Root relative squared error 69.9017 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.007 0.91 0.649 0.758 0.962 climbingdown 0.873 0.052 0.696 0.873 0.774 0.956 climbingup 0.938 0.002 0.882 0.938 0.909 0.989 jumping 0.362 0.017 0.75 0.362 0.488 0.951 lying 0.652 0.084 0.518 0.652 0.577 0.918 standing 0.757 0.154 0.467 0.757 0.578 0.899 sitting 0.649 0.026 0.875 0.649 0.745 0.951 running 0.788 0.029 0.819 0.788 0.803 0.965 walking Weighted Avg. 0.681 0.053 0.729 0.681 0.683 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 61 17 1 0 0 1 0 14 | a = climbingdown 2 96 0 1 0 2 0 9 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 42 1 73 0 0 | d = lying 0 1 0 2 73 26 10 0 | e = standing 0 1 0 10 15 106 8 0 | f = sitting 1 2 0 1 51 17 133 0 | g = running 3 21 1 0 1 2 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 639 69.0811 % Incorrectly Classified Instances 286 30.9189 % Kappa statistic 0.6379 Mean absolute error 0.097 Root mean squared error 0.2292 Relative absolute error 45.5097 % Root relative squared error 70.2172 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.014 0.85 0.723 0.782 0.962 climbingdown 0.855 0.05 0.696 0.855 0.767 0.973 climbingup 0.941 0 1 0.941 0.97 0.991 jumping 0.534 0.044 0.633 0.534 0.579 0.938 lying 0.55 0.055 0.575 0.55 0.562 0.934 standing 0.7 0.12 0.51 0.7 0.59 0.906 sitting 0.678 0.054 0.781 0.678 0.726 0.94 running 0.765 0.024 0.842 0.765 0.802 0.974 walking Weighted Avg. 0.691 0.053 0.706 0.691 0.693 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 68 17 0 0 0 1 1 7 | a = climbingdown 4 94 0 0 0 0 1 11 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 1 0 62 2 48 2 0 | d = lying 0 0 0 3 61 22 25 0 | e = standing 0 1 0 26 8 98 7 0 | f = sitting 0 1 0 7 35 22 139 1 | g = running 7 21 0 0 0 1 2 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 603 65.1892 % Incorrectly Classified Instances 322 34.8108 % Kappa statistic 0.5928 Mean absolute error 0.1022 Root mean squared error 0.2348 Relative absolute error 47.9265 % Root relative squared error 71.9284 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.01 0.877 0.606 0.717 0.959 climbingdown 0.736 0.039 0.717 0.736 0.726 0.96 climbingup 0.824 0 1 0.824 0.903 0.977 jumping 0.474 0.053 0.561 0.474 0.514 0.923 lying 0.482 0.064 0.509 0.482 0.495 0.911 standing 0.736 0.157 0.456 0.736 0.563 0.905 sitting 0.61 0.031 0.85 0.61 0.71 0.948 running 0.87 0.053 0.731 0.87 0.794 0.969 walking Weighted Avg. 0.652 0.058 0.686 0.652 0.655 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 57 14 0 0 0 0 1 22 | a = climbingdown 5 81 0 0 1 2 1 20 | b = climbingup 1 0 14 0 0 0 2 0 | c = jumping 1 0 0 55 0 59 1 0 | d = lying 0 2 0 7 54 36 13 0 | e = standing 0 0 0 24 9 103 4 0 | f = sitting 1 1 0 11 41 26 125 0 | g = running 0 15 0 1 1 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 640 69.1892 % Incorrectly Classified Instances 285 30.8108 % Kappa statistic 0.6408 Mean absolute error 0.0952 Root mean squared error 0.2239 Relative absolute error 44.6814 % Root relative squared error 68.6036 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.006 0.932 0.742 0.826 0.968 climbingdown 0.873 0.044 0.727 0.873 0.793 0.972 climbingup 0.882 0 1 0.882 0.938 0.983 jumping 0.543 0.059 0.568 0.543 0.555 0.932 lying 0.679 0.089 0.514 0.679 0.585 0.923 standing 0.607 0.121 0.472 0.607 0.531 0.901 sitting 0.641 0.015 0.923 0.641 0.756 0.956 running 0.794 0.023 0.852 0.794 0.822 0.965 walking Weighted Avg. 0.692 0.049 0.73 0.692 0.7 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 69 14 0 0 1 0 0 9 | a = climbingdown 2 96 0 0 1 1 1 9 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 63 3 50 0 0 | d = lying 0 1 0 6 76 24 5 0 | e = standing 0 0 0 38 14 85 3 0 | f = sitting 1 0 0 4 51 18 132 0 | g = running 2 21 0 0 2 2 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 641 69.2973 % Incorrectly Classified Instances 284 30.7027 % Kappa statistic 0.642 Mean absolute error 0.0956 Root mean squared error 0.2258 Relative absolute error 44.8686 % Root relative squared error 69.1832 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.004 0.953 0.656 0.777 0.973 climbingdown 0.845 0.045 0.715 0.845 0.775 0.974 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.431 0.023 0.725 0.431 0.541 0.956 lying 0.741 0.087 0.539 0.741 0.624 0.933 standing 0.786 0.146 0.489 0.786 0.603 0.907 sitting 0.578 0.013 0.93 0.578 0.713 0.936 running 0.832 0.038 0.784 0.832 0.807 0.963 walking Weighted Avg. 0.693 0.05 0.748 0.693 0.696 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 61 17 0 0 0 0 2 13 | a = climbingdown 1 93 0 0 1 1 1 13 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 50 0 66 0 0 | d = lying 0 0 0 1 83 25 3 0 | e = standing 0 2 0 16 9 110 2 1 | f = sitting 1 1 0 2 58 22 119 3 | g = running 1 17 0 0 3 1 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 629 68 % Incorrectly Classified Instances 296 32 % Kappa statistic 0.6272 Mean absolute error 0.0965 Root mean squared error 0.2311 Relative absolute error 45.283 % Root relative squared error 70.7872 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.017 0.825 0.71 0.763 0.952 climbingdown 0.855 0.06 0.657 0.855 0.743 0.956 climbingup 0.824 0 1 0.824 0.903 0.985 jumping 0.431 0.021 0.746 0.431 0.546 0.934 lying 0.714 0.107 0.479 0.714 0.573 0.908 standing 0.771 0.134 0.507 0.771 0.612 0.912 sitting 0.587 0.014 0.924 0.587 0.718 0.957 running 0.733 0.018 0.873 0.733 0.797 0.975 walking Weighted Avg. 0.68 0.05 0.737 0.68 0.685 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 66 16 0 0 0 0 1 10 | a = climbingdown 9 94 0 0 0 2 1 4 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 1 0 0 50 4 61 0 0 | d = lying 0 1 0 1 80 26 4 0 | e = standing 0 3 0 15 13 108 1 0 | f = sitting 0 0 0 1 69 15 121 0 | g = running 4 29 0 0 1 1 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 649 70.1622 % Incorrectly Classified Instances 276 29.8378 % Kappa statistic 0.6537 Mean absolute error 0.0945 Root mean squared error 0.2203 Relative absolute error 44.3592 % Root relative squared error 67.4889 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.785 0.014 0.859 0.785 0.82 0.976 climbingdown 0.809 0.033 0.767 0.809 0.788 0.965 climbingup 0.941 0.002 0.889 0.941 0.914 0.997 jumping 0.509 0.032 0.694 0.509 0.587 0.934 lying 0.866 0.132 0.475 0.866 0.614 0.926 standing 0.664 0.098 0.547 0.664 0.6 0.911 sitting 0.539 0.006 0.965 0.539 0.692 0.936 running 0.847 0.026 0.841 0.847 0.844 0.97 walking Weighted Avg. 0.702 0.045 0.755 0.702 0.705 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 73 8 0 0 3 0 0 9 | a = climbingdown 5 89 0 0 3 1 0 12 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 2 0 0 59 3 50 2 0 | d = lying 0 2 0 0 97 13 0 0 | e = standing 0 1 0 21 23 93 2 0 | f = sitting 2 1 2 5 72 13 111 0 | g = running 2 15 0 0 3 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 620 67.027 % Incorrectly Classified Instances 305 32.973 % Kappa statistic 0.6164 Mean absolute error 0.0998 Root mean squared error 0.2324 Relative absolute error 46.8307 % Root relative squared error 71.2045 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.007 0.919 0.731 0.814 0.962 climbingdown 0.882 0.061 0.66 0.882 0.755 0.954 climbingup 1 0 1 1 1 1 jumping 0.431 0.027 0.694 0.431 0.532 0.941 lying 0.714 0.105 0.485 0.714 0.578 0.898 standing 0.729 0.152 0.462 0.729 0.565 0.885 sitting 0.544 0.013 0.926 0.544 0.685 0.947 running 0.718 0.018 0.87 0.718 0.787 0.974 walking Weighted Avg. 0.67 0.052 0.734 0.67 0.676 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 68 12 0 1 0 0 1 11 | a = climbingdown 3 97 0 1 2 3 1 3 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 0 50 1 62 1 0 | d = lying 0 0 0 0 80 28 4 0 | e = standing 0 2 0 18 16 102 2 0 | f = sitting 1 1 0 2 65 25 112 0 | g = running 2 33 0 0 1 1 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 647 70.0216 % Incorrectly Classified Instances 277 29.9784 % Kappa statistic 0.65 Mean absolute error 0.1005 Root mean squared error 0.229 Relative absolute error 47.1694 % Root relative squared error 70.1715 % Total Number of Instances 924 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.008 0.908 0.742 0.817 0.961 climbingdown 0.727 0.027 0.784 0.727 0.755 0.942 climbingup 1 0.002 0.889 1 0.941 1 jumping 0.759 0.059 0.647 0.759 0.698 0.948 lying 0.768 0.111 0.489 0.768 0.597 0.93 standing 0.414 0.04 0.652 0.414 0.507 0.884 sitting 0.66 0.053 0.782 0.66 0.716 0.93 running 0.87 0.049 0.745 0.87 0.803 0.957 walking Weighted Avg. 0.7 0.05 0.719 0.7 0.699 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 69 8 0 0 0 1 0 15 | a = climbingdown 1 80 0 1 2 0 3 23 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 0 1 88 5 18 3 0 | d = lying 0 1 0 2 86 7 16 0 | e = standing 0 0 0 41 26 58 15 0 | f = sitting 1 4 1 4 55 4 136 1 | g = running 4 9 0 0 2 1 1 114 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 740 75.8197 % Incorrectly Classified Instances 236 24.1803 % Kappa statistic 0.7152 Mean absolute error 0.0842 Root mean squared error 0.2119 Relative absolute error 39.6043 % Root relative squared error 64.9803 % Total Number of Instances 976 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.013 0.875 0.778 0.824 0.98 climbingdown 0.882 0.042 0.729 0.882 0.798 0.969 climbingup 0.944 0.001 0.944 0.944 0.944 0.995 jumping 0.613 0.004 0.962 0.613 0.749 0.967 lying 0.565 0.076 0.519 0.565 0.541 0.904 standing 0.744 0.061 0.649 0.744 0.693 0.935 sitting 0.817 0.074 0.773 0.817 0.794 0.947 running 0.839 0.016 0.902 0.839 0.87 0.978 walking Weighted Avg. 0.758 0.044 0.776 0.758 0.76 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 77 14 0 0 0 0 1 7 | a = climbingdown 7 97 0 0 1 0 0 5 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 76 5 33 10 0 | d = lying 0 2 0 1 70 16 35 0 | e = standing 0 0 0 2 25 96 6 0 | f = sitting 1 3 1 0 33 3 187 1 | g = running 3 17 0 0 1 0 2 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 728 74.5902 % Incorrectly Classified Instances 248 25.4098 % Kappa statistic 0.7012 Mean absolute error 0.0831 Root mean squared error 0.2124 Relative absolute error 39.1025 % Root relative squared error 65.1463 % Total Number of Instances 976 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.818 0.018 0.835 0.818 0.827 0.977 climbingdown 0.864 0.044 0.714 0.864 0.782 0.962 climbingup 0.944 0.001 0.944 0.944 0.944 0.98 jumping 0.661 0.008 0.921 0.661 0.77 0.972 lying 0.589 0.103 0.453 0.589 0.512 0.903 standing 0.636 0.038 0.719 0.636 0.675 0.936 sitting 0.79 0.071 0.774 0.79 0.782 0.953 running 0.818 0.016 0.9 0.818 0.857 0.975 walking Weighted Avg. 0.746 0.045 0.766 0.746 0.751 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 81 11 0 0 0 0 1 6 | a = climbingdown 6 95 0 0 1 1 1 6 | b = climbingup 0 0 17 0 1 0 0 0 | c = jumping 0 0 0 82 18 20 4 0 | d = lying 1 3 0 0 73 7 40 0 | e = standing 0 3 0 6 33 82 5 0 | f = sitting 2 4 1 1 35 4 181 1 | g = running 7 17 0 0 0 0 2 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 682 69.9487 % Incorrectly Classified Instances 293 30.0513 % Kappa statistic 0.646 Mean absolute error 0.0941 Root mean squared error 0.2242 Relative absolute error 44.2842 % Root relative squared error 68.7885 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.032 0.717 0.717 0.717 0.97 climbingdown 0.743 0.035 0.73 0.743 0.736 0.962 climbingup 0.941 0.001 0.941 0.941 0.941 0.999 jumping 0.569 0.012 0.875 0.569 0.69 0.954 lying 0.581 0.108 0.439 0.581 0.5 0.906 standing 0.685 0.036 0.748 0.685 0.715 0.933 sitting 0.712 0.103 0.679 0.712 0.695 0.926 running 0.833 0.03 0.828 0.833 0.83 0.97 walking Weighted Avg. 0.699 0.056 0.718 0.699 0.703 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 71 14 0 0 1 0 1 12 | a = climbingdown 15 81 0 1 0 0 3 9 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 70 18 28 7 0 | d = lying 0 2 0 2 72 1 45 2 | e = standing 0 1 0 6 18 89 16 0 | f = sitting 3 4 1 1 54 1 163 2 | g = running 10 9 0 0 1 0 4 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 715 73.3333 % Incorrectly Classified Instances 260 26.6667 % Kappa statistic 0.6836 Mean absolute error 0.0872 Root mean squared error 0.2158 Relative absolute error 41.0078 % Root relative squared error 66.2074 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.018 0.824 0.758 0.789 0.98 climbingdown 0.734 0.029 0.762 0.734 0.748 0.974 climbingup 0.882 0 1 0.882 0.938 1 jumping 0.756 0.02 0.845 0.756 0.798 0.973 lying 0.435 0.059 0.519 0.435 0.474 0.919 standing 0.638 0.031 0.761 0.638 0.695 0.931 sitting 0.83 0.135 0.653 0.83 0.731 0.933 running 0.868 0.03 0.833 0.868 0.85 0.966 walking Weighted Avg. 0.733 0.055 0.737 0.733 0.731 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 75 12 0 1 1 0 1 9 | a = climbingdown 11 80 0 0 0 0 6 12 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 93 6 17 7 0 | d = lying 0 1 0 3 54 5 61 0 | e = standing 0 0 0 13 15 83 19 0 | f = sitting 2 1 0 0 28 4 190 4 | g = running 3 11 0 0 0 0 5 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 718 73.641 % Incorrectly Classified Instances 257 26.359 % Kappa statistic 0.6887 Mean absolute error 0.0879 Root mean squared error 0.2136 Relative absolute error 41.3807 % Root relative squared error 65.5225 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.023 0.794 0.778 0.786 0.96 climbingdown 0.807 0.031 0.765 0.807 0.786 0.957 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.74 0.013 0.892 0.74 0.809 0.979 lying 0.516 0.068 0.525 0.516 0.52 0.913 standing 0.623 0.047 0.669 0.623 0.645 0.921 sitting 0.769 0.113 0.677 0.769 0.72 0.932 running 0.868 0.02 0.88 0.868 0.874 0.988 walking Weighted Avg. 0.736 0.052 0.741 0.736 0.737 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 77 13 0 0 1 0 1 7 | a = climbingdown 8 88 0 0 1 2 2 8 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 91 1 24 7 0 | d = lying 2 0 0 0 64 9 49 0 | e = standing 0 0 0 9 16 81 24 0 | f = sitting 2 3 0 2 39 5 176 2 | g = running 8 11 0 0 0 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 713 73.1282 % Incorrectly Classified Instances 262 26.8718 % Kappa statistic 0.6801 Mean absolute error 0.0865 Root mean squared error 0.2121 Relative absolute error 40.7058 % Root relative squared error 65.0767 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.808 0.018 0.833 0.808 0.821 0.976 climbingdown 0.697 0.029 0.752 0.697 0.724 0.959 climbingup 0.824 0.001 0.933 0.824 0.875 1 jumping 0.837 0.031 0.798 0.837 0.817 0.982 lying 0.336 0.045 0.525 0.336 0.41 0.924 standing 0.566 0.019 0.82 0.566 0.67 0.941 sitting 0.86 0.161 0.621 0.86 0.722 0.938 running 0.889 0.024 0.865 0.889 0.877 0.981 walking Weighted Avg. 0.731 0.059 0.735 0.731 0.723 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 80 10 0 0 0 0 2 7 | a = climbingdown 12 76 0 0 1 2 6 12 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 0 0 0 103 4 10 6 0 | d = lying 0 1 0 1 42 3 78 0 | e = standing 0 0 0 24 10 73 22 0 | f = sitting 2 3 1 1 23 1 197 1 | g = running 2 11 0 0 0 0 3 128 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 683 70.0513 % Incorrectly Classified Instances 292 29.9487 % Kappa statistic 0.6458 Mean absolute error 0.0902 Root mean squared error 0.2213 Relative absolute error 42.4541 % Root relative squared error 67.8966 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.788 0.021 0.813 0.788 0.8 0.949 climbingdown 0.78 0.036 0.733 0.78 0.756 0.956 climbingup 0.824 0 1 0.824 0.903 1 jumping 0.65 0.032 0.748 0.65 0.696 0.962 lying 0.448 0.076 0.463 0.448 0.455 0.907 standing 0.566 0.051 0.629 0.566 0.596 0.922 sitting 0.786 0.118 0.672 0.786 0.724 0.941 running 0.813 0.024 0.854 0.813 0.833 0.97 walking Weighted Avg. 0.701 0.058 0.703 0.701 0.7 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 78 11 0 0 0 0 2 8 | a = climbingdown 11 85 0 0 2 0 1 10 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 0 0 0 80 3 35 5 0 | d = lying 0 2 0 1 56 7 59 0 | e = standing 0 0 0 26 16 73 14 0 | f = sitting 0 2 0 0 44 1 180 2 | g = running 7 16 0 0 0 0 4 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 693 71.0769 % Incorrectly Classified Instances 282 28.9231 % Kappa statistic 0.6599 Mean absolute error 0.0907 Root mean squared error 0.2206 Relative absolute error 42.6704 % Root relative squared error 67.686 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.03 0.748 0.778 0.762 0.953 climbingdown 0.844 0.038 0.736 0.844 0.786 0.964 climbingup 0.882 0 1 0.882 0.938 0.96 jumping 0.862 0.062 0.667 0.862 0.752 0.976 lying 0.568 0.086 0.493 0.568 0.528 0.911 standing 0.419 0.02 0.761 0.419 0.54 0.922 sitting 0.734 0.087 0.721 0.734 0.727 0.927 running 0.764 0.018 0.88 0.764 0.818 0.966 walking Weighted Avg. 0.711 0.052 0.723 0.711 0.707 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 77 12 0 1 0 0 1 8 | a = climbingdown 7 92 0 0 1 0 5 4 | b = climbingup 0 0 15 0 1 0 1 0 | c = jumping 0 0 0 106 5 9 3 0 | d = lying 1 1 0 6 71 5 41 0 | e = standing 1 1 0 45 15 54 13 0 | f = sitting 4 4 0 1 46 3 168 3 | g = running 13 15 0 0 5 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 669 68.6154 % Incorrectly Classified Instances 306 31.3846 % Kappa statistic 0.6324 Mean absolute error 0.092 Root mean squared error 0.2239 Relative absolute error 43.2753 % Root relative squared error 68.6752 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.816 0.038 0.708 0.816 0.758 0.951 climbingdown 0.679 0.02 0.813 0.679 0.74 0.973 climbingup 0.944 0.002 0.895 0.944 0.919 0.961 jumping 0.919 0.108 0.553 0.919 0.691 0.969 lying 0.516 0.083 0.474 0.516 0.494 0.894 standing 0.364 0.02 0.734 0.364 0.487 0.927 sitting 0.659 0.067 0.751 0.659 0.702 0.928 running 0.847 0.029 0.836 0.847 0.841 0.983 walking Weighted Avg. 0.686 0.053 0.706 0.686 0.68 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 80 6 0 0 0 0 2 10 | a = climbingdown 19 74 0 0 0 0 5 11 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 114 6 3 1 0 | d = lying 2 1 0 14 64 7 35 1 | e = standing 0 0 0 63 14 47 5 0 | f = sitting 1 1 2 14 51 7 151 2 | g = running 11 9 0 1 0 0 1 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 716 73.4359 % Incorrectly Classified Instances 259 26.5641 % Kappa statistic 0.6879 Mean absolute error 0.0904 Root mean squared error 0.2193 Relative absolute error 42.52 % Root relative squared error 67.2643 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.015 0.841 0.697 0.762 0.971 climbingdown 0.882 0.032 0.776 0.882 0.826 0.981 climbingup 0.944 0.002 0.895 0.944 0.919 0.999 jumping 0.855 0.089 0.582 0.855 0.693 0.949 lying 0.46 0.042 0.613 0.46 0.525 0.912 standing 0.535 0.037 0.69 0.535 0.603 0.91 sitting 0.759 0.066 0.779 0.759 0.769 0.932 running 0.895 0.029 0.842 0.895 0.868 0.978 walking Weighted Avg. 0.734 0.046 0.739 0.734 0.729 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 69 14 0 0 0 0 3 13 | a = climbingdown 5 97 0 1 0 0 2 5 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 106 1 14 2 1 | d = lying 1 3 0 19 57 7 36 1 | e = standing 0 3 0 44 8 69 4 1 | f = sitting 3 0 1 11 27 10 173 3 | g = running 4 8 1 1 0 0 1 128 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 6 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 631 72.7797 % Incorrectly Classified Instances 236 27.2203 % Kappa statistic 0.6838 Mean absolute error 0.0827 Root mean squared error 0.2121 Relative absolute error 38.4294 % Root relative squared error 64.6746 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.948 0.031 0.791 0.948 0.863 0.99 climbingdown 0.699 0.017 0.847 0.699 0.766 0.953 climbingup 0.95 0.001 0.95 0.95 0.95 0.997 jumping 0.672 0.1 0.558 0.672 0.609 0.935 lying 0.67 0.051 0.652 0.67 0.661 0.946 standing 0.4 0.094 0.46 0.4 0.428 0.869 sitting 0.938 0.001 0.992 0.938 0.964 0.96 running 0.819 0.023 0.86 0.819 0.839 0.974 walking Weighted Avg. 0.728 0.047 0.732 0.728 0.727 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 91 2 0 0 0 0 0 3 | a = climbingdown 11 72 0 0 1 5 0 14 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 1 1 0 92 2 41 0 0 | d = lying 0 0 0 16 73 20 0 0 | e = standing 0 0 0 57 30 58 0 0 | f = sitting 0 0 1 0 5 2 122 0 | g = running 12 10 0 0 1 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 667 76.9319 % Incorrectly Classified Instances 200 23.0681 % Kappa statistic 0.732 Mean absolute error 0.0782 Root mean squared error 0.2023 Relative absolute error 36.3383 % Root relative squared error 61.6773 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.896 0.022 0.835 0.896 0.864 0.984 climbingdown 0.796 0.027 0.796 0.796 0.796 0.975 climbingup 0.9 0.001 0.947 0.9 0.923 0.996 jumping 0.788 0.096 0.607 0.788 0.686 0.94 lying 0.725 0.037 0.738 0.725 0.731 0.965 standing 0.428 0.068 0.559 0.428 0.484 0.88 sitting 0.938 0.003 0.984 0.938 0.961 0.969 running 0.866 0.016 0.902 0.866 0.884 0.987 walking Weighted Avg. 0.769 0.04 0.771 0.769 0.766 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 86 6 0 0 0 1 0 3 | a = climbingdown 14 82 0 0 0 0 0 7 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 0 0 108 3 26 0 0 | d = lying 0 0 0 8 79 21 0 1 | e = standing 0 1 0 62 19 62 0 1 | f = sitting 0 0 1 0 6 1 122 0 | g = running 3 14 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 633 73.0104 % Incorrectly Classified Instances 234 26.9896 % Kappa statistic 0.6861 Mean absolute error 0.0836 Root mean squared error 0.2202 Relative absolute error 38.8605 % Root relative squared error 67.1268 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.813 0.026 0.796 0.813 0.804 0.966 climbingdown 0.689 0.024 0.798 0.689 0.74 0.957 climbingup 0.75 0.001 0.938 0.75 0.833 0.921 jumping 0.745 0.092 0.604 0.745 0.667 0.939 lying 0.691 0.054 0.65 0.691 0.67 0.948 standing 0.424 0.082 0.508 0.424 0.462 0.865 sitting 0.892 0.007 0.959 0.892 0.924 0.925 running 0.898 0.031 0.832 0.898 0.864 0.986 walking Weighted Avg. 0.73 0.046 0.732 0.73 0.728 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 78 10 0 0 3 0 0 5 | a = climbingdown 11 71 0 0 0 3 0 18 | b = climbingup 0 0 15 0 0 0 5 0 | c = jumping 0 1 0 102 2 32 0 0 | d = lying 0 0 0 11 76 23 0 0 | e = standing 1 0 0 55 27 61 0 0 | f = sitting 2 0 1 1 9 1 116 0 | g = running 6 7 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 679 78.316 % Incorrectly Classified Instances 188 21.684 % Kappa statistic 0.748 Mean absolute error 0.073 Root mean squared error 0.1993 Relative absolute error 33.9359 % Root relative squared error 60.7755 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.875 0.019 0.848 0.875 0.862 0.965 climbingdown 0.74 0.028 0.786 0.74 0.762 0.96 climbingup 0.95 0.001 0.95 0.95 0.95 0.987 jumping 0.591 0.04 0.736 0.591 0.656 0.949 lying 0.826 0.045 0.726 0.826 0.773 0.966 standing 0.674 0.101 0.571 0.674 0.618 0.908 sitting 0.938 0.001 0.992 0.938 0.964 0.96 running 0.858 0.019 0.886 0.858 0.872 0.98 walking Weighted Avg. 0.783 0.037 0.791 0.783 0.784 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 84 7 0 0 1 2 0 2 | a = climbingdown 10 77 0 1 1 3 0 12 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 1 0 81 4 51 0 0 | d = lying 0 0 0 2 90 17 0 0 | e = standing 0 1 0 26 20 97 0 0 | f = sitting 1 1 1 0 5 0 122 0 | g = running 4 11 0 0 3 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 654 75.4325 % Incorrectly Classified Instances 213 24.5675 % Kappa statistic 0.7146 Mean absolute error 0.08 Root mean squared error 0.2108 Relative absolute error 37.1954 % Root relative squared error 64.2879 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.823 0.016 0.868 0.823 0.845 0.977 climbingdown 0.721 0.037 0.728 0.721 0.725 0.959 climbingup 0.85 0 1 0.85 0.919 0.997 jumping 0.708 0.068 0.66 0.708 0.683 0.948 lying 0.807 0.054 0.682 0.807 0.739 0.956 standing 0.479 0.076 0.556 0.479 0.515 0.88 sitting 0.938 0.004 0.976 0.938 0.957 0.973 running 0.843 0.032 0.817 0.843 0.829 0.979 walking Weighted Avg. 0.754 0.042 0.755 0.754 0.753 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 79 10 0 0 2 0 0 5 | a = climbingdown 10 75 0 1 1 1 0 16 | b = climbingup 0 0 17 0 0 0 3 0 | c = jumping 0 0 0 97 3 37 0 0 | d = lying 0 0 0 5 88 16 0 0 | e = standing 0 0 0 44 30 69 0 1 | f = sitting 0 0 0 0 5 1 122 2 | g = running 2 18 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 645 74.3945 % Incorrectly Classified Instances 222 25.6055 % Kappa statistic 0.7026 Mean absolute error 0.0804 Root mean squared error 0.21 Relative absolute error 37.3684 % Root relative squared error 64.0551 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.833 0.022 0.825 0.833 0.829 0.968 climbingdown 0.846 0.035 0.765 0.846 0.804 0.965 climbingup 0.842 0.002 0.889 0.842 0.865 0.999 jumping 0.708 0.085 0.61 0.708 0.655 0.935 lying 0.734 0.051 0.672 0.734 0.702 0.936 standing 0.389 0.09 0.463 0.389 0.423 0.857 sitting 0.931 0.004 0.976 0.931 0.953 0.955 running 0.836 0.009 0.939 0.836 0.884 0.989 walking Weighted Avg. 0.744 0.044 0.745 0.744 0.743 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 80 12 0 0 1 1 0 2 | a = climbingdown 10 88 0 0 0 1 0 5 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 0 1 0 97 2 37 0 0 | d = lying 0 0 0 5 80 24 0 0 | e = standing 0 0 0 56 32 56 0 0 | f = sitting 0 0 2 1 4 2 121 0 | g = running 7 14 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 629 72.549 % Incorrectly Classified Instances 238 27.451 % Kappa statistic 0.6809 Mean absolute error 0.0833 Root mean squared error 0.2187 Relative absolute error 38.7234 % Root relative squared error 66.6996 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.813 0.031 0.765 0.813 0.788 0.977 climbingdown 0.798 0.045 0.709 0.798 0.751 0.964 climbingup 0.632 0.002 0.857 0.632 0.727 0.995 jumping 0.825 0.107 0.592 0.825 0.689 0.939 lying 0.706 0.038 0.726 0.706 0.716 0.963 standing 0.352 0.073 0.49 0.352 0.41 0.879 sitting 0.923 0.009 0.945 0.923 0.934 0.975 running 0.748 0.015 0.896 0.748 0.815 0.957 walking Weighted Avg. 0.725 0.046 0.728 0.725 0.72 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 78 11 0 0 1 1 0 5 | a = climbingdown 14 83 0 0 0 1 0 6 | b = climbingup 0 0 12 0 0 0 7 0 | c = jumping 0 0 0 113 1 23 0 0 | d = lying 0 0 0 5 77 27 0 0 | e = standing 0 1 0 73 20 51 0 0 | f = sitting 0 0 2 0 7 1 120 0 | g = running 10 22 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 635 73.2411 % Incorrectly Classified Instances 232 26.7589 % Kappa statistic 0.6898 Mean absolute error 0.0829 Root mean squared error 0.2142 Relative absolute error 38.5335 % Root relative squared error 65.3255 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.854 0.027 0.796 0.854 0.824 0.962 climbingdown 0.817 0.035 0.759 0.817 0.787 0.972 climbingup 0.947 0.004 0.857 0.947 0.9 0.999 jumping 0.569 0.059 0.645 0.569 0.605 0.947 lying 0.872 0.075 0.625 0.872 0.728 0.956 standing 0.421 0.093 0.477 0.421 0.447 0.865 sitting 0.877 0.001 0.991 0.877 0.931 0.942 running 0.803 0.018 0.887 0.803 0.843 0.986 walking Weighted Avg. 0.732 0.044 0.737 0.732 0.73 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 82 10 0 0 0 1 0 3 | a = climbingdown 8 85 0 0 0 2 0 9 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 78 6 53 0 0 | d = lying 0 0 0 2 95 11 0 1 | e = standing 1 1 0 41 41 61 0 0 | f = sitting 3 0 3 0 10 0 114 0 | g = running 9 16 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 630 72.6644 % Incorrectly Classified Instances 237 27.3356 % Kappa statistic 0.6832 Mean absolute error 0.0817 Root mean squared error 0.2187 Relative absolute error 37.9839 % Root relative squared error 66.6924 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.844 0.038 0.736 0.844 0.786 0.952 climbingdown 0.788 0.037 0.745 0.788 0.766 0.968 climbingup 0.895 0.002 0.895 0.895 0.895 0.999 jumping 0.883 0.115 0.59 0.883 0.708 0.94 lying 0.78 0.069 0.62 0.78 0.691 0.957 standing 0.234 0.037 0.557 0.234 0.33 0.883 sitting 0.9 0.004 0.975 0.9 0.936 0.928 running 0.732 0.016 0.886 0.732 0.802 0.967 walking Weighted Avg. 0.727 0.045 0.731 0.727 0.71 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 81 9 0 0 3 0 0 3 | a = climbingdown 13 82 0 0 1 0 0 8 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 1 0 121 7 6 1 1 | d = lying 0 0 0 4 85 20 0 0 | e = standing 0 0 0 80 31 34 0 0 | f = sitting 0 0 2 0 10 1 117 0 | g = running 16 18 0 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 669 77.1626 % Incorrectly Classified Instances 198 22.8374 % Kappa statistic 0.7351 Mean absolute error 0.0752 Root mean squared error 0.2055 Relative absolute error 34.9553 % Root relative squared error 62.6459 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.833 0.034 0.755 0.833 0.792 0.963 climbingdown 0.74 0.025 0.802 0.74 0.77 0.972 climbingup 0.95 0.001 0.95 0.95 0.95 0.996 jumping 0.89 0.083 0.665 0.89 0.761 0.958 lying 0.826 0.051 0.698 0.826 0.756 0.969 standing 0.372 0.047 0.614 0.372 0.464 0.886 sitting 0.923 0.001 0.992 0.923 0.956 0.94 running 0.85 0.023 0.864 0.85 0.857 0.977 walking Weighted Avg. 0.772 0.038 0.772 0.772 0.763 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 80 5 0 0 3 2 0 6 | a = climbingdown 16 77 0 0 0 0 0 11 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 121 2 13 0 0 | d = lying 0 1 0 1 90 17 0 0 | e = standing 1 2 0 60 28 54 0 0 | f = sitting 1 1 1 0 6 1 120 0 | g = running 8 10 0 0 0 1 0 108 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 567 71.0526 % Incorrectly Classified Instances 231 28.9474 % Kappa statistic 0.6632 Mean absolute error 0.0905 Root mean squared error 0.2258 Relative absolute error 42.1279 % Root relative squared error 68.8785 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.04 0.678 0.634 0.656 0.931 climbingdown 0.58 0.067 0.552 0.58 0.566 0.917 climbingup 0.667 0.003 0.8 0.667 0.727 0.966 jumping 0.781 0.073 0.671 0.781 0.722 0.932 lying 0.821 0.074 0.643 0.821 0.722 0.961 standing 0.445 0.028 0.736 0.445 0.555 0.922 sitting 0.868 0.006 0.966 0.868 0.914 0.961 running 0.81 0.045 0.733 0.81 0.769 0.967 walking Weighted Avg. 0.711 0.046 0.72 0.711 0.707 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 59 19 0 1 0 1 0 13 | a = climbingdown 22 58 0 0 2 1 0 17 | b = climbingup 0 0 8 0 0 0 4 0 | c = jumping 2 1 0 100 17 7 0 1 | d = lying 0 0 0 13 92 7 0 0 | e = standing 0 5 0 35 26 53 0 0 | f = sitting 2 5 2 0 5 3 112 0 | g = running 2 17 0 0 1 0 0 85 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 578 72.4311 % Incorrectly Classified Instances 220 27.5689 % Kappa statistic 0.6794 Mean absolute error 0.0875 Root mean squared error 0.2193 Relative absolute error 40.7268 % Root relative squared error 66.9204 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.559 0.028 0.722 0.559 0.63 0.951 climbingdown 0.74 0.082 0.565 0.74 0.641 0.934 climbingup 0.917 0.004 0.786 0.917 0.846 0.998 jumping 0.719 0.067 0.672 0.719 0.694 0.936 lying 0.821 0.074 0.643 0.821 0.722 0.954 standing 0.458 0.031 0.72 0.458 0.56 0.928 sitting 0.946 0.003 0.984 0.946 0.964 0.981 running 0.764 0.03 0.794 0.764 0.779 0.973 walking Weighted Avg. 0.724 0.044 0.736 0.724 0.721 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 52 32 0 0 0 0 0 9 | a = climbingdown 13 74 0 0 2 0 0 11 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 3 0 0 92 19 13 1 0 | d = lying 0 1 0 12 92 7 0 0 | e = standing 1 1 0 32 29 54 0 1 | f = sitting 1 0 3 1 1 1 122 0 | g = running 2 23 0 0 0 0 0 81 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 573 71.8045 % Incorrectly Classified Instances 225 28.1955 % Kappa statistic 0.6718 Mean absolute error 0.0882 Root mean squared error 0.2223 Relative absolute error 41.0445 % Root relative squared error 67.8252 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.034 0.7 0.602 0.647 0.949 climbingdown 0.653 0.065 0.595 0.653 0.623 0.938 climbingup 0.75 0 1 0.75 0.857 0.964 jumping 0.727 0.078 0.641 0.727 0.681 0.936 lying 0.793 0.073 0.638 0.793 0.707 0.951 standing 0.415 0.04 0.645 0.415 0.505 0.9 sitting 0.922 0.003 0.983 0.922 0.952 0.967 running 0.877 0.036 0.788 0.877 0.83 0.983 walking Weighted Avg. 0.718 0.046 0.722 0.718 0.714 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 56 25 0 0 0 1 0 11 | a = climbingdown 19 66 0 0 2 1 0 13 | b = climbingup 2 0 9 0 0 0 1 0 | c = jumping 0 2 0 93 20 13 0 0 | d = lying 0 0 0 14 88 9 0 0 | e = standing 0 4 0 37 26 49 1 1 | f = sitting 1 3 0 1 2 3 119 0 | g = running 2 11 0 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 584 73.183 % Incorrectly Classified Instances 214 26.817 % Kappa statistic 0.6882 Mean absolute error 0.0882 Root mean squared error 0.2207 Relative absolute error 41.0588 % Root relative squared error 67.3322 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.034 0.721 0.667 0.693 0.938 climbingdown 0.703 0.063 0.617 0.703 0.657 0.947 climbingup 0.917 0.001 0.917 0.917 0.917 0.917 jumping 0.672 0.058 0.688 0.672 0.68 0.931 lying 0.793 0.076 0.629 0.793 0.701 0.954 standing 0.525 0.049 0.653 0.525 0.582 0.905 sitting 0.891 0.001 0.991 0.891 0.939 0.972 running 0.84 0.029 0.817 0.84 0.828 0.976 walking Weighted Avg. 0.732 0.043 0.739 0.732 0.732 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 62 22 1 1 0 0 0 7 | a = climbingdown 19 71 0 0 0 0 0 11 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 1 0 0 86 17 23 0 1 | d = lying 0 0 0 14 88 9 0 0 | e = standing 1 2 0 24 29 62 0 0 | f = sitting 2 4 0 0 6 1 115 1 | g = running 1 16 0 0 0 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 566 70.9273 % Incorrectly Classified Instances 232 29.0727 % Kappa statistic 0.662 Mean absolute error 0.0907 Root mean squared error 0.2307 Relative absolute error 42.2316 % Root relative squared error 70.3978 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.559 0.038 0.658 0.559 0.605 0.918 climbingdown 0.703 0.072 0.587 0.703 0.64 0.943 climbingup 1 0 1 1 1 1 jumping 0.641 0.063 0.661 0.641 0.651 0.909 lying 0.813 0.089 0.599 0.813 0.689 0.944 standing 0.508 0.035 0.714 0.508 0.594 0.926 sitting 0.891 0.006 0.966 0.891 0.927 0.954 running 0.79 0.035 0.776 0.79 0.783 0.965 walking Weighted Avg. 0.709 0.047 0.72 0.709 0.708 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 52 26 0 0 2 0 0 13 | a = climbingdown 19 71 0 0 0 2 0 9 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 1 3 0 82 24 17 1 0 | d = lying 0 0 0 18 91 2 1 0 | e = standing 0 1 0 24 31 60 2 0 | f = sitting 4 3 0 0 3 2 115 2 | g = running 3 17 0 0 1 1 0 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 592 74.1855 % Incorrectly Classified Instances 206 25.8145 % Kappa statistic 0.6995 Mean absolute error 0.0867 Root mean squared error 0.2204 Relative absolute error 40.3705 % Root relative squared error 67.2421 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.553 0.013 0.852 0.553 0.671 0.948 climbingdown 0.77 0.08 0.579 0.77 0.661 0.931 climbingup 0.833 0 1 0.833 0.909 0.997 jumping 0.672 0.058 0.688 0.672 0.68 0.921 lying 0.795 0.057 0.695 0.795 0.742 0.951 standing 0.58 0.056 0.645 0.58 0.611 0.908 sitting 0.953 0.004 0.976 0.953 0.964 0.985 running 0.829 0.032 0.798 0.829 0.813 0.973 walking Weighted Avg. 0.742 0.042 0.754 0.742 0.741 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 52 30 0 1 0 0 0 11 | a = climbingdown 7 77 0 0 2 4 0 10 | b = climbingup 0 0 10 0 0 0 2 0 | c = jumping 0 5 0 86 13 24 0 0 | d = lying 0 0 0 15 89 7 1 0 | e = standing 0 5 0 23 21 69 0 1 | f = sitting 0 1 0 0 2 3 122 0 | g = running 2 15 0 0 1 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 583 73.0576 % Incorrectly Classified Instances 215 26.9424 % Kappa statistic 0.6867 Mean absolute error 0.0851 Root mean squared error 0.2204 Relative absolute error 39.5822 % Root relative squared error 67.2382 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.553 0.027 0.732 0.553 0.63 0.942 climbingdown 0.67 0.077 0.554 0.67 0.606 0.932 climbingup 0.923 0.003 0.857 0.923 0.889 0.999 jumping 0.732 0.045 0.756 0.732 0.744 0.944 lying 0.679 0.044 0.717 0.679 0.697 0.929 standing 0.597 0.072 0.592 0.597 0.594 0.909 sitting 0.953 0.003 0.984 0.953 0.968 0.996 running 0.857 0.042 0.756 0.857 0.804 0.979 walking Weighted Avg. 0.731 0.043 0.736 0.731 0.731 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 52 30 0 0 0 2 1 9 | a = climbingdown 15 67 0 0 0 0 0 18 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 1 0 0 93 5 27 0 1 | d = lying 0 4 0 12 76 20 0 0 | e = standing 2 5 0 18 22 71 0 1 | f = sitting 0 1 2 0 3 0 122 0 | g = running 1 14 0 0 0 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 575 72.0551 % Incorrectly Classified Instances 223 27.9449 % Kappa statistic 0.6751 Mean absolute error 0.0889 Root mean squared error 0.2279 Relative absolute error 41.3703 % Root relative squared error 69.53 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.024 0.77 0.613 0.683 0.935 climbingdown 0.73 0.077 0.575 0.73 0.643 0.925 climbingup 0.923 0.003 0.857 0.923 0.889 0.961 jumping 0.648 0.055 0.692 0.648 0.669 0.936 lying 0.714 0.051 0.696 0.714 0.705 0.948 standing 0.613 0.08 0.575 0.613 0.593 0.899 sitting 0.93 0.001 0.992 0.93 0.96 0.975 running 0.743 0.033 0.772 0.743 0.757 0.959 walking Weighted Avg. 0.721 0.045 0.731 0.721 0.723 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 57 26 0 0 2 1 0 7 | a = climbingdown 14 73 0 1 0 0 0 12 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 0 1 0 83 11 33 0 0 | d = lying 0 0 0 14 80 18 0 0 | e = standing 0 4 0 22 18 73 0 2 | f = sitting 1 1 2 0 2 1 119 2 | g = running 2 22 0 0 2 1 0 78 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 592 74.2785 % Incorrectly Classified Instances 205 25.7215 % Kappa statistic 0.7008 Mean absolute error 0.0866 Root mean squared error 0.2207 Relative absolute error 40.3109 % Root relative squared error 67.3234 % Total Number of Instances 797 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.033 0.726 0.656 0.689 0.96 climbingdown 0.74 0.062 0.632 0.74 0.682 0.944 climbingup 0.833 0.004 0.769 0.833 0.8 0.945 jumping 0.773 0.073 0.669 0.773 0.717 0.944 lying 0.813 0.058 0.695 0.813 0.749 0.952 standing 0.504 0.043 0.674 0.504 0.577 0.902 sitting 0.883 0.003 0.983 0.883 0.93 0.962 running 0.8 0.023 0.84 0.8 0.82 0.97 walking Weighted Avg. 0.743 0.041 0.75 0.743 0.742 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 61 23 0 1 0 0 0 8 | a = climbingdown 15 74 0 0 0 4 0 7 | b = climbingup 0 0 10 0 0 0 2 0 | c = jumping 0 1 0 99 9 19 0 0 | d = lying 0 1 0 14 91 6 0 0 | e = standing 0 1 0 33 24 60 0 1 | f = sitting 2 2 3 1 7 0 113 0 | g = running 6 15 0 0 0 0 0 84 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 601 75.4078 % Incorrectly Classified Instances 196 24.5922 % Kappa statistic 0.7139 Mean absolute error 0.0831 Root mean squared error 0.2154 Relative absolute error 38.6547 % Root relative squared error 65.7198 % Total Number of Instances 797 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.581 0.016 0.831 0.581 0.684 0.953 climbingdown 0.79 0.085 0.572 0.79 0.664 0.935 climbingup 0.917 0.001 0.917 0.917 0.917 0.998 jumping 0.695 0.045 0.748 0.695 0.721 0.927 lying 0.741 0.045 0.728 0.741 0.735 0.953 standing 0.723 0.065 0.662 0.723 0.691 0.932 sitting 0.922 0.001 0.992 0.922 0.955 0.981 running 0.771 0.027 0.81 0.771 0.79 0.976 walking Weighted Avg. 0.754 0.04 0.77 0.754 0.757 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 54 32 0 0 1 0 0 6 | a = climbingdown 7 79 0 0 1 2 0 11 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 0 3 0 89 8 28 0 0 | d = lying 0 0 0 16 83 13 0 0 | e = standing 1 2 0 14 15 86 0 1 | f = sitting 0 1 1 0 6 1 118 1 | g = running 3 21 0 0 0 0 0 81 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 649 72.6764 % Incorrectly Classified Instances 244 27.3236 % Kappa statistic 0.6818 Mean absolute error 0.0885 Root mean squared error 0.2207 Relative absolute error 41.1841 % Root relative squared error 67.3371 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.03 0.721 0.653 0.685 0.927 climbingdown 0.766 0.061 0.639 0.766 0.697 0.948 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.744 0.031 0.784 0.744 0.763 0.959 lying 0.58 0.053 0.667 0.58 0.62 0.925 standing 0.658 0.109 0.552 0.658 0.601 0.901 sitting 0.939 0.004 0.976 0.939 0.957 0.985 running 0.722 0.03 0.807 0.722 0.762 0.961 walking Weighted Avg. 0.727 0.047 0.736 0.727 0.729 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 62 19 0 0 2 0 1 11 | a = climbingdown 10 85 0 0 2 3 0 11 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 87 1 26 2 0 | d = lying 3 0 0 7 80 47 0 1 | e = standing 0 3 1 17 31 100 0 0 | f = sitting 1 0 0 0 4 3 123 0 | g = running 10 25 0 0 0 2 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 633 70.8847 % Incorrectly Classified Instances 260 29.1153 % Kappa statistic 0.6602 Mean absolute error 0.0915 Root mean squared error 0.2265 Relative absolute error 42.6049 % Root relative squared error 69.1122 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.526 0.019 0.769 0.526 0.625 0.932 climbingdown 0.712 0.042 0.705 0.712 0.709 0.952 climbingup 1 0.002 0.889 1 0.941 1 jumping 0.675 0.036 0.738 0.675 0.705 0.958 lying 0.514 0.045 0.676 0.514 0.584 0.918 standing 0.711 0.123 0.543 0.711 0.615 0.902 sitting 0.916 0.001 0.992 0.916 0.952 0.983 running 0.827 0.074 0.663 0.827 0.736 0.949 walking Weighted Avg. 0.709 0.051 0.723 0.709 0.708 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 50 10 0 0 2 2 0 31 | a = climbingdown 9 79 0 0 0 1 0 22 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 79 4 33 0 0 | d = lying 1 2 0 11 71 52 0 1 | e = standing 1 2 0 17 22 108 0 2 | f = sitting 1 0 2 0 6 2 120 0 | g = running 3 18 0 0 0 1 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 636 71.2206 % Incorrectly Classified Instances 257 28.7794 % Kappa statistic 0.6641 Mean absolute error 0.093 Root mean squared error 0.2244 Relative absolute error 43.2843 % Root relative squared error 68.4784 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.589 0.019 0.789 0.589 0.675 0.955 climbingdown 0.631 0.037 0.707 0.631 0.667 0.933 climbingup 0.941 0 1 0.941 0.97 0.98 jumping 0.707 0.031 0.774 0.707 0.739 0.965 lying 0.558 0.056 0.647 0.558 0.599 0.931 standing 0.664 0.119 0.534 0.664 0.592 0.895 sitting 0.893 0.003 0.983 0.893 0.936 0.98 running 0.88 0.075 0.672 0.88 0.762 0.963 walking Weighted Avg. 0.712 0.051 0.727 0.712 0.713 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 56 14 0 0 0 1 0 24 | a = climbingdown 8 70 0 0 3 2 0 28 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 82 2 31 0 1 | d = lying 1 0 0 7 77 52 1 0 | e = standing 3 2 0 16 28 101 0 2 | f = sitting 1 0 0 0 9 2 117 2 | g = running 2 13 0 1 0 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 651 72.9003 % Incorrectly Classified Instances 242 27.0997 % Kappa statistic 0.6839 Mean absolute error 0.0882 Root mean squared error 0.2209 Relative absolute error 41.0338 % Root relative squared error 67.4046 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.574 0.021 0.761 0.574 0.655 0.922 climbingdown 0.649 0.028 0.766 0.649 0.702 0.952 climbingup 1 0 1 1 1 1 jumping 0.776 0.033 0.776 0.776 0.776 0.955 lying 0.609 0.065 0.632 0.609 0.62 0.939 standing 0.612 0.107 0.541 0.612 0.574 0.891 sitting 0.939 0.004 0.976 0.939 0.958 0.994 running 0.88 0.061 0.718 0.88 0.791 0.957 walking Weighted Avg. 0.729 0.048 0.736 0.729 0.729 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 54 13 0 0 4 1 0 22 | a = climbingdown 7 72 0 1 1 7 0 23 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 90 3 20 2 0 | d = lying 1 0 0 3 84 50 0 0 | e = standing 2 0 0 22 34 93 0 1 | f = sitting 2 0 0 0 6 0 124 0 | g = running 4 9 0 0 1 1 1 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 636 71.2206 % Incorrectly Classified Instances 257 28.7794 % Kappa statistic 0.6643 Mean absolute error 0.0922 Root mean squared error 0.2263 Relative absolute error 42.934 % Root relative squared error 69.0545 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.463 0.024 0.698 0.463 0.557 0.894 climbingdown 0.673 0.04 0.705 0.673 0.688 0.94 climbingup 1 0 1 1 1 1 jumping 0.752 0.037 0.752 0.752 0.752 0.964 lying 0.667 0.062 0.662 0.667 0.664 0.941 standing 0.609 0.102 0.548 0.609 0.577 0.896 sitting 0.894 0.005 0.967 0.894 0.929 0.98 running 0.835 0.067 0.685 0.835 0.753 0.957 walking Weighted Avg. 0.712 0.05 0.719 0.712 0.711 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 44 14 0 0 3 5 2 27 | a = climbingdown 10 74 0 1 0 3 0 22 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 88 4 24 0 0 | d = lying 1 0 0 5 92 39 1 0 | e = standing 1 2 0 23 30 92 1 2 | f = sitting 1 1 0 0 10 2 118 0 | g = running 6 13 0 0 0 3 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 637 71.3326 % Incorrectly Classified Instances 256 28.6674 % Kappa statistic 0.6654 Mean absolute error 0.0911 Root mean squared error 0.2254 Relative absolute error 42.4103 % Root relative squared error 68.7805 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.589 0.02 0.778 0.589 0.671 0.942 climbingdown 0.627 0.023 0.793 0.627 0.701 0.946 climbingup 1 0 1 1 1 1 jumping 0.701 0.027 0.796 0.701 0.745 0.956 lying 0.601 0.074 0.597 0.601 0.599 0.918 standing 0.623 0.116 0.522 0.623 0.568 0.884 sitting 0.886 0 1 0.886 0.94 0.982 running 0.895 0.078 0.669 0.895 0.765 0.964 walking Weighted Avg. 0.713 0.051 0.732 0.713 0.716 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 56 8 0 0 2 2 0 27 | a = climbingdown 10 69 0 0 4 1 0 26 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 1 0 82 4 29 0 0 | d = lying 1 0 0 2 83 49 0 3 | e = standing 0 1 0 19 35 94 0 2 | f = sitting 0 0 0 0 9 5 117 1 | g = running 4 8 0 0 2 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 655 73.3483 % Incorrectly Classified Instances 238 26.6517 % Kappa statistic 0.6891 Mean absolute error 0.0867 Root mean squared error 0.2154 Relative absolute error 40.375 % Root relative squared error 65.7207 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.033 0.705 0.653 0.678 0.948 climbingdown 0.564 0.017 0.827 0.564 0.67 0.962 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.744 0.024 0.821 0.744 0.78 0.946 lying 0.638 0.064 0.647 0.638 0.642 0.935 standing 0.695 0.102 0.58 0.695 0.633 0.91 sitting 0.902 0.001 0.992 0.902 0.944 0.982 running 0.865 0.071 0.68 0.865 0.762 0.969 walking Weighted Avg. 0.733 0.047 0.748 0.733 0.735 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 62 7 0 0 1 4 1 20 | a = climbingdown 12 62 0 0 2 2 0 32 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 1 87 3 24 0 0 | d = lying 0 0 0 8 88 42 0 0 | e = standing 1 0 0 11 33 105 0 1 | f = sitting 1 0 0 0 8 3 119 1 | g = running 12 4 0 0 1 1 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 631 70.6607 % Incorrectly Classified Instances 262 29.3393 % Kappa statistic 0.6574 Mean absolute error 0.0926 Root mean squared error 0.2261 Relative absolute error 43.0849 % Root relative squared error 68.9841 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.547 0.033 0.667 0.547 0.601 0.924 climbingdown 0.527 0.022 0.773 0.527 0.627 0.956 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.684 0.019 0.842 0.684 0.755 0.968 lying 0.64 0.061 0.659 0.64 0.65 0.944 standing 0.689 0.123 0.533 0.689 0.601 0.89 sitting 0.901 0 1 0.901 0.948 0.987 running 0.85 0.087 0.631 0.85 0.724 0.951 walking Weighted Avg. 0.707 0.052 0.728 0.707 0.708 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 52 8 0 0 3 2 0 30 | a = climbingdown 17 58 0 0 2 1 0 32 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 80 1 35 0 0 | d = lying 0 0 0 2 89 47 0 1 | e = standing 1 0 0 12 33 104 0 1 | f = sitting 0 1 1 1 5 3 118 2 | g = running 8 7 0 0 2 3 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 653 73.2063 % Incorrectly Classified Instances 239 26.7937 % Kappa statistic 0.6873 Mean absolute error 0.0875 Root mean squared error 0.2193 Relative absolute error 40.734 % Root relative squared error 66.9183 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.589 0.015 0.824 0.589 0.687 0.947 climbingdown 0.691 0.04 0.71 0.691 0.7 0.962 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.752 0.021 0.846 0.752 0.796 0.974 lying 0.612 0.054 0.675 0.612 0.642 0.935 standing 0.671 0.114 0.548 0.671 0.604 0.891 sitting 0.901 0.005 0.967 0.901 0.933 0.979 running 0.848 0.066 0.691 0.848 0.762 0.971 walking Weighted Avg. 0.732 0.048 0.746 0.732 0.734 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 56 13 0 0 0 4 1 21 | a = climbingdown 7 76 0 0 0 2 0 25 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 88 0 28 0 0 | d = lying 0 0 0 6 85 47 1 0 | e = standing 0 1 0 10 33 102 2 4 | f = sitting 1 1 1 0 8 2 118 0 | g = running 4 15 0 0 0 1 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 650 72.87 % Incorrectly Classified Instances 242 27.13 % Kappa statistic 0.6839 Mean absolute error 0.0878 Root mean squared error 0.222 Relative absolute error 40.8589 % Root relative squared error 67.7545 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.526 0.015 0.806 0.526 0.637 0.936 climbingdown 0.818 0.065 0.638 0.818 0.717 0.952 climbingup 0.875 0 1 0.875 0.933 1 jumping 0.761 0.043 0.73 0.761 0.745 0.934 lying 0.64 0.053 0.69 0.64 0.664 0.94 standing 0.586 0.088 0.578 0.586 0.582 0.884 sitting 0.954 0.005 0.969 0.954 0.962 0.993 running 0.788 0.049 0.738 0.788 0.762 0.965 walking Weighted Avg. 0.729 0.046 0.736 0.729 0.727 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 50 22 0 0 2 1 0 20 | a = climbingdown 4 90 0 0 1 1 1 13 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 1 3 0 89 4 20 0 0 | d = lying 1 1 0 5 89 42 1 0 | e = standing 0 4 0 28 30 89 0 1 | f = sitting 0 0 0 0 2 1 125 3 | g = running 6 21 0 0 1 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 554 67.9755 % Incorrectly Classified Instances 261 32.0245 % Kappa statistic 0.6275 Mean absolute error 0.09 Root mean squared error 0.2335 Relative absolute error 41.8099 % Root relative squared error 71.1653 % Total Number of Instances 815 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.794 0.036 0.748 0.794 0.77 0.958 climbingdown 0.495 0.021 0.766 0.495 0.601 0.934 climbingup 0.941 0 1 0.941 0.97 0.942 jumping 0.917 0.212 0.428 0.917 0.584 0.889 lying 0.529 0.03 0.75 0.529 0.621 0.954 standing 0.06 0.01 0.5 0.06 0.108 0.894 sitting 0.961 0.003 0.984 0.961 0.972 0.978 running 0.916 0.062 0.717 0.916 0.804 0.979 walking Weighted Avg. 0.68 0.053 0.706 0.68 0.647 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 77 9 0 0 1 0 0 10 | a = climbingdown 17 49 0 0 0 0 2 31 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 1 0 0 110 6 3 0 0 | d = lying 0 0 0 51 63 4 0 1 | e = standing 0 0 0 96 12 7 0 1 | f = sitting 1 2 0 0 2 0 123 0 | g = running 6 4 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 602 73.865 % Incorrectly Classified Instances 213 26.135 % Kappa statistic 0.6963 Mean absolute error 0.0814 Root mean squared error 0.2121 Relative absolute error 37.7968 % Root relative squared error 64.6262 % Total Number of Instances 815 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.794 0.031 0.778 0.794 0.786 0.953 climbingdown 0.657 0.02 0.823 0.657 0.73 0.956 climbingup 0.882 0 1 0.882 0.938 0.985 jumping 0.475 0.085 0.491 0.475 0.483 0.911 lying 0.815 0.055 0.719 0.815 0.764 0.962 standing 0.5 0.073 0.532 0.5 0.516 0.905 sitting 0.977 0.004 0.977 0.977 0.977 0.992 running 0.908 0.037 0.806 0.908 0.854 0.982 walking Weighted Avg. 0.739 0.043 0.737 0.739 0.736 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 77 8 0 0 2 1 1 8 | a = climbingdown 16 65 0 0 0 0 0 18 | b = climbingup 0 1 15 0 0 0 1 0 | c = jumping 0 0 0 57 17 46 0 0 | d = lying 0 0 0 18 97 4 0 0 | e = standing 0 0 0 41 17 58 0 0 | f = sitting 2 0 0 0 1 0 125 0 | g = running 4 5 0 0 1 0 1 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 574 70.4294 % Incorrectly Classified Instances 241 29.5706 % Kappa statistic 0.6565 Mean absolute error 0.0841 Root mean squared error 0.2167 Relative absolute error 39.0552 % Root relative squared error 66.0515 % Total Number of Instances 815 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.024 0.802 0.711 0.754 0.923 climbingdown 0.717 0.028 0.78 0.717 0.747 0.959 climbingup 0.941 0 1 0.941 0.97 0.941 jumping 0.358 0.068 0.478 0.358 0.41 0.902 lying 0.647 0.04 0.733 0.647 0.688 0.958 standing 0.552 0.14 0.395 0.552 0.46 0.889 sitting 0.953 0.001 0.992 0.953 0.972 0.987 running 0.941 0.043 0.789 0.941 0.858 0.977 walking Weighted Avg. 0.704 0.049 0.716 0.704 0.705 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 69 13 0 0 1 0 0 14 | a = climbingdown 14 71 0 0 0 0 0 14 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 1 0 43 6 69 0 0 | d = lying 0 0 0 13 77 29 0 0 | e = standing 0 0 0 33 19 64 0 0 | f = sitting 1 1 0 1 1 0 122 2 | g = running 1 5 0 0 1 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 594 72.8834 % Incorrectly Classified Instances 221 27.1166 % Kappa statistic 0.6849 Mean absolute error 0.0834 Root mean squared error 0.2101 Relative absolute error 38.7273 % Root relative squared error 64.026 % Total Number of Instances 815 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.814 0.029 0.79 0.814 0.802 0.966 climbingdown 0.707 0.018 0.843 0.707 0.769 0.965 climbingup 0.824 0 1 0.824 0.903 0.917 jumping 0.442 0.098 0.438 0.442 0.44 0.902 lying 0.79 0.043 0.758 0.79 0.774 0.97 standing 0.457 0.086 0.469 0.457 0.463 0.898 sitting 0.953 0.006 0.968 0.953 0.961 0.961 running 0.916 0.036 0.813 0.916 0.862 0.977 walking Weighted Avg. 0.729 0.045 0.73 0.729 0.728 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 79 7 0 0 0 0 1 10 | a = climbingdown 12 70 0 2 0 0 0 15 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 0 0 0 53 13 54 0 0 | d = lying 0 0 0 19 94 6 0 0 | e = standing 0 0 0 47 16 53 0 0 | f = sitting 2 3 0 0 1 0 122 0 | g = running 7 3 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 587 72.0245 % Incorrectly Classified Instances 228 27.9755 % Kappa statistic 0.675 Mean absolute error 0.0848 Root mean squared error 0.2144 Relative absolute error 39.3608 % Root relative squared error 65.3414 % Total Number of Instances 815 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.043 0.713 0.802 0.755 0.964 climbingdown 0.596 0.014 0.855 0.596 0.702 0.938 climbingup 1 0 1 1 1 1 jumping 0.717 0.132 0.483 0.717 0.577 0.916 lying 0.782 0.033 0.802 0.782 0.791 0.97 standing 0.214 0.054 0.397 0.214 0.278 0.879 sitting 0.914 0 1 0.914 0.955 0.982 running 0.95 0.049 0.769 0.95 0.85 0.983 walking Weighted Avg. 0.72 0.046 0.723 0.72 0.71 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 77 6 0 0 0 0 0 13 | a = climbingdown 19 59 0 0 0 0 0 21 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 86 5 29 0 0 | d = lying 0 0 0 17 93 9 0 0 | e = standing 1 0 0 75 16 25 0 0 | f = sitting 7 2 0 0 2 0 117 0 | g = running 4 2 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 591 72.6044 % Incorrectly Classified Instances 223 27.3956 % Kappa statistic 0.6819 Mean absolute error 0.0825 Root mean squared error 0.216 Relative absolute error 38.2895 % Root relative squared error 65.841 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.028 0.773 0.708 0.739 0.925 climbingdown 0.758 0.032 0.765 0.758 0.761 0.964 climbingup 0.941 0 1 0.941 0.97 0.996 jumping 0.235 0.023 0.636 0.235 0.344 0.903 lying 0.617 0.032 0.771 0.617 0.685 0.967 standing 0.838 0.169 0.454 0.838 0.589 0.902 sitting 0.961 0.004 0.976 0.961 0.968 0.975 running 0.924 0.03 0.84 0.924 0.88 0.989 walking Weighted Avg. 0.726 0.045 0.752 0.726 0.716 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 68 15 0 0 0 0 2 11 | a = climbingdown 15 75 0 0 0 0 0 9 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 28 11 80 0 0 | d = lying 0 0 0 8 74 38 0 0 | e = standing 0 0 0 8 10 98 0 1 | f = sitting 3 1 0 0 1 0 122 0 | g = running 2 7 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 605 74.3243 % Incorrectly Classified Instances 209 25.6757 % Kappa statistic 0.7018 Mean absolute error 0.0801 Root mean squared error 0.2066 Relative absolute error 37.1772 % Root relative squared error 62.9511 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.771 0.014 0.881 0.771 0.822 0.969 climbingdown 0.768 0.034 0.76 0.768 0.764 0.965 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.697 0.118 0.503 0.697 0.585 0.913 lying 0.783 0.053 0.718 0.783 0.749 0.961 standing 0.274 0.05 0.478 0.274 0.348 0.897 sitting 0.961 0 1 0.961 0.98 0.976 running 0.899 0.029 0.843 0.899 0.87 0.989 walking Weighted Avg. 0.743 0.042 0.743 0.743 0.736 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 74 13 0 0 1 0 0 8 | a = climbingdown 8 76 1 0 2 0 0 12 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 83 12 24 0 0 | d = lying 0 0 0 16 94 10 0 0 | e = standing 0 0 0 66 19 32 0 0 | f = sitting 1 0 0 0 3 1 122 0 | g = running 1 11 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 569 69.9017 % Incorrectly Classified Instances 245 30.0983 % Kappa statistic 0.6508 Mean absolute error 0.0847 Root mean squared error 0.221 Relative absolute error 39.3296 % Root relative squared error 67.349 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.025 0.795 0.729 0.761 0.962 climbingdown 0.818 0.046 0.711 0.818 0.761 0.974 climbingup 1 0 1 1 1 1 jumping 0.158 0.042 0.396 0.158 0.226 0.885 lying 0.667 0.058 0.667 0.667 0.667 0.941 standing 0.726 0.156 0.438 0.726 0.547 0.876 sitting 0.929 0 1 0.929 0.963 0.966 running 0.839 0.023 0.861 0.839 0.85 0.99 walking Weighted Avg. 0.699 0.049 0.702 0.699 0.687 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 70 15 0 0 2 0 0 9 | a = climbingdown 11 81 0 0 0 0 0 7 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 19 15 86 0 0 | d = lying 0 0 0 19 80 21 0 0 | e = standing 0 0 0 10 22 85 0 0 | f = sitting 3 3 0 0 1 2 118 0 | g = running 4 15 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 596 73.2187 % Incorrectly Classified Instances 218 26.7813 % Kappa statistic 0.6893 Mean absolute error 0.0835 Root mean squared error 0.2109 Relative absolute error 38.7646 % Root relative squared error 64.2732 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.018 0.838 0.691 0.757 0.96 climbingdown 0.786 0.06 0.642 0.786 0.706 0.957 climbingup 1 0.003 0.895 1 0.944 0.999 jumping 0.35 0.062 0.494 0.35 0.41 0.906 lying 0.882 0.036 0.808 0.882 0.843 0.971 standing 0.598 0.103 0.493 0.598 0.541 0.919 sitting 0.938 0.001 0.992 0.938 0.964 0.971 running 0.831 0.027 0.838 0.831 0.834 0.983 walking Weighted Avg. 0.732 0.043 0.735 0.732 0.729 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 67 22 0 0 0 0 0 8 | a = climbingdown 8 77 1 0 0 0 1 11 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 42 10 67 0 0 | d = lying 0 0 0 9 105 5 0 0 | e = standing 0 0 0 34 13 70 0 0 | f = sitting 1 4 1 0 2 0 120 0 | g = running 3 17 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 604 74.2015 % Incorrectly Classified Instances 210 25.7985 % Kappa statistic 0.7007 Mean absolute error 0.0808 Root mean squared error 0.2061 Relative absolute error 37.5192 % Root relative squared error 62.8147 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.794 0.033 0.762 0.794 0.778 0.959 climbingdown 0.704 0.032 0.75 0.704 0.726 0.961 climbingup 1 0 1 1 1 1 jumping 0.108 0.01 0.65 0.108 0.186 0.902 lying 0.882 0.062 0.709 0.882 0.787 0.967 standing 0.802 0.138 0.492 0.802 0.61 0.911 sitting 0.969 0 1 0.969 0.984 0.988 running 0.891 0.024 0.862 0.891 0.876 0.989 walking Weighted Avg. 0.742 0.042 0.755 0.742 0.713 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 77 12 0 0 2 0 0 6 | a = climbingdown 19 69 0 0 0 0 0 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 13 23 83 0 0 | d = lying 0 0 0 1 105 13 0 0 | e = standing 0 0 0 6 16 93 0 1 | f = sitting 1 1 0 0 2 0 124 0 | g = running 3 10 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 584 76.1408 % Incorrectly Classified Instances 183 23.8592 % Kappa statistic 0.7206 Mean absolute error 0.0753 Root mean squared error 0.2036 Relative absolute error 35.2142 % Root relative squared error 62.2689 % Total Number of Instances 767 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.039 0.745 0.738 0.741 0.947 climbingdown 0.611 0.019 0.817 0.611 0.699 0.964 climbingup 0 0 0 0 0 ? jumping 0.846 0.107 0.601 0.846 0.703 0.939 lying 0.895 0.036 0.78 0.895 0.833 0.975 standing 0.312 0.027 0.654 0.312 0.422 0.921 sitting 0.96 0.002 0.992 0.96 0.976 0.995 running 0.915 0.049 0.77 0.915 0.836 0.983 walking Weighted Avg. 0.761 0.041 0.766 0.761 0.749 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 76 10 0 0 3 0 1 13 | a = climbingdown 18 58 0 0 0 0 0 19 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 0 0 0 104 8 11 0 0 | d = lying 0 0 0 3 85 7 0 0 | e = standing 0 0 0 66 9 34 0 0 | f = sitting 2 0 0 0 3 0 120 0 | g = running 6 3 0 0 1 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 607 79.1395 % Incorrectly Classified Instances 160 20.8605 % Kappa statistic 0.756 Mean absolute error 0.0697 Root mean squared error 0.1914 Relative absolute error 32.5672 % Root relative squared error 58.5226 % Total Number of Instances 767 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.011 0.916 0.738 0.817 0.972 climbingdown 0.874 0.031 0.798 0.874 0.834 0.97 climbingup 0 0 0 0 0 ? jumping 0.683 0.093 0.583 0.683 0.629 0.928 lying 0.872 0.028 0.812 0.872 0.841 0.975 standing 0.459 0.049 0.61 0.459 0.524 0.926 sitting 0.992 0 1 0.992 0.996 0.999 running 0.915 0.032 0.836 0.915 0.873 0.982 walking Weighted Avg. 0.791 0.036 0.793 0.791 0.788 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 76 16 0 0 2 0 0 9 | a = climbingdown 2 83 0 0 0 0 0 10 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 0 0 0 84 10 29 0 0 | d = lying 0 0 0 7 82 3 0 2 | e = standing 0 0 0 53 6 50 0 0 | f = sitting 0 0 0 0 1 0 125 0 | g = running 5 5 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 604 78.7484 % Incorrectly Classified Instances 163 21.2516 % Kappa statistic 0.7515 Mean absolute error 0.0713 Root mean squared error 0.1946 Relative absolute error 33.3266 % Root relative squared error 59.5066 % Total Number of Instances 767 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.027 0.811 0.748 0.778 0.966 climbingdown 0.779 0.034 0.763 0.779 0.771 0.966 climbingup 0 0 0 0 0 ? jumping 0.675 0.073 0.638 0.675 0.656 0.935 lying 0.894 0.022 0.848 0.894 0.87 0.988 standing 0.55 0.058 0.612 0.55 0.58 0.935 sitting 0.968 0 1 0.968 0.984 0.991 running 0.889 0.034 0.825 0.889 0.856 0.979 walking Weighted Avg. 0.787 0.036 0.787 0.787 0.786 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 77 15 0 0 1 0 0 10 | a = climbingdown 9 74 0 0 0 0 0 12 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 1 0 0 83 7 32 0 0 | d = lying 0 0 0 4 84 6 0 0 | e = standing 1 0 0 43 5 60 0 0 | f = sitting 2 0 0 0 2 0 122 0 | g = running 5 8 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 606 79.0091 % Incorrectly Classified Instances 161 20.9909 % Kappa statistic 0.7546 Mean absolute error 0.0704 Root mean squared error 0.1984 Relative absolute error 32.8878 % Root relative squared error 60.6685 % Total Number of Instances 767 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.027 0.813 0.757 0.784 0.962 climbingdown 0.716 0.027 0.791 0.716 0.751 0.947 climbingup 0 0 0 0 0 0.117 jumping 0.697 0.071 0.649 0.697 0.672 0.923 lying 0.957 0.031 0.811 0.957 0.878 0.983 standing 0.505 0.043 0.663 0.505 0.573 0.929 sitting 0.976 0.003 0.984 0.976 0.98 0.985 running 0.915 0.043 0.794 0.915 0.85 0.98 walking Weighted Avg. 0.79 0.035 0.786 0.79 0.785 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 78 14 0 0 0 0 1 10 | a = climbingdown 10 68 0 0 0 0 0 17 | b = climbingup 0 0 0 0 0 0 1 0 | c = jumping 0 2 0 85 9 25 0 1 | d = lying 0 0 0 1 90 3 0 0 | e = standing 0 1 0 45 8 55 0 0 | f = sitting 0 0 0 0 3 0 122 0 | g = running 8 1 0 0 1 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 594 77.4446 % Incorrectly Classified Instances 173 22.5554 % Kappa statistic 0.736 Mean absolute error 0.0699 Root mean squared error 0.1968 Relative absolute error 32.6911 % Root relative squared error 60.1732 % Total Number of Instances 767 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.009 0.922 0.689 0.789 0.977 climbingdown 0.787 0.027 0.804 0.787 0.796 0.975 climbingup 0 0 0 0 0 0.01 jumping 0.762 0.116 0.554 0.762 0.641 0.922 lying 0.915 0.028 0.819 0.915 0.864 0.983 standing 0.318 0.029 0.648 0.318 0.427 0.925 sitting 0.976 0.002 0.992 0.976 0.984 0.986 running 0.958 0.054 0.764 0.958 0.85 0.984 walking Weighted Avg. 0.774 0.039 0.783 0.774 0.764 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 71 16 0 0 0 0 0 16 | a = climbingdown 2 74 0 0 0 0 0 18 | b = climbingup 0 0 0 0 0 0 1 0 | c = jumping 0 0 0 93 11 18 0 0 | d = lying 0 0 0 7 86 1 0 0 | e = standing 0 0 0 68 6 35 0 1 | f = sitting 2 0 0 0 1 0 122 0 | g = running 2 2 0 0 1 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 587 76.5319 % Incorrectly Classified Instances 180 23.4681 % Kappa statistic 0.7255 Mean absolute error 0.0734 Root mean squared error 0.2045 Relative absolute error 34.3148 % Root relative squared error 62.5188 % Total Number of Instances 767 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.03 0.775 0.67 0.719 0.95 climbingdown 0.777 0.031 0.777 0.777 0.777 0.965 climbingup 0 0 0 0 0 0.008 jumping 0.746 0.102 0.58 0.746 0.652 0.928 lying 0.926 0.033 0.8 0.926 0.859 0.979 standing 0.376 0.036 0.631 0.376 0.471 0.922 sitting 0.968 0.002 0.992 0.968 0.98 0.971 running 0.881 0.04 0.8 0.881 0.839 0.982 walking Weighted Avg. 0.765 0.04 0.765 0.765 0.757 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 69 17 0 0 2 0 0 15 | a = climbingdown 10 73 0 0 0 0 0 11 | b = climbingup 0 0 0 0 0 0 1 0 | c = jumping 0 0 0 91 10 21 0 0 | d = lying 0 0 0 5 88 2 0 0 | e = standing 0 1 0 61 6 41 0 0 | f = sitting 0 0 0 0 4 0 121 0 | g = running 10 3 0 0 0 1 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 593 77.4151 % Incorrectly Classified Instances 173 22.5849 % Kappa statistic 0.7361 Mean absolute error 0.07 Root mean squared error 0.2028 Relative absolute error 32.733 % Root relative squared error 62.0095 % Total Number of Instances 766 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.03 0.804 0.804 0.804 0.953 climbingdown 0.737 0.024 0.814 0.737 0.773 0.952 climbingup 0 0 0 0 0 ? jumping 0.574 0.068 0.614 0.574 0.593 0.909 lying 0.863 0.042 0.745 0.863 0.8 0.977 standing 0.596 0.068 0.591 0.596 0.594 0.929 sitting 0.952 0.003 0.983 0.952 0.967 0.996 running 0.89 0.028 0.854 0.89 0.871 0.975 walking Weighted Avg. 0.774 0.038 0.774 0.774 0.773 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 82 10 0 0 4 0 1 5 | a = climbingdown 12 70 0 0 0 0 0 13 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 1 0 0 70 11 39 1 0 | d = lying 0 0 0 7 82 6 0 0 | e = standing 0 0 0 37 7 65 0 0 | f = sitting 1 0 0 0 5 0 119 0 | g = running 6 6 0 0 1 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 599 78.1984 % Incorrectly Classified Instances 167 21.8016 % Kappa statistic 0.7452 Mean absolute error 0.0708 Root mean squared error 0.1956 Relative absolute error 33.104 % Root relative squared error 59.7991 % Total Number of Instances 766 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.033 0.78 0.765 0.772 0.961 climbingdown 0.832 0.034 0.775 0.832 0.802 0.971 climbingup 0 0 0 0 0 ? jumping 0.656 0.079 0.611 0.656 0.632 0.921 lying 0.842 0.027 0.816 0.842 0.829 0.983 standing 0.569 0.053 0.639 0.569 0.602 0.936 sitting 0.976 0.002 0.992 0.976 0.984 0.985 running 0.831 0.026 0.852 0.831 0.841 0.98 walking Weighted Avg. 0.782 0.036 0.783 0.782 0.782 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 78 14 0 0 2 0 0 8 | a = climbingdown 9 79 0 0 0 0 0 7 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 0 0 0 80 11 29 1 1 | d = lying 0 0 0 9 80 6 0 0 | e = standing 0 0 0 42 4 62 0 1 | f = sitting 2 0 0 0 1 0 122 0 | g = running 11 9 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 587 76.6319 % Incorrectly Classified Instances 179 23.3681 % Kappa statistic 0.7266 Mean absolute error 0.0723 Root mean squared error 0.1995 Relative absolute error 33.7845 % Root relative squared error 61.0019 % Total Number of Instances 766 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.784 0.044 0.734 0.784 0.758 0.936 climbingdown 0.695 0.019 0.835 0.695 0.759 0.978 climbingup 0 0 0 0 0 ? jumping 0.672 0.089 0.59 0.672 0.628 0.93 lying 0.853 0.022 0.844 0.853 0.848 0.987 standing 0.532 0.058 0.604 0.532 0.566 0.934 sitting 0.968 0.005 0.976 0.968 0.972 0.992 running 0.839 0.037 0.805 0.839 0.822 0.981 walking Weighted Avg. 0.766 0.04 0.769 0.766 0.766 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 80 7 0 1 3 0 1 10 | a = climbingdown 13 66 0 0 0 0 2 14 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 0 0 0 82 7 33 0 0 | d = lying 0 0 0 9 81 5 0 0 | e = standing 0 0 0 47 4 58 0 0 | f = sitting 2 1 0 0 1 0 121 0 | g = running 14 5 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 579 75.5875 % Incorrectly Classified Instances 187 24.4125 % Kappa statistic 0.7145 Mean absolute error 0.0752 Root mean squared error 0.2066 Relative absolute error 35.1792 % Root relative squared error 63.1689 % Total Number of Instances 766 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.794 0.038 0.764 0.794 0.779 0.958 climbingdown 0.726 0.027 0.793 0.726 0.758 0.969 climbingup 0 0 0 0 0 ? jumping 0.672 0.089 0.59 0.672 0.628 0.914 lying 0.8 0.033 0.776 0.8 0.788 0.982 standing 0.477 0.064 0.553 0.477 0.512 0.913 sitting 0.96 0.002 0.992 0.96 0.976 0.986 running 0.839 0.034 0.818 0.839 0.828 0.964 walking Weighted Avg. 0.756 0.041 0.757 0.756 0.755 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 81 9 0 0 4 0 0 8 | a = climbingdown 12 69 0 0 0 0 0 14 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 0 0 0 82 9 30 1 0 | d = lying 0 0 0 7 76 12 0 0 | e = standing 0 0 0 50 7 52 0 0 | f = sitting 2 1 0 0 2 0 120 0 | g = running 11 8 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 663 76.9142 % Incorrectly Classified Instances 199 23.0858 % Kappa statistic 0.73 Mean absolute error 0.0788 Root mean squared error 0.1997 Relative absolute error 36.803 % Root relative squared error 61.0648 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.58 0.027 0.708 0.58 0.638 0.951 climbingdown 0.642 0.038 0.678 0.642 0.659 0.958 climbingup 1 0 1 1 1 1 jumping 0.836 0.032 0.81 0.836 0.823 0.983 lying 0.789 0.052 0.784 0.789 0.787 0.961 standing 0.612 0.067 0.597 0.612 0.604 0.919 sitting 0.939 0.001 0.992 0.939 0.965 0.982 running 0.857 0.052 0.74 0.857 0.794 0.98 walking Weighted Avg. 0.769 0.039 0.77 0.769 0.768 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 51 16 0 0 1 0 1 19 | a = climbingdown 14 61 0 0 1 1 0 18 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 102 2 18 0 0 | d = lying 0 0 0 7 131 28 0 0 | e = standing 1 1 0 17 28 74 0 0 | f = sitting 0 1 0 0 4 2 123 1 | g = running 6 11 0 0 0 1 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 693 80.3944 % Incorrectly Classified Instances 169 19.6056 % Kappa statistic 0.7707 Mean absolute error 0.079 Root mean squared error 0.2014 Relative absolute error 36.9316 % Root relative squared error 61.5816 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.03 0.709 0.636 0.671 0.935 climbingdown 0.768 0.048 0.664 0.768 0.712 0.949 climbingup 0.769 0.004 0.769 0.769 0.769 0.981 jumping 0.877 0.022 0.87 0.877 0.873 0.985 lying 0.892 0.047 0.818 0.892 0.853 0.971 standing 0.669 0.036 0.75 0.669 0.707 0.93 sitting 0.969 0.008 0.955 0.969 0.962 0.992 running 0.722 0.033 0.791 0.722 0.755 0.965 walking Weighted Avg. 0.804 0.032 0.804 0.804 0.802 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 56 15 2 0 2 0 0 13 | a = climbingdown 11 73 0 0 0 0 0 11 | b = climbingup 0 0 10 0 0 0 3 0 | c = jumping 0 0 0 107 2 13 0 0 | d = lying 0 0 0 4 148 14 0 0 | e = standing 0 0 0 12 25 81 3 0 | f = sitting 0 0 1 0 3 0 127 0 | g = running 12 22 0 0 1 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 652 75.6381 % Incorrectly Classified Instances 210 24.3619 % Kappa statistic 0.7147 Mean absolute error 0.0857 Root mean squared error 0.2115 Relative absolute error 40.0263 % Root relative squared error 64.6518 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.58 0.027 0.708 0.58 0.638 0.942 climbingdown 0.642 0.046 0.635 0.642 0.639 0.946 climbingup 0.615 0.001 0.889 0.615 0.727 0.935 jumping 0.828 0.028 0.828 0.828 0.828 0.981 lying 0.837 0.053 0.79 0.837 0.813 0.963 standing 0.57 0.054 0.633 0.57 0.6 0.897 sitting 0.908 0.019 0.895 0.908 0.902 0.981 running 0.825 0.056 0.717 0.825 0.768 0.968 walking Weighted Avg. 0.756 0.041 0.755 0.756 0.754 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 51 16 0 0 1 0 1 19 | a = climbingdown 12 61 0 0 1 0 0 21 | b = climbingup 0 0 8 0 0 0 5 0 | c = jumping 1 0 0 101 1 17 2 0 | d = lying 0 0 0 2 139 23 1 1 | e = standing 0 2 1 19 25 69 5 0 | f = sitting 2 1 0 0 9 0 119 0 | g = running 6 16 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 641 74.3619 % Incorrectly Classified Instances 221 25.6381 % Kappa statistic 0.7002 Mean absolute error 0.084 Root mean squared error 0.2073 Relative absolute error 39.251 % Root relative squared error 63.3653 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.058 0.591 0.739 0.657 0.953 climbingdown 0.49 0.023 0.723 0.49 0.584 0.945 climbingup 0.692 0.001 0.9 0.692 0.783 0.965 jumping 0.779 0.03 0.812 0.779 0.795 0.983 lying 0.807 0.052 0.788 0.807 0.798 0.972 standing 0.583 0.073 0.565 0.583 0.574 0.912 sitting 0.939 0.01 0.946 0.939 0.943 0.99 running 0.778 0.052 0.721 0.778 0.748 0.966 walking Weighted Avg. 0.744 0.042 0.749 0.744 0.742 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 65 6 0 0 1 1 0 15 | a = climbingdown 27 47 0 0 0 0 0 22 | b = climbingup 0 0 9 0 0 0 4 0 | c = jumping 0 0 0 95 1 25 1 0 | d = lying 0 0 0 4 134 27 1 0 | e = standing 0 1 0 18 29 70 1 1 | f = sitting 1 0 1 0 5 1 123 0 | g = running 17 11 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 653 75.7541 % Incorrectly Classified Instances 209 24.2459 % Kappa statistic 0.7163 Mean absolute error 0.0827 Root mean squared error 0.2106 Relative absolute error 38.6593 % Root relative squared error 64.3905 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.511 0.035 0.625 0.511 0.563 0.943 climbingdown 0.635 0.056 0.587 0.635 0.61 0.928 climbingup 1 0 1 1 1 1 jumping 0.869 0.038 0.791 0.869 0.828 0.98 lying 0.855 0.06 0.772 0.855 0.811 0.965 standing 0.554 0.045 0.67 0.554 0.606 0.902 sitting 0.924 0.004 0.976 0.924 0.949 0.983 running 0.784 0.045 0.748 0.784 0.766 0.967 walking Weighted Avg. 0.758 0.04 0.756 0.758 0.754 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 45 25 0 0 0 0 1 17 | a = climbingdown 17 61 0 1 1 0 1 15 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 106 1 15 0 0 | d = lying 0 0 0 5 142 18 1 0 | e = standing 0 0 0 22 32 67 0 0 | f = sitting 0 2 0 0 7 0 121 1 | g = running 10 16 0 0 1 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 657 76.2181 % Incorrectly Classified Instances 205 23.7819 % Kappa statistic 0.7213 Mean absolute error 0.0821 Root mean squared error 0.204 Relative absolute error 38.3389 % Root relative squared error 62.3714 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.534 0.023 0.723 0.534 0.614 0.947 climbingdown 0.604 0.043 0.637 0.604 0.62 0.947 climbingup 1 0 1 1 1 1 jumping 0.869 0.023 0.862 0.869 0.865 0.99 lying 0.867 0.066 0.758 0.867 0.809 0.966 standing 0.554 0.05 0.644 0.554 0.596 0.927 sitting 0.916 0 1 0.916 0.956 0.985 running 0.816 0.073 0.654 0.816 0.726 0.96 walking Weighted Avg. 0.762 0.041 0.765 0.762 0.759 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 47 13 0 0 1 0 0 27 | a = climbingdown 13 58 0 0 0 0 0 25 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 106 4 12 0 0 | d = lying 0 0 0 0 144 22 0 0 | e = standing 0 1 0 17 36 67 0 0 | f = sitting 0 1 0 0 5 3 120 2 | g = running 5 18 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 674 78.1903 % Incorrectly Classified Instances 188 21.8097 % Kappa statistic 0.7447 Mean absolute error 0.0813 Root mean squared error 0.2047 Relative absolute error 38.005 % Root relative squared error 62.5727 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.035 0.675 0.644 0.659 0.92 climbingdown 0.677 0.039 0.684 0.677 0.681 0.95 climbingup 1 0.001 0.933 1 0.966 1 jumping 0.893 0.024 0.857 0.893 0.874 0.986 lying 0.886 0.072 0.747 0.886 0.811 0.959 standing 0.504 0.039 0.678 0.504 0.578 0.902 sitting 0.924 0.005 0.968 0.924 0.945 0.989 running 0.808 0.039 0.777 0.808 0.792 0.974 walking Weighted Avg. 0.782 0.037 0.779 0.782 0.778 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 56 15 0 0 2 0 1 13 | a = climbingdown 15 65 0 0 0 0 0 16 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 108 2 11 0 0 | d = lying 0 0 0 2 148 16 1 0 | e = standing 2 0 0 16 40 61 2 0 | f = sitting 0 1 1 0 6 2 121 0 | g = running 10 14 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 643 74.594 % Incorrectly Classified Instances 219 25.406 % Kappa statistic 0.7031 Mean absolute error 0.0876 Root mean squared error 0.2119 Relative absolute error 40.9345 % Root relative squared error 64.7855 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.614 0.032 0.684 0.614 0.647 0.946 climbingdown 0.642 0.069 0.535 0.642 0.584 0.938 climbingup 0.929 0.001 0.929 0.929 0.929 0.999 jumping 0.785 0.02 0.864 0.785 0.823 0.978 lying 0.831 0.063 0.758 0.831 0.793 0.962 standing 0.57 0.072 0.566 0.57 0.568 0.898 sitting 0.931 0.005 0.968 0.931 0.949 0.989 running 0.722 0.033 0.791 0.722 0.755 0.963 walking Weighted Avg. 0.746 0.042 0.753 0.746 0.748 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 54 26 0 0 1 0 0 7 | a = climbingdown 16 61 0 0 0 1 0 17 | b = climbingup 0 0 13 0 0 0 1 0 | c = jumping 0 0 0 95 4 22 0 0 | d = lying 0 0 0 1 138 27 0 0 | e = standing 1 0 0 14 34 69 3 0 | f = sitting 0 1 1 0 5 2 122 0 | g = running 8 26 0 0 0 1 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 650 75.406 % Incorrectly Classified Instances 212 24.594 % Kappa statistic 0.7121 Mean absolute error 0.0854 Root mean squared error 0.2076 Relative absolute error 39.8938 % Root relative squared error 63.4715 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.489 0.021 0.729 0.489 0.585 0.931 climbingdown 0.621 0.059 0.567 0.621 0.593 0.951 climbingup 1 0 1 1 1 1 jumping 0.81 0.024 0.845 0.81 0.827 0.98 lying 0.849 0.056 0.783 0.849 0.815 0.959 standing 0.579 0.067 0.583 0.579 0.581 0.891 sitting 0.931 0 1 0.931 0.964 0.991 running 0.817 0.06 0.701 0.817 0.755 0.972 walking Weighted Avg. 0.754 0.041 0.759 0.754 0.753 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 43 27 0 0 0 1 0 17 | a = climbingdown 11 59 0 0 0 0 0 25 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 98 2 21 0 0 | d = lying 0 0 0 2 141 23 0 0 | e = standing 0 0 0 16 34 70 0 1 | f = sitting 0 0 0 0 3 5 122 1 | g = running 5 18 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 649 75.29 % Incorrectly Classified Instances 213 24.71 % Kappa statistic 0.7115 Mean absolute error 0.0845 Root mean squared error 0.2065 Relative absolute error 39.4839 % Root relative squared error 63.1075 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.534 0.016 0.797 0.534 0.639 0.937 climbingdown 0.737 0.05 0.648 0.737 0.69 0.964 climbingup 0.929 0 1 0.929 0.963 0.998 jumping 0.967 0.067 0.701 0.967 0.812 0.983 lying 0.705 0.037 0.818 0.705 0.757 0.966 standing 0.455 0.07 0.514 0.455 0.482 0.904 sitting 0.962 0.001 0.992 0.962 0.977 0.996 running 0.825 0.046 0.754 0.825 0.788 0.968 walking Weighted Avg. 0.753 0.041 0.758 0.753 0.748 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 47 20 0 0 1 2 0 18 | a = climbingdown 9 70 0 0 0 0 0 16 | b = climbingup 0 0 13 0 0 0 1 0 | c = jumping 0 0 0 117 1 3 0 0 | d = lying 0 1 0 4 117 44 0 0 | e = standing 0 0 0 46 20 55 0 0 | f = sitting 0 0 0 0 4 1 126 0 | g = running 3 17 0 0 0 2 0 104 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 646 74.5098 % Incorrectly Classified Instances 221 25.4902 % Kappa statistic 0.7033 Mean absolute error 0.0809 Root mean squared error 0.2158 Relative absolute error 37.6073 % Root relative squared error 65.7806 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.823 0.039 0.725 0.823 0.771 0.961 climbingdown 0.374 0.016 0.755 0.374 0.5 0.926 climbingup 0.947 0 1 0.947 0.973 0.999 jumping 0.715 0.009 0.93 0.715 0.809 0.967 lying 0.742 0.085 0.594 0.742 0.659 0.937 standing 0.654 0.074 0.622 0.654 0.638 0.932 sitting 0.939 0.003 0.984 0.939 0.961 0.982 running 0.87 0.072 0.683 0.87 0.765 0.958 walking Weighted Avg. 0.745 0.043 0.763 0.745 0.741 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 79 3 0 0 2 0 0 12 | a = climbingdown 20 37 0 0 5 0 0 37 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 93 11 26 0 0 | d = lying 0 0 0 3 92 28 0 1 | e = standing 0 0 0 2 43 89 1 1 | f = sitting 1 2 0 1 2 0 124 2 | g = running 9 7 0 1 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 688 79.3541 % Incorrectly Classified Instances 179 20.6459 % Kappa statistic 0.76 Mean absolute error 0.0754 Root mean squared error 0.1953 Relative absolute error 35.046 % Root relative squared error 59.5339 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.029 0.778 0.802 0.79 0.963 climbingdown 0.667 0.027 0.759 0.667 0.71 0.947 climbingup 0.947 0.001 0.947 0.947 0.947 1 jumping 0.702 0.004 0.968 0.702 0.814 0.97 lying 0.696 0.062 0.654 0.696 0.674 0.958 standing 0.838 0.085 0.648 0.838 0.731 0.959 sitting 0.908 0.001 0.992 0.908 0.948 0.985 running 0.885 0.031 0.833 0.885 0.858 0.984 walking Weighted Avg. 0.794 0.034 0.811 0.794 0.796 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 77 10 0 0 1 1 0 7 | a = climbingdown 17 66 0 0 0 0 0 16 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 92 16 23 0 0 | d = lying 0 0 0 1 87 37 0 0 | e = standing 0 0 0 2 20 114 0 0 | f = sitting 1 0 1 0 9 1 119 0 | g = running 4 11 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 662 76.3552 % Incorrectly Classified Instances 205 23.6448 % Kappa statistic 0.7249 Mean absolute error 0.076 Root mean squared error 0.2044 Relative absolute error 35.3099 % Root relative squared error 62.3188 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.813 0.04 0.716 0.813 0.761 0.97 climbingdown 0.485 0.02 0.762 0.485 0.593 0.946 climbingup 0.895 0.002 0.895 0.895 0.895 0.998 jumping 0.779 0 1 0.779 0.876 0.989 lying 0.64 0.062 0.635 0.64 0.637 0.952 standing 0.765 0.094 0.601 0.765 0.673 0.942 sitting 0.924 0.005 0.968 0.924 0.945 0.989 running 0.862 0.052 0.747 0.862 0.8 0.968 walking Weighted Avg. 0.764 0.039 0.781 0.764 0.764 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 78 9 0 0 0 0 1 8 | a = climbingdown 18 48 0 0 1 1 1 30 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 102 6 23 0 0 | d = lying 0 0 0 0 80 45 0 0 | e = standing 0 1 0 0 31 104 0 0 | f = sitting 2 0 2 0 6 0 121 0 | g = running 11 5 0 0 2 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 670 77.278 % Incorrectly Classified Instances 197 22.722 % Kappa statistic 0.7359 Mean absolute error 0.0739 Root mean squared error 0.2011 Relative absolute error 34.3611 % Root relative squared error 61.2973 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.034 0.735 0.75 0.742 0.959 climbingdown 0.606 0.038 0.674 0.606 0.638 0.95 climbingup 1 0 1 1 1 1 jumping 0.74 0.01 0.933 0.74 0.826 0.974 lying 0.736 0.063 0.662 0.736 0.697 0.96 standing 0.831 0.073 0.681 0.831 0.748 0.96 sitting 0.87 0 1 0.87 0.931 0.971 running 0.792 0.047 0.746 0.792 0.769 0.974 walking Weighted Avg. 0.773 0.037 0.786 0.773 0.775 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 72 10 0 0 2 0 0 12 | a = climbingdown 16 60 0 0 0 1 0 22 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 97 11 23 0 0 | d = lying 0 0 0 4 92 29 0 0 | e = standing 0 0 0 1 21 113 0 1 | f = sitting 2 0 0 2 13 0 114 0 | g = running 8 19 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 704 81.1995 % Incorrectly Classified Instances 163 18.8005 % Kappa statistic 0.7812 Mean absolute error 0.0678 Root mean squared error 0.189 Relative absolute error 31.5081 % Root relative squared error 57.6168 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.022 0.811 0.76 0.785 0.97 climbingdown 0.551 0.02 0.783 0.551 0.647 0.959 climbingup 1 0.002 0.905 1 0.95 1 jumping 0.794 0.004 0.972 0.794 0.874 0.975 lying 0.792 0.051 0.723 0.792 0.756 0.962 standing 0.816 0.053 0.74 0.816 0.776 0.96 sitting 0.931 0.003 0.984 0.931 0.957 0.984 running 0.931 0.064 0.722 0.931 0.813 0.974 walking Weighted Avg. 0.812 0.031 0.823 0.812 0.811 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 73 9 0 0 0 0 0 14 | a = climbingdown 12 54 0 0 1 0 0 31 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 104 9 15 2 0 | d = lying 0 0 0 2 99 24 0 0 | e = standing 1 0 0 1 23 111 0 0 | f = sitting 0 0 2 0 5 0 122 2 | g = running 4 5 0 0 0 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 674 77.7393 % Incorrectly Classified Instances 193 22.2607 % Kappa statistic 0.7416 Mean absolute error 0.0773 Root mean squared error 0.2035 Relative absolute error 35.9135 % Root relative squared error 62.0598 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.022 0.793 0.677 0.73 0.954 climbingdown 0.724 0.064 0.592 0.724 0.651 0.939 climbingup 0.895 0.001 0.944 0.895 0.919 0.998 jumping 0.863 0.024 0.863 0.863 0.863 0.979 lying 0.888 0.09 0.624 0.888 0.733 0.954 standing 0.529 0.022 0.818 0.529 0.643 0.944 sitting 0.947 0.003 0.984 0.947 0.965 0.996 running 0.771 0.031 0.815 0.771 0.792 0.977 walking Weighted Avg. 0.777 0.035 0.796 0.777 0.777 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 65 20 0 0 1 0 0 10 | a = climbingdown 15 71 0 0 1 0 0 11 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 113 14 4 0 0 | d = lying 0 0 0 3 111 11 0 0 | e = standing 0 2 0 15 45 72 0 2 | f = sitting 0 0 1 0 5 1 124 0 | g = running 2 27 0 0 1 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 670 77.3672 % Incorrectly Classified Instances 196 22.6328 % Kappa statistic 0.7372 Mean absolute error 0.0776 Root mean squared error 0.2009 Relative absolute error 36.0857 % Root relative squared error 61.254 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.021 0.807 0.698 0.749 0.938 climbingdown 0.755 0.053 0.643 0.755 0.695 0.955 climbingup 0.895 0 1 0.895 0.944 0.999 jumping 0.938 0.042 0.797 0.938 0.862 0.99 lying 0.872 0.092 0.616 0.872 0.722 0.953 standing 0.412 0.018 0.812 0.412 0.546 0.956 sitting 0.924 0.004 0.976 0.924 0.949 0.969 running 0.794 0.033 0.813 0.794 0.803 0.963 walking Weighted Avg. 0.774 0.036 0.791 0.774 0.767 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 67 16 0 1 2 1 0 9 | a = climbingdown 11 74 0 0 0 0 0 13 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 122 7 1 0 0 | d = lying 1 0 0 5 109 10 0 0 | e = standing 0 0 0 25 54 56 1 0 | f = sitting 2 2 0 0 3 1 121 2 | g = running 2 23 0 0 2 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 646 74.5958 % Incorrectly Classified Instances 220 25.4042 % Kappa statistic 0.7048 Mean absolute error 0.0773 Root mean squared error 0.2104 Relative absolute error 35.9369 % Root relative squared error 64.167 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.025 0.776 0.695 0.733 0.957 climbingdown 0.622 0.059 0.575 0.622 0.598 0.932 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.885 0.053 0.747 0.885 0.81 0.977 lying 0.664 0.069 0.619 0.664 0.641 0.942 standing 0.606 0.053 0.68 0.606 0.641 0.943 sitting 0.885 0.001 0.991 0.885 0.935 0.94 running 0.794 0.035 0.8 0.794 0.797 0.973 walking Weighted Avg. 0.746 0.041 0.752 0.746 0.747 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 66 19 0 0 4 0 0 6 | a = climbingdown 17 61 0 0 2 0 0 18 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 115 8 7 0 0 | d = lying 0 0 0 11 83 31 0 0 | e = standing 0 0 0 28 25 83 0 1 | f = sitting 0 2 0 0 12 0 116 1 | g = running 2 24 0 0 0 1 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 661 76.3279 % Incorrectly Classified Instances 205 23.6721 % Kappa statistic 0.7249 Mean absolute error 0.0717 Root mean squared error 0.2015 Relative absolute error 33.3386 % Root relative squared error 61.4239 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.025 0.784 0.719 0.75 0.943 climbingdown 0.602 0.056 0.578 0.602 0.59 0.94 climbingup 0.895 0.001 0.944 0.895 0.919 0.994 jumping 0.877 0.043 0.781 0.877 0.826 0.969 lying 0.726 0.055 0.687 0.726 0.706 0.957 standing 0.664 0.048 0.722 0.664 0.692 0.958 sitting 0.893 0.003 0.983 0.893 0.936 0.951 running 0.794 0.044 0.765 0.794 0.779 0.977 walking Weighted Avg. 0.763 0.038 0.767 0.763 0.764 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 69 15 0 0 3 1 0 8 | a = climbingdown 15 59 0 0 0 0 0 24 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 114 7 9 0 0 | d = lying 0 0 0 9 90 25 0 0 | e = standing 0 0 0 22 24 91 0 0 | f = sitting 2 3 1 1 7 0 117 0 | g = running 2 25 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 686 79.2148 % Incorrectly Classified Instances 180 20.7852 % Kappa statistic 0.7584 Mean absolute error 0.0717 Root mean squared error 0.1942 Relative absolute error 33.3276 % Root relative squared error 59.2207 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.018 0.833 0.729 0.778 0.968 climbingdown 0.684 0.044 0.663 0.684 0.673 0.955 climbingup 0.947 0.001 0.947 0.947 0.947 1 jumping 0.923 0.038 0.811 0.923 0.863 0.981 lying 0.758 0.05 0.718 0.758 0.737 0.962 standing 0.635 0.041 0.744 0.635 0.685 0.944 sitting 0.901 0.001 0.992 0.901 0.944 0.963 running 0.855 0.048 0.762 0.855 0.806 0.972 walking Weighted Avg. 0.792 0.034 0.796 0.792 0.791 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 70 16 0 0 0 0 0 10 | a = climbingdown 10 67 0 0 0 0 0 21 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 120 4 5 0 0 | d = lying 0 0 0 6 94 24 0 0 | e = standing 2 0 0 20 27 87 0 1 | f = sitting 0 2 1 2 5 0 118 3 | g = running 2 15 0 0 1 1 0 112 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 15 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 665 74.5516 % Incorrectly Classified Instances 227 25.4484 % Kappa statistic 0.7035 Mean absolute error 0.0823 Root mean squared error 0.2102 Relative absolute error 38.2462 % Root relative squared error 64.1057 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.016 0.866 0.832 0.848 0.969 climbingdown 0.742 0.022 0.84 0.742 0.788 0.97 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.618 0.021 0.84 0.618 0.712 0.947 lying 0.419 0.044 0.59 0.419 0.49 0.913 standing 0.75 0.153 0.493 0.75 0.595 0.907 sitting 0.946 0.003 0.984 0.946 0.964 0.987 running 0.879 0.039 0.784 0.879 0.829 0.968 walking Weighted Avg. 0.746 0.045 0.768 0.746 0.747 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 84 8 0 0 1 0 1 7 | a = climbingdown 8 89 0 0 0 0 0 23 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 84 5 45 1 0 | d = lying 0 0 0 4 49 64 0 0 | e = standing 0 0 0 12 25 111 0 0 | f = sitting 2 0 1 0 1 3 122 0 | g = running 2 9 0 0 2 2 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 650 72.87 % Incorrectly Classified Instances 242 27.13 % Kappa statistic 0.6836 Mean absolute error 0.0846 Root mean squared error 0.215 Relative absolute error 39.3342 % Root relative squared error 65.5653 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.624 0.01 0.887 0.624 0.733 0.93 climbingdown 0.858 0.04 0.769 0.858 0.811 0.98 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.482 0.013 0.868 0.482 0.62 0.962 lying 0.474 0.036 0.663 0.474 0.553 0.928 standing 0.777 0.168 0.479 0.777 0.593 0.901 sitting 0.961 0.016 0.912 0.961 0.936 0.995 running 0.871 0.036 0.794 0.871 0.831 0.977 walking Weighted Avg. 0.729 0.048 0.764 0.729 0.727 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 63 20 0 0 0 1 3 14 | a = climbingdown 3 103 0 0 0 0 0 14 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 66 1 66 4 0 | d = lying 0 1 0 1 55 58 1 0 | e = standing 0 0 0 9 21 115 3 0 | f = sitting 1 0 0 0 4 0 124 0 | g = running 4 10 0 0 2 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 667 74.7758 % Incorrectly Classified Instances 225 25.2242 % Kappa statistic 0.7061 Mean absolute error 0.0818 Root mean squared error 0.2112 Relative absolute error 38.0196 % Root relative squared error 64.4064 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.018 0.843 0.743 0.789 0.964 climbingdown 0.85 0.034 0.797 0.85 0.823 0.971 climbingup 1 0 1 1 1 1 jumping 0.642 0.008 0.936 0.642 0.762 0.949 lying 0.427 0.045 0.588 0.427 0.495 0.918 standing 0.818 0.148 0.524 0.818 0.639 0.919 sitting 0.906 0.008 0.951 0.906 0.928 0.992 running 0.79 0.036 0.778 0.79 0.784 0.963 walking Weighted Avg. 0.748 0.044 0.774 0.748 0.749 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 75 12 0 0 0 0 0 14 | a = climbingdown 4 102 0 0 0 0 0 14 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 88 4 41 3 0 | d = lying 0 0 0 2 50 64 1 0 | e = standing 0 0 0 3 23 121 1 0 | f = sitting 0 2 0 1 5 4 116 0 | g = running 9 12 0 0 3 1 1 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 694 77.8027 % Incorrectly Classified Instances 198 22.1973 % Kappa statistic 0.7416 Mean absolute error 0.0812 Root mean squared error 0.2042 Relative absolute error 37.7281 % Root relative squared error 62.2675 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.019 0.848 0.832 0.84 0.975 climbingdown 0.748 0.019 0.856 0.748 0.798 0.958 climbingup 1 0 1 1 1 1 jumping 0.73 0.024 0.847 0.73 0.784 0.959 lying 0.479 0.045 0.615 0.479 0.538 0.916 standing 0.777 0.112 0.581 0.777 0.665 0.916 sitting 0.953 0.008 0.953 0.953 0.953 0.997 running 0.887 0.034 0.809 0.887 0.846 0.968 walking Weighted Avg. 0.778 0.039 0.787 0.778 0.778 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 84 9 0 0 1 1 0 6 | a = climbingdown 9 89 0 0 1 0 1 19 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 100 2 30 3 0 | d = lying 0 1 0 8 56 50 1 1 | e = standing 1 0 0 7 24 115 1 0 | f = sitting 0 0 0 1 4 1 122 0 | g = running 5 3 0 2 3 1 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 662 74.2152 % Incorrectly Classified Instances 230 25.7848 % Kappa statistic 0.6998 Mean absolute error 0.0842 Root mean squared error 0.2107 Relative absolute error 39.1573 % Root relative squared error 64.2513 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.83 0.024 0.814 0.83 0.822 0.971 climbingdown 0.783 0.021 0.855 0.783 0.817 0.963 climbingup 1 0 1 1 1 1 jumping 0.657 0.032 0.789 0.657 0.717 0.939 lying 0.419 0.05 0.557 0.419 0.478 0.909 standing 0.723 0.137 0.512 0.723 0.599 0.893 sitting 0.93 0.005 0.967 0.93 0.948 0.996 running 0.823 0.034 0.797 0.823 0.81 0.977 walking Weighted Avg. 0.742 0.045 0.755 0.742 0.743 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 83 4 0 0 1 0 1 11 | a = climbingdown 7 94 0 0 3 1 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 90 6 39 0 0 | d = lying 1 1 0 6 49 60 0 0 | e = standing 1 0 0 18 19 107 3 0 | f = sitting 0 1 0 0 7 1 119 0 | g = running 10 8 0 0 3 1 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 684 76.6816 % Incorrectly Classified Instances 208 23.3184 % Kappa statistic 0.7287 Mean absolute error 0.0759 Root mean squared error 0.2006 Relative absolute error 35.2575 % Root relative squared error 61.1714 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.024 0.798 0.75 0.773 0.967 climbingdown 0.858 0.026 0.837 0.858 0.848 0.976 climbingup 1 0 1 1 1 1 jumping 0.832 0.062 0.708 0.832 0.765 0.964 lying 0.47 0.043 0.625 0.47 0.537 0.933 standing 0.588 0.098 0.544 0.588 0.565 0.898 sitting 0.938 0.003 0.984 0.938 0.96 0.98 running 0.903 0.018 0.889 0.903 0.896 0.979 walking Weighted Avg. 0.767 0.041 0.768 0.767 0.765 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 75 14 0 2 1 0 0 8 | a = climbingdown 9 103 0 0 2 0 0 6 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 114 3 20 0 0 | d = lying 0 0 0 8 55 53 1 0 | e = standing 1 0 0 37 22 87 1 0 | f = sitting 2 2 0 0 4 0 120 0 | g = running 7 4 0 0 1 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 633 70.9641 % Incorrectly Classified Instances 259 29.0359 % Kappa statistic 0.6623 Mean absolute error 0.0856 Root mean squared error 0.2202 Relative absolute error 39.7937 % Root relative squared error 67.1304 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.82 0.02 0.837 0.82 0.828 0.976 climbingdown 0.792 0.045 0.731 0.792 0.76 0.959 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.708 0.04 0.764 0.708 0.735 0.953 lying 0.393 0.072 0.451 0.393 0.42 0.889 standing 0.554 0.126 0.466 0.554 0.506 0.876 sitting 0.914 0.012 0.929 0.914 0.921 0.98 running 0.782 0.025 0.836 0.782 0.808 0.96 walking Weighted Avg. 0.71 0.05 0.716 0.71 0.711 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 82 13 0 0 0 0 0 5 | a = climbingdown 10 95 0 0 1 0 0 14 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 97 4 32 3 0 | d = lying 0 1 0 10 46 59 1 0 | e = standing 0 0 0 18 44 82 4 0 | f = sitting 1 3 0 0 5 2 117 0 | g = running 5 17 0 2 2 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 637 71.4927 % Incorrectly Classified Instances 254 28.5073 % Kappa statistic 0.6689 Mean absolute error 0.0882 Root mean squared error 0.2248 Relative absolute error 41.0057 % Root relative squared error 68.5529 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.018 0.843 0.75 0.794 0.961 climbingdown 0.733 0.01 0.917 0.733 0.815 0.963 climbingup 1 0 1 1 1 1 jumping 0.445 0.011 0.884 0.445 0.592 0.943 lying 0.744 0.118 0.489 0.744 0.59 0.908 standing 0.527 0.122 0.462 0.527 0.492 0.881 sitting 0.899 0.008 0.951 0.899 0.924 0.962 running 0.935 0.047 0.762 0.935 0.839 0.981 walking Weighted Avg. 0.715 0.048 0.757 0.715 0.718 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 75 4 0 0 3 0 2 16 | a = climbingdown 11 88 0 0 1 1 0 19 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 61 15 59 2 0 | d = lying 0 0 0 2 87 27 1 0 | e = standing 0 0 0 5 64 78 1 0 | f = sitting 1 0 0 1 6 4 116 1 | g = running 2 4 0 0 2 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 662 74.2985 % Incorrectly Classified Instances 229 25.7015 % Kappa statistic 0.7012 Mean absolute error 0.0833 Root mean squared error 0.2147 Relative absolute error 38.7307 % Root relative squared error 65.4542 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.023 0.791 0.68 0.731 0.955 climbingdown 0.85 0.047 0.739 0.85 0.791 0.974 climbingup 1 0 1 1 1 1 jumping 0.745 0.032 0.81 0.745 0.776 0.961 lying 0.658 0.065 0.606 0.658 0.631 0.931 standing 0.595 0.09 0.568 0.595 0.581 0.912 sitting 0.891 0.008 0.95 0.891 0.92 0.976 running 0.756 0.036 0.769 0.756 0.762 0.961 walking Weighted Avg. 0.743 0.043 0.749 0.743 0.745 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 68 15 0 0 0 1 1 15 | a = climbingdown 7 102 0 0 0 0 1 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 102 3 28 3 0 | d = lying 0 0 0 4 77 35 0 1 | e = standing 0 0 0 19 40 88 1 0 | f = sitting 4 1 0 0 7 0 115 2 | g = running 7 19 0 1 0 3 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 665 74.6352 % Incorrectly Classified Instances 226 25.3648 % Kappa statistic 0.705 Mean absolute error 0.0813 Root mean squared error 0.2103 Relative absolute error 37.7927 % Root relative squared error 64.1302 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.01 0.904 0.743 0.815 0.974 climbingdown 0.883 0.052 0.726 0.883 0.797 0.969 climbingup 1 0 1 1 1 1 jumping 0.581 0.013 0.888 0.581 0.702 0.938 lying 0.598 0.076 0.543 0.598 0.569 0.919 standing 0.669 0.118 0.529 0.669 0.591 0.919 sitting 0.922 0.009 0.944 0.922 0.933 0.971 running 0.813 0.018 0.877 0.813 0.844 0.976 walking Weighted Avg. 0.746 0.044 0.772 0.746 0.751 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 75 22 0 0 0 0 0 4 | a = climbingdown 4 106 0 0 1 0 0 9 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 0 79 7 44 4 0 | d = lying 0 0 0 5 70 40 2 0 | e = standing 0 0 0 5 43 99 1 0 | f = sitting 0 0 0 0 6 3 119 1 | g = running 4 16 0 0 2 1 0 100 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 596 69.871 % Incorrectly Classified Instances 257 30.129 % Kappa statistic 0.6492 Mean absolute error 0.0981 Root mean squared error 0.2258 Relative absolute error 45.6587 % Root relative squared error 68.9163 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.034 0.687 0.687 0.687 0.968 climbingdown 0.713 0.068 0.621 0.713 0.664 0.947 climbingup 1 0 1 1 1 1 jumping 0.806 0.109 0.589 0.806 0.681 0.936 lying 0.653 0.064 0.621 0.653 0.636 0.918 standing 0.402 0.044 0.624 0.402 0.488 0.891 sitting 0.887 0.001 0.992 0.887 0.937 0.988 running 0.695 0.031 0.781 0.695 0.735 0.959 walking Weighted Avg. 0.699 0.05 0.709 0.699 0.696 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 57 17 0 0 1 0 1 7 | a = climbingdown 18 82 0 0 0 1 0 14 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 0 0 112 8 18 0 0 | d = lying 1 1 0 26 77 13 0 0 | e = standing 0 0 0 52 27 53 0 0 | f = sitting 1 1 0 0 11 0 118 2 | g = running 5 31 0 0 0 0 0 82 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 576 67.5264 % Incorrectly Classified Instances 277 32.4736 % Kappa statistic 0.6221 Mean absolute error 0.1039 Root mean squared error 0.2361 Relative absolute error 48.3588 % Root relative squared error 72.0379 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.043 0.641 0.711 0.674 0.941 climbingdown 0.617 0.058 0.623 0.617 0.62 0.924 climbingup 0.933 0 1 0.933 0.966 1 jumping 0.688 0.123 0.519 0.688 0.592 0.897 lying 0.72 0.06 0.659 0.72 0.688 0.939 standing 0.331 0.053 0.537 0.331 0.409 0.879 sitting 0.902 0.007 0.96 0.902 0.93 0.967 running 0.746 0.035 0.772 0.746 0.759 0.952 walking Weighted Avg. 0.675 0.054 0.679 0.675 0.671 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 59 14 0 2 2 1 1 4 | a = climbingdown 20 71 0 2 2 0 1 19 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 1 2 0 95 8 31 1 0 | d = lying 1 0 0 27 85 5 0 0 | e = standing 3 3 0 56 26 44 0 1 | f = sitting 3 1 0 0 6 1 120 2 | g = running 5 23 0 1 0 0 1 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 599 70.2227 % Incorrectly Classified Instances 254 29.7773 % Kappa statistic 0.6533 Mean absolute error 0.1004 Root mean squared error 0.2282 Relative absolute error 46.7349 % Root relative squared error 69.6389 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.026 0.737 0.675 0.704 0.941 climbingdown 0.704 0.047 0.698 0.704 0.701 0.937 climbingup 1 0.001 0.938 1 0.968 1 jumping 0.703 0.108 0.557 0.703 0.622 0.909 lying 0.686 0.068 0.618 0.686 0.651 0.922 standing 0.383 0.051 0.58 0.383 0.462 0.894 sitting 0.902 0.006 0.968 0.902 0.934 0.949 running 0.831 0.041 0.766 0.831 0.797 0.96 walking Weighted Avg. 0.702 0.05 0.705 0.702 0.698 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 56 15 1 2 0 1 2 6 | a = climbingdown 11 81 0 0 0 2 1 20 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 3 0 97 11 24 1 2 | d = lying 0 1 0 28 81 7 0 1 | e = standing 0 0 0 47 34 51 0 1 | f = sitting 5 3 0 0 2 3 120 0 | g = running 4 13 0 0 3 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 587 68.8159 % Incorrectly Classified Instances 266 31.1841 % Kappa statistic 0.6373 Mean absolute error 0.0998 Root mean squared error 0.2348 Relative absolute error 46.4836 % Root relative squared error 71.6502 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.614 0.023 0.739 0.614 0.671 0.945 climbingdown 0.716 0.076 0.597 0.716 0.651 0.935 climbingup 1 0.004 0.833 1 0.909 0.999 jumping 0.616 0.077 0.607 0.616 0.612 0.913 lying 0.797 0.084 0.603 0.797 0.686 0.931 standing 0.394 0.047 0.605 0.394 0.477 0.878 sitting 0.902 0.011 0.938 0.902 0.92 0.96 running 0.737 0.041 0.744 0.737 0.74 0.959 walking Weighted Avg. 0.688 0.051 0.692 0.688 0.683 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 51 20 2 0 0 0 5 5 | a = climbingdown 10 83 0 0 0 0 1 22 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 4 1 0 85 22 25 1 0 | d = lying 1 0 0 13 94 9 0 1 | e = standing 0 2 0 41 36 52 1 0 | f = sitting 1 4 1 1 4 0 120 2 | g = running 2 29 0 0 0 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 606 71.0434 % Incorrectly Classified Instances 247 28.9566 % Kappa statistic 0.6632 Mean absolute error 0.0995 Root mean squared error 0.2292 Relative absolute error 46.3246 % Root relative squared error 69.9335 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.651 0.027 0.72 0.651 0.684 0.947 climbingdown 0.681 0.068 0.612 0.681 0.645 0.941 climbingup 1 0 1 1 1 1 jumping 0.725 0.074 0.654 0.725 0.687 0.925 lying 0.856 0.095 0.591 0.856 0.699 0.943 standing 0.439 0.026 0.753 0.439 0.555 0.913 sitting 0.842 0.006 0.966 0.842 0.9 0.92 running 0.737 0.041 0.744 0.737 0.74 0.959 walking Weighted Avg. 0.71 0.048 0.728 0.71 0.708 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 54 20 0 1 3 0 2 3 | a = climbingdown 8 79 0 3 1 0 1 24 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 2 0 100 19 15 1 0 | d = lying 0 1 0 11 101 4 0 1 | e = standing 1 1 0 38 34 58 0 0 | f = sitting 9 1 0 0 9 0 112 2 | g = running 2 25 0 0 4 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 603 70.6917 % Incorrectly Classified Instances 250 29.3083 % Kappa statistic 0.6591 Mean absolute error 0.0988 Root mean squared error 0.2313 Relative absolute error 46.0073 % Root relative squared error 70.5698 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.023 0.778 0.75 0.764 0.966 climbingdown 0.75 0.073 0.617 0.75 0.677 0.94 climbingup 1 0 1 1 1 1 jumping 0.659 0.09 0.587 0.659 0.621 0.907 lying 0.65 0.065 0.613 0.65 0.631 0.893 standing 0.53 0.06 0.619 0.53 0.571 0.901 sitting 0.841 0.001 0.991 0.841 0.91 0.924 running 0.754 0.03 0.802 0.754 0.777 0.97 walking Weighted Avg. 0.707 0.049 0.718 0.707 0.71 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 63 18 0 1 0 0 0 2 | a = climbingdown 11 87 0 1 0 0 0 17 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 2 0 91 19 23 0 2 | d = lying 1 4 0 20 76 15 1 0 | e = standing 0 1 0 39 22 70 0 0 | f = sitting 5 2 0 3 5 5 111 1 | g = running 0 27 0 0 2 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 586 68.6987 % Incorrectly Classified Instances 267 31.3013 % Kappa statistic 0.6361 Mean absolute error 0.1011 Root mean squared error 0.2387 Relative absolute error 47.0597 % Root relative squared error 72.8143 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.56 0.022 0.734 0.56 0.635 0.919 climbingdown 0.741 0.113 0.509 0.741 0.604 0.908 climbingup 1 0.001 0.941 1 0.97 0.999 jumping 0.601 0.042 0.735 0.601 0.661 0.905 lying 0.795 0.091 0.581 0.795 0.671 0.917 standing 0.53 0.057 0.631 0.53 0.576 0.912 sitting 0.871 0.006 0.966 0.871 0.916 0.968 running 0.644 0.033 0.76 0.644 0.697 0.944 walking Weighted Avg. 0.687 0.051 0.71 0.687 0.689 0.926 === Confusion Matrix === a b c d e f g h <-- classified as 47 30 0 0 2 0 1 4 | a = climbingdown 13 86 0 0 2 0 2 13 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 7 0 83 17 29 0 1 | d = lying 0 4 0 7 93 12 0 1 | e = standing 1 1 0 23 36 70 0 1 | f = sitting 1 3 1 0 8 0 115 4 | g = running 1 38 0 0 2 0 1 76 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 568 66.5885 % Incorrectly Classified Instances 285 33.4115 % Kappa statistic 0.6121 Mean absolute error 0.1015 Root mean squared error 0.2416 Relative absolute error 47.2633 % Root relative squared error 73.725 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.043 0.649 0.726 0.685 0.953 climbingdown 0.69 0.081 0.571 0.69 0.625 0.917 climbingup 1 0 1 1 1 1 jumping 0.442 0.064 0.57 0.442 0.498 0.862 lying 0.744 0.087 0.576 0.744 0.649 0.9 standing 0.515 0.072 0.567 0.515 0.54 0.895 sitting 0.856 0.008 0.95 0.856 0.9 0.958 running 0.695 0.033 0.774 0.695 0.732 0.939 walking Weighted Avg. 0.666 0.055 0.673 0.666 0.665 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 61 18 0 0 0 0 1 4 | a = climbingdown 13 80 0 0 2 2 2 17 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 5 7 0 61 26 38 1 0 | d = lying 1 4 0 11 87 12 1 1 | e = standing 1 1 0 35 27 68 0 0 | f = sitting 6 3 0 0 8 0 113 2 | g = running 7 27 0 0 1 0 1 82 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 602 70.5744 % Incorrectly Classified Instances 251 29.4256 % Kappa statistic 0.6583 Mean absolute error 0.0978 Root mean squared error 0.2286 Relative absolute error 45.5343 % Root relative squared error 69.7512 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.027 0.747 0.738 0.743 0.948 climbingdown 0.707 0.068 0.621 0.707 0.661 0.932 climbingup 0.938 0.001 0.938 0.938 0.938 1 jumping 0.594 0.06 0.656 0.594 0.624 0.907 lying 0.863 0.105 0.567 0.863 0.685 0.943 standing 0.409 0.039 0.659 0.409 0.505 0.905 sitting 0.871 0.01 0.943 0.871 0.906 0.935 running 0.771 0.033 0.791 0.771 0.781 0.957 walking Weighted Avg. 0.706 0.048 0.717 0.706 0.702 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 62 14 0 1 0 1 2 4 | a = climbingdown 11 82 1 0 0 1 2 19 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 4 8 0 82 23 19 1 1 | d = lying 0 1 0 11 101 4 0 0 | e = standing 0 2 0 30 46 54 0 0 | f = sitting 1 5 0 1 7 3 115 0 | g = running 5 20 0 0 1 0 1 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 605 71.0094 % Incorrectly Classified Instances 247 28.9906 % Kappa statistic 0.6622 Mean absolute error 0.0959 Root mean squared error 0.2268 Relative absolute error 44.6403 % Root relative squared error 69.1992 % Total Number of Instances 852 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.021 0.784 0.69 0.734 0.951 climbingdown 0.655 0.053 0.661 0.655 0.658 0.929 climbingup 1 0.002 0.882 1 0.938 1 jumping 0.754 0.111 0.568 0.754 0.648 0.925 lying 0.607 0.037 0.724 0.607 0.66 0.934 standing 0.53 0.056 0.636 0.53 0.579 0.898 sitting 0.879 0.01 0.943 0.879 0.91 0.95 running 0.805 0.05 0.72 0.805 0.76 0.959 walking Weighted Avg. 0.71 0.049 0.719 0.71 0.71 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 58 14 0 1 1 2 1 7 | a = climbingdown 7 76 0 2 0 1 2 28 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 3 1 104 3 25 1 0 | d = lying 1 0 0 32 71 12 1 0 | e = standing 0 1 0 42 17 70 2 0 | f = sitting 4 4 1 2 3 0 116 2 | g = running 3 17 0 0 3 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 673 72.6782 % Incorrectly Classified Instances 253 27.3218 % Kappa statistic 0.682 Mean absolute error 0.0863 Root mean squared error 0.2166 Relative absolute error 40.1201 % Root relative squared error 66.0621 % Total Number of Instances 926 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.037 0.722 0.703 0.712 0.946 climbingdown 0.658 0.054 0.636 0.658 0.647 0.931 climbingup 0.944 0.003 0.85 0.944 0.895 1 jumping 0.905 0.003 0.983 0.905 0.942 0.961 lying 0.767 0.093 0.632 0.767 0.693 0.942 standing 0.487 0.06 0.529 0.487 0.507 0.919 sitting 0.789 0.022 0.868 0.789 0.827 0.958 running 0.7 0.047 0.726 0.7 0.713 0.951 walking Weighted Avg. 0.727 0.045 0.733 0.727 0.728 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 78 15 0 0 2 1 2 13 | a = climbingdown 16 77 0 0 1 2 2 19 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 2 0 114 3 5 1 1 | d = lying 0 0 0 0 122 31 5 1 | e = standing 0 0 0 1 53 55 4 0 | f = sitting 1 3 3 1 10 9 112 3 | g = running 13 24 0 0 2 1 2 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 666 72 % Incorrectly Classified Instances 259 28 % Kappa statistic 0.6747 Mean absolute error 0.0863 Root mean squared error 0.2211 Relative absolute error 40.1422 % Root relative squared error 67.4424 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.505 0.02 0.778 0.505 0.612 0.913 climbingdown 0.59 0.028 0.75 0.59 0.66 0.914 climbingup 0.941 0.001 0.941 0.941 0.941 0.998 jumping 0.937 0.008 0.952 0.937 0.944 0.982 lying 0.497 0.051 0.669 0.497 0.57 0.931 standing 0.752 0.115 0.478 0.752 0.584 0.923 sitting 0.852 0.017 0.903 0.852 0.877 0.97 running 0.871 0.087 0.642 0.871 0.739 0.951 walking Weighted Avg. 0.72 0.045 0.744 0.72 0.719 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 56 15 0 0 3 1 5 31 | a = climbingdown 10 69 0 0 1 3 1 33 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 118 3 4 1 0 | d = lying 0 0 0 2 79 75 3 0 | e = standing 0 0 0 4 23 85 1 0 | f = sitting 0 1 1 0 7 8 121 4 | g = running 6 7 0 0 2 2 1 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 668 72.2162 % Incorrectly Classified Instances 257 27.7838 % Kappa statistic 0.6772 Mean absolute error 0.0848 Root mean squared error 0.2195 Relative absolute error 39.4458 % Root relative squared error 66.9646 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.577 0.016 0.831 0.577 0.681 0.952 climbingdown 0.65 0.025 0.792 0.65 0.714 0.96 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.865 0.006 0.956 0.865 0.908 0.953 lying 0.535 0.059 0.654 0.535 0.588 0.933 standing 0.708 0.115 0.462 0.708 0.559 0.918 sitting 0.817 0.005 0.967 0.817 0.885 0.959 running 0.864 0.097 0.614 0.864 0.718 0.938 walking Weighted Avg. 0.722 0.045 0.758 0.722 0.728 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 64 10 1 0 0 1 1 34 | a = climbingdown 4 76 0 0 1 2 0 34 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 3 0 109 3 7 2 2 | d = lying 0 0 0 4 85 69 1 0 | e = standing 0 0 0 1 32 80 0 0 | f = sitting 4 0 0 0 7 9 116 6 | g = running 5 7 0 0 2 5 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 670 72.4324 % Incorrectly Classified Instances 255 27.5676 % Kappa statistic 0.6797 Mean absolute error 0.084 Root mean squared error 0.2198 Relative absolute error 39.0954 % Root relative squared error 67.0342 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.015 0.855 0.64 0.732 0.959 climbingdown 0.641 0.033 0.735 0.641 0.685 0.927 climbingup 0.941 0 1 0.941 0.97 0.993 jumping 0.937 0.009 0.944 0.937 0.94 0.979 lying 0.528 0.059 0.651 0.528 0.583 0.925 standing 0.611 0.121 0.413 0.611 0.493 0.894 sitting 0.831 0.008 0.952 0.831 0.887 0.96 running 0.85 0.076 0.665 0.85 0.746 0.942 walking Weighted Avg. 0.724 0.045 0.752 0.724 0.73 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 71 10 0 0 0 1 1 28 | a = climbingdown 8 75 0 0 0 4 1 29 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 118 1 6 1 0 | d = lying 0 3 0 3 84 69 0 0 | e = standing 0 1 0 4 36 69 2 1 | f = sitting 1 2 0 0 6 13 118 2 | g = running 3 11 0 0 2 5 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 664 71.7838 % Incorrectly Classified Instances 261 28.2162 % Kappa statistic 0.673 Mean absolute error 0.0842 Root mean squared error 0.2193 Relative absolute error 39.1816 % Root relative squared error 66.9015 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.021 0.8 0.618 0.697 0.942 climbingdown 0.632 0.03 0.755 0.632 0.688 0.928 climbingup 1 0 1 1 1 1 jumping 0.921 0 1 0.921 0.959 0.974 lying 0.377 0.042 0.652 0.377 0.478 0.919 standing 0.779 0.149 0.421 0.779 0.547 0.911 sitting 0.838 0.011 0.93 0.838 0.881 0.957 running 0.864 0.074 0.676 0.864 0.759 0.946 walking Weighted Avg. 0.718 0.045 0.755 0.718 0.719 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 68 10 0 0 1 1 4 26 | a = climbingdown 10 74 0 0 0 4 1 28 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 116 1 5 1 1 | d = lying 1 1 0 0 60 94 1 2 | e = standing 0 0 0 0 23 88 1 1 | f = sitting 1 1 0 0 6 15 119 0 | g = running 5 10 0 0 1 2 1 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 674 72.8649 % Incorrectly Classified Instances 251 27.1351 % Kappa statistic 0.685 Mean absolute error 0.0877 Root mean squared error 0.223 Relative absolute error 40.7825 % Root relative squared error 68.0286 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.043 0.657 0.604 0.629 0.934 climbingdown 0.675 0.05 0.664 0.675 0.669 0.94 climbingup 1 0.002 0.9 1 0.947 1 jumping 0.88 0.003 0.982 0.88 0.928 0.971 lying 0.597 0.064 0.66 0.597 0.627 0.926 standing 0.681 0.092 0.507 0.681 0.581 0.919 sitting 0.845 0.005 0.968 0.845 0.902 0.966 running 0.771 0.056 0.711 0.771 0.74 0.938 walking Weighted Avg. 0.729 0.043 0.744 0.729 0.733 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 67 22 0 0 2 0 0 20 | a = climbingdown 15 79 0 0 0 2 1 20 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 110 6 6 2 0 | d = lying 3 1 0 0 95 57 1 2 | e = standing 2 0 0 2 32 77 0 0 | f = sitting 3 1 2 0 5 9 120 2 | g = running 12 15 0 0 4 1 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 658 71.1351 % Incorrectly Classified Instances 267 28.8649 % Kappa statistic 0.6662 Mean absolute error 0.0845 Root mean squared error 0.2179 Relative absolute error 39.2855 % Root relative squared error 66.4716 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.622 0.037 0.697 0.622 0.657 0.944 climbingdown 0.641 0.041 0.694 0.641 0.667 0.946 climbingup 0.889 0.001 0.941 0.889 0.914 0.995 jumping 0.897 0.005 0.966 0.897 0.93 0.955 lying 0.327 0.023 0.743 0.327 0.454 0.943 standing 0.85 0.16 0.425 0.85 0.566 0.909 sitting 0.831 0.008 0.952 0.831 0.887 0.948 running 0.856 0.057 0.726 0.856 0.785 0.953 walking Weighted Avg. 0.711 0.044 0.756 0.711 0.709 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 69 18 0 0 0 4 0 20 | a = climbingdown 18 75 1 0 0 2 1 20 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 1 2 0 113 0 9 1 0 | d = lying 1 0 0 1 52 102 1 2 | e = standing 0 2 0 3 12 96 0 0 | f = sitting 4 2 0 0 5 10 118 3 | g = running 6 9 0 0 1 3 1 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 665 71.8919 % Incorrectly Classified Instances 260 28.1081 % Kappa statistic 0.6741 Mean absolute error 0.0858 Root mean squared error 0.2164 Relative absolute error 39.9055 % Root relative squared error 65.9975 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.577 0.012 0.865 0.577 0.692 0.959 climbingdown 0.607 0.042 0.676 0.607 0.64 0.942 climbingup 0.889 0.001 0.941 0.889 0.914 0.999 jumping 0.921 0.003 0.983 0.921 0.951 0.985 lying 0.39 0.04 0.667 0.39 0.492 0.935 standing 0.796 0.131 0.459 0.796 0.583 0.929 sitting 0.859 0.013 0.924 0.859 0.891 0.947 running 0.892 0.084 0.653 0.892 0.754 0.952 walking Weighted Avg. 0.719 0.045 0.752 0.719 0.717 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 64 20 0 0 0 2 1 24 | a = climbingdown 5 71 0 0 1 2 0 38 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 1 0 116 4 4 0 1 | d = lying 0 0 0 0 62 89 7 1 | e = standing 0 0 0 2 21 90 0 0 | f = sitting 3 4 1 0 2 8 122 2 | g = running 2 9 0 0 3 1 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 644 69.6216 % Incorrectly Classified Instances 281 30.3784 % Kappa statistic 0.6471 Mean absolute error 0.0943 Root mean squared error 0.2282 Relative absolute error 43.865 % Root relative squared error 69.6051 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.586 0.038 0.677 0.586 0.628 0.915 climbingdown 0.653 0.053 0.642 0.653 0.647 0.932 climbingup 0.889 0.001 0.941 0.889 0.914 0.994 jumping 0.81 0.003 0.981 0.81 0.887 0.939 lying 0.595 0.08 0.606 0.595 0.601 0.923 standing 0.611 0.113 0.429 0.611 0.504 0.905 sitting 0.803 0.011 0.927 0.803 0.86 0.948 running 0.77 0.053 0.718 0.77 0.743 0.937 walking Weighted Avg. 0.696 0.049 0.721 0.696 0.704 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 65 25 0 0 4 2 2 13 | a = climbingdown 16 77 0 0 2 2 1 20 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 2 0 102 6 11 2 3 | d = lying 3 0 0 0 94 60 0 1 | e = standing 1 0 0 2 40 69 1 0 | f = sitting 1 2 1 0 6 13 114 5 | g = running 10 14 0 0 3 4 1 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 655 70.8108 % Incorrectly Classified Instances 270 29.1892 % Kappa statistic 0.6615 Mean absolute error 0.0895 Root mean squared error 0.2233 Relative absolute error 41.6306 % Root relative squared error 68.1018 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.027 0.763 0.64 0.696 0.929 climbingdown 0.576 0.032 0.723 0.576 0.642 0.922 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.905 0.01 0.934 0.905 0.919 0.966 lying 0.481 0.044 0.691 0.481 0.567 0.939 standing 0.673 0.139 0.402 0.673 0.503 0.898 sitting 0.782 0.009 0.941 0.782 0.854 0.94 running 0.878 0.076 0.67 0.878 0.76 0.951 walking Weighted Avg. 0.708 0.046 0.743 0.708 0.713 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 71 15 0 0 0 3 2 20 | a = climbingdown 14 68 0 0 0 3 0 33 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 114 1 8 1 1 | d = lying 0 0 0 2 76 79 1 0 | e = standing 2 0 0 6 28 76 1 0 | f = sitting 1 4 0 0 4 16 111 6 | g = running 5 6 0 0 1 4 1 122 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 588 70.5036 % Incorrectly Classified Instances 246 29.4964 % Kappa statistic 0.6574 Mean absolute error 0.0856 Root mean squared error 0.2162 Relative absolute error 39.7494 % Root relative squared error 65.8868 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.781 0.023 0.828 0.781 0.804 0.969 climbingdown 0.771 0.022 0.84 0.771 0.804 0.97 climbingup 0.875 0 1 0.875 0.933 1 jumping 0.361 0.034 0.647 0.361 0.463 0.919 lying 0.819 0.189 0.411 0.819 0.548 0.903 standing 0.309 0.037 0.557 0.309 0.398 0.905 sitting 0.876 0.001 0.991 0.876 0.93 0.961 running 0.961 0.035 0.83 0.961 0.891 0.983 walking Weighted Avg. 0.705 0.048 0.738 0.705 0.7 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 82 12 0 0 1 0 0 10 | a = climbingdown 10 84 0 0 1 0 0 14 | b = climbingup 1 0 14 0 0 0 1 0 | c = jumping 0 0 0 44 59 19 0 0 | d = lying 0 0 0 14 95 7 0 0 | e = standing 0 0 0 10 66 34 0 0 | f = sitting 6 1 0 0 7 1 113 1 | g = running 0 3 0 0 2 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 599 71.8225 % Incorrectly Classified Instances 235 28.1775 % Kappa statistic 0.6727 Mean absolute error 0.0864 Root mean squared error 0.2161 Relative absolute error 40.1248 % Root relative squared error 65.8665 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.021 0.848 0.8 0.824 0.956 climbingdown 0.835 0.028 0.82 0.835 0.827 0.967 climbingup 1 0 1 1 1 1 jumping 0.492 0.091 0.48 0.492 0.486 0.897 lying 0.69 0.143 0.437 0.69 0.535 0.896 standing 0.309 0.018 0.723 0.309 0.433 0.914 sitting 0.938 0.006 0.968 0.938 0.953 0.974 running 0.89 0.021 0.883 0.89 0.886 0.965 walking Weighted Avg. 0.718 0.046 0.744 0.718 0.716 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 84 12 0 0 0 1 3 5 | a = climbingdown 7 91 0 0 0 0 1 10 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 60 55 7 0 0 | d = lying 0 0 0 32 80 4 0 0 | e = standing 0 0 0 30 46 34 0 0 | f = sitting 4 1 0 1 1 1 121 0 | g = running 4 7 0 2 1 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 591 70.8633 % Incorrectly Classified Instances 243 29.1367 % Kappa statistic 0.6614 Mean absolute error 0.0882 Root mean squared error 0.22 Relative absolute error 40.9318 % Root relative squared error 67.0339 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.808 0.011 0.913 0.808 0.857 0.938 climbingdown 0.761 0.026 0.814 0.761 0.787 0.967 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.574 0.105 0.483 0.574 0.524 0.895 lying 0.612 0.12 0.452 0.612 0.52 0.873 standing 0.261 0.035 0.537 0.261 0.352 0.875 sitting 0.922 0.003 0.983 0.922 0.952 0.966 running 0.937 0.038 0.815 0.937 0.872 0.975 walking Weighted Avg. 0.709 0.048 0.719 0.709 0.704 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 84 12 0 1 1 0 1 5 | a = climbingdown 5 83 0 0 0 1 0 20 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 70 41 11 0 0 | d = lying 0 1 0 33 71 11 0 0 | e = standing 0 1 0 39 41 29 1 0 | f = sitting 2 1 1 0 2 2 119 2 | g = running 1 4 0 2 1 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 597 71.5827 % Incorrectly Classified Instances 237 28.4173 % Kappa statistic 0.6702 Mean absolute error 0.0872 Root mean squared error 0.216 Relative absolute error 40.5107 % Root relative squared error 65.8197 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.779 0.016 0.871 0.779 0.822 0.952 climbingdown 0.78 0.021 0.85 0.78 0.813 0.967 climbingup 0.875 0.004 0.824 0.875 0.848 0.945 jumping 0.574 0.083 0.543 0.574 0.558 0.897 lying 0.282 0.047 0.493 0.282 0.359 0.866 standing 0.673 0.124 0.451 0.673 0.54 0.9 sitting 0.961 0.007 0.961 0.961 0.961 0.978 running 0.913 0.027 0.859 0.913 0.885 0.977 walking Weighted Avg. 0.716 0.045 0.723 0.716 0.712 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 81 10 3 2 0 0 0 8 | a = climbingdown 9 85 0 0 1 1 2 11 | b = climbingup 0 1 14 0 0 0 1 0 | c = jumping 0 0 0 70 14 38 0 0 | d = lying 0 0 0 36 33 48 0 0 | e = standing 0 0 0 20 15 74 1 0 | f = sitting 1 0 0 0 3 1 124 0 | g = running 2 4 0 1 1 2 1 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 587 70.3837 % Incorrectly Classified Instances 247 29.6163 % Kappa statistic 0.6562 Mean absolute error 0.0855 Root mean squared error 0.2166 Relative absolute error 39.6854 % Root relative squared error 65.9932 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.769 0.014 0.889 0.769 0.825 0.957 climbingdown 0.835 0.041 0.752 0.835 0.791 0.969 climbingup 0.941 0.001 0.941 0.941 0.941 1 jumping 0.467 0.083 0.491 0.467 0.479 0.899 lying 0.595 0.13 0.426 0.595 0.496 0.887 standing 0.427 0.043 0.603 0.427 0.5 0.898 sitting 0.946 0.007 0.961 0.946 0.953 0.979 running 0.827 0.025 0.854 0.827 0.84 0.973 walking Weighted Avg. 0.704 0.048 0.717 0.704 0.706 0.939 === Confusion Matrix === a b c d e f g h <-- classified as 80 12 1 1 1 0 2 7 | a = climbingdown 7 91 0 0 1 0 1 9 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 57 53 12 0 0 | d = lying 0 0 0 29 69 17 1 0 | e = standing 0 0 0 26 37 47 0 0 | f = sitting 2 0 0 2 0 1 122 2 | g = running 1 18 0 1 1 1 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 619 74.2206 % Incorrectly Classified Instances 215 25.7794 % Kappa statistic 0.7006 Mean absolute error 0.0844 Root mean squared error 0.2087 Relative absolute error 39.1627 % Root relative squared error 63.5786 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.865 0.016 0.882 0.865 0.874 0.982 climbingdown 0.826 0.019 0.865 0.826 0.845 0.977 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.705 0.124 0.494 0.705 0.581 0.902 lying 0.431 0.06 0.538 0.431 0.478 0.888 standing 0.418 0.057 0.529 0.418 0.467 0.887 sitting 0.922 0.004 0.975 0.922 0.948 0.97 running 0.953 0.018 0.903 0.953 0.927 0.99 walking Weighted Avg. 0.742 0.042 0.748 0.742 0.74 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 90 10 0 0 0 0 1 3 | a = climbingdown 7 90 1 1 0 0 0 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 86 16 18 1 0 | d = lying 0 0 0 43 50 22 1 0 | e = standing 0 0 0 41 23 46 0 0 | f = sitting 1 1 0 3 4 1 119 0 | g = running 3 3 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 590 70.7434 % Incorrectly Classified Instances 244 29.2566 % Kappa statistic 0.6601 Mean absolute error 0.088 Root mean squared error 0.2189 Relative absolute error 40.8538 % Root relative squared error 66.6918 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.018 0.856 0.733 0.79 0.967 climbingdown 0.713 0.029 0.786 0.713 0.748 0.965 climbingup 1 0 1 1 1 1 jumping 0.77 0.138 0.49 0.77 0.599 0.923 lying 0.302 0.04 0.547 0.302 0.389 0.886 standing 0.564 0.065 0.569 0.564 0.566 0.907 sitting 0.86 0.004 0.974 0.86 0.914 0.941 running 0.921 0.047 0.78 0.921 0.845 0.983 walking Weighted Avg. 0.707 0.048 0.722 0.707 0.703 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 77 13 0 1 1 0 2 11 | a = climbingdown 10 77 0 0 0 0 0 21 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 94 14 14 0 0 | d = lying 0 0 0 54 35 27 0 0 | e = standing 0 0 0 38 9 62 1 0 | f = sitting 1 2 0 4 5 5 111 1 | g = running 2 6 0 1 0 1 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 554 66.5066 % Incorrectly Classified Instances 279 33.4934 % Kappa statistic 0.6112 Mean absolute error 0.0912 Root mean squared error 0.2307 Relative absolute error 42.3492 % Root relative squared error 70.294 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.781 0.018 0.863 0.781 0.82 0.976 climbingdown 0.796 0.034 0.775 0.796 0.785 0.969 climbingup 0.938 0 1 0.938 0.968 0.977 jumping 0.057 0.003 0.778 0.057 0.107 0.91 lying 0.983 0.304 0.343 0.983 0.509 0.895 standing 0.155 0.004 0.85 0.155 0.262 0.905 sitting 0.899 0 1 0.899 0.947 0.969 running 0.921 0.025 0.867 0.921 0.893 0.971 walking Weighted Avg. 0.665 0.054 0.789 0.665 0.628 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 82 17 0 0 1 0 0 5 | a = climbingdown 9 86 0 0 0 0 0 13 | b = climbingup 1 0 15 0 0 0 0 0 | c = jumping 0 0 0 7 113 2 0 0 | d = lying 0 1 0 0 114 1 0 0 | e = standing 0 0 0 2 91 17 0 0 | f = sitting 2 2 0 0 9 0 116 0 | g = running 1 5 0 0 4 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 552 66.2665 % Incorrectly Classified Instances 281 33.7335 % Kappa statistic 0.6085 Mean absolute error 0.0894 Root mean squared error 0.2342 Relative absolute error 41.5284 % Root relative squared error 71.3629 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.886 0.033 0.795 0.886 0.838 0.982 climbingdown 0.761 0.017 0.874 0.761 0.814 0.967 climbingup 0.875 0.004 0.824 0.875 0.848 0.999 jumping 0.23 0.027 0.596 0.23 0.331 0.9 lying 0.888 0.276 0.342 0.888 0.494 0.883 standing 0.082 0.006 0.692 0.082 0.146 0.908 sitting 0.86 0.006 0.965 0.86 0.91 0.971 running 0.881 0.024 0.867 0.881 0.874 0.979 walking Weighted Avg. 0.663 0.054 0.737 0.663 0.638 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 93 6 1 0 1 0 1 3 | a = climbingdown 12 83 0 0 0 0 1 13 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 0 0 0 28 92 2 0 0 | d = lying 1 0 0 11 103 1 0 0 | e = standing 0 1 0 7 93 9 0 0 | f = sitting 3 2 2 0 10 0 111 1 | g = running 8 3 0 1 2 1 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 541 64.946 % Incorrectly Classified Instances 292 35.054 % Kappa statistic 0.5932 Mean absolute error 0.0897 Root mean squared error 0.2338 Relative absolute error 41.6372 % Root relative squared error 71.2425 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.781 0.023 0.828 0.781 0.804 0.958 climbingdown 0.697 0.025 0.809 0.697 0.749 0.945 climbingup 1 0.002 0.889 1 0.941 1 jumping 0.082 0.008 0.625 0.082 0.145 0.911 lying 0.957 0.296 0.344 0.957 0.506 0.902 standing 0.145 0.007 0.762 0.145 0.244 0.9 sitting 0.907 0.004 0.975 0.907 0.94 0.968 running 0.897 0.041 0.796 0.897 0.843 0.981 walking Weighted Avg. 0.649 0.056 0.739 0.649 0.614 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 82 9 1 0 3 0 2 8 | a = climbingdown 11 76 0 0 2 0 0 20 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 10 109 3 0 0 | d = lying 0 0 0 2 111 2 1 0 | e = standing 0 0 0 4 90 16 0 0 | f = sitting 2 1 1 0 7 0 117 1 | g = running 4 8 0 0 1 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 650 76.1124 % Incorrectly Classified Instances 204 23.8876 % Kappa statistic 0.7224 Mean absolute error 0.0848 Root mean squared error 0.2108 Relative absolute error 39.4196 % Root relative squared error 64.2717 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.848 0.025 0.816 0.848 0.832 0.964 climbingdown 0.699 0.018 0.869 0.699 0.775 0.935 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.748 0.08 0.646 0.748 0.693 0.931 lying 0.696 0.061 0.607 0.696 0.648 0.939 standing 0.425 0.052 0.573 0.425 0.488 0.907 sitting 0.935 0.003 0.983 0.935 0.959 0.968 running 0.931 0.039 0.812 0.931 0.867 0.984 walking Weighted Avg. 0.761 0.039 0.763 0.761 0.757 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 84 4 0 0 1 0 2 8 | a = climbingdown 16 86 0 0 1 1 0 19 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 104 15 19 0 0 | d = lying 1 0 0 13 71 17 0 0 | e = standing 0 0 0 44 25 51 0 0 | f = sitting 1 1 1 0 3 1 116 1 | g = running 1 7 0 0 1 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 613 71.7799 % Incorrectly Classified Instances 241 28.2201 % Kappa statistic 0.6719 Mean absolute error 0.0913 Root mean squared error 0.2211 Relative absolute error 42.4474 % Root relative squared error 67.4161 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.015 0.857 0.667 0.75 0.938 climbingdown 0.893 0.057 0.722 0.893 0.799 0.972 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.659 0.073 0.636 0.659 0.648 0.905 lying 0.549 0.078 0.487 0.549 0.516 0.897 standing 0.421 0.08 0.464 0.421 0.442 0.884 sitting 0.912 0.003 0.983 0.912 0.946 0.971 running 0.846 0.022 0.873 0.846 0.859 0.983 walking Weighted Avg. 0.718 0.046 0.726 0.718 0.718 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 66 22 0 0 1 1 1 8 | a = climbingdown 5 109 0 0 0 0 0 8 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 91 18 28 0 0 | d = lying 1 1 0 15 56 29 0 0 | e = standing 0 0 0 36 34 51 0 0 | f = sitting 3 2 0 1 5 0 114 0 | g = running 2 16 0 0 1 1 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 605 70.8431 % Incorrectly Classified Instances 249 29.1569 % Kappa statistic 0.6608 Mean absolute error 0.0919 Root mean squared error 0.2228 Relative absolute error 42.7127 % Root relative squared error 67.9363 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.011 0.897 0.707 0.791 0.965 climbingdown 0.787 0.041 0.762 0.787 0.774 0.955 climbingup 0.824 0 1 0.824 0.903 1 jumping 0.609 0.092 0.56 0.609 0.583 0.899 lying 0.529 0.078 0.478 0.529 0.502 0.899 standing 0.446 0.072 0.505 0.446 0.474 0.892 sitting 0.92 0.008 0.95 0.92 0.935 0.982 running 0.908 0.037 0.814 0.908 0.858 0.98 walking Weighted Avg. 0.708 0.048 0.715 0.708 0.709 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 70 19 0 1 1 0 1 7 | a = climbingdown 7 96 0 0 0 0 0 19 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 1 1 0 84 27 24 1 0 | d = lying 0 0 0 19 54 28 1 0 | e = standing 0 0 0 45 22 54 0 0 | f = sitting 0 0 0 1 7 1 115 1 | g = running 0 10 0 0 2 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 601 70.3747 % Incorrectly Classified Instances 253 29.6253 % Kappa statistic 0.6564 Mean absolute error 0.0918 Root mean squared error 0.22 Relative absolute error 42.6782 % Root relative squared error 67.0749 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.011 0.906 0.778 0.837 0.953 climbingdown 0.787 0.036 0.787 0.787 0.787 0.958 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.496 0.08 0.548 0.496 0.521 0.898 lying 0.676 0.132 0.411 0.676 0.511 0.893 standing 0.322 0.05 0.513 0.322 0.396 0.88 sitting 0.935 0.001 0.991 0.935 0.963 0.982 running 0.908 0.033 0.831 0.908 0.868 0.98 walking Weighted Avg. 0.704 0.047 0.718 0.704 0.703 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 77 14 0 0 3 0 1 4 | a = climbingdown 4 96 1 0 1 0 0 20 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 69 48 21 0 0 | d = lying 0 0 0 17 69 16 0 0 | e = standing 0 0 0 40 42 39 0 0 | f = sitting 3 2 0 0 3 0 116 0 | g = running 0 10 0 0 2 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 616 72.1311 % Incorrectly Classified Instances 238 27.8689 % Kappa statistic 0.6757 Mean absolute error 0.0874 Root mean squared error 0.2167 Relative absolute error 40.6023 % Root relative squared error 66.0604 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.808 0.009 0.92 0.808 0.86 0.965 climbingdown 0.877 0.056 0.723 0.877 0.793 0.969 climbingup 1 0 1 1 1 1 jumping 0.683 0.117 0.531 0.683 0.597 0.911 lying 0.51 0.056 0.553 0.51 0.531 0.915 standing 0.372 0.067 0.479 0.372 0.419 0.884 sitting 0.952 0.001 0.992 0.952 0.971 0.985 running 0.785 0.019 0.879 0.785 0.829 0.974 walking Weighted Avg. 0.721 0.047 0.728 0.721 0.72 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 80 13 0 0 1 1 1 3 | a = climbingdown 5 107 0 0 0 0 0 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 95 18 25 0 0 | d = lying 0 1 0 27 52 22 0 0 | e = standing 1 0 0 56 19 45 0 0 | f = sitting 0 0 0 1 4 0 118 1 | g = running 1 26 0 0 0 1 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 612 71.6628 % Incorrectly Classified Instances 242 28.3372 % Kappa statistic 0.6705 Mean absolute error 0.0903 Root mean squared error 0.219 Relative absolute error 41.9454 % Root relative squared error 66.771 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.02 0.831 0.747 0.787 0.962 climbingdown 0.73 0.027 0.817 0.73 0.771 0.934 climbingup 1 0 1 1 1 1 jumping 0.712 0.101 0.579 0.712 0.639 0.92 lying 0.588 0.084 0.488 0.588 0.533 0.919 standing 0.314 0.052 0.5 0.314 0.386 0.879 sitting 0.952 0.003 0.983 0.952 0.967 0.989 running 0.9 0.044 0.785 0.9 0.839 0.977 walking Weighted Avg. 0.717 0.047 0.719 0.717 0.712 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 74 10 0 0 0 1 0 14 | a = climbingdown 12 89 0 0 2 0 2 17 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 99 21 18 0 0 | d = lying 0 0 0 23 60 19 0 0 | e = standing 0 0 0 49 34 38 0 0 | f = sitting 1 0 0 0 4 0 118 1 | g = running 1 10 0 0 2 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 629 73.6534 % Incorrectly Classified Instances 225 26.3466 % Kappa statistic 0.694 Mean absolute error 0.0874 Root mean squared error 0.2146 Relative absolute error 40.6237 % Root relative squared error 65.4284 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.009 0.911 0.727 0.809 0.965 climbingdown 0.803 0.03 0.817 0.803 0.81 0.972 climbingup 1 0.002 0.895 1 0.944 1 jumping 0.612 0.059 0.669 0.612 0.639 0.926 lying 0.637 0.072 0.546 0.637 0.588 0.929 standing 0.488 0.087 0.48 0.488 0.484 0.885 sitting 0.935 0.001 0.991 0.935 0.963 0.985 running 0.9 0.046 0.78 0.9 0.836 0.971 walking Weighted Avg. 0.737 0.043 0.745 0.737 0.738 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 72 14 2 0 0 0 0 11 | a = climbingdown 2 98 0 0 0 1 0 21 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 85 18 34 1 0 | d = lying 0 1 0 7 65 29 0 0 | e = standing 0 0 0 34 27 59 0 1 | f = sitting 1 0 0 1 6 0 116 0 | g = running 3 7 0 0 3 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 624 73.0679 % Incorrectly Classified Instances 230 26.9321 % Kappa statistic 0.6869 Mean absolute error 0.0864 Root mean squared error 0.211 Relative absolute error 40.1503 % Root relative squared error 64.3378 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.848 0.012 0.903 0.848 0.875 0.98 climbingdown 0.779 0.025 0.841 0.779 0.809 0.976 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.647 0.092 0.577 0.647 0.61 0.915 lying 0.569 0.074 0.509 0.569 0.537 0.923 standing 0.421 0.07 0.5 0.421 0.457 0.885 sitting 0.952 0.001 0.992 0.952 0.971 0.991 running 0.862 0.04 0.794 0.862 0.827 0.967 walking Weighted Avg. 0.731 0.045 0.735 0.731 0.731 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 84 7 0 1 1 0 0 6 | a = climbingdown 5 95 0 0 0 0 0 22 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 0 0 90 18 30 0 0 | d = lying 0 0 0 23 58 21 0 0 | e = standing 0 0 0 39 31 51 0 0 | f = sitting 0 0 0 1 4 0 118 1 | g = running 3 11 0 2 2 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 616 72.1311 % Incorrectly Classified Instances 238 27.8689 % Kappa statistic 0.6762 Mean absolute error 0.0838 Root mean squared error 0.2111 Relative absolute error 38.9341 % Root relative squared error 64.3553 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.808 0.015 0.879 0.808 0.842 0.954 climbingdown 0.852 0.04 0.782 0.852 0.816 0.964 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.54 0.101 0.51 0.54 0.524 0.918 lying 0.608 0.053 0.608 0.608 0.608 0.938 standing 0.475 0.09 0.463 0.475 0.469 0.895 sitting 0.927 0.003 0.983 0.927 0.954 0.989 running 0.808 0.023 0.861 0.808 0.833 0.962 walking Weighted Avg. 0.721 0.047 0.728 0.721 0.724 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 80 12 0 2 0 0 1 4 | a = climbingdown 5 104 0 0 0 0 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 75 14 49 0 0 | d = lying 1 0 1 23 62 15 0 0 | e = standing 0 0 0 47 16 57 0 0 | f = sitting 3 1 0 0 5 0 115 0 | g = running 2 15 0 0 5 2 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 609 71.3115 % Incorrectly Classified Instances 245 28.6885 % Kappa statistic 0.6669 Mean absolute error 0.0896 Root mean squared error 0.2159 Relative absolute error 41.6403 % Root relative squared error 65.814 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.879 0.028 0.806 0.879 0.841 0.964 climbingdown 0.754 0.02 0.86 0.754 0.803 0.971 climbingup 1 0 1 1 1 1 jumping 0.504 0.074 0.569 0.504 0.534 0.906 lying 0.431 0.056 0.512 0.431 0.468 0.892 standing 0.55 0.125 0.418 0.55 0.475 0.867 sitting 0.927 0.001 0.991 0.927 0.958 0.981 running 0.9 0.029 0.848 0.9 0.873 0.984 walking Weighted Avg. 0.713 0.047 0.723 0.713 0.715 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 87 6 0 0 1 0 1 4 | a = climbingdown 13 92 0 0 1 0 0 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 70 15 53 0 0 | d = lying 0 0 0 20 44 38 0 0 | e = standing 0 0 0 32 22 66 0 0 | f = sitting 4 0 0 0 3 1 115 1 | g = running 4 8 0 1 0 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 664 76.9409 % Incorrectly Classified Instances 199 23.0591 % Kappa statistic 0.7313 Mean absolute error 0.0745 Root mean squared error 0.2021 Relative absolute error 34.6801 % Root relative squared error 61.6638 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.018 0.816 0.674 0.738 0.959 climbingdown 0.8 0.036 0.757 0.8 0.778 0.968 climbingup 0.938 0 1 0.938 0.968 1 jumping 0.983 0.039 0.8 0.983 0.882 0.986 lying 0.667 0.093 0.589 0.667 0.625 0.92 standing 0.487 0.039 0.667 0.487 0.563 0.933 sitting 0.873 0.004 0.975 0.873 0.921 0.974 running 0.859 0.041 0.795 0.859 0.826 0.972 walking Weighted Avg. 0.769 0.04 0.773 0.769 0.766 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 62 13 0 0 3 0 0 14 | a = climbingdown 7 84 0 0 0 1 0 13 | b = climbingup 0 1 15 0 0 0 0 0 | c = jumping 0 0 0 116 1 0 1 0 | d = lying 0 0 0 18 96 27 2 1 | e = standing 0 0 0 11 50 58 0 0 | f = sitting 3 0 0 0 11 1 117 2 | g = running 4 13 0 0 2 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 663 76.9142 % Incorrectly Classified Instances 199 23.0858 % Kappa statistic 0.7307 Mean absolute error 0.0735 Root mean squared error 0.2064 Relative absolute error 34.2312 % Root relative squared error 62.9965 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.761 0.017 0.843 0.761 0.8 0.971 climbingdown 0.764 0.038 0.736 0.764 0.75 0.951 climbingup 1 0 1 1 1 1 jumping 0.949 0.063 0.704 0.949 0.809 0.966 lying 0.828 0.099 0.628 0.828 0.714 0.939 standing 0.271 0.016 0.727 0.271 0.395 0.921 sitting 0.902 0.003 0.984 0.902 0.941 0.987 running 0.837 0.034 0.819 0.837 0.828 0.972 walking Weighted Avg. 0.769 0.04 0.78 0.769 0.755 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 70 11 0 1 1 0 0 9 | a = climbingdown 8 81 0 0 2 0 1 14 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 1 0 112 2 2 1 0 | d = lying 0 0 0 18 120 7 0 0 | e = standing 0 1 0 27 57 32 0 1 | f = sitting 0 1 0 0 8 3 120 1 | g = running 5 15 0 1 1 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 658 76.3341 % Incorrectly Classified Instances 204 23.6659 % Kappa statistic 0.7238 Mean absolute error 0.0739 Root mean squared error 0.2041 Relative absolute error 34.419 % Root relative squared error 62.2729 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.769 0.027 0.769 0.769 0.769 0.971 climbingdown 0.698 0.019 0.841 0.698 0.763 0.965 climbingup 1 0 1 1 1 1 jumping 0.983 0.051 0.753 0.983 0.853 0.988 lying 0.766 0.116 0.572 0.766 0.655 0.926 standing 0.246 0.012 0.763 0.246 0.372 0.922 sitting 0.932 0.003 0.984 0.932 0.958 0.987 running 0.874 0.051 0.761 0.874 0.814 0.976 walking Weighted Avg. 0.763 0.042 0.778 0.763 0.747 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 70 6 0 0 0 0 0 15 | a = climbingdown 10 74 0 0 2 0 0 20 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 116 2 0 0 0 | d = lying 2 0 0 24 111 8 0 0 | e = standing 0 0 0 13 73 29 2 1 | f = sitting 1 0 0 1 6 0 124 1 | g = running 8 8 0 0 0 1 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 656 76.1021 % Incorrectly Classified Instances 206 23.8979 % Kappa statistic 0.7217 Mean absolute error 0.0755 Root mean squared error 0.2067 Relative absolute error 35.129 % Root relative squared error 63.0766 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.772 0.026 0.78 0.772 0.776 0.963 climbingdown 0.877 0.038 0.762 0.877 0.816 0.974 climbingup 0.938 0.001 0.938 0.938 0.938 0.998 jumping 0.991 0.048 0.763 0.991 0.862 0.99 lying 0.738 0.11 0.575 0.738 0.647 0.926 standing 0.237 0.03 0.56 0.237 0.333 0.906 sitting 0.887 0.007 0.959 0.887 0.922 0.97 running 0.8 0.019 0.885 0.8 0.84 0.983 walking Weighted Avg. 0.761 0.041 0.758 0.761 0.746 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 71 13 0 0 1 1 0 6 | a = climbingdown 5 93 0 0 2 0 0 6 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 0 0 116 0 0 0 0 | d = lying 0 0 0 18 107 18 2 0 | e = standing 0 2 0 17 69 28 2 0 | f = sitting 0 1 1 1 7 3 118 2 | g = running 14 13 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 643 74.594 % Incorrectly Classified Instances 219 25.406 % Kappa statistic 0.7037 Mean absolute error 0.0742 Root mean squared error 0.2078 Relative absolute error 34.5595 % Root relative squared error 63.3876 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.772 0.012 0.888 0.772 0.826 0.982 climbingdown 0.83 0.038 0.752 0.83 0.789 0.959 climbingup 1 0 1 1 1 1 jumping 0.949 0.081 0.649 0.949 0.771 0.967 lying 0.779 0.116 0.577 0.779 0.663 0.93 standing 0.085 0.013 0.5 0.085 0.145 0.908 sitting 0.895 0.01 0.944 0.895 0.919 0.984 running 0.852 0.029 0.846 0.852 0.849 0.981 walking Weighted Avg. 0.746 0.044 0.737 0.746 0.714 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 71 14 0 0 0 0 0 7 | a = climbingdown 4 88 0 0 1 0 2 11 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 111 2 2 2 0 | d = lying 0 0 0 23 113 6 3 0 | e = standing 0 0 0 36 72 10 0 0 | f = sitting 0 1 0 0 8 2 119 3 | g = running 5 14 0 1 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 652 75.6381 % Incorrectly Classified Instances 210 24.3619 % Kappa statistic 0.7162 Mean absolute error 0.0745 Root mean squared error 0.2035 Relative absolute error 34.663 % Root relative squared error 62.0897 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.023 0.811 0.837 0.824 0.98 climbingdown 0.802 0.028 0.802 0.802 0.802 0.981 climbingup 0.938 0 1 0.938 0.968 1 jumping 0.932 0.09 0.619 0.932 0.744 0.959 lying 0.743 0.092 0.618 0.743 0.675 0.93 standing 0.22 0.009 0.788 0.22 0.344 0.927 sitting 0.902 0.012 0.93 0.902 0.916 0.981 running 0.831 0.03 0.837 0.831 0.834 0.971 walking Weighted Avg. 0.756 0.041 0.775 0.756 0.738 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 77 6 0 0 0 0 0 9 | a = climbingdown 12 85 0 0 0 0 0 9 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 2 0 109 1 0 3 2 | d = lying 0 0 0 27 107 7 3 0 | e = standing 0 0 0 39 51 26 2 0 | f = sitting 1 0 0 0 10 0 120 2 | g = running 5 13 0 1 4 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 656 76.1021 % Incorrectly Classified Instances 206 23.8979 % Kappa statistic 0.7213 Mean absolute error 0.0736 Root mean squared error 0.2069 Relative absolute error 34.2733 % Root relative squared error 63.119 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.017 0.851 0.804 0.827 0.983 climbingdown 0.792 0.033 0.771 0.792 0.781 0.958 climbingup 1 0.002 0.889 1 0.941 1 jumping 0.932 0.066 0.69 0.932 0.793 0.965 lying 0.819 0.125 0.567 0.819 0.67 0.929 standing 0.178 0.005 0.84 0.178 0.294 0.913 sitting 0.872 0.007 0.959 0.872 0.913 0.961 running 0.868 0.025 0.868 0.868 0.868 0.973 walking Weighted Avg. 0.761 0.041 0.79 0.761 0.739 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 74 10 0 0 0 0 2 6 | a = climbingdown 11 84 0 0 1 0 1 9 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 2 0 109 5 0 0 1 | d = lying 0 0 0 20 118 4 2 0 | e = standing 0 0 0 29 68 21 0 0 | f = sitting 1 1 1 0 12 0 116 2 | g = running 1 12 1 0 4 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 629 72.9698 % Incorrectly Classified Instances 233 27.0302 % Kappa statistic 0.6848 Mean absolute error 0.0797 Root mean squared error 0.2218 Relative absolute error 37.1017 % Root relative squared error 67.6823 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.772 0.025 0.789 0.772 0.78 0.97 climbingdown 0.698 0.019 0.841 0.698 0.763 0.95 climbingup 0.875 0.002 0.875 0.875 0.875 0.994 jumping 0.957 0.099 0.602 0.957 0.739 0.969 lying 0.688 0.106 0.566 0.688 0.621 0.907 standing 0.136 0.008 0.727 0.136 0.229 0.898 sitting 0.91 0.014 0.924 0.91 0.917 0.987 running 0.897 0.044 0.792 0.897 0.841 0.973 walking Weighted Avg. 0.73 0.046 0.747 0.73 0.703 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 71 8 1 0 1 0 1 10 | a = climbingdown 12 74 0 0 3 0 0 17 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 0 0 0 112 1 0 2 2 | d = lying 1 0 0 37 99 6 1 0 | e = standing 0 1 0 37 60 16 4 0 | f = sitting 0 0 1 0 8 0 121 3 | g = running 6 5 0 0 3 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 648 75.174 % Incorrectly Classified Instances 214 24.826 % Kappa statistic 0.7106 Mean absolute error 0.0745 Root mean squared error 0.208 Relative absolute error 34.6703 % Root relative squared error 63.45 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.035 0.719 0.75 0.734 0.964 climbingdown 0.648 0.02 0.819 0.648 0.723 0.963 climbingup 1 0 1 1 1 1 jumping 0.966 0.077 0.665 0.966 0.787 0.979 lying 0.757 0.099 0.606 0.757 0.673 0.938 standing 0.261 0.012 0.775 0.261 0.39 0.92 sitting 0.895 0.008 0.952 0.895 0.922 0.994 running 0.904 0.04 0.809 0.904 0.854 0.975 walking Weighted Avg. 0.752 0.042 0.768 0.752 0.735 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 69 10 0 0 2 0 1 10 | a = climbingdown 16 68 0 0 1 0 1 19 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 2 1 0 113 0 1 0 0 | d = lying 0 0 0 26 109 6 3 0 | e = standing 0 0 0 31 56 31 1 0 | f = sitting 1 1 0 0 11 1 119 0 | g = running 8 3 0 0 1 1 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 638 74.0139 % Incorrectly Classified Instances 224 25.9861 % Kappa statistic 0.6971 Mean absolute error 0.078 Root mean squared error 0.2179 Relative absolute error 36.2924 % Root relative squared error 66.4835 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.026 0.775 0.75 0.762 0.952 climbingdown 0.629 0.02 0.815 0.629 0.71 0.952 climbingup 1 0.002 0.889 1 0.941 0.999 jumping 0.983 0.086 0.644 0.983 0.779 0.987 lying 0.722 0.093 0.608 0.722 0.66 0.928 standing 0.244 0.011 0.784 0.244 0.372 0.914 sitting 0.887 0.003 0.983 0.887 0.933 0.986 running 0.889 0.063 0.723 0.889 0.797 0.96 walking Weighted Avg. 0.74 0.044 0.761 0.74 0.722 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 69 6 1 0 1 0 0 15 | a = climbingdown 9 66 0 0 1 0 1 28 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 116 1 0 0 0 | d = lying 3 1 0 28 104 7 1 0 | e = standing 0 1 0 36 53 29 0 0 | f = sitting 1 0 1 0 9 1 118 3 | g = running 7 6 0 0 2 0 0 120 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 667 80.1683 % Incorrectly Classified Instances 165 19.8317 % Kappa statistic 0.7698 Mean absolute error 0.0681 Root mean squared error 0.1886 Relative absolute error 31.6528 % Root relative squared error 57.5012 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.015 0.866 0.696 0.772 0.976 climbingdown 0.802 0.059 0.653 0.802 0.72 0.96 climbingup 1 0 1 1 1 1 jumping 0.909 0.027 0.853 0.909 0.88 0.985 lying 0.697 0.057 0.622 0.697 0.657 0.943 standing 0.679 0.042 0.758 0.679 0.717 0.959 sitting 0.946 0.004 0.976 0.946 0.961 0.991 running 0.822 0.026 0.855 0.822 0.838 0.974 walking Weighted Avg. 0.802 0.031 0.81 0.802 0.803 0.971 === Confusion Matrix === a b c d e f g h <-- classified as 71 26 0 0 0 0 0 5 | a = climbingdown 7 81 0 0 0 0 0 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 110 5 6 0 0 | d = lying 0 1 0 7 69 19 3 0 | e = standing 0 0 0 11 32 91 0 0 | f = sitting 1 0 0 1 3 2 122 0 | g = running 3 16 0 0 2 2 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 643 77.2837 % Incorrectly Classified Instances 189 22.7163 % Kappa statistic 0.7359 Mean absolute error 0.0683 Root mean squared error 0.1994 Relative absolute error 31.7571 % Root relative squared error 60.7797 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.011 0.901 0.709 0.793 0.959 climbingdown 0.794 0.067 0.623 0.794 0.698 0.96 climbingup 1 0 1 1 1 1 jumping 0.95 0.073 0.687 0.95 0.797 0.981 lying 0.444 0.026 0.698 0.444 0.543 0.941 standing 0.662 0.047 0.727 0.662 0.693 0.95 sitting 0.961 0.01 0.947 0.961 0.954 0.985 running 0.791 0.03 0.829 0.791 0.81 0.978 walking Weighted Avg. 0.773 0.037 0.782 0.773 0.768 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 73 22 0 0 1 1 0 6 | a = climbingdown 6 81 0 0 0 0 0 15 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 114 1 3 2 0 | d = lying 0 1 0 24 44 26 4 0 | e = standing 0 1 0 28 15 88 1 0 | f = sitting 1 1 0 0 1 2 124 0 | g = running 1 24 0 0 1 1 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 657 78.9663 % Incorrectly Classified Instances 175 21.0337 % Kappa statistic 0.7556 Mean absolute error 0.0696 Root mean squared error 0.1951 Relative absolute error 32.3728 % Root relative squared error 59.5048 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.015 0.874 0.738 0.8 0.958 climbingdown 0.833 0.037 0.759 0.833 0.794 0.971 climbingup 0.875 0.002 0.875 0.875 0.875 0.999 jumping 0.883 0.06 0.711 0.883 0.788 0.958 lying 0.606 0.048 0.632 0.606 0.619 0.948 standing 0.56 0.044 0.708 0.56 0.625 0.936 sitting 0.969 0.009 0.954 0.969 0.962 0.997 running 0.899 0.028 0.853 0.899 0.875 0.985 walking Weighted Avg. 0.79 0.034 0.79 0.79 0.786 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 76 16 0 0 1 1 0 9 | a = climbingdown 6 85 0 0 0 0 0 11 | b = climbingup 2 0 14 0 0 0 0 0 | c = jumping 0 0 1 106 2 6 5 0 | d = lying 1 0 0 15 60 23 0 0 | e = standing 1 0 0 28 29 75 1 0 | f = sitting 0 0 1 0 2 1 125 0 | g = running 1 11 0 0 1 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 648 77.8846 % Incorrectly Classified Instances 184 22.1154 % Kappa statistic 0.7423 Mean absolute error 0.0685 Root mean squared error 0.197 Relative absolute error 31.8498 % Root relative squared error 60.0555 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.008 0.929 0.767 0.84 0.967 climbingdown 0.725 0.032 0.763 0.725 0.744 0.965 climbingup 1 0 1 1 1 1 jumping 0.833 0.045 0.758 0.833 0.794 0.96 lying 0.434 0.03 0.662 0.434 0.524 0.954 standing 0.731 0.09 0.609 0.731 0.664 0.94 sitting 0.969 0.011 0.94 0.969 0.954 0.99 running 0.875 0.043 0.789 0.875 0.83 0.97 walking Weighted Avg. 0.779 0.038 0.782 0.779 0.775 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 79 14 0 0 1 1 1 7 | a = climbingdown 4 74 0 0 1 0 1 22 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 100 5 12 2 1 | d = lying 0 0 0 12 43 44 0 0 | e = standing 0 0 0 17 15 98 4 0 | f = sitting 0 0 0 2 0 2 125 0 | g = running 2 9 0 1 0 4 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 662 79.5673 % Incorrectly Classified Instances 170 20.4327 % Kappa statistic 0.7625 Mean absolute error 0.0704 Root mean squared error 0.1986 Relative absolute error 32.7334 % Root relative squared error 60.5528 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.796 0.015 0.882 0.796 0.837 0.962 climbingdown 0.735 0.037 0.735 0.735 0.735 0.961 climbingup 1 0 1 1 1 1 jumping 0.883 0.042 0.779 0.883 0.828 0.965 lying 0.657 0.038 0.699 0.657 0.677 0.96 standing 0.739 0.054 0.723 0.739 0.731 0.947 sitting 0.884 0.011 0.934 0.884 0.908 0.96 running 0.813 0.04 0.788 0.813 0.8 0.958 walking Weighted Avg. 0.796 0.034 0.798 0.796 0.796 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 82 9 0 0 0 0 3 9 | a = climbingdown 6 75 0 0 1 0 1 19 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 106 2 8 3 0 | d = lying 0 0 0 9 65 25 0 0 | e = standing 0 0 0 21 14 99 0 0 | f = sitting 2 0 0 0 8 5 114 0 | g = running 3 17 0 0 3 0 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 643 77.2837 % Incorrectly Classified Instances 189 22.7163 % Kappa statistic 0.7358 Mean absolute error 0.07 Root mean squared error 0.1999 Relative absolute error 32.5393 % Root relative squared error 60.9516 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.026 0.804 0.757 0.78 0.964 climbingdown 0.735 0.033 0.758 0.735 0.746 0.959 climbingup 1 0 1 1 1 1 jumping 0.95 0.072 0.691 0.95 0.8 0.977 lying 0.44 0.041 0.595 0.44 0.506 0.935 standing 0.679 0.056 0.7 0.679 0.689 0.942 sitting 0.844 0.003 0.982 0.844 0.908 0.989 running 0.906 0.034 0.829 0.906 0.866 0.979 walking Weighted Avg. 0.773 0.037 0.775 0.773 0.768 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 78 13 0 1 0 1 1 9 | a = climbingdown 12 75 0 0 2 0 0 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 1 0 114 3 1 0 0 | d = lying 0 1 0 20 44 33 1 1 | e = standing 2 0 0 30 11 91 0 0 | f = sitting 3 1 0 0 13 2 108 1 | g = running 1 8 0 0 1 2 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 658 79.0865 % Incorrectly Classified Instances 174 20.9135 % Kappa statistic 0.7566 Mean absolute error 0.0655 Root mean squared error 0.1902 Relative absolute error 30.4234 % Root relative squared error 57.9785 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.806 0.027 0.806 0.806 0.806 0.971 climbingdown 0.653 0.016 0.846 0.653 0.737 0.971 climbingup 1 0 1 1 1 1 jumping 0.9 0.044 0.777 0.9 0.834 0.984 lying 0.53 0.038 0.654 0.53 0.586 0.957 standing 0.724 0.059 0.703 0.724 0.713 0.959 sitting 0.914 0.007 0.959 0.914 0.936 0.966 running 0.907 0.053 0.76 0.907 0.827 0.976 walking Weighted Avg. 0.791 0.035 0.792 0.791 0.787 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 83 10 0 0 0 0 0 10 | a = climbingdown 9 66 0 0 0 0 0 26 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 108 2 10 0 0 | d = lying 0 0 0 13 53 29 5 0 | e = standing 0 0 0 16 21 97 0 0 | f = sitting 5 0 0 0 3 2 117 1 | g = running 6 2 0 2 2 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 675 81.1298 % Incorrectly Classified Instances 157 18.8702 % Kappa statistic 0.7805 Mean absolute error 0.0628 Root mean squared error 0.1834 Relative absolute error 29.1881 % Root relative squared error 55.9279 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.016 0.86 0.718 0.783 0.96 climbingdown 0.733 0.023 0.813 0.733 0.771 0.968 climbingup 1 0 1 1 1 1 jumping 0.892 0.021 0.877 0.892 0.884 0.98 lying 0.65 0.048 0.65 0.65 0.65 0.963 standing 0.746 0.062 0.699 0.746 0.722 0.956 sitting 0.922 0.001 0.992 0.922 0.955 0.997 running 0.93 0.048 0.779 0.93 0.848 0.975 walking Weighted Avg. 0.811 0.031 0.816 0.811 0.811 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 74 12 0 0 0 1 1 15 | a = climbingdown 8 74 0 0 2 0 0 17 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 0 107 2 9 0 0 | d = lying 0 0 0 3 65 32 0 0 | e = standing 0 0 0 12 21 100 0 1 | f = sitting 1 0 0 0 8 0 118 1 | g = running 3 3 0 0 2 1 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 678 81.4904 % Incorrectly Classified Instances 154 18.5096 % Kappa statistic 0.7847 Mean absolute error 0.0644 Root mean squared error 0.1892 Relative absolute error 29.9176 % Root relative squared error 57.6904 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.012 0.895 0.748 0.815 0.941 climbingdown 0.743 0.03 0.773 0.743 0.758 0.959 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.842 0.02 0.878 0.842 0.86 0.966 lying 0.69 0.044 0.683 0.69 0.687 0.947 standing 0.754 0.059 0.711 0.754 0.732 0.951 sitting 0.961 0.011 0.939 0.961 0.95 0.976 running 0.891 0.038 0.81 0.891 0.849 0.976 walking Weighted Avg. 0.815 0.03 0.817 0.815 0.815 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 77 12 1 2 0 2 0 9 | a = climbingdown 6 75 0 0 0 1 2 17 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 101 7 10 1 0 | d = lying 1 1 0 1 69 24 4 0 | e = standing 0 0 0 11 20 101 1 1 | f = sitting 1 0 0 0 1 3 123 0 | g = running 1 8 0 0 4 1 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 646 77.7377 % Incorrectly Classified Instances 185 22.2623 % Kappa statistic 0.7416 Mean absolute error 0.0721 Root mean squared error 0.2027 Relative absolute error 33.5152 % Root relative squared error 61.8116 % Total Number of Instances 831 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.032 0.785 0.824 0.804 0.976 climbingdown 0.772 0.056 0.655 0.772 0.709 0.939 climbingup 1 0 1 1 1 1 jumping 0.875 0.053 0.734 0.875 0.798 0.972 lying 0.62 0.044 0.66 0.62 0.639 0.945 standing 0.649 0.053 0.702 0.649 0.674 0.934 sitting 0.914 0.007 0.959 0.914 0.936 0.979 running 0.744 0.013 0.914 0.744 0.821 0.977 walking Weighted Avg. 0.777 0.035 0.785 0.777 0.778 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 84 15 0 0 0 0 0 3 | a = climbingdown 15 78 0 0 2 0 0 6 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 105 1 13 1 0 | d = lying 2 0 0 15 62 18 3 0 | e = standing 1 0 0 22 23 87 1 0 | f = sitting 1 2 0 1 2 5 117 0 | g = running 4 24 0 0 4 1 0 96 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 8 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 698 77.4695 % Incorrectly Classified Instances 203 22.5305 % Kappa statistic 0.7357 Mean absolute error 0.072 Root mean squared error 0.1991 Relative absolute error 33.8293 % Root relative squared error 61.0398 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.908 0.015 0.868 0.908 0.888 0.988 climbingdown 0.764 0.053 0.804 0.764 0.784 0.935 climbingup 1 0 1 1 1 1 jumping 0.462 0.037 0.702 0.462 0.557 0.922 lying 0.696 0.022 0.753 0.696 0.724 0.957 standing 0.732 0.133 0.474 0.732 0.576 0.9 sitting 0.983 0 1 0.983 0.992 0.993 running 0.915 0.006 0.959 0.915 0.937 0.995 walking Weighted Avg. 0.775 0.041 0.795 0.775 0.777 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 79 6 0 0 0 0 0 2 | a = climbingdown 5 152 0 6 12 21 0 3 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 9 0 66 3 65 0 0 | d = lying 0 6 0 1 55 17 0 0 | e = standing 0 10 0 21 3 93 0 0 | f = sitting 0 2 0 0 0 0 117 0 | g = running 7 4 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 682 75.6937 % Incorrectly Classified Instances 219 24.3063 % Kappa statistic 0.7144 Mean absolute error 0.074 Root mean squared error 0.2055 Relative absolute error 34.7788 % Root relative squared error 63.0109 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.828 0.014 0.867 0.828 0.847 0.982 climbingdown 0.744 0.063 0.771 0.744 0.757 0.913 climbingup 1 0.002 0.895 1 0.944 1 jumping 0.483 0.046 0.663 0.483 0.559 0.902 lying 0.575 0.021 0.73 0.575 0.643 0.955 standing 0.732 0.133 0.474 0.732 0.576 0.905 sitting 0.975 0 1 0.975 0.987 0.993 running 0.938 0.009 0.945 0.938 0.942 0.982 walking Weighted Avg. 0.757 0.044 0.775 0.757 0.759 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 72 13 0 0 0 0 0 2 | a = climbingdown 8 148 0 10 7 21 0 5 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 9 1 69 3 61 0 0 | d = lying 0 10 0 3 46 21 0 0 | e = standing 0 5 0 22 7 93 0 0 | f = sitting 1 1 1 0 0 0 116 0 | g = running 2 6 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 675 74.9168 % Incorrectly Classified Instances 226 25.0832 % Kappa statistic 0.7055 Mean absolute error 0.0747 Root mean squared error 0.2104 Relative absolute error 35.0986 % Root relative squared error 64.5204 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.839 0.015 0.859 0.839 0.849 0.978 climbingdown 0.734 0.067 0.756 0.734 0.745 0.903 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.458 0.045 0.657 0.458 0.539 0.901 lying 0.613 0.026 0.7 0.613 0.653 0.944 standing 0.709 0.136 0.462 0.709 0.559 0.887 sitting 0.983 0.001 0.992 0.983 0.987 0.995 running 0.906 0.006 0.959 0.906 0.932 0.991 walking Weighted Avg. 0.749 0.046 0.768 0.749 0.752 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 73 10 0 0 0 0 1 3 | a = climbingdown 6 146 1 8 11 25 0 2 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 10 0 65 3 64 0 0 | d = lying 0 9 0 6 49 16 0 0 | e = standing 1 9 0 20 7 90 0 0 | f = sitting 1 1 0 0 0 0 118 0 | g = running 4 8 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 707 78.5556 % Incorrectly Classified Instances 193 21.4444 % Kappa statistic 0.7492 Mean absolute error 0.0734 Root mean squared error 0.1933 Relative absolute error 34.4933 % Root relative squared error 59.2698 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.018 0.848 0.977 0.908 0.996 climbingdown 0.688 0.051 0.792 0.688 0.737 0.926 climbingup 1 0 1 1 1 1 jumping 0.627 0.054 0.685 0.627 0.654 0.932 lying 0.775 0.043 0.639 0.775 0.701 0.952 standing 0.598 0.079 0.555 0.598 0.576 0.911 sitting 0.983 0.001 0.992 0.983 0.987 0.991 running 0.961 0.005 0.969 0.961 0.965 0.993 walking Weighted Avg. 0.786 0.037 0.789 0.786 0.785 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 84 2 0 0 0 0 0 0 | a = climbingdown 13 137 0 7 23 14 1 4 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 12 0 89 2 39 0 0 | d = lying 0 6 0 4 62 8 0 0 | e = standing 0 12 0 30 9 76 0 0 | f = sitting 0 1 0 0 1 0 118 0 | g = running 2 3 0 0 0 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 703 78.1111 % Incorrectly Classified Instances 197 21.8889 % Kappa statistic 0.7434 Mean absolute error 0.0706 Root mean squared error 0.1954 Relative absolute error 33.2043 % Root relative squared error 59.9238 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.919 0.015 0.868 0.919 0.893 0.991 climbingdown 0.759 0.051 0.807 0.759 0.782 0.931 climbingup 1 0 1 1 1 1 jumping 0.521 0.042 0.698 0.521 0.597 0.937 lying 0.725 0.033 0.682 0.725 0.703 0.965 standing 0.709 0.1 0.539 0.709 0.612 0.916 sitting 0.983 0.001 0.992 0.983 0.987 0.988 running 0.898 0.016 0.906 0.898 0.902 0.983 walking Weighted Avg. 0.781 0.039 0.789 0.781 0.781 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 79 5 0 0 0 0 1 1 | a = climbingdown 8 151 0 8 7 14 0 11 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 7 0 74 7 54 0 0 | d = lying 0 10 0 3 58 9 0 0 | e = standing 0 5 0 21 11 90 0 0 | f = sitting 0 1 0 0 1 0 118 0 | g = running 4 8 0 0 1 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 687 76.3333 % Incorrectly Classified Instances 213 23.6667 % Kappa statistic 0.722 Mean absolute error 0.0746 Root mean squared error 0.2044 Relative absolute error 35.0466 % Root relative squared error 62.6739 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.86 0.01 0.902 0.86 0.881 0.978 climbingdown 0.737 0.073 0.741 0.737 0.739 0.926 climbingup 1 0 1 1 1 1 jumping 0.51 0.058 0.624 0.51 0.562 0.915 lying 0.658 0.035 0.642 0.658 0.65 0.942 standing 0.648 0.088 0.55 0.648 0.595 0.912 sitting 0.992 0 1 0.992 0.996 0.996 running 0.953 0.017 0.904 0.953 0.928 0.989 walking Weighted Avg. 0.763 0.044 0.765 0.763 0.762 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 74 6 0 0 0 0 0 6 | a = climbingdown 6 146 0 13 13 13 0 7 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 16 0 73 7 47 0 0 | d = lying 0 16 0 3 52 8 0 0 | e = standing 0 8 0 28 9 83 0 0 | f = sitting 1 0 0 0 0 0 119 0 | g = running 1 5 0 0 0 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 701 77.8889 % Incorrectly Classified Instances 199 22.1111 % Kappa statistic 0.7412 Mean absolute error 0.0732 Root mean squared error 0.1968 Relative absolute error 34.4089 % Root relative squared error 60.3551 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.022 0.816 0.93 0.87 0.994 climbingdown 0.727 0.044 0.823 0.727 0.772 0.936 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.566 0.05 0.681 0.566 0.618 0.931 lying 0.722 0.032 0.687 0.722 0.704 0.943 standing 0.695 0.105 0.524 0.695 0.597 0.911 sitting 0.942 0 1 0.942 0.97 0.993 running 0.93 0.005 0.967 0.93 0.948 0.985 walking Weighted Avg. 0.779 0.038 0.792 0.779 0.782 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 80 5 0 0 0 0 0 1 | a = climbingdown 8 144 0 8 18 17 0 3 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 10 0 81 2 50 0 0 | d = lying 0 4 0 4 57 14 0 0 | e = standing 0 7 0 26 6 89 0 0 | f = sitting 4 2 1 0 0 0 113 0 | g = running 6 3 0 0 0 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 688 76.4444 % Incorrectly Classified Instances 212 23.5556 % Kappa statistic 0.7224 Mean absolute error 0.074 Root mean squared error 0.2087 Relative absolute error 34.7742 % Root relative squared error 63.9777 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.01 0.9 0.837 0.867 0.979 climbingdown 0.813 0.078 0.745 0.813 0.778 0.929 climbingup 1 0 1 1 1 1 jumping 0.538 0.069 0.597 0.538 0.566 0.893 lying 0.608 0.022 0.727 0.608 0.662 0.946 standing 0.578 0.089 0.517 0.578 0.546 0.891 sitting 0.975 0.004 0.975 0.975 0.975 0.985 running 0.945 0.009 0.945 0.945 0.945 0.985 walking Weighted Avg. 0.764 0.046 0.767 0.764 0.764 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 72 9 0 0 0 0 1 4 | a = climbingdown 4 161 0 8 10 11 2 2 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 21 0 77 1 43 0 1 | d = lying 0 9 0 7 48 15 0 0 | e = standing 0 10 0 37 7 74 0 0 | f = sitting 1 2 0 0 0 0 117 0 | g = running 3 4 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 708 78.6667 % Incorrectly Classified Instances 192 21.3333 % Kappa statistic 0.7495 Mean absolute error 0.0689 Root mean squared error 0.1952 Relative absolute error 32.3966 % Root relative squared error 59.8686 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.872 0.009 0.915 0.872 0.893 0.988 climbingdown 0.773 0.03 0.879 0.773 0.823 0.938 climbingup 1 0 1 1 1 1 jumping 0.713 0.095 0.586 0.713 0.644 0.93 lying 0.633 0.024 0.714 0.633 0.671 0.952 standing 0.555 0.079 0.538 0.555 0.546 0.905 sitting 0.992 0.001 0.992 0.992 0.992 0.997 running 0.938 0.013 0.924 0.938 0.931 0.982 walking Weighted Avg. 0.787 0.038 0.797 0.787 0.79 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 75 3 0 0 0 1 0 7 | a = climbingdown 4 153 0 15 9 13 1 3 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 4 0 102 2 35 0 0 | d = lying 0 4 0 13 50 12 0 0 | e = standing 0 4 0 44 9 71 0 0 | f = sitting 0 1 0 0 0 0 118 0 | g = running 3 5 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 696 77.3333 % Incorrectly Classified Instances 204 22.6667 % Kappa statistic 0.7342 Mean absolute error 0.0713 Root mean squared error 0.1985 Relative absolute error 33.5274 % Root relative squared error 60.8711 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.86 0.017 0.841 0.86 0.851 0.976 climbingdown 0.732 0.05 0.806 0.732 0.767 0.922 climbingup 1 0 1 1 1 1 jumping 0.615 0.058 0.667 0.615 0.64 0.932 lying 0.671 0.03 0.679 0.671 0.675 0.958 standing 0.648 0.093 0.535 0.648 0.587 0.915 sitting 0.975 0.001 0.991 0.975 0.983 0.984 running 0.922 0.017 0.902 0.922 0.912 0.994 walking Weighted Avg. 0.773 0.04 0.78 0.773 0.775 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 74 6 0 0 0 0 1 5 | a = climbingdown 7 145 0 10 15 13 0 8 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 7 0 88 4 43 0 0 | d = lying 0 6 0 4 53 16 0 0 | e = standing 0 9 0 30 6 83 0 0 | f = sitting 2 1 0 0 0 0 116 0 | g = running 4 6 0 0 0 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 675 73.5294 % Incorrectly Classified Instances 243 26.4706 % Kappa statistic 0.691 Mean absolute error 0.0912 Root mean squared error 0.2218 Relative absolute error 42.6892 % Root relative squared error 67.874 % Total Number of Instances 918 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.017 0.816 0.738 0.775 0.956 climbingdown 0.577 0.066 0.7 0.577 0.633 0.866 climbingup 1 0 1 1 1 1 jumping 0.623 0.074 0.597 0.623 0.61 0.893 lying 0.781 0.05 0.69 0.781 0.733 0.96 standing 0.655 0.065 0.6 0.655 0.627 0.896 sitting 0.967 0.001 0.991 0.967 0.979 0.988 running 0.87 0.038 0.792 0.87 0.829 0.967 walking Weighted Avg. 0.735 0.047 0.738 0.735 0.734 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 62 11 0 2 0 0 1 8 | a = climbingdown 8 112 0 13 22 17 0 22 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 8 0 86 14 30 0 0 | d = lying 0 1 0 19 89 5 0 0 | e = standing 0 15 0 22 4 78 0 0 | f = sitting 1 2 0 1 0 0 116 0 | g = running 5 11 0 1 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 651 70.915 % Incorrectly Classified Instances 267 29.085 % Kappa statistic 0.6598 Mean absolute error 0.0921 Root mean squared error 0.2255 Relative absolute error 43.1025 % Root relative squared error 68.9927 % Total Number of Instances 918 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.032 0.713 0.798 0.753 0.974 climbingdown 0.665 0.086 0.675 0.665 0.67 0.87 climbingup 1 0 1 1 1 1 jumping 0.587 0.086 0.547 0.587 0.566 0.88 lying 0.561 0.04 0.667 0.561 0.61 0.944 standing 0.664 0.079 0.556 0.664 0.605 0.918 sitting 0.975 0.003 0.983 0.975 0.979 0.997 running 0.733 0.018 0.873 0.733 0.797 0.971 walking Weighted Avg. 0.709 0.052 0.718 0.709 0.711 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 67 9 0 0 0 0 1 7 | a = climbingdown 16 129 0 13 12 16 1 7 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 9 0 81 13 35 0 0 | d = lying 0 10 0 28 64 12 0 0 | e = standing 0 7 0 26 7 79 0 0 | f = sitting 0 3 0 0 0 0 117 0 | g = running 11 24 0 0 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 651 70.915 % Incorrectly Classified Instances 267 29.085 % Kappa statistic 0.6594 Mean absolute error 0.0921 Root mean squared error 0.2285 Relative absolute error 43.1085 % Root relative squared error 69.9092 % Total Number of Instances 918 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.014 0.831 0.702 0.761 0.956 climbingdown 0.655 0.091 0.658 0.655 0.656 0.853 climbingup 0.944 0 1 0.944 0.971 0.989 jumping 0.507 0.085 0.515 0.507 0.511 0.813 lying 0.789 0.058 0.657 0.789 0.717 0.959 standing 0.563 0.056 0.598 0.563 0.58 0.923 sitting 0.992 0.003 0.983 0.992 0.988 0.998 running 0.779 0.037 0.779 0.779 0.779 0.967 walking Weighted Avg. 0.709 0.053 0.711 0.709 0.709 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 59 10 0 0 0 0 0 15 | a = climbingdown 7 127 0 11 16 17 2 14 | b = climbingup 0 1 17 0 0 0 0 0 | c = jumping 1 17 0 70 23 27 0 0 | d = lying 0 6 0 17 90 1 0 0 | e = standing 0 6 0 38 8 67 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 4 25 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 667 72.658 % Incorrectly Classified Instances 251 27.342 % Kappa statistic 0.6791 Mean absolute error 0.0949 Root mean squared error 0.2311 Relative absolute error 44.4131 % Root relative squared error 70.7228 % Total Number of Instances 918 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.013 0.838 0.679 0.75 0.967 climbingdown 0.675 0.113 0.615 0.675 0.644 0.849 climbingup 0.944 0.001 0.944 0.944 0.944 0.997 jumping 0.558 0.065 0.602 0.558 0.579 0.801 lying 0.57 0.041 0.663 0.57 0.613 0.938 standing 0.815 0.059 0.674 0.815 0.738 0.93 sitting 0.958 0.003 0.983 0.958 0.97 0.978 running 0.824 0.03 0.818 0.824 0.821 0.977 walking Weighted Avg. 0.727 0.052 0.731 0.727 0.726 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 57 15 0 0 0 0 0 12 | a = climbingdown 4 131 0 10 18 18 1 12 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 1 23 1 77 10 26 0 0 | d = lying 0 12 0 34 65 3 0 0 | e = standing 0 10 0 7 5 97 0 0 | f = sitting 1 4 0 0 0 0 115 0 | g = running 5 18 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 669 72.8758 % Incorrectly Classified Instances 249 27.1242 % Kappa statistic 0.6834 Mean absolute error 0.0914 Root mean squared error 0.2248 Relative absolute error 42.8132 % Root relative squared error 68.7901 % Total Number of Instances 918 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.647 0.017 0.797 0.647 0.714 0.965 climbingdown 0.613 0.065 0.717 0.613 0.661 0.862 climbingup 1 0 1 1 1 1 jumping 0.529 0.067 0.584 0.529 0.555 0.853 lying 0.825 0.063 0.648 0.825 0.726 0.95 standing 0.664 0.068 0.594 0.664 0.627 0.919 sitting 0.992 0.005 0.967 0.992 0.979 1 running 0.862 0.034 0.806 0.862 0.833 0.982 walking Weighted Avg. 0.729 0.047 0.731 0.729 0.726 0.926 === Confusion Matrix === a b c d e f g h <-- classified as 55 15 0 0 0 0 0 15 | a = climbingdown 6 119 0 17 15 24 1 12 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 2 13 0 73 22 26 2 0 | d = lying 0 3 0 13 94 4 0 0 | e = standing 0 3 0 22 14 79 1 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 6 12 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 639 69.6838 % Incorrectly Classified Instances 278 30.3162 % Kappa statistic 0.643 Mean absolute error 0.0974 Root mean squared error 0.2335 Relative absolute error 45.6326 % Root relative squared error 71.4553 % Total Number of Instances 917 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.016 0.822 0.714 0.764 0.953 climbingdown 0.727 0.152 0.562 0.727 0.634 0.866 climbingup 1 0 1 1 1 1 jumping 0.362 0.069 0.481 0.362 0.413 0.829 lying 0.478 0.015 0.821 0.478 0.604 0.962 standing 0.782 0.088 0.571 0.782 0.66 0.929 sitting 0.983 0.004 0.975 0.983 0.979 0.994 running 0.808 0.02 0.868 0.808 0.837 0.979 walking Weighted Avg. 0.697 0.061 0.713 0.697 0.693 0.924 === Confusion Matrix === a b c d e f g h <-- classified as 60 17 0 0 0 0 0 7 | a = climbingdown 7 141 0 9 5 20 3 9 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 40 0 50 4 43 0 0 | d = lying 0 24 0 29 55 7 0 0 | e = standing 0 8 0 15 3 93 0 0 | f = sitting 0 2 0 0 0 0 118 0 | g = running 5 19 0 1 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 655 71.4286 % Incorrectly Classified Instances 262 28.5714 % Kappa statistic 0.6634 Mean absolute error 0.0957 Root mean squared error 0.2247 Relative absolute error 44.8086 % Root relative squared error 68.7597 % Total Number of Instances 917 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.012 0.857 0.714 0.779 0.976 climbingdown 0.732 0.141 0.582 0.732 0.648 0.889 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.601 0.085 0.557 0.601 0.578 0.886 lying 0.461 0.017 0.791 0.461 0.582 0.942 standing 0.672 0.059 0.63 0.672 0.65 0.918 sitting 0.967 0 1 0.967 0.983 0.989 running 0.8 0.028 0.825 0.8 0.813 0.977 walking Weighted Avg. 0.714 0.058 0.732 0.714 0.715 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 60 15 0 0 0 0 0 9 | a = climbingdown 7 142 0 15 5 12 0 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 17 0 83 6 32 0 0 | d = lying 0 28 0 31 53 3 0 0 | e = standing 0 16 0 20 3 80 0 0 | f = sitting 0 3 1 0 0 0 116 0 | g = running 3 23 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 654 71.3195 % Incorrectly Classified Instances 263 28.6805 % Kappa statistic 0.6631 Mean absolute error 0.0941 Root mean squared error 0.2303 Relative absolute error 44.0463 % Root relative squared error 70.4813 % Total Number of Instances 917 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.012 0.861 0.738 0.795 0.956 climbingdown 0.706 0.133 0.588 0.706 0.642 0.861 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.442 0.046 0.629 0.442 0.519 0.872 lying 0.504 0.024 0.753 0.504 0.604 0.945 standing 0.805 0.094 0.559 0.805 0.66 0.915 sitting 0.983 0.001 0.992 0.983 0.987 0.994 running 0.808 0.032 0.808 0.808 0.808 0.96 walking Weighted Avg. 0.713 0.056 0.727 0.713 0.71 0.923 === Confusion Matrix === a b c d e f g h <-- classified as 62 12 0 0 0 0 0 10 | a = climbingdown 5 137 0 7 4 26 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 23 0 61 13 41 0 0 | d = lying 0 30 0 19 58 8 0 0 | e = standing 0 11 0 10 2 95 0 0 | f = sitting 0 1 1 0 0 0 118 0 | g = running 5 19 0 0 0 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 658 71.7557 % Incorrectly Classified Instances 259 28.2443 % Kappa statistic 0.668 Mean absolute error 0.0949 Root mean squared error 0.2282 Relative absolute error 44.4136 % Root relative squared error 69.8393 % Total Number of Instances 917 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.016 0.827 0.738 0.78 0.948 climbingdown 0.758 0.133 0.605 0.758 0.673 0.885 climbingup 1 0 1 1 1 1 jumping 0.431 0.049 0.608 0.431 0.504 0.887 lying 0.609 0.029 0.753 0.609 0.673 0.947 standing 0.79 0.09 0.566 0.79 0.66 0.913 sitting 0.983 0 1 0.983 0.992 0.991 running 0.695 0.022 0.843 0.695 0.762 0.958 walking Weighted Avg. 0.718 0.055 0.732 0.718 0.716 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 62 14 0 1 0 0 0 7 | a = climbingdown 4 147 0 8 11 15 0 9 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 21 0 59 7 50 0 0 | d = lying 0 19 0 19 70 7 0 0 | e = standing 0 10 0 10 5 94 0 0 | f = sitting 0 1 0 0 0 0 117 1 | g = running 9 31 0 0 0 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 662 72.1919 % Incorrectly Classified Instances 255 27.8081 % Kappa statistic 0.6742 Mean absolute error 0.0903 Root mean squared error 0.2224 Relative absolute error 42.2856 % Root relative squared error 68.0509 % Total Number of Instances 917 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.024 0.74 0.679 0.708 0.957 climbingdown 0.691 0.089 0.677 0.691 0.684 0.892 climbingup 0.944 0.002 0.895 0.944 0.919 0.945 jumping 0.569 0.073 0.578 0.569 0.574 0.88 lying 0.482 0.024 0.743 0.482 0.585 0.954 standing 0.849 0.083 0.605 0.849 0.706 0.924 sitting 0.967 0 1 0.967 0.983 1 running 0.794 0.034 0.794 0.794 0.794 0.972 walking Weighted Avg. 0.722 0.05 0.73 0.722 0.72 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 57 13 0 0 0 0 0 14 | a = climbingdown 9 134 0 10 8 20 0 13 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 14 2 78 7 36 0 0 | d = lying 0 8 0 41 55 10 0 0 | e = standing 0 8 0 6 4 101 0 0 | f = sitting 3 1 0 0 0 0 116 0 | g = running 7 20 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 709 69.5098 % Incorrectly Classified Instances 311 30.4902 % Kappa statistic 0.6337 Mean absolute error 0.0918 Root mean squared error 0.2279 Relative absolute error 44.4641 % Root relative squared error 70.9247 % Total Number of Instances 1020 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.03 0.622 0.648 0.634 0.942 climbingdown 0.641 0.108 0.727 0.641 0.681 0.875 climbingup 1 0 1 1 1 1 jumping 0.804 0.054 0.647 0.804 0.717 0.94 lying 0.719 0.11 0.508 0.719 0.595 0.919 standing 0.371 0.036 0.59 0.371 0.455 0.899 sitting 0.975 0.003 0.975 0.975 0.975 0.993 running 0.746 0.029 0.778 0.746 0.762 0.962 walking Weighted Avg. 0.695 0.064 0.704 0.695 0.692 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 46 13 0 0 0 0 0 12 | a = climbingdown 18 202 0 13 54 13 2 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 7 0 90 6 9 0 0 | d = lying 0 22 0 7 100 10 0 0 | e = standing 0 13 0 29 36 46 0 0 | f = sitting 0 1 0 0 1 0 117 1 | g = running 10 20 0 0 0 0 1 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 738 72.4239 % Incorrectly Classified Instances 281 27.5761 % Kappa statistic 0.6635 Mean absolute error 0.0902 Root mean squared error 0.2236 Relative absolute error 43.6814 % Root relative squared error 69.5899 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.007 0.857 0.592 0.7 0.955 climbingdown 0.775 0.146 0.703 0.775 0.737 0.881 climbingup 1 0 1 1 1 1 jumping 0.748 0.042 0.686 0.748 0.716 0.877 lying 0.439 0.057 0.55 0.439 0.488 0.903 standing 0.492 0.06 0.53 0.492 0.51 0.894 sitting 0.975 0.001 0.992 0.975 0.983 0.992 running 0.926 0.031 0.8 0.926 0.858 0.987 walking Weighted Avg. 0.724 0.069 0.721 0.724 0.719 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 42 15 0 0 0 0 1 13 | a = climbingdown 3 244 0 15 20 19 0 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 17 0 83 2 9 0 0 | d = lying 1 43 0 8 61 26 0 0 | e = standing 0 21 0 15 27 61 0 0 | f = sitting 0 1 0 0 1 0 117 1 | g = running 3 6 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 722 70.8538 % Incorrectly Classified Instances 297 29.1462 % Kappa statistic 0.6468 Mean absolute error 0.0899 Root mean squared error 0.2277 Relative absolute error 43.5281 % Root relative squared error 70.8495 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.549 0.017 0.709 0.549 0.619 0.945 climbingdown 0.721 0.119 0.73 0.721 0.725 0.875 climbingup 1 0 1 1 1 1 jumping 0.694 0.024 0.778 0.694 0.733 0.915 lying 0.705 0.092 0.547 0.705 0.616 0.928 standing 0.427 0.074 0.445 0.427 0.436 0.869 sitting 0.983 0 1 0.983 0.992 0.998 running 0.76 0.031 0.767 0.76 0.763 0.971 walking Weighted Avg. 0.709 0.066 0.715 0.709 0.709 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 39 16 0 0 0 0 0 16 | a = climbingdown 8 227 0 5 35 28 0 12 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 9 0 77 6 19 0 0 | d = lying 0 22 0 0 98 19 0 0 | e = standing 0 14 0 17 40 53 0 0 | f = sitting 0 2 0 0 0 0 118 0 | g = running 8 21 0 0 0 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 704 69.0873 % Incorrectly Classified Instances 315 30.9127 % Kappa statistic 0.6247 Mean absolute error 0.0941 Root mean squared error 0.2282 Relative absolute error 45.5743 % Root relative squared error 71.022 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.012 0.725 0.408 0.523 0.952 climbingdown 0.727 0.118 0.734 0.727 0.73 0.894 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.423 0.01 0.839 0.423 0.563 0.939 lying 0.71 0.09 0.554 0.71 0.622 0.925 standing 0.524 0.092 0.442 0.524 0.48 0.866 sitting 0.992 0.002 0.983 0.992 0.988 0.993 running 0.82 0.055 0.671 0.82 0.738 0.972 walking Weighted Avg. 0.691 0.068 0.711 0.691 0.688 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 29 12 0 0 0 0 1 29 | a = climbingdown 5 229 0 2 46 13 0 20 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 5 0 47 2 57 0 0 | d = lying 0 28 0 0 98 12 0 0 | e = standing 1 20 0 7 31 65 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 5 17 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 755 74.0922 % Incorrectly Classified Instances 264 25.9078 % Kappa statistic 0.689 Mean absolute error 0.0861 Root mean squared error 0.2112 Relative absolute error 41.6704 % Root relative squared error 65.7104 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.02 0.716 0.676 0.696 0.96 climbingdown 0.698 0.074 0.809 0.698 0.75 0.906 climbingup 1 0 1 1 1 1 jumping 0.757 0.017 0.848 0.757 0.8 0.93 lying 0.717 0.098 0.535 0.717 0.613 0.924 standing 0.508 0.065 0.521 0.508 0.514 0.908 sitting 0.95 0.001 0.991 0.95 0.97 0.994 running 0.893 0.037 0.768 0.893 0.826 0.984 walking Weighted Avg. 0.741 0.052 0.755 0.741 0.744 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 48 9 0 0 0 0 0 14 | a = climbingdown 9 220 0 0 44 23 1 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 9 0 84 3 15 0 0 | d = lying 0 18 0 1 99 20 0 0 | e = standing 0 9 0 14 38 63 0 0 | f = sitting 2 2 0 0 1 0 114 1 | g = running 8 5 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 717 70.3631 % Incorrectly Classified Instances 302 29.6369 % Kappa statistic 0.6406 Mean absolute error 0.094 Root mean squared error 0.2257 Relative absolute error 45.5007 % Root relative squared error 70.2278 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.394 0.011 0.737 0.394 0.514 0.961 climbingdown 0.708 0.122 0.722 0.708 0.715 0.882 climbingup 1 0 1 1 1 1 jumping 0.649 0.015 0.837 0.649 0.731 0.87 lying 0.674 0.11 0.489 0.674 0.567 0.916 standing 0.46 0.047 0.576 0.46 0.511 0.873 sitting 0.967 0.002 0.983 0.967 0.975 0.993 running 0.902 0.057 0.683 0.902 0.777 0.985 walking Weighted Avg. 0.704 0.068 0.717 0.704 0.701 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 28 17 0 0 0 0 0 26 | a = climbingdown 5 223 0 0 48 14 1 24 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 17 0 72 11 10 1 0 | d = lying 0 23 0 4 93 18 0 0 | e = standing 0 20 0 10 37 57 0 0 | f = sitting 2 0 0 0 1 0 116 1 | g = running 3 9 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 735 72.1295 % Incorrectly Classified Instances 284 27.8705 % Kappa statistic 0.6637 Mean absolute error 0.0895 Root mean squared error 0.2173 Relative absolute error 43.3217 % Root relative squared error 67.5935 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.021 0.688 0.62 0.652 0.96 climbingdown 0.694 0.108 0.741 0.694 0.717 0.894 climbingup 1 0 1 1 1 1 jumping 0.75 0.019 0.832 0.75 0.789 0.921 lying 0.741 0.117 0.5 0.741 0.597 0.913 standing 0.366 0.028 0.643 0.366 0.466 0.898 sitting 0.983 0.002 0.983 0.983 0.983 0.998 running 0.861 0.046 0.719 0.861 0.784 0.982 walking Weighted Avg. 0.721 0.062 0.733 0.721 0.718 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 44 12 0 0 0 0 1 14 | a = climbingdown 13 218 0 5 46 5 0 27 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 11 0 84 4 11 1 0 | d = lying 0 26 0 1 103 9 0 0 | e = standing 0 14 0 11 53 45 0 0 | f = sitting 1 1 0 0 0 0 118 0 | g = running 5 12 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 763 74.8773 % Incorrectly Classified Instances 256 25.1227 % Kappa statistic 0.6973 Mean absolute error 0.0857 Root mean squared error 0.215 Relative absolute error 41.475 % Root relative squared error 66.9013 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.549 0.018 0.696 0.549 0.614 0.94 climbingdown 0.71 0.089 0.78 0.71 0.743 0.897 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.768 0.022 0.811 0.768 0.789 0.915 lying 0.77 0.094 0.563 0.77 0.65 0.931 standing 0.585 0.046 0.637 0.585 0.61 0.917 sitting 1 0.004 0.968 1 0.984 0.998 running 0.811 0.031 0.78 0.811 0.795 0.98 walking Weighted Avg. 0.749 0.054 0.757 0.749 0.749 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 39 17 0 0 0 0 1 14 | a = climbingdown 11 223 0 4 44 16 2 14 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 11 0 86 3 12 0 0 | d = lying 0 16 0 3 107 13 0 0 | e = standing 0 2 0 13 36 72 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 6 17 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 713 69.9706 % Incorrectly Classified Instances 306 30.0294 % Kappa statistic 0.6362 Mean absolute error 0.0924 Root mean squared error 0.2274 Relative absolute error 44.7253 % Root relative squared error 70.7569 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.486 0.016 0.7 0.486 0.574 0.962 climbingdown 0.691 0.13 0.702 0.691 0.697 0.873 climbingup 1 0 1 1 1 1 jumping 0.75 0.034 0.73 0.75 0.74 0.908 lying 0.691 0.101 0.519 0.691 0.593 0.921 standing 0.358 0.04 0.55 0.358 0.433 0.882 sitting 0.992 0.004 0.967 0.992 0.979 0.994 running 0.828 0.043 0.721 0.828 0.771 0.973 walking Weighted Avg. 0.7 0.069 0.7 0.7 0.694 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 35 22 0 0 0 0 2 13 | a = climbingdown 5 217 0 9 37 18 2 26 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 12 0 84 6 10 0 0 | d = lying 0 30 0 5 96 8 0 0 | e = standing 0 17 0 17 45 44 0 0 | f = sitting 0 0 0 0 1 0 119 0 | g = running 10 11 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 726 71.2463 % Incorrectly Classified Instances 293 28.7537 % Kappa statistic 0.6528 Mean absolute error 0.0923 Root mean squared error 0.225 Relative absolute error 44.6847 % Root relative squared error 70.0027 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.017 0.742 0.648 0.692 0.965 climbingdown 0.707 0.108 0.745 0.707 0.725 0.888 climbingup 1 0.002 0.895 1 0.944 1 jumping 0.732 0.025 0.781 0.732 0.756 0.91 lying 0.683 0.107 0.503 0.683 0.579 0.913 standing 0.355 0.039 0.557 0.355 0.433 0.858 sitting 0.975 0.003 0.975 0.975 0.975 0.998 running 0.844 0.049 0.701 0.844 0.766 0.972 walking Weighted Avg. 0.712 0.063 0.717 0.712 0.709 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 46 8 0 0 0 0 1 16 | a = climbingdown 11 222 0 9 38 8 1 25 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 11 0 82 3 15 0 1 | d = lying 0 29 0 3 95 12 0 0 | e = standing 0 14 0 11 53 44 0 2 | f = sitting 0 2 1 0 0 0 117 0 | g = running 5 12 1 0 0 0 1 103 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 684 74.1866 % Incorrectly Classified Instances 238 25.8134 % Kappa statistic 0.6988 Mean absolute error 0.0749 Root mean squared error 0.2024 Relative absolute error 35.1966 % Root relative squared error 62.0528 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.902 0.01 0.902 0.902 0.902 0.991 climbingdown 0.653 0.048 0.803 0.653 0.72 0.912 climbingup 0.889 0 1 0.889 0.941 1 jumping 0.955 0.183 0.413 0.955 0.577 0.917 lying 0.891 0.016 0.898 0.891 0.895 0.988 standing 0.098 0.023 0.4 0.098 0.158 0.898 sitting 0.983 0.006 0.959 0.983 0.971 0.998 running 0.82 0.014 0.905 0.82 0.861 0.985 walking Weighted Avg. 0.742 0.042 0.764 0.742 0.726 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 74 6 0 0 0 0 0 2 | a = climbingdown 4 139 0 41 7 11 2 9 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 2 0 105 1 2 0 0 | d = lying 0 3 0 6 115 5 0 0 | e = standing 0 3 0 102 5 12 0 0 | f = sitting 0 2 0 0 0 0 118 0 | g = running 4 18 0 0 0 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 682 73.9696 % Incorrectly Classified Instances 240 26.0304 % Kappa statistic 0.6958 Mean absolute error 0.0728 Root mean squared error 0.2011 Relative absolute error 34.2328 % Root relative squared error 61.6849 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.877 0.01 0.899 0.877 0.888 0.989 climbingdown 0.72 0.048 0.819 0.72 0.766 0.928 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.955 0.207 0.385 0.955 0.548 0.915 lying 0.736 0.011 0.913 0.736 0.815 0.98 standing 0.049 0.015 0.333 0.049 0.085 0.902 sitting 0.992 0.002 0.983 0.992 0.988 1 running 0.906 0.009 0.943 0.906 0.924 0.991 walking Weighted Avg. 0.74 0.042 0.765 0.74 0.721 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 71 10 0 0 0 0 0 0 | a = climbingdown 6 154 0 35 6 6 0 7 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 2 0 105 1 2 0 0 | d = lying 0 8 0 22 95 4 0 0 | e = standing 0 4 0 111 2 6 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 2 9 0 0 0 0 1 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 688 74.6204 % Incorrectly Classified Instances 234 25.3796 % Kappa statistic 0.7044 Mean absolute error 0.0735 Root mean squared error 0.2014 Relative absolute error 34.5584 % Root relative squared error 61.7503 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.018 0.83 0.901 0.864 0.977 climbingdown 0.648 0.034 0.852 0.648 0.736 0.914 climbingup 0.889 0.001 0.941 0.889 0.914 0.98 jumping 0.891 0.181 0.4 0.891 0.552 0.911 lying 0.854 0.011 0.925 0.854 0.888 0.974 standing 0.163 0.029 0.465 0.163 0.241 0.894 sitting 0.983 0.007 0.952 0.983 0.967 0.999 running 0.898 0.011 0.927 0.898 0.912 0.989 walking Weighted Avg. 0.746 0.039 0.78 0.746 0.739 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 73 5 0 0 0 0 1 2 | a = climbingdown 8 138 0 37 7 13 3 7 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 4 0 98 2 6 0 0 | d = lying 0 4 0 11 111 4 0 0 | e = standing 0 4 0 99 0 20 0 0 | f = sitting 1 0 1 0 0 0 118 0 | g = running 6 7 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 687 74.5119 % Incorrectly Classified Instances 235 25.4881 % Kappa statistic 0.7035 Mean absolute error 0.074 Root mean squared error 0.2003 Relative absolute error 34.7807 % Root relative squared error 61.4182 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.02 0.815 0.915 0.862 0.99 climbingdown 0.601 0.035 0.837 0.601 0.699 0.899 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.891 0.191 0.387 0.891 0.54 0.9 lying 0.908 0.019 0.887 0.908 0.897 0.984 standing 0.154 0.016 0.594 0.154 0.245 0.923 sitting 0.975 0.004 0.975 0.975 0.975 0.998 running 0.913 0.009 0.943 0.913 0.928 0.99 walking Weighted Avg. 0.745 0.039 0.792 0.745 0.735 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 75 4 0 0 0 0 0 3 | a = climbingdown 12 128 0 47 12 7 3 4 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 4 0 98 3 5 0 0 | d = lying 0 2 0 9 118 1 0 0 | e = standing 0 5 0 99 0 19 0 0 | f = sitting 1 2 0 0 0 0 116 0 | g = running 3 8 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 683 74.0781 % Incorrectly Classified Instances 239 25.9219 % Kappa statistic 0.6975 Mean absolute error 0.0764 Root mean squared error 0.206 Relative absolute error 35.905 % Root relative squared error 63.1747 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.878 0.008 0.911 0.878 0.894 0.989 climbingdown 0.653 0.047 0.808 0.653 0.722 0.903 climbingup 0.833 0 1 0.833 0.909 0.993 jumping 0.891 0.188 0.39 0.891 0.543 0.895 lying 0.8 0.014 0.904 0.8 0.849 0.97 standing 0.171 0.02 0.568 0.171 0.263 0.887 sitting 0.975 0.005 0.967 0.975 0.971 0.992 running 0.929 0.019 0.887 0.929 0.908 0.987 walking Weighted Avg. 0.741 0.042 0.784 0.741 0.734 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 72 6 0 0 0 0 0 4 | a = climbingdown 3 139 0 49 6 4 1 11 | b = climbingup 1 0 15 0 0 0 2 0 | c = jumping 0 5 0 98 1 6 0 0 | d = lying 0 3 0 17 104 6 0 0 | e = standing 0 12 0 87 3 21 0 0 | f = sitting 1 1 0 0 1 0 116 0 | g = running 2 6 0 0 0 0 1 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 692 75.0542 % Incorrectly Classified Instances 230 24.9458 % Kappa statistic 0.7086 Mean absolute error 0.072 Root mean squared error 0.2017 Relative absolute error 33.835 % Root relative squared error 61.8601 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.805 0.005 0.943 0.805 0.868 0.97 climbingdown 0.704 0.045 0.824 0.704 0.759 0.914 climbingup 1 0.003 0.857 1 0.923 0.999 jumping 0.917 0.182 0.403 0.917 0.56 0.906 lying 0.862 0.014 0.911 0.862 0.885 0.985 standing 0.106 0.025 0.394 0.106 0.167 0.888 sitting 0.958 0.001 0.991 0.958 0.974 0.991 running 0.93 0.014 0.915 0.93 0.922 0.987 walking Weighted Avg. 0.751 0.04 0.775 0.751 0.738 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 66 10 0 0 0 0 0 6 | a = climbingdown 3 150 0 37 8 9 1 5 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 3 0 100 0 6 0 0 | d = lying 0 3 0 10 112 5 0 0 | e = standing 0 6 0 101 3 13 0 0 | f = sitting 0 2 3 0 0 0 114 0 | g = running 1 8 0 0 0 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 678 73.6156 % Incorrectly Classified Instances 243 26.3844 % Kappa statistic 0.6916 Mean absolute error 0.0744 Root mean squared error 0.2047 Relative absolute error 34.9845 % Root relative squared error 62.7842 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.805 0.007 0.917 0.805 0.857 0.972 climbingdown 0.648 0.052 0.789 0.648 0.711 0.898 climbingup 1 0.003 0.85 1 0.919 1 jumping 0.761 0.139 0.423 0.761 0.544 0.899 lying 0.908 0.062 0.707 0.908 0.795 0.969 standing 0.154 0.031 0.432 0.154 0.228 0.886 sitting 0.975 0 1 0.975 0.987 1 running 0.945 0.013 0.924 0.945 0.934 0.997 walking Weighted Avg. 0.736 0.044 0.745 0.736 0.722 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 66 12 2 0 0 0 0 2 | a = climbingdown 6 138 0 31 18 12 0 8 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 83 12 13 0 0 | d = lying 0 8 0 4 118 0 0 0 | e = standing 0 7 0 78 19 19 0 0 | f = sitting 0 2 1 0 0 0 116 0 | g = running 0 7 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 704 76.4387 % Incorrectly Classified Instances 217 23.5613 % Kappa statistic 0.7243 Mean absolute error 0.0704 Root mean squared error 0.1984 Relative absolute error 33.1236 % Root relative squared error 60.8519 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.817 0.012 0.87 0.817 0.843 0.974 climbingdown 0.718 0.051 0.81 0.718 0.761 0.924 climbingup 1 0.002 0.9 1 0.947 1 jumping 0.835 0.133 0.457 0.835 0.591 0.912 lying 0.915 0.049 0.753 0.915 0.826 0.978 standing 0.172 0.019 0.583 0.172 0.266 0.896 sitting 1 0.001 0.992 1 0.996 1 running 0.906 0.008 0.951 0.906 0.928 0.993 walking Weighted Avg. 0.764 0.039 0.78 0.764 0.749 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 67 12 1 0 0 0 0 2 | a = climbingdown 8 153 1 22 18 6 1 4 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 4 0 91 6 8 0 0 | d = lying 0 5 0 5 119 1 0 0 | e = standing 0 5 0 81 15 21 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 2 10 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 699 75.8958 % Incorrectly Classified Instances 222 24.1042 % Kappa statistic 0.7193 Mean absolute error 0.0724 Root mean squared error 0.1971 Relative absolute error 34.0238 % Root relative squared error 60.434 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.02 0.819 0.939 0.875 0.989 climbingdown 0.653 0.032 0.858 0.653 0.741 0.909 climbingup 0.944 0.002 0.895 0.944 0.919 0.999 jumping 0.835 0.161 0.41 0.835 0.55 0.904 lying 0.885 0.013 0.92 0.885 0.902 0.979 standing 0.221 0.04 0.458 0.221 0.298 0.887 sitting 0.966 0.001 0.991 0.966 0.979 0.999 running 0.922 0.008 0.952 0.922 0.937 0.99 walking Weighted Avg. 0.759 0.037 0.788 0.759 0.756 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 77 4 0 0 0 0 0 1 | a = climbingdown 10 139 0 35 5 18 1 5 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 2 0 91 4 12 0 0 | d = lying 0 5 0 8 115 2 0 0 | e = standing 0 6 0 88 1 27 0 0 | f = sitting 1 1 2 0 0 0 115 0 | g = running 5 5 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 690 74.9186 % Incorrectly Classified Instances 231 25.0814 % Kappa statistic 0.7076 Mean absolute error 0.0724 Root mean squared error 0.1968 Relative absolute error 34.0223 % Root relative squared error 60.3385 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.007 0.926 0.915 0.92 0.97 climbingdown 0.643 0.028 0.873 0.643 0.741 0.916 climbingup 1 0.002 0.9 1 0.947 1 jumping 0.827 0.142 0.442 0.827 0.576 0.92 lying 0.969 0.095 0.625 0.969 0.76 0.99 standing 0.074 0.005 0.692 0.074 0.133 0.903 sitting 0.958 0.002 0.983 0.958 0.97 0.998 running 0.945 0.009 0.945 0.945 0.945 0.995 walking Weighted Avg. 0.749 0.04 0.792 0.749 0.721 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 75 7 0 0 0 0 0 0 | a = climbingdown 5 137 0 28 33 1 2 7 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 91 16 3 0 0 | d = lying 0 2 0 2 125 0 0 0 | e = standing 0 2 0 85 26 9 0 0 | f = sitting 0 4 1 0 0 0 114 0 | g = running 1 5 1 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 734 76.4583 % Incorrectly Classified Instances 226 23.5417 % Kappa statistic 0.7257 Mean absolute error 0.0736 Root mean squared error 0.2047 Relative absolute error 34.6229 % Root relative squared error 62.7987 % Total Number of Instances 960 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.863 0.014 0.872 0.863 0.868 0.981 climbingdown 0.604 0.031 0.856 0.604 0.708 0.893 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.746 0.087 0.547 0.746 0.631 0.926 lying 0.887 0.049 0.728 0.887 0.8 0.976 standing 0.478 0.067 0.538 0.478 0.506 0.911 sitting 0.983 0.001 0.992 0.983 0.987 0.997 running 0.952 0.025 0.849 0.952 0.897 0.987 walking Weighted Avg. 0.765 0.038 0.777 0.765 0.762 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 82 9 0 0 0 0 0 4 | a = climbingdown 10 137 0 13 29 20 1 17 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 3 0 88 0 27 0 0 | d = lying 0 3 0 3 110 8 0 0 | e = standing 0 1 0 57 12 64 0 0 | f = sitting 1 1 0 0 0 0 118 0 | g = running 0 6 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 702 73.125 % Incorrectly Classified Instances 258 26.875 % Kappa statistic 0.6864 Mean absolute error 0.0815 Root mean squared error 0.2155 Relative absolute error 38.3333 % Root relative squared error 66.0851 % Total Number of Instances 960 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.779 0.021 0.804 0.779 0.791 0.985 climbingdown 0.586 0.041 0.816 0.586 0.682 0.882 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.585 0.068 0.548 0.585 0.566 0.926 lying 0.766 0.038 0.748 0.766 0.757 0.972 standing 0.664 0.12 0.473 0.664 0.553 0.906 sitting 0.95 0 1 0.95 0.974 0.994 running 0.887 0.025 0.84 0.887 0.863 0.989 walking Weighted Avg. 0.731 0.045 0.754 0.731 0.736 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 74 11 0 0 0 0 0 10 | a = climbingdown 14 133 0 14 24 32 0 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 69 2 45 0 0 | d = lying 0 2 0 5 95 22 0 0 | e = standing 0 2 0 38 5 89 0 0 | f = sitting 2 2 1 0 0 0 114 1 | g = running 2 11 0 0 1 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 752 78.3333 % Incorrectly Classified Instances 208 21.6667 % Kappa statistic 0.7467 Mean absolute error 0.073 Root mean squared error 0.1997 Relative absolute error 34.3234 % Root relative squared error 61.2457 % Total Number of Instances 960 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.853 0.013 0.88 0.853 0.866 0.964 climbingdown 0.692 0.035 0.858 0.692 0.766 0.916 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.697 0.07 0.585 0.697 0.636 0.936 lying 0.878 0.041 0.761 0.878 0.815 0.966 standing 0.59 0.074 0.564 0.59 0.577 0.915 sitting 0.983 0.002 0.983 0.983 0.983 1 running 0.871 0.017 0.885 0.871 0.878 0.992 walking Weighted Avg. 0.783 0.036 0.794 0.783 0.785 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 81 8 0 0 0 0 1 5 | a = climbingdown 4 157 0 15 22 19 1 9 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 1 83 1 34 0 0 | d = lying 1 3 0 3 108 8 0 0 | e = standing 0 3 0 41 11 79 0 0 | f = sitting 1 1 0 0 0 0 118 0 | g = running 5 11 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 734 76.4583 % Incorrectly Classified Instances 226 23.5417 % Kappa statistic 0.7244 Mean absolute error 0.0741 Root mean squared error 0.2031 Relative absolute error 34.8564 % Root relative squared error 62.3037 % Total Number of Instances 960 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.884 0.006 0.944 0.884 0.913 0.995 climbingdown 0.696 0.041 0.84 0.696 0.761 0.912 climbingup 0.944 0.002 0.895 0.944 0.919 0.999 jumping 0.538 0.062 0.552 0.538 0.545 0.916 lying 0.789 0.032 0.782 0.789 0.785 0.967 standing 0.617 0.119 0.456 0.617 0.524 0.895 sitting 0.983 0.002 0.983 0.983 0.983 0.995 running 0.912 0.012 0.919 0.912 0.916 0.99 walking Weighted Avg. 0.765 0.04 0.783 0.765 0.771 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 84 8 1 0 0 0 0 2 | a = climbingdown 2 158 0 11 16 32 1 7 | b = climbingup 0 0 17 0 0 0 0 1 | c = jumping 1 3 0 64 2 49 0 0 | d = lying 0 5 0 4 97 17 0 0 | e = standing 0 5 0 37 9 82 0 0 | f = sitting 1 1 0 0 0 0 118 0 | g = running 1 8 1 0 0 0 1 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 722 75.2083 % Incorrectly Classified Instances 238 24.7917 % Kappa statistic 0.7107 Mean absolute error 0.0795 Root mean squared error 0.2142 Relative absolute error 37.4011 % Root relative squared error 65.6877 % Total Number of Instances 960 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.012 0.88 0.76 0.816 0.976 climbingdown 0.577 0.041 0.814 0.577 0.675 0.881 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.568 0.052 0.604 0.568 0.585 0.933 lying 0.837 0.035 0.78 0.837 0.808 0.973 standing 0.722 0.122 0.487 0.722 0.582 0.909 sitting 0.983 0.002 0.983 0.983 0.983 0.997 running 0.928 0.025 0.847 0.928 0.885 0.989 walking Weighted Avg. 0.752 0.042 0.773 0.752 0.754 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 73 13 1 0 0 0 1 8 | a = climbingdown 7 131 0 14 22 39 1 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 67 0 49 0 0 | d = lying 0 6 0 1 103 13 0 0 | e = standing 0 1 0 29 7 96 0 0 | f = sitting 2 0 0 0 0 0 118 0 | g = running 1 8 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 708 73.75 % Incorrectly Classified Instances 252 26.25 % Kappa statistic 0.6934 Mean absolute error 0.0785 Root mean squared error 0.2127 Relative absolute error 36.9158 % Root relative squared error 65.2258 % Total Number of Instances 960 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.007 0.928 0.802 0.86 0.97 climbingdown 0.586 0.04 0.821 0.586 0.684 0.873 climbingup 0.944 0 1 0.944 0.971 0.988 jumping 0.441 0.044 0.584 0.441 0.502 0.918 lying 0.837 0.032 0.792 0.837 0.814 0.975 standing 0.714 0.145 0.442 0.714 0.546 0.905 sitting 0.967 0.004 0.975 0.967 0.971 0.991 running 0.92 0.036 0.793 0.92 0.852 0.986 walking Weighted Avg. 0.738 0.045 0.765 0.738 0.74 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 77 11 0 0 0 0 1 7 | a = climbingdown 2 133 0 7 20 42 2 21 | b = climbingup 0 0 17 0 0 0 0 1 | c = jumping 0 4 0 52 0 62 0 0 | d = lying 0 2 0 2 103 16 0 0 | e = standing 0 3 0 28 7 95 0 0 | f = sitting 2 1 0 0 0 0 116 1 | g = running 2 8 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 722 75.2868 % Incorrectly Classified Instances 237 24.7132 % Kappa statistic 0.7112 Mean absolute error 0.0773 Root mean squared error 0.2087 Relative absolute error 36.3784 % Root relative squared error 64.0233 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.009 0.905 0.792 0.844 0.983 climbingdown 0.665 0.045 0.821 0.665 0.735 0.907 climbingup 0.941 0 1 0.941 0.97 0.98 jumping 0.898 0.141 0.471 0.898 0.618 0.925 lying 0.854 0.032 0.795 0.854 0.824 0.981 standing 0.308 0.03 0.621 0.308 0.412 0.904 sitting 0.958 0.004 0.975 0.958 0.966 0.989 running 0.896 0.026 0.836 0.896 0.865 0.988 walking Weighted Avg. 0.753 0.041 0.78 0.753 0.748 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 76 9 0 0 0 0 1 10 | a = climbingdown 4 151 0 31 18 10 2 11 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 0 2 0 106 1 9 0 0 | d = lying 0 5 0 7 105 6 0 0 | e = standing 0 3 0 81 8 41 0 0 | f = sitting 1 3 0 0 0 0 115 1 | g = running 2 11 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 734 76.5381 % Incorrectly Classified Instances 225 23.4619 % Kappa statistic 0.7263 Mean absolute error 0.0749 Root mean squared error 0.2041 Relative absolute error 35.2547 % Root relative squared error 62.5944 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.823 0.012 0.888 0.823 0.854 0.976 climbingdown 0.656 0.036 0.851 0.656 0.741 0.912 climbingup 0.941 0.001 0.941 0.941 0.941 1 jumping 0.924 0.138 0.484 0.924 0.636 0.926 lying 0.846 0.038 0.765 0.846 0.803 0.971 standing 0.331 0.021 0.721 0.331 0.454 0.922 sitting 0.992 0.002 0.983 0.992 0.988 1 running 0.912 0.025 0.844 0.912 0.877 0.99 walking Weighted Avg. 0.765 0.038 0.798 0.765 0.76 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 79 9 1 0 0 0 1 6 | a = climbingdown 4 149 0 29 27 4 0 14 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 2 0 109 1 5 0 1 | d = lying 0 6 0 5 104 8 0 0 | e = standing 0 3 0 82 4 44 0 0 | f = sitting 1 0 0 0 0 0 119 0 | g = running 5 6 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 711 74.1397 % Incorrectly Classified Instances 248 25.8603 % Kappa statistic 0.6976 Mean absolute error 0.0754 Root mean squared error 0.209 Relative absolute error 35.4651 % Root relative squared error 64.109 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.789 0.016 0.843 0.789 0.815 0.969 climbingdown 0.678 0.053 0.798 0.678 0.733 0.92 climbingup 0.833 0 1 0.833 0.909 0.998 jumping 0.915 0.166 0.435 0.915 0.59 0.919 lying 0.772 0.025 0.819 0.772 0.795 0.977 standing 0.256 0.021 0.667 0.256 0.37 0.913 sitting 0.983 0.002 0.983 0.983 0.983 0.997 running 0.895 0.018 0.881 0.895 0.888 0.991 walking Weighted Avg. 0.741 0.043 0.78 0.741 0.736 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 75 14 0 0 0 0 0 6 | a = climbingdown 7 154 0 39 14 5 0 8 | b = climbingup 1 0 15 0 0 0 2 0 | c = jumping 0 5 0 108 0 5 0 0 | d = lying 0 9 0 12 95 7 0 0 | e = standing 0 3 0 89 7 34 0 0 | f = sitting 1 0 0 0 0 0 119 1 | g = running 5 8 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 732 76.3295 % Incorrectly Classified Instances 227 23.6705 % Kappa statistic 0.7234 Mean absolute error 0.0747 Root mean squared error 0.2022 Relative absolute error 35.1529 % Root relative squared error 62.0204 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.842 0.01 0.899 0.842 0.87 0.974 climbingdown 0.706 0.038 0.852 0.706 0.772 0.931 climbingup 0.944 0 1 0.944 0.971 0.999 jumping 0.864 0.145 0.455 0.864 0.596 0.921 lying 0.846 0.042 0.748 0.846 0.794 0.975 standing 0.263 0.022 0.66 0.263 0.376 0.902 sitting 0.975 0.001 0.992 0.975 0.983 0.997 running 0.935 0.017 0.892 0.935 0.913 0.994 walking Weighted Avg. 0.763 0.039 0.793 0.763 0.757 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 80 9 0 0 0 0 1 5 | a = climbingdown 6 161 0 27 22 4 0 8 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 3 0 102 3 10 0 0 | d = lying 0 4 0 11 104 4 0 0 | e = standing 0 4 0 84 10 35 0 0 | f = sitting 1 1 0 0 0 0 117 1 | g = running 1 7 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 721 75.1825 % Incorrectly Classified Instances 238 24.8175 % Kappa statistic 0.7104 Mean absolute error 0.0798 Root mean squared error 0.2092 Relative absolute error 37.3719 % Root relative squared error 64.0277 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.848 0.021 0.813 0.848 0.83 0.982 climbingdown 0.709 0.036 0.844 0.709 0.77 0.927 climbingup 0.947 0 1 0.947 0.973 0.975 jumping 0.841 0.133 0.516 0.841 0.639 0.926 lying 0.826 0.064 0.649 0.826 0.727 0.951 standing 0.231 0.022 0.633 0.231 0.339 0.885 sitting 1 0.001 0.992 1 0.996 0.999 running 0.869 0.013 0.911 0.869 0.89 0.99 walking Weighted Avg. 0.752 0.042 0.77 0.752 0.74 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 78 9 0 0 0 0 0 5 | a = climbingdown 10 146 0 20 19 5 0 6 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 2 0 116 10 10 0 0 | d = lying 0 5 0 13 100 3 0 0 | e = standing 0 2 0 76 25 31 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 8 9 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 692 72.1585 % Incorrectly Classified Instances 267 27.8415 % Kappa statistic 0.6746 Mean absolute error 0.0833 Root mean squared error 0.2175 Relative absolute error 38.9897 % Root relative squared error 66.5523 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.022 0.779 0.728 0.753 0.961 climbingdown 0.704 0.053 0.784 0.704 0.742 0.928 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.746 0.143 0.468 0.746 0.575 0.903 lying 0.818 0.055 0.683 0.818 0.744 0.959 standing 0.164 0.024 0.524 0.164 0.25 0.877 sitting 0.983 0 1 0.983 0.992 0.998 running 0.931 0.03 0.829 0.931 0.877 0.991 walking Weighted Avg. 0.722 0.048 0.726 0.722 0.704 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 67 12 0 0 0 0 0 13 | a = climbingdown 14 145 0 14 18 4 0 11 | b = climbingup 0 1 18 0 0 0 0 0 | c = jumping 2 9 0 103 11 13 0 0 | d = lying 0 6 0 13 99 3 0 0 | e = standing 0 5 0 90 17 22 0 0 | f = sitting 0 1 0 0 0 0 117 1 | g = running 3 6 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 709 73.9312 % Incorrectly Classified Instances 250 26.0688 % Kappa statistic 0.6953 Mean absolute error 0.0835 Root mean squared error 0.2116 Relative absolute error 39.1058 % Root relative squared error 64.7506 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.846 0.031 0.74 0.846 0.79 0.981 climbingdown 0.714 0.062 0.758 0.714 0.735 0.921 climbingup 1 0 1 1 1 1 jumping 0.761 0.116 0.525 0.761 0.621 0.918 lying 0.727 0.053 0.667 0.727 0.696 0.956 standing 0.291 0.025 0.65 0.291 0.402 0.891 sitting 0.983 0 1 0.983 0.992 0.991 running 0.893 0.019 0.88 0.893 0.886 0.985 walking Weighted Avg. 0.739 0.046 0.748 0.739 0.73 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 77 7 0 0 0 0 0 7 | a = climbingdown 18 147 0 10 19 4 0 8 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 9 0 105 10 13 0 1 | d = lying 1 12 0 16 88 4 0 0 | e = standing 1 10 0 69 15 39 0 0 | f = sitting 0 2 0 0 0 0 118 0 | g = running 7 7 0 0 0 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 716 74.6611 % Incorrectly Classified Instances 243 25.3389 % Kappa statistic 0.7034 Mean absolute error 0.0807 Root mean squared error 0.2101 Relative absolute error 37.7822 % Root relative squared error 64.2955 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.736 0.016 0.827 0.736 0.779 0.949 climbingdown 0.777 0.056 0.792 0.777 0.784 0.93 climbingup 0.944 0 1 0.944 0.971 0.998 jumping 0.681 0.112 0.505 0.681 0.58 0.896 lying 0.909 0.068 0.659 0.909 0.764 0.976 standing 0.246 0.029 0.579 0.246 0.346 0.897 sitting 0.992 0.001 0.992 0.992 0.992 0.998 running 0.885 0.016 0.899 0.885 0.892 0.987 walking Weighted Avg. 0.747 0.045 0.751 0.747 0.735 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 67 17 0 0 0 0 0 7 | a = climbingdown 7 160 0 13 17 3 0 6 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 1 7 0 94 17 19 0 0 | d = lying 0 4 0 5 110 2 0 0 | e = standing 0 4 0 74 23 33 0 0 | f = sitting 1 0 0 0 0 0 119 0 | g = running 5 10 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 713 74.3483 % Incorrectly Classified Instances 246 25.6517 % Kappa statistic 0.6998 Mean absolute error 0.0816 Root mean squared error 0.2083 Relative absolute error 38.2375 % Root relative squared error 63.7405 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.813 0.018 0.822 0.813 0.818 0.989 climbingdown 0.767 0.06 0.778 0.767 0.773 0.929 climbingup 1 0 1 1 1 1 jumping 0.703 0.094 0.557 0.703 0.622 0.917 lying 0.86 0.072 0.634 0.86 0.73 0.959 standing 0.284 0.046 0.5 0.284 0.362 0.88 sitting 0.967 0 1 0.967 0.983 0.996 running 0.824 0.012 0.915 0.824 0.867 0.985 walking Weighted Avg. 0.743 0.045 0.744 0.743 0.736 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 74 13 0 0 0 0 0 4 | a = climbingdown 7 158 0 9 17 9 0 6 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 6 0 97 10 25 0 0 | d = lying 0 5 0 8 104 4 0 0 | e = standing 0 4 0 60 32 38 0 0 | f = sitting 1 2 0 0 1 0 116 0 | g = running 8 15 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 725 75.6785 % Incorrectly Classified Instances 233 24.3215 % Kappa statistic 0.7149 Mean absolute error 0.0834 Root mean squared error 0.2134 Relative absolute error 39.0701 % Root relative squared error 65.3138 % Total Number of Instances 958 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.014 0.859 0.802 0.83 0.982 climbingdown 0.811 0.077 0.742 0.811 0.775 0.925 climbingup 1 0.002 0.9 1 0.947 1 jumping 0.406 0.03 0.691 0.406 0.511 0.893 lying 0.785 0.063 0.642 0.785 0.706 0.947 standing 0.59 0.084 0.534 0.59 0.56 0.881 sitting 0.992 0 1 0.992 0.996 1 running 0.908 0.017 0.895 0.908 0.902 0.984 walking Weighted Avg. 0.757 0.044 0.76 0.757 0.751 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 73 10 0 0 0 0 0 8 | a = climbingdown 6 167 1 5 10 11 0 6 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 13 0 56 18 51 0 0 | d = lying 0 19 0 0 95 7 0 0 | e = standing 0 10 0 20 25 79 0 0 | f = sitting 0 0 1 0 0 0 118 0 | g = running 6 6 0 0 0 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 711 74.2171 % Incorrectly Classified Instances 247 25.7829 % Kappa statistic 0.6983 Mean absolute error 0.0846 Root mean squared error 0.2115 Relative absolute error 39.6168 % Root relative squared error 64.7188 % Total Number of Instances 958 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.014 0.864 0.835 0.849 0.987 climbingdown 0.752 0.069 0.749 0.752 0.751 0.929 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.341 0.02 0.746 0.341 0.468 0.915 lying 0.86 0.08 0.608 0.86 0.712 0.953 standing 0.575 0.106 0.47 0.575 0.517 0.875 sitting 0.975 0.001 0.991 0.975 0.983 0.983 running 0.908 0.015 0.908 0.908 0.908 0.99 walking Weighted Avg. 0.742 0.046 0.759 0.742 0.736 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 76 9 0 0 0 0 0 6 | a = climbingdown 9 155 0 1 19 16 0 6 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 9 0 47 15 67 0 0 | d = lying 0 13 0 0 104 4 0 0 | e = standing 0 9 0 15 33 77 0 0 | f = sitting 0 3 0 0 0 0 116 0 | g = running 3 9 0 0 0 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 703 73.382 % Incorrectly Classified Instances 255 26.618 % Kappa statistic 0.689 Mean absolute error 0.0884 Root mean squared error 0.2193 Relative absolute error 41.4155 % Root relative squared error 67.1145 % Total Number of Instances 958 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.028 0.742 0.758 0.75 0.968 climbingdown 0.704 0.068 0.74 0.704 0.721 0.905 climbingup 1 0 1 1 1 1 jumping 0.362 0.023 0.725 0.362 0.483 0.899 lying 0.868 0.091 0.58 0.868 0.695 0.941 standing 0.649 0.086 0.551 0.649 0.596 0.896 sitting 0.983 0.001 0.992 0.983 0.987 0.986 running 0.855 0.016 0.896 0.855 0.875 0.978 walking Weighted Avg. 0.734 0.046 0.749 0.734 0.728 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 69 16 0 0 0 0 0 6 | a = climbingdown 17 145 0 4 23 10 0 7 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 8 0 50 21 57 1 0 | d = lying 0 10 0 2 105 4 0 0 | e = standing 0 3 0 13 31 87 0 0 | f = sitting 0 1 0 0 1 0 117 0 | g = running 6 13 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 700 73.0689 % Incorrectly Classified Instances 258 26.9311 % Kappa statistic 0.6846 Mean absolute error 0.0845 Root mean squared error 0.2209 Relative absolute error 39.5953 % Root relative squared error 67.601 % Total Number of Instances 958 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.001 0.986 0.739 0.845 0.976 climbingdown 0.767 0.064 0.767 0.767 0.767 0.919 climbingup 1 0 1 1 1 1 jumping 0.261 0.017 0.72 0.261 0.383 0.899 lying 0.75 0.07 0.604 0.75 0.669 0.935 standing 0.672 0.143 0.433 0.672 0.526 0.879 sitting 1 0.001 0.992 1 0.996 1 running 0.924 0.021 0.877 0.924 0.9 0.979 walking Weighted Avg. 0.731 0.048 0.761 0.731 0.724 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 68 12 0 0 0 0 0 12 | a = climbingdown 1 158 0 2 21 18 1 5 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 5 0 36 12 85 0 0 | d = lying 0 14 0 1 90 15 0 0 | e = standing 0 7 0 11 26 90 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 0 10 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 704 73.4864 % Incorrectly Classified Instances 254 26.5136 % Kappa statistic 0.69 Mean absolute error 0.0863 Root mean squared error 0.219 Relative absolute error 40.4321 % Root relative squared error 67.0311 % Total Number of Instances 958 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.009 0.892 0.717 0.795 0.966 climbingdown 0.738 0.061 0.768 0.738 0.752 0.905 climbingup 0.944 0 1 0.944 0.971 0.999 jumping 0.245 0.011 0.791 0.245 0.374 0.889 lying 0.893 0.091 0.587 0.893 0.708 0.955 standing 0.684 0.115 0.489 0.684 0.571 0.884 sitting 0.983 0.001 0.992 0.983 0.987 0.997 running 0.915 0.023 0.862 0.915 0.888 0.988 walking Weighted Avg. 0.735 0.046 0.766 0.735 0.722 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 66 20 0 0 0 0 0 6 | a = climbingdown 5 152 0 2 21 15 0 11 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 6 0 34 23 75 0 1 | d = lying 0 6 0 1 108 5 0 1 | e = standing 1 3 0 6 32 91 0 0 | f = sitting 0 2 0 0 0 0 117 0 | g = running 2 9 0 0 0 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 752 76.1134 % Incorrectly Classified Instances 236 23.8866 % Kappa statistic 0.718 Mean absolute error 0.0782 Root mean squared error 0.2103 Relative absolute error 36.8897 % Root relative squared error 64.595 % Total Number of Instances 988 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.018 0.822 0.851 0.836 0.978 climbingdown 0.7 0.057 0.789 0.7 0.742 0.915 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.343 0.016 0.714 0.343 0.464 0.911 lying 0.871 0.092 0.664 0.871 0.753 0.947 standing 0.677 0.087 0.54 0.677 0.601 0.905 sitting 0.983 0 1 0.983 0.992 0.994 running 0.84 0.014 0.902 0.84 0.87 0.982 walking Weighted Avg. 0.761 0.046 0.773 0.761 0.756 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 74 10 0 0 0 0 0 3 | a = climbingdown 10 161 0 5 24 21 0 9 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 3 0 35 19 45 0 0 | d = lying 0 9 0 4 148 9 0 0 | e = standing 0 5 0 5 32 88 0 0 | f = sitting 0 1 1 0 0 0 118 0 | g = running 6 15 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 741 75 % Incorrectly Classified Instances 247 25 % Kappa statistic 0.7055 Mean absolute error 0.0786 Root mean squared error 0.2069 Relative absolute error 37.0836 % Root relative squared error 63.5709 % Total Number of Instances 988 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.782 0.01 0.883 0.782 0.829 0.96 climbingdown 0.704 0.047 0.818 0.704 0.757 0.925 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.343 0.035 0.53 0.343 0.417 0.923 lying 0.818 0.066 0.72 0.818 0.766 0.949 standing 0.677 0.12 0.461 0.677 0.548 0.911 sitting 0.983 0 1 0.983 0.992 0.993 running 0.863 0.015 0.897 0.863 0.879 0.985 walking Weighted Avg. 0.75 0.045 0.765 0.75 0.751 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 68 12 1 0 0 0 0 6 | a = climbingdown 5 162 0 7 23 27 0 6 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 2 0 35 8 56 0 0 | d = lying 0 5 0 6 139 20 0 0 | e = standing 0 1 0 18 23 88 0 0 | f = sitting 0 1 0 0 0 0 118 1 | g = running 3 15 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 711 71.9636 % Incorrectly Classified Instances 277 28.0364 % Kappa statistic 0.6718 Mean absolute error 0.085 Root mean squared error 0.2169 Relative absolute error 40.0854 % Root relative squared error 66.6428 % Total Number of Instances 988 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.816 0.01 0.888 0.816 0.85 0.981 climbingdown 0.687 0.036 0.854 0.687 0.761 0.929 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.392 0.038 0.541 0.392 0.455 0.923 lying 0.441 0.024 0.789 0.441 0.566 0.925 standing 0.831 0.192 0.396 0.831 0.536 0.893 sitting 1 0.002 0.984 1 0.992 1 running 0.931 0.023 0.859 0.931 0.894 0.991 walking Weighted Avg. 0.72 0.046 0.772 0.72 0.724 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 71 10 0 0 0 0 0 6 | a = climbingdown 6 158 0 5 11 35 1 14 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 40 3 58 0 0 | d = lying 0 8 0 15 75 72 0 0 | e = standing 0 2 0 14 6 108 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 3 6 0 0 0 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 755 76.4944 % Incorrectly Classified Instances 232 23.5056 % Kappa statistic 0.7237 Mean absolute error 0.0777 Root mean squared error 0.2052 Relative absolute error 36.6676 % Root relative squared error 63.0512 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.849 0.012 0.869 0.849 0.859 0.982 climbingdown 0.661 0.05 0.8 0.661 0.724 0.914 climbingup 0.944 0 1 0.944 0.971 0.997 jumping 0.549 0.05 0.56 0.549 0.554 0.933 lying 0.795 0.059 0.739 0.795 0.766 0.961 standing 0.715 0.089 0.55 0.715 0.622 0.92 sitting 0.983 0 1 0.983 0.992 0.992 running 0.847 0.018 0.881 0.847 0.864 0.98 walking Weighted Avg. 0.765 0.042 0.776 0.765 0.767 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 73 9 0 0 0 0 0 4 | a = climbingdown 5 152 0 10 24 29 0 10 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 1 0 56 10 35 0 0 | d = lying 0 9 0 14 136 12 0 0 | e = standing 0 3 0 20 14 93 0 0 | f = sitting 0 1 0 0 0 0 117 1 | g = running 5 15 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 755 76.4944 % Incorrectly Classified Instances 232 23.5056 % Kappa statistic 0.7233 Mean absolute error 0.0767 Root mean squared error 0.2021 Relative absolute error 36.1915 % Root relative squared error 62.0841 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.814 0.02 0.795 0.814 0.805 0.962 climbingdown 0.739 0.042 0.842 0.739 0.787 0.937 climbingup 1 0 1 1 1 1 jumping 0.52 0.047 0.558 0.52 0.538 0.909 lying 0.76 0.065 0.71 0.76 0.734 0.955 standing 0.603 0.077 0.545 0.603 0.572 0.914 sitting 0.992 0 1 0.992 0.996 0.999 running 0.901 0.025 0.849 0.901 0.874 0.99 walking Weighted Avg. 0.765 0.041 0.769 0.765 0.766 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 70 9 0 0 0 0 0 7 | a = climbingdown 10 170 0 8 19 12 0 11 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 0 53 13 32 0 2 | d = lying 0 10 0 9 130 22 0 0 | e = standing 0 6 0 25 21 79 0 0 | f = sitting 0 0 0 0 0 0 118 1 | g = running 8 5 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 768 77.8116 % Incorrectly Classified Instances 219 22.1884 % Kappa statistic 0.7389 Mean absolute error 0.0787 Root mean squared error 0.2057 Relative absolute error 37.1388 % Root relative squared error 63.1971 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.004 0.943 0.767 0.846 0.962 climbingdown 0.646 0.041 0.827 0.646 0.725 0.88 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.637 0.045 0.619 0.637 0.628 0.93 lying 0.865 0.086 0.679 0.865 0.761 0.956 standing 0.618 0.057 0.623 0.618 0.621 0.914 sitting 0.983 0 1 0.983 0.992 0.995 running 0.962 0.029 0.836 0.962 0.894 0.985 walking Weighted Avg. 0.778 0.041 0.788 0.778 0.777 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 66 12 0 0 0 0 0 8 | a = climbingdown 4 148 0 10 32 19 0 16 | b = climbingup 0 1 16 0 0 0 0 0 | c = jumping 0 1 0 65 13 22 0 1 | d = lying 0 6 0 9 148 8 0 0 | e = standing 0 4 0 21 25 81 0 0 | f = sitting 0 2 0 0 0 0 117 0 | g = running 0 5 0 0 0 0 0 127 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 752 76.1905 % Incorrectly Classified Instances 235 23.8095 % Kappa statistic 0.7195 Mean absolute error 0.0786 Root mean squared error 0.2081 Relative absolute error 37.1056 % Root relative squared error 63.9226 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.01 0.88 0.767 0.82 0.968 climbingdown 0.651 0.033 0.856 0.651 0.739 0.914 climbingup 1 0 1 1 1 1 jumping 0.49 0.026 0.685 0.49 0.571 0.926 lying 0.877 0.11 0.625 0.877 0.73 0.949 standing 0.603 0.064 0.59 0.603 0.596 0.918 sitting 1 0.003 0.976 1 0.988 0.999 running 0.924 0.035 0.801 0.924 0.858 0.987 walking Weighted Avg. 0.762 0.044 0.775 0.762 0.759 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 66 10 0 0 0 0 0 10 | a = climbingdown 8 149 0 5 30 15 2 20 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 50 23 27 1 0 | d = lying 0 4 0 4 150 13 0 0 | e = standing 0 1 0 14 37 79 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 1 9 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 757 76.6971 % Incorrectly Classified Instances 230 23.3029 % Kappa statistic 0.7261 Mean absolute error 0.0809 Root mean squared error 0.2061 Relative absolute error 38.1951 % Root relative squared error 63.3046 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.826 0.018 0.816 0.826 0.821 0.972 climbingdown 0.646 0.029 0.871 0.646 0.742 0.926 climbingup 1 0.004 0.81 1 0.895 1 jumping 0.422 0.031 0.614 0.422 0.5 0.912 lying 0.895 0.083 0.692 0.895 0.781 0.956 standing 0.687 0.082 0.563 0.687 0.619 0.917 sitting 0.942 0 1 0.942 0.97 0.992 running 0.931 0.027 0.841 0.931 0.884 0.99 walking Weighted Avg. 0.767 0.04 0.778 0.767 0.763 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 71 6 0 0 0 0 0 9 | a = climbingdown 9 148 0 8 32 18 0 14 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 3 0 43 17 39 0 0 | d = lying 0 1 0 4 153 13 0 0 | e = standing 0 8 0 15 18 90 0 0 | f = sitting 2 0 4 0 1 0 113 0 | g = running 5 4 0 0 0 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 749 75.8865 % Incorrectly Classified Instances 238 24.1135 % Kappa statistic 0.7168 Mean absolute error 0.0812 Root mean squared error 0.2068 Relative absolute error 38.3295 % Root relative squared error 63.5363 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.826 0.023 0.772 0.826 0.798 0.971 climbingdown 0.668 0.044 0.823 0.668 0.737 0.905 climbingup 0.941 0 1 0.941 0.97 0.999 jumping 0.471 0.044 0.552 0.471 0.508 0.934 lying 0.778 0.053 0.756 0.778 0.767 0.959 standing 0.733 0.092 0.549 0.733 0.627 0.911 sitting 1 0.002 0.984 1 0.992 0.999 running 0.855 0.025 0.842 0.855 0.848 0.981 walking Weighted Avg. 0.759 0.042 0.767 0.759 0.759 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 71 10 0 0 0 0 0 5 | a = climbingdown 8 153 0 9 24 19 0 16 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 3 0 48 6 44 0 0 | d = lying 0 8 0 14 133 16 0 0 | e = standing 0 5 0 16 13 96 1 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 12 7 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 755 76.4944 % Incorrectly Classified Instances 232 23.5056 % Kappa statistic 0.7232 Mean absolute error 0.0796 Root mean squared error 0.2055 Relative absolute error 37.5607 % Root relative squared error 63.135 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.779 0.017 0.817 0.779 0.798 0.97 climbingdown 0.7 0.04 0.843 0.7 0.765 0.913 climbingup 1 0 1 1 1 1 jumping 0.549 0.034 0.651 0.549 0.596 0.921 lying 0.819 0.086 0.667 0.819 0.735 0.947 standing 0.592 0.072 0.554 0.592 0.572 0.9 sitting 0.992 0 1 0.992 0.996 0.997 running 0.901 0.029 0.825 0.901 0.861 0.989 walking Weighted Avg. 0.765 0.042 0.772 0.765 0.765 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 67 9 0 1 0 0 0 9 | a = climbingdown 9 161 0 4 24 18 0 14 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 56 16 27 0 2 | d = lying 1 4 0 9 140 17 0 0 | e = standing 0 7 0 16 30 77 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 5 8 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 3 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 741 85.1724 % Incorrectly Classified Instances 129 14.8276 % Kappa statistic 0.8276 Mean absolute error 0.0487 Root mean squared error 0.1686 Relative absolute error 22.6523 % Root relative squared error 51.43 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.008 0.937 0.937 0.937 0.995 climbingdown 0.73 0.013 0.89 0.73 0.802 0.974 climbingup 0.947 0 1 0.947 0.973 0.958 jumping 0.866 0.012 0.92 0.866 0.892 0.988 lying 0.741 0.028 0.804 0.741 0.771 0.98 standing 0.899 0.067 0.682 0.899 0.775 0.97 sitting 0.813 0.01 0.947 0.813 0.875 0.983 running 0.963 0.035 0.834 0.963 0.894 0.991 walking Weighted Avg. 0.852 0.024 0.863 0.852 0.852 0.983 === Confusion Matrix === a b c d e f g h <-- classified as 89 4 0 0 0 0 0 2 | a = climbingdown 5 81 0 0 1 0 0 24 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 103 0 16 0 0 | d = lying 0 0 0 1 86 23 6 0 | e = standing 0 0 0 8 4 107 0 0 | f = sitting 0 2 0 0 16 11 126 0 | g = running 1 4 0 0 0 0 0 131 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 729 83.7931 % Incorrectly Classified Instances 141 16.2069 % Kappa statistic 0.8116 Mean absolute error 0.0498 Root mean squared error 0.1666 Relative absolute error 23.1832 % Root relative squared error 50.8218 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.895 0.005 0.955 0.895 0.924 0.984 climbingdown 0.793 0.022 0.838 0.793 0.815 0.98 climbingup 1 0 1 1 1 1 jumping 0.924 0.048 0.753 0.924 0.83 0.973 lying 0.784 0.029 0.805 0.784 0.795 0.96 standing 0.672 0.035 0.755 0.672 0.711 0.977 sitting 0.826 0.017 0.914 0.826 0.868 0.983 running 0.941 0.033 0.842 0.941 0.889 0.99 walking Weighted Avg. 0.838 0.027 0.841 0.838 0.837 0.979 === Confusion Matrix === a b c d e f g h <-- classified as 85 4 0 0 1 0 0 5 | a = climbingdown 4 88 0 0 0 0 0 19 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 110 2 6 0 0 | d = lying 0 3 0 1 91 11 10 0 | e = standing 0 0 0 35 2 80 2 0 | f = sitting 0 1 0 0 17 9 128 0 | g = running 0 8 0 0 0 0 0 128 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 730 84.0046 % Incorrectly Classified Instances 139 15.9954 % Kappa statistic 0.8143 Mean absolute error 0.0528 Root mean squared error 0.1753 Relative absolute error 24.5865 % Root relative squared error 53.4704 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.905 0.019 0.851 0.905 0.878 0.986 climbingdown 0.775 0.015 0.887 0.775 0.827 0.974 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.908 0.02 0.878 0.908 0.893 0.987 lying 0.957 0.086 0.631 0.957 0.76 0.969 standing 0.655 0.011 0.907 0.655 0.761 0.973 sitting 0.781 0.001 0.992 0.781 0.874 0.972 running 0.904 0.033 0.837 0.904 0.869 0.98 walking Weighted Avg. 0.84 0.025 0.864 0.84 0.841 0.977 === Confusion Matrix === a b c d e f g h <-- classified as 86 4 0 0 0 0 0 5 | a = climbingdown 7 86 0 0 0 0 0 18 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 0 0 108 6 5 0 0 | d = lying 0 0 0 0 111 3 1 1 | e = standing 0 0 0 15 26 78 0 0 | f = sitting 2 0 0 0 32 0 121 0 | g = running 5 7 0 0 1 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 725 83.4292 % Incorrectly Classified Instances 144 16.5708 % Kappa statistic 0.8075 Mean absolute error 0.0532 Root mean squared error 0.1738 Relative absolute error 24.7522 % Root relative squared error 53.0228 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.916 0.005 0.956 0.916 0.935 0.988 climbingdown 0.793 0.021 0.846 0.793 0.819 0.977 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.924 0.024 0.859 0.924 0.891 0.992 lying 0.888 0.082 0.624 0.888 0.733 0.958 standing 0.597 0.019 0.835 0.597 0.696 0.959 sitting 0.781 0.01 0.945 0.781 0.855 0.978 running 0.934 0.03 0.852 0.934 0.891 0.992 walking Weighted Avg. 0.834 0.027 0.85 0.834 0.834 0.978 === Confusion Matrix === a b c d e f g h <-- classified as 87 3 1 0 1 0 0 3 | a = climbingdown 4 88 0 0 0 0 0 19 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 110 2 6 1 0 | d = lying 0 2 0 0 103 7 4 0 | e = standing 0 0 0 18 28 71 2 0 | f = sitting 0 2 0 0 31 1 121 0 | g = running 0 9 0 0 0 0 0 127 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 732 84.2348 % Incorrectly Classified Instances 137 15.7652 % Kappa statistic 0.8169 Mean absolute error 0.0535 Root mean squared error 0.1771 Relative absolute error 24.8991 % Root relative squared error 54.039 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.896 0.005 0.956 0.896 0.925 0.982 climbingdown 0.818 0.008 0.938 0.818 0.874 0.98 climbingup 1 0 1 1 1 1 jumping 0.891 0.024 0.855 0.891 0.872 0.987 lying 0.965 0.102 0.59 0.965 0.733 0.963 standing 0.605 0.015 0.867 0.605 0.713 0.96 sitting 0.756 0 1 0.756 0.861 0.973 running 0.963 0.029 0.862 0.963 0.91 0.989 walking Weighted Avg. 0.842 0.025 0.873 0.842 0.845 0.977 === Confusion Matrix === a b c d e f g h <-- classified as 86 3 0 0 2 0 0 5 | a = climbingdown 1 90 0 0 4 0 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 106 5 8 0 0 | d = lying 1 0 0 0 111 3 0 0 | e = standing 0 0 0 18 29 72 0 0 | f = sitting 0 0 0 0 37 0 118 1 | g = running 2 3 0 0 0 0 0 131 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 721 82.9689 % Incorrectly Classified Instances 148 17.0311 % Kappa statistic 0.8021 Mean absolute error 0.0543 Root mean squared error 0.1775 Relative absolute error 25.2483 % Root relative squared error 54.142 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.833 0.003 0.976 0.833 0.899 0.984 climbingdown 0.836 0.022 0.844 0.836 0.84 0.986 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.891 0.024 0.855 0.891 0.872 0.984 lying 0.939 0.086 0.624 0.939 0.75 0.969 standing 0.575 0.019 0.831 0.575 0.68 0.954 sitting 0.781 0.011 0.938 0.781 0.852 0.976 running 0.941 0.033 0.841 0.941 0.888 0.991 walking Weighted Avg. 0.83 0.027 0.849 0.83 0.829 0.978 === Confusion Matrix === a b c d e f g h <-- classified as 80 10 0 0 0 0 0 6 | a = climbingdown 0 92 0 0 1 0 0 17 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 106 2 11 0 0 | d = lying 0 1 0 1 108 2 3 0 | e = standing 0 0 0 17 30 69 4 0 | f = sitting 0 0 0 0 32 1 121 1 | g = running 2 6 0 0 0 0 0 127 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 732 84.2348 % Incorrectly Classified Instances 137 15.7652 % Kappa statistic 0.817 Mean absolute error 0.0532 Root mean squared error 0.1793 Relative absolute error 24.7496 % Root relative squared error 54.6888 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.896 0.003 0.977 0.896 0.935 0.959 climbingdown 0.791 0.02 0.853 0.791 0.821 0.982 climbingup 1 0 1 1 1 1 jumping 0.924 0.031 0.827 0.924 0.873 0.982 lying 0.957 0.078 0.651 0.957 0.775 0.958 standing 0.667 0.012 0.899 0.667 0.766 0.961 sitting 0.755 0.004 0.975 0.755 0.851 0.969 running 0.911 0.035 0.826 0.911 0.866 0.989 walking Weighted Avg. 0.842 0.025 0.863 0.842 0.843 0.972 === Confusion Matrix === a b c d e f g h <-- classified as 86 3 0 1 3 0 1 2 | a = climbingdown 1 87 0 0 1 0 0 21 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 110 2 6 0 0 | d = lying 0 0 0 0 110 2 1 2 | e = standing 0 0 0 22 17 80 1 0 | f = sitting 0 0 0 0 36 1 117 1 | g = running 1 11 0 0 0 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 726 83.5443 % Incorrectly Classified Instances 143 16.4557 % Kappa statistic 0.809 Mean absolute error 0.0543 Root mean squared error 0.1739 Relative absolute error 25.2673 % Root relative squared error 53.0332 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.906 0.006 0.946 0.906 0.926 0.986 climbingdown 0.836 0.02 0.86 0.836 0.848 0.987 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.857 0.023 0.857 0.857 0.857 0.982 lying 0.957 0.094 0.608 0.957 0.743 0.979 standing 0.592 0.019 0.835 0.592 0.693 0.953 sitting 0.774 0.004 0.976 0.774 0.863 0.981 running 0.933 0.025 0.875 0.933 0.903 0.991 walking Weighted Avg. 0.835 0.026 0.858 0.835 0.837 0.98 === Confusion Matrix === a b c d e f g h <-- classified as 87 5 0 0 0 0 0 4 | a = climbingdown 4 92 0 0 0 0 0 14 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 102 4 12 0 0 | d = lying 0 0 0 1 110 2 2 0 | e = standing 0 0 0 16 33 71 0 0 | f = sitting 1 0 0 0 34 0 120 0 | g = running 0 9 0 0 0 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 730 84.0046 % Incorrectly Classified Instances 139 15.9954 % Kappa statistic 0.8142 Mean absolute error 0.0533 Root mean squared error 0.1761 Relative absolute error 24.8022 % Root relative squared error 53.7025 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.006 0.944 0.885 0.914 0.978 climbingdown 0.736 0.017 0.862 0.736 0.794 0.975 climbingup 0.947 0.001 0.947 0.947 0.947 0.999 jumping 0.924 0.035 0.809 0.924 0.863 0.983 lying 0.904 0.072 0.658 0.904 0.762 0.963 standing 0.65 0.012 0.897 0.65 0.754 0.963 sitting 0.806 0.001 0.992 0.806 0.89 0.984 running 0.956 0.041 0.811 0.956 0.878 0.985 walking Weighted Avg. 0.84 0.025 0.859 0.84 0.84 0.977 === Confusion Matrix === a b c d e f g h <-- classified as 85 6 0 0 2 0 0 3 | a = climbingdown 2 81 0 0 1 0 0 26 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 110 4 4 0 0 | d = lying 0 3 0 2 104 5 0 1 | e = standing 0 1 0 24 17 78 0 0 | f = sitting 0 0 1 0 29 0 125 0 | g = running 3 2 0 0 1 0 0 129 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 718 82.6237 % Incorrectly Classified Instances 151 17.3763 % Kappa statistic 0.7982 Mean absolute error 0.0563 Root mean squared error 0.181 Relative absolute error 26.206 % Root relative squared error 55.1944 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.863 0.006 0.943 0.863 0.901 0.971 climbingdown 0.775 0.026 0.811 0.775 0.793 0.977 climbingup 1 0 1 1 1 1 jumping 0.907 0.027 0.843 0.907 0.873 0.98 lying 0.878 0.069 0.66 0.878 0.754 0.97 standing 0.7 0.024 0.824 0.7 0.757 0.969 sitting 0.755 0.015 0.914 0.755 0.827 0.972 running 0.897 0.034 0.83 0.897 0.862 0.982 walking Weighted Avg. 0.826 0.028 0.837 0.826 0.827 0.975 === Confusion Matrix === a b c d e f g h <-- classified as 82 6 0 0 1 0 0 6 | a = climbingdown 5 86 0 0 1 0 0 19 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 107 3 8 0 0 | d = lying 0 0 0 1 101 6 7 0 | e = standing 0 0 0 19 13 84 4 0 | f = sitting 0 1 0 0 33 4 117 0 | g = running 0 13 0 0 1 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 683 77.4376 % Incorrectly Classified Instances 199 22.5624 % Kappa statistic 0.7376 Mean absolute error 0.075 Root mean squared error 0.2077 Relative absolute error 34.892 % Root relative squared error 63.3852 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.829 0.018 0.829 0.829 0.829 0.955 climbingdown 0.69 0.066 0.635 0.69 0.662 0.922 climbingup 0.944 0.001 0.944 0.944 0.944 1 jumping 0.718 0.041 0.752 0.718 0.734 0.943 lying 0.786 0.052 0.688 0.786 0.733 0.938 standing 0.746 0.046 0.752 0.746 0.749 0.962 sitting 0.859 0.008 0.953 0.859 0.904 0.978 running 0.782 0.031 0.819 0.782 0.8 0.963 walking Weighted Avg. 0.774 0.037 0.781 0.774 0.776 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 68 7 1 0 1 0 3 2 | a = climbingdown 9 87 0 0 11 0 1 18 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 2 3 0 94 4 27 1 0 | d = lying 1 12 0 4 88 4 1 2 | e = standing 0 0 0 26 9 103 0 0 | f = sitting 1 0 0 1 14 3 122 1 | g = running 0 28 0 0 1 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 673 76.3039 % Incorrectly Classified Instances 209 23.6961 % Kappa statistic 0.7245 Mean absolute error 0.0767 Root mean squared error 0.2097 Relative absolute error 35.6862 % Root relative squared error 63.9763 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.805 0.008 0.917 0.805 0.857 0.965 climbingdown 0.754 0.056 0.693 0.754 0.722 0.951 climbingup 1 0.002 0.905 1 0.95 1 jumping 0.71 0.051 0.71 0.71 0.71 0.925 lying 0.759 0.062 0.639 0.759 0.694 0.93 standing 0.672 0.054 0.697 0.672 0.684 0.929 sitting 0.803 0.001 0.991 0.803 0.887 0.967 running 0.82 0.043 0.773 0.82 0.796 0.972 walking Weighted Avg. 0.763 0.039 0.775 0.763 0.766 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 66 10 0 0 3 0 0 3 | a = climbingdown 1 95 0 0 4 0 0 26 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 3 0 93 6 27 1 0 | d = lying 1 7 2 6 85 10 0 1 | e = standing 1 0 0 26 18 92 0 0 | f = sitting 1 1 0 6 15 3 114 2 | g = running 1 21 0 0 2 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 692 78.458 % Incorrectly Classified Instances 190 21.542 % Kappa statistic 0.7496 Mean absolute error 0.0747 Root mean squared error 0.2033 Relative absolute error 34.7597 % Root relative squared error 62.0136 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.013 0.88 0.89 0.885 0.983 climbingdown 0.683 0.044 0.723 0.683 0.702 0.945 climbingup 1 0 1 1 1 1 jumping 0.817 0.065 0.686 0.817 0.746 0.949 lying 0.77 0.049 0.696 0.77 0.731 0.951 standing 0.635 0.034 0.777 0.635 0.699 0.932 sitting 0.831 0.001 0.992 0.831 0.904 0.972 running 0.871 0.045 0.772 0.871 0.819 0.955 walking Weighted Avg. 0.785 0.036 0.793 0.785 0.785 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 73 5 0 0 3 0 0 1 | a = climbingdown 6 86 0 0 3 0 1 30 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 3 0 107 3 17 0 0 | d = lying 1 10 0 7 87 6 0 2 | e = standing 0 3 0 34 13 87 0 0 | f = sitting 0 1 0 8 12 2 118 1 | g = running 2 11 0 0 4 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 690 78.2313 % Incorrectly Classified Instances 192 21.7687 % Kappa statistic 0.747 Mean absolute error 0.073 Root mean squared error 0.2042 Relative absolute error 33.9874 % Root relative squared error 62.288 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.013 0.88 0.89 0.885 0.974 climbingdown 0.81 0.057 0.703 0.81 0.753 0.956 climbingup 1 0 1 1 1 1 jumping 0.794 0.067 0.675 0.794 0.73 0.941 lying 0.726 0.046 0.701 0.726 0.713 0.944 standing 0.635 0.04 0.744 0.635 0.685 0.948 sitting 0.81 0.001 0.991 0.81 0.891 0.962 running 0.818 0.031 0.824 0.818 0.821 0.963 walking Weighted Avg. 0.782 0.036 0.792 0.782 0.784 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 73 4 0 0 2 0 0 3 | a = climbingdown 6 102 0 0 0 0 0 18 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 2 0 104 8 15 1 0 | d = lying 0 14 0 6 82 10 0 1 | e = standing 0 0 0 39 11 87 0 0 | f = sitting 2 1 0 5 13 5 115 1 | g = running 1 22 0 0 1 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 677 76.7574 % Incorrectly Classified Instances 205 23.2426 % Kappa statistic 0.7296 Mean absolute error 0.0762 Root mean squared error 0.2062 Relative absolute error 35.4564 % Root relative squared error 62.9053 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.854 0.008 0.921 0.854 0.886 0.972 climbingdown 0.651 0.037 0.745 0.651 0.695 0.952 climbingup 0.947 0 1 0.947 0.973 0.994 jumping 0.718 0.063 0.667 0.718 0.691 0.947 lying 0.805 0.055 0.684 0.805 0.74 0.943 standing 0.657 0.058 0.677 0.657 0.667 0.936 sitting 0.817 0.007 0.959 0.817 0.882 0.973 running 0.879 0.045 0.773 0.879 0.823 0.971 walking Weighted Avg. 0.768 0.039 0.776 0.768 0.769 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 70 9 0 0 1 0 0 2 | a = climbingdown 5 82 0 0 8 0 1 30 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 94 5 32 0 0 | d = lying 1 3 0 10 91 6 1 1 | e = standing 0 2 0 33 11 90 0 1 | f = sitting 0 2 0 4 15 5 116 0 | g = running 0 12 0 0 2 0 2 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 684 77.551 % Incorrectly Classified Instances 198 22.449 % Kappa statistic 0.7388 Mean absolute error 0.0738 Root mean squared error 0.2016 Relative absolute error 34.3671 % Root relative squared error 61.5047 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.805 0.009 0.904 0.805 0.852 0.951 climbingdown 0.661 0.046 0.706 0.661 0.683 0.954 climbingup 1 0 1 1 1 1 jumping 0.677 0.045 0.721 0.677 0.698 0.934 lying 0.786 0.053 0.682 0.786 0.73 0.961 standing 0.723 0.055 0.707 0.723 0.715 0.948 sitting 0.831 0 1 0.831 0.908 0.951 running 0.917 0.053 0.753 0.917 0.827 0.982 walking Weighted Avg. 0.776 0.038 0.785 0.776 0.777 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 66 9 0 1 2 1 0 3 | a = climbingdown 4 84 0 0 5 0 0 34 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 4 0 88 6 32 0 0 | d = lying 0 10 0 4 88 8 0 2 | e = standing 0 0 0 27 10 99 0 1 | f = sitting 1 3 0 2 18 0 118 0 | g = running 2 9 0 0 0 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 701 79.5687 % Incorrectly Classified Instances 180 20.4313 % Kappa statistic 0.7624 Mean absolute error 0.0743 Root mean squared error 0.201 Relative absolute error 34.5963 % Root relative squared error 61.3134 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.783 0.006 0.929 0.783 0.85 0.958 climbingdown 0.643 0.045 0.704 0.643 0.672 0.941 climbingup 1 0 1 1 1 1 jumping 0.8 0.027 0.839 0.8 0.819 0.962 lying 0.866 0.081 0.61 0.866 0.716 0.943 standing 0.766 0.034 0.808 0.766 0.787 0.944 sitting 0.824 0.003 0.983 0.824 0.897 0.984 running 0.857 0.043 0.781 0.857 0.817 0.976 walking Weighted Avg. 0.796 0.033 0.812 0.796 0.799 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 65 12 0 0 3 0 0 3 | a = climbingdown 4 81 0 0 12 0 0 29 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 104 5 18 1 0 | d = lying 0 5 0 4 97 5 1 0 | e = standing 0 1 0 15 16 105 0 0 | f = sitting 0 1 0 1 21 2 117 0 | g = running 1 13 0 0 5 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 690 78.3201 % Incorrectly Classified Instances 191 21.6799 % Kappa statistic 0.7482 Mean absolute error 0.0769 Root mean squared error 0.1993 Relative absolute error 35.7903 % Root relative squared error 60.8086 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.855 0.01 0.899 0.855 0.877 0.986 climbingdown 0.675 0.042 0.726 0.675 0.7 0.945 climbingup 1 0 1 1 1 1 jumping 0.8 0.044 0.759 0.8 0.779 0.959 lying 0.857 0.086 0.593 0.857 0.701 0.935 standing 0.686 0.023 0.847 0.686 0.758 0.96 sitting 0.746 0.001 0.991 0.746 0.851 0.973 running 0.872 0.045 0.773 0.872 0.82 0.966 walking Weighted Avg. 0.783 0.035 0.804 0.783 0.786 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 71 9 0 0 1 0 0 2 | a = climbingdown 3 85 0 0 10 0 0 28 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 2 1 0 104 10 13 0 0 | d = lying 0 11 0 0 96 2 0 3 | e = standing 0 0 0 30 12 94 1 0 | f = sitting 0 1 0 3 29 2 106 1 | g = running 3 10 0 0 4 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 677 76.8445 % Incorrectly Classified Instances 204 23.1555 % Kappa statistic 0.731 Mean absolute error 0.0764 Root mean squared error 0.2068 Relative absolute error 35.5685 % Root relative squared error 63.0829 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.015 0.859 0.88 0.869 0.967 climbingdown 0.571 0.046 0.673 0.571 0.618 0.928 climbingup 1 0 1 1 1 1 jumping 0.809 0.071 0.667 0.809 0.731 0.927 lying 0.821 0.072 0.626 0.821 0.71 0.942 standing 0.599 0.026 0.812 0.599 0.689 0.939 sitting 0.872 0.001 0.992 0.872 0.928 0.984 running 0.835 0.039 0.793 0.835 0.813 0.975 walking Weighted Avg. 0.768 0.038 0.781 0.768 0.768 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 73 9 0 0 1 0 0 0 | a = climbingdown 8 72 0 0 16 1 0 29 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 106 10 13 0 0 | d = lying 1 7 0 7 92 5 0 0 | e = standing 0 2 0 43 10 82 0 0 | f = sitting 0 0 0 3 15 0 123 0 | g = running 3 15 0 0 3 0 1 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 696 79.0011 % Incorrectly Classified Instances 185 20.9989 % Kappa statistic 0.7558 Mean absolute error 0.0722 Root mean squared error 0.1996 Relative absolute error 33.6009 % Root relative squared error 60.8874 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.867 0.009 0.911 0.867 0.889 0.986 climbingdown 0.667 0.03 0.785 0.667 0.721 0.954 climbingup 1 0 1 1 1 1 jumping 0.84 0.084 0.636 0.84 0.724 0.943 lying 0.804 0.053 0.687 0.804 0.741 0.936 standing 0.65 0.023 0.84 0.65 0.733 0.95 sitting 0.78 0 1 0.78 0.876 0.957 running 0.925 0.045 0.783 0.925 0.848 0.979 walking Weighted Avg. 0.79 0.035 0.809 0.79 0.791 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 72 7 0 0 1 0 0 3 | a = climbingdown 4 84 0 0 9 0 0 29 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 2 0 110 5 13 0 0 | d = lying 2 4 0 12 90 2 0 2 | e = standing 0 2 0 40 6 89 0 0 | f = sitting 0 1 0 11 17 2 110 0 | g = running 0 7 0 0 3 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 750 84.9377 % Incorrectly Classified Instances 133 15.0623 % Kappa statistic 0.8249 Mean absolute error 0.0518 Root mean squared error 0.1753 Relative absolute error 24.1206 % Root relative squared error 53.4881 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.77 0.011 0.895 0.77 0.828 0.966 climbingdown 0.786 0.039 0.754 0.786 0.77 0.965 climbingup 0.947 0 1 0.947 0.973 0.999 jumping 0.927 0.005 0.966 0.927 0.947 0.982 lying 0.833 0.041 0.806 0.833 0.82 0.96 standing 0.939 0.037 0.76 0.939 0.84 0.982 sitting 0.806 0.003 0.983 0.806 0.885 0.979 running 0.878 0.039 0.799 0.878 0.836 0.973 walking Weighted Avg. 0.849 0.024 0.859 0.849 0.851 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 77 14 0 0 0 0 1 8 | a = climbingdown 6 92 0 0 2 0 0 17 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 115 2 5 0 2 | d = lying 1 1 0 1 125 20 0 2 | e = standing 0 0 0 3 3 92 0 0 | f = sitting 0 2 0 0 22 4 116 0 | g = running 2 13 0 0 1 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 745 84.4671 % Incorrectly Classified Instances 137 15.5329 % Kappa statistic 0.8193 Mean absolute error 0.0554 Root mean squared error 0.1761 Relative absolute error 25.7776 % Root relative squared error 53.7395 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.77 0.024 0.802 0.77 0.786 0.949 climbingdown 0.761 0.035 0.767 0.761 0.764 0.966 climbingup 0.944 0 1 0.944 0.971 0.999 jumping 0.911 0.004 0.974 0.911 0.941 0.992 lying 0.873 0.049 0.784 0.873 0.826 0.973 standing 0.869 0.036 0.754 0.869 0.808 0.967 sitting 0.819 0.001 0.992 0.819 0.897 0.987 running 0.878 0.031 0.833 0.878 0.855 0.98 walking Weighted Avg. 0.845 0.025 0.853 0.845 0.846 0.975 === Confusion Matrix === a b c d e f g h <-- classified as 77 13 0 0 0 0 0 10 | a = climbingdown 13 89 0 0 2 0 0 13 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 112 0 10 0 0 | d = lying 0 2 0 1 131 16 0 0 | e = standing 1 0 0 2 10 86 0 0 | f = sitting 0 0 0 0 24 2 118 0 | g = running 5 11 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 723 81.9728 % Incorrectly Classified Instances 159 18.0272 % Kappa statistic 0.7905 Mean absolute error 0.0603 Root mean squared error 0.188 Relative absolute error 28.0551 % Root relative squared error 57.3612 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.013 0.882 0.75 0.811 0.955 climbingdown 0.767 0.025 0.824 0.767 0.795 0.972 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.815 0.004 0.971 0.815 0.886 0.979 lying 0.773 0.059 0.73 0.773 0.751 0.937 standing 0.889 0.059 0.657 0.889 0.755 0.964 sitting 0.792 0.001 0.991 0.792 0.88 0.977 running 0.931 0.048 0.772 0.931 0.844 0.982 walking Weighted Avg. 0.82 0.029 0.839 0.82 0.822 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 75 7 0 0 2 0 0 16 | a = climbingdown 7 89 1 0 2 1 0 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 101 4 18 0 0 | d = lying 0 4 0 1 116 27 0 2 | e = standing 0 1 0 2 7 88 1 0 | f = sitting 0 1 0 0 27 0 114 2 | g = running 2 6 0 0 1 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 747 84.6939 % Incorrectly Classified Instances 135 15.3061 % Kappa statistic 0.8221 Mean absolute error 0.0523 Root mean squared error 0.171 Relative absolute error 24.3353 % Root relative squared error 52.1568 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.82 0.024 0.812 0.82 0.816 0.976 climbingdown 0.641 0.02 0.833 0.641 0.725 0.934 climbingup 1 0 1 1 1 1 jumping 0.952 0.008 0.952 0.952 0.952 0.996 lying 0.793 0.051 0.763 0.793 0.778 0.963 standing 0.919 0.04 0.746 0.919 0.824 0.98 sitting 0.826 0.003 0.983 0.826 0.898 0.977 running 0.962 0.033 0.833 0.962 0.893 0.988 walking Weighted Avg. 0.847 0.025 0.854 0.847 0.846 0.974 === Confusion Matrix === a b c d e f g h <-- classified as 82 7 0 0 1 0 1 9 | a = climbingdown 17 75 0 0 9 0 0 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 118 0 6 0 0 | d = lying 1 2 0 5 119 23 0 0 | e = standing 0 0 0 1 6 91 1 0 | f = sitting 1 1 0 0 21 2 119 0 | g = running 0 5 0 0 0 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 742 84.127 % Incorrectly Classified Instances 140 15.873 % Kappa statistic 0.8153 Mean absolute error 0.0541 Root mean squared error 0.1739 Relative absolute error 25.1776 % Root relative squared error 53.0623 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.017 0.849 0.73 0.785 0.965 climbingdown 0.744 0.039 0.744 0.744 0.744 0.968 climbingup 1 0 1 1 1 1 jumping 0.952 0.02 0.887 0.952 0.918 0.989 lying 0.84 0.04 0.813 0.84 0.826 0.97 standing 0.798 0.027 0.79 0.798 0.794 0.943 sitting 0.826 0.009 0.944 0.826 0.881 0.964 running 0.938 0.033 0.83 0.938 0.881 0.986 walking Weighted Avg. 0.841 0.026 0.843 0.841 0.841 0.971 === Confusion Matrix === a b c d e f g h <-- classified as 73 19 0 0 0 0 0 8 | a = climbingdown 12 87 0 0 1 0 1 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 118 2 4 0 0 | d = lying 0 0 0 4 126 15 5 0 | e = standing 0 4 0 11 5 79 0 0 | f = sitting 1 1 0 0 20 2 119 1 | g = running 0 6 0 0 1 0 1 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 734 83.22 % Incorrectly Classified Instances 148 16.78 % Kappa statistic 0.8048 Mean absolute error 0.0556 Root mean squared error 0.1808 Relative absolute error 25.872 % Root relative squared error 55.1742 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.019 0.824 0.7 0.757 0.971 climbingdown 0.726 0.042 0.726 0.726 0.726 0.963 climbingup 1 0 1 1 1 1 jumping 0.879 0.005 0.965 0.879 0.92 0.973 lying 0.867 0.057 0.756 0.867 0.807 0.965 standing 0.919 0.032 0.784 0.919 0.847 0.983 sitting 0.778 0.001 0.991 0.778 0.872 0.985 running 0.915 0.039 0.804 0.915 0.856 0.988 walking Weighted Avg. 0.832 0.028 0.843 0.832 0.833 0.976 === Confusion Matrix === a b c d e f g h <-- classified as 70 18 0 0 0 0 0 12 | a = climbingdown 11 85 0 0 3 0 1 17 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 109 5 8 0 0 | d = lying 0 5 0 1 130 14 0 0 | e = standing 0 0 0 3 5 91 0 0 | f = sitting 0 2 0 0 27 3 112 0 | g = running 4 5 0 0 2 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 754 85.4875 % Incorrectly Classified Instances 128 14.5125 % Kappa statistic 0.8312 Mean absolute error 0.0491 Root mean squared error 0.1727 Relative absolute error 22.8416 % Root relative squared error 52.6761 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.79 0.012 0.898 0.79 0.84 0.975 climbingdown 0.778 0.029 0.805 0.778 0.791 0.957 climbingup 1 0 1 1 1 1 jumping 0.935 0.018 0.892 0.935 0.913 0.982 lying 0.833 0.045 0.791 0.833 0.812 0.954 standing 0.929 0.029 0.8 0.929 0.86 0.989 sitting 0.792 0 1 0.792 0.884 0.974 running 0.915 0.036 0.815 0.915 0.862 0.977 walking Weighted Avg. 0.855 0.024 0.862 0.855 0.855 0.972 === Confusion Matrix === a b c d e f g h <-- classified as 79 11 0 0 1 0 0 9 | a = climbingdown 5 91 0 0 4 1 0 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 116 0 7 0 0 | d = lying 1 2 0 7 125 13 0 2 | e = standing 0 0 0 6 1 92 0 0 | f = sitting 0 1 0 1 26 2 114 0 | g = running 3 7 0 0 1 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 746 84.5805 % Incorrectly Classified Instances 136 15.4195 % Kappa statistic 0.8207 Mean absolute error 0.0521 Root mean squared error 0.1756 Relative absolute error 24.2233 % Root relative squared error 53.5891 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.017 0.851 0.74 0.791 0.965 climbingdown 0.863 0.039 0.771 0.863 0.815 0.964 climbingup 1 0 1 1 1 1 jumping 0.944 0.009 0.944 0.944 0.944 0.993 lying 0.853 0.048 0.785 0.853 0.818 0.966 standing 0.848 0.041 0.724 0.848 0.781 0.971 sitting 0.778 0 1 0.778 0.875 0.981 running 0.862 0.025 0.855 0.862 0.858 0.981 walking Weighted Avg. 0.846 0.025 0.856 0.846 0.847 0.975 === Confusion Matrix === a b c d e f g h <-- classified as 74 13 0 0 0 0 0 13 | a = climbingdown 6 101 0 0 5 0 0 5 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 117 1 5 0 0 | d = lying 1 1 0 0 128 20 0 0 | e = standing 0 1 0 7 7 84 0 0 | f = sitting 1 1 0 0 22 7 112 1 | g = running 5 13 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 746 84.5805 % Incorrectly Classified Instances 136 15.4195 % Kappa statistic 0.8206 Mean absolute error 0.0519 Root mean squared error 0.1765 Relative absolute error 24.1714 % Root relative squared error 53.835 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.02 0.835 0.81 0.822 0.973 climbingdown 0.795 0.027 0.816 0.795 0.805 0.965 climbingup 0.947 0 1 0.947 0.973 0.984 jumping 0.895 0.018 0.888 0.895 0.892 0.969 lying 0.872 0.059 0.751 0.872 0.807 0.964 standing 0.786 0.031 0.762 0.786 0.774 0.967 sitting 0.792 0.001 0.991 0.792 0.88 0.966 running 0.931 0.023 0.878 0.931 0.904 0.978 walking Weighted Avg. 0.846 0.025 0.853 0.846 0.847 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 81 13 0 0 0 0 0 6 | a = climbingdown 10 93 0 0 3 0 0 11 | b = climbingup 1 0 18 0 0 0 0 0 | c = jumping 0 2 0 111 4 6 1 0 | d = lying 1 2 0 2 130 14 0 0 | e = standing 1 0 0 12 8 77 0 0 | f = sitting 1 1 0 0 25 3 114 0 | g = running 2 3 0 0 3 1 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 752 85.2608 % Incorrectly Classified Instances 130 14.7392 % Kappa statistic 0.8285 Mean absolute error 0.0521 Root mean squared error 0.1701 Relative absolute error 24.2338 % Root relative squared error 51.8847 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.006 0.931 0.677 0.784 0.962 climbingdown 0.855 0.041 0.763 0.855 0.806 0.967 climbingup 1 0.002 0.905 1 0.95 0.999 jumping 0.96 0.016 0.908 0.96 0.933 0.989 lying 0.84 0.048 0.783 0.84 0.81 0.963 standing 0.857 0.026 0.808 0.857 0.832 0.972 sitting 0.819 0 1 0.819 0.901 0.98 running 0.908 0.033 0.826 0.908 0.865 0.979 walking Weighted Avg. 0.853 0.024 0.862 0.853 0.852 0.974 === Confusion Matrix === a b c d e f g h <-- classified as 67 20 0 0 1 0 0 11 | a = climbingdown 3 100 0 0 2 0 0 12 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 119 2 3 0 0 | d = lying 0 2 1 4 126 16 0 1 | e = standing 0 1 0 8 5 84 0 0 | f = sitting 0 1 0 0 23 1 118 1 | g = running 2 7 1 0 2 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 698 80.9745 % Incorrectly Classified Instances 164 19.0255 % Kappa statistic 0.779 Mean absolute error 0.0662 Root mean squared error 0.1877 Relative absolute error 30.7609 % Root relative squared error 57.2284 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.796 0.012 0.897 0.796 0.843 0.969 climbingdown 0.853 0.023 0.845 0.853 0.849 0.978 climbingup 1 0 1 1 1 1 jumping 0.835 0.078 0.635 0.835 0.721 0.967 lying 0.951 0.043 0.784 0.951 0.859 0.976 standing 0.487 0.035 0.687 0.487 0.57 0.934 sitting 0.788 0.003 0.983 0.788 0.875 0.976 running 0.916 0.027 0.857 0.916 0.886 0.99 walking Weighted Avg. 0.81 0.031 0.82 0.81 0.807 0.971 === Confusion Matrix === a b c d e f g h <-- classified as 78 9 0 0 0 0 1 10 | a = climbingdown 5 93 0 0 1 0 0 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 101 1 19 0 0 | d = lying 0 1 0 1 116 4 0 0 | e = standing 0 0 0 57 3 57 0 0 | f = sitting 1 0 0 0 27 3 115 0 | g = running 3 7 0 0 0 0 1 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 699 81.0905 % Incorrectly Classified Instances 163 18.9095 % Kappa statistic 0.7804 Mean absolute error 0.059 Root mean squared error 0.188 Relative absolute error 27.4005 % Root relative squared error 57.3119 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.009 0.911 0.727 0.809 0.973 climbingdown 0.835 0.032 0.791 0.835 0.813 0.979 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.867 0.062 0.693 0.867 0.77 0.969 lying 0.91 0.038 0.799 0.91 0.851 0.984 standing 0.573 0.038 0.705 0.573 0.632 0.941 sitting 0.808 0.003 0.983 0.808 0.887 0.872 running 0.901 0.037 0.814 0.901 0.855 0.979 walking Weighted Avg. 0.811 0.03 0.82 0.811 0.81 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 72 12 1 0 0 0 1 13 | a = climbingdown 3 91 0 0 0 0 1 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 104 1 14 0 0 | d = lying 0 0 0 2 111 9 0 0 | e = standing 0 0 0 43 7 67 0 0 | f = sitting 1 1 0 1 20 5 118 0 | g = running 3 10 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 696 80.7425 % Incorrectly Classified Instances 166 19.2575 % Kappa statistic 0.7764 Mean absolute error 0.0631 Root mean squared error 0.1935 Relative absolute error 29.3232 % Root relative squared error 59.0049 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.008 0.929 0.798 0.859 0.95 climbingdown 0.815 0.032 0.786 0.815 0.8 0.967 climbingup 1 0 1 1 1 1 jumping 0.808 0.061 0.683 0.808 0.74 0.964 lying 0.926 0.053 0.743 0.926 0.825 0.974 standing 0.564 0.04 0.688 0.564 0.62 0.935 sitting 0.776 0.001 0.991 0.776 0.87 0.86 running 0.924 0.029 0.852 0.924 0.886 0.985 walking Weighted Avg. 0.807 0.031 0.818 0.807 0.807 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 79 14 0 0 0 0 0 6 | a = climbingdown 3 88 0 0 3 0 0 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 97 0 22 0 0 | d = lying 1 0 0 4 113 4 0 0 | e = standing 0 0 0 41 10 66 0 0 | f = sitting 1 1 0 0 26 4 114 1 | g = running 1 8 0 0 0 0 1 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 686 79.5824 % Incorrectly Classified Instances 176 20.4176 % Kappa statistic 0.7628 Mean absolute error 0.0643 Root mean squared error 0.1923 Relative absolute error 29.8969 % Root relative squared error 58.6443 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.005 0.946 0.707 0.809 0.967 climbingdown 0.87 0.034 0.783 0.87 0.825 0.98 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.825 0.067 0.664 0.825 0.736 0.965 lying 0.869 0.053 0.731 0.869 0.794 0.965 standing 0.542 0.038 0.696 0.542 0.61 0.941 sitting 0.803 0.003 0.983 0.803 0.884 0.965 running 0.901 0.036 0.819 0.901 0.858 0.983 walking Weighted Avg. 0.796 0.033 0.809 0.796 0.795 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 70 14 1 0 0 0 0 14 | a = climbingdown 1 94 0 0 1 0 0 12 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 99 2 18 1 0 | d = lying 0 2 0 6 106 7 1 0 | e = standing 0 0 0 44 10 64 0 0 | f = sitting 0 0 0 0 26 3 118 0 | g = running 3 10 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 692 80.2784 % Incorrectly Classified Instances 170 19.7216 % Kappa statistic 0.771 Mean absolute error 0.0664 Root mean squared error 0.1878 Relative absolute error 30.8436 % Root relative squared error 57.2399 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.827 0.013 0.89 0.827 0.857 0.98 climbingdown 0.817 0.021 0.848 0.817 0.832 0.981 climbingup 1 0 1 1 1 1 jumping 0.858 0.09 0.606 0.858 0.71 0.961 lying 0.91 0.047 0.76 0.91 0.828 0.977 standing 0.441 0.024 0.743 0.441 0.553 0.941 sitting 0.808 0 1 0.808 0.894 0.97 running 0.916 0.033 0.833 0.916 0.873 0.979 walking Weighted Avg. 0.803 0.032 0.819 0.803 0.799 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 81 8 0 0 0 0 0 9 | a = climbingdown 4 89 0 0 1 0 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 103 5 11 0 0 | d = lying 0 0 0 5 111 6 0 0 | e = standing 0 0 0 61 5 52 0 0 | f = sitting 1 1 0 1 24 1 118 0 | g = running 5 6 0 0 0 0 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 682 79.1183 % Incorrectly Classified Instances 180 20.8817 % Kappa statistic 0.7574 Mean absolute error 0.0617 Root mean squared error 0.1933 Relative absolute error 28.6647 % Root relative squared error 58.9463 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.007 0.943 0.837 0.886 0.98 climbingdown 0.798 0.027 0.813 0.798 0.806 0.977 climbingup 1 0 1 1 1 1 jumping 0.909 0.104 0.588 0.909 0.714 0.959 lying 0.868 0.036 0.795 0.868 0.83 0.975 standing 0.364 0.032 0.642 0.364 0.465 0.936 sitting 0.795 0.003 0.983 0.795 0.879 0.861 running 0.924 0.034 0.829 0.924 0.874 0.984 walking Weighted Avg. 0.791 0.034 0.805 0.791 0.786 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 82 8 0 0 0 0 1 7 | a = climbingdown 4 87 0 0 0 0 1 17 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 110 2 9 0 0 | d = lying 0 1 0 4 105 11 0 0 | e = standing 0 0 0 73 2 43 0 0 | f = sitting 1 1 0 0 23 4 116 1 | g = running 0 10 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 713 82.7146 % Incorrectly Classified Instances 149 17.2854 % Kappa statistic 0.7994 Mean absolute error 0.0567 Root mean squared error 0.18 Relative absolute error 26.3294 % Root relative squared error 54.8753 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.908 0.01 0.918 0.908 0.913 0.984 climbingdown 0.862 0.021 0.855 0.862 0.858 0.987 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.876 0.072 0.667 0.876 0.757 0.97 lying 0.876 0.035 0.803 0.876 0.838 0.976 standing 0.534 0.038 0.692 0.534 0.603 0.938 sitting 0.829 0.001 0.992 0.829 0.903 0.933 running 0.885 0.022 0.879 0.885 0.882 0.98 walking Weighted Avg. 0.827 0.028 0.835 0.827 0.826 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 89 5 0 0 0 0 0 4 | a = climbingdown 2 94 1 0 0 0 0 12 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 106 2 13 0 0 | d = lying 1 0 0 4 106 10 0 0 | e = standing 0 0 0 49 6 63 0 0 | f = sitting 2 0 0 0 18 5 121 0 | g = running 3 11 0 0 0 0 1 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 687 79.6984 % Incorrectly Classified Instances 175 20.3016 % Kappa statistic 0.7642 Mean absolute error 0.0626 Root mean squared error 0.1962 Relative absolute error 29.0903 % Root relative squared error 59.8259 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.847 0.016 0.874 0.847 0.86 0.976 climbingdown 0.743 0.024 0.818 0.743 0.779 0.98 climbingup 0.944 0.001 0.944 0.944 0.944 1 jumping 0.793 0.07 0.649 0.793 0.714 0.951 lying 0.893 0.04 0.783 0.893 0.834 0.963 standing 0.513 0.04 0.667 0.513 0.58 0.934 sitting 0.815 0.004 0.975 0.815 0.888 0.903 running 0.932 0.04 0.809 0.932 0.866 0.991 walking Weighted Avg. 0.797 0.033 0.803 0.797 0.795 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 83 5 0 0 0 0 1 9 | a = climbingdown 7 81 0 0 1 0 1 19 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 96 5 19 0 0 | d = lying 0 4 0 0 108 9 0 0 | e = standing 0 0 0 52 5 60 0 0 | f = sitting 2 2 1 0 19 2 119 1 | g = running 3 6 0 0 0 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 684 79.4425 % Incorrectly Classified Instances 177 20.5575 % Kappa statistic 0.7613 Mean absolute error 0.0647 Root mean squared error 0.1992 Relative absolute error 30.0491 % Root relative squared error 60.7338 % Total Number of Instances 861 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.004 0.957 0.673 0.79 0.948 climbingdown 0.853 0.048 0.721 0.853 0.782 0.975 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.752 0.049 0.717 0.752 0.734 0.967 lying 0.95 0.047 0.767 0.95 0.849 0.976 standing 0.624 0.046 0.682 0.624 0.652 0.945 sitting 0.788 0.001 0.991 0.788 0.878 0.853 running 0.863 0.042 0.785 0.863 0.822 0.972 walking Weighted Avg. 0.794 0.033 0.809 0.794 0.794 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 66 15 0 0 0 0 0 17 | a = climbingdown 1 93 0 0 0 0 1 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 91 3 27 0 0 | d = lying 0 1 0 1 115 4 0 0 | e = standing 0 1 0 35 8 73 0 0 | f = sitting 0 4 0 0 24 3 115 0 | g = running 2 15 1 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 703 81.6492 % Incorrectly Classified Instances 158 18.3508 % Kappa statistic 0.7868 Mean absolute error 0.0599 Root mean squared error 0.1923 Relative absolute error 27.8412 % Root relative squared error 58.6201 % Total Number of Instances 861 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.005 0.948 0.745 0.834 0.97 climbingdown 0.817 0.032 0.788 0.817 0.802 0.978 climbingup 1 0 1 1 1 1 jumping 0.851 0.046 0.752 0.851 0.798 0.97 lying 0.909 0.05 0.748 0.909 0.821 0.975 standing 0.624 0.035 0.737 0.624 0.676 0.941 sitting 0.815 0.001 0.992 0.815 0.895 0.902 running 0.901 0.044 0.787 0.901 0.84 0.978 walking Weighted Avg. 0.816 0.03 0.827 0.816 0.816 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 73 9 0 0 2 0 1 13 | a = climbingdown 2 89 0 0 0 0 0 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 103 4 13 0 0 | d = lying 0 0 0 2 110 9 0 0 | e = standing 0 0 0 32 12 73 0 0 | f = sitting 0 3 0 0 19 4 119 1 | g = running 2 11 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 715 81.5279 % Incorrectly Classified Instances 162 18.4721 % Kappa statistic 0.7854 Mean absolute error 0.0674 Root mean squared error 0.188 Relative absolute error 31.3565 % Root relative squared error 57.3444 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.898 0.01 0.917 0.898 0.907 0.984 climbingdown 0.86 0.021 0.86 0.86 0.86 0.985 climbingup 1 0 1 1 1 1 jumping 0.893 0.087 0.623 0.893 0.734 0.949 lying 0.952 0.049 0.763 0.952 0.847 0.966 standing 0.402 0.016 0.797 0.402 0.534 0.948 sitting 0.779 0.004 0.975 0.779 0.866 0.976 running 0.896 0.027 0.858 0.896 0.877 0.981 walking Weighted Avg. 0.815 0.03 0.833 0.815 0.809 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 88 1 0 0 0 0 3 6 | a = climbingdown 3 98 0 0 0 0 0 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 109 2 10 0 0 | d = lying 1 3 0 0 119 2 0 0 | e = standing 0 0 0 66 4 47 0 0 | f = sitting 0 1 0 0 31 0 116 1 | g = running 4 10 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 699 79.7035 % Incorrectly Classified Instances 178 20.2965 % Kappa statistic 0.7642 Mean absolute error 0.0675 Root mean squared error 0.1908 Relative absolute error 31.406 % Root relative squared error 58.1789 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.878 0.026 0.811 0.878 0.843 0.959 climbingdown 0.807 0.01 0.92 0.807 0.86 0.986 climbingup 1 0 1 1 1 1 jumping 0.893 0.102 0.586 0.893 0.708 0.961 lying 0.96 0.041 0.795 0.96 0.87 0.978 standing 0.316 0.021 0.698 0.316 0.435 0.947 sitting 0.826 0 1 0.826 0.904 0.979 running 0.852 0.035 0.816 0.852 0.833 0.96 walking Weighted Avg. 0.797 0.032 0.813 0.797 0.788 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 86 3 0 0 0 1 0 8 | a = climbingdown 4 92 0 0 2 0 0 16 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 109 1 12 0 0 | d = lying 0 1 0 0 120 3 0 1 | e = standing 0 0 0 77 3 37 0 0 | f = sitting 1 0 0 0 24 0 123 1 | g = running 15 4 0 0 1 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 687 78.3352 % Incorrectly Classified Instances 190 21.6648 % Kappa statistic 0.7483 Mean absolute error 0.0721 Root mean squared error 0.1975 Relative absolute error 33.5405 % Root relative squared error 60.226 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.878 0.012 0.905 0.878 0.891 0.977 climbingdown 0.833 0.029 0.812 0.833 0.823 0.978 climbingup 1 0 1 1 1 1 jumping 0.828 0.093 0.591 0.828 0.689 0.946 lying 0.968 0.057 0.738 0.968 0.837 0.965 standing 0.359 0.025 0.689 0.359 0.472 0.934 sitting 0.745 0 1 0.745 0.854 0.967 running 0.844 0.036 0.809 0.844 0.826 0.972 walking Weighted Avg. 0.783 0.035 0.8 0.783 0.776 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 86 3 0 0 0 0 0 9 | a = climbingdown 0 95 0 0 2 0 0 17 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 101 2 18 0 0 | d = lying 1 2 0 0 121 1 0 0 | e = standing 0 1 0 70 4 42 0 0 | f = sitting 0 2 0 0 35 0 111 1 | g = running 7 14 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 678 77.309 % Incorrectly Classified Instances 199 22.691 % Kappa statistic 0.7364 Mean absolute error 0.0723 Root mean squared error 0.2009 Relative absolute error 33.5961 % Root relative squared error 61.2605 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.816 0.01 0.909 0.816 0.86 0.971 climbingdown 0.868 0.025 0.839 0.868 0.853 0.985 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.893 0.101 0.589 0.893 0.71 0.954 lying 0.944 0.068 0.698 0.944 0.803 0.959 standing 0.267 0.017 0.705 0.267 0.388 0.939 sitting 0.711 0.003 0.981 0.711 0.825 0.959 running 0.867 0.039 0.801 0.867 0.833 0.969 walking Weighted Avg. 0.773 0.037 0.795 0.773 0.76 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 80 5 0 0 0 0 0 13 | a = climbingdown 0 99 0 0 0 0 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 109 2 10 1 0 | d = lying 1 2 0 0 118 3 0 1 | e = standing 0 1 0 76 8 31 0 0 | f = sitting 0 1 1 0 41 0 106 0 | g = running 7 10 0 0 0 0 1 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 687 78.3352 % Incorrectly Classified Instances 190 21.6648 % Kappa statistic 0.7482 Mean absolute error 0.0694 Root mean squared error 0.1902 Relative absolute error 32.2821 % Root relative squared error 57.9984 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.796 0.009 0.918 0.796 0.852 0.966 climbingdown 0.912 0.018 0.881 0.912 0.897 0.988 climbingup 1 0 1 1 1 1 jumping 0.959 0.132 0.539 0.959 0.69 0.935 lying 0.912 0.043 0.781 0.912 0.841 0.982 standing 0.12 0.02 0.483 0.12 0.192 0.921 sitting 0.799 0 1 0.799 0.888 0.986 running 0.918 0.03 0.848 0.918 0.882 0.973 walking Weighted Avg. 0.783 0.035 0.788 0.783 0.759 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 78 6 0 0 0 0 0 14 | a = climbingdown 2 104 0 0 0 0 0 8 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 117 1 3 0 0 | d = lying 0 0 0 1 114 10 0 0 | e = standing 1 0 0 99 3 14 0 0 | f = sitting 0 0 0 0 28 2 119 0 | g = running 3 8 0 0 0 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 674 76.9406 % Incorrectly Classified Instances 202 23.0594 % Kappa statistic 0.7321 Mean absolute error 0.0718 Root mean squared error 0.2044 Relative absolute error 33.3788 % Root relative squared error 62.311 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.866 0.021 0.84 0.866 0.853 0.984 climbingdown 0.728 0.028 0.798 0.728 0.761 0.973 climbingup 1 0 1 1 1 1 jumping 0.959 0.123 0.557 0.959 0.705 0.946 lying 1 0.047 0.783 1 0.878 0.981 standing 0.145 0.003 0.895 0.145 0.25 0.93 sitting 0.77 0 1 0.77 0.87 0.964 running 0.858 0.047 0.767 0.858 0.81 0.976 walking Weighted Avg. 0.769 0.037 0.813 0.769 0.743 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 84 6 0 0 0 0 0 7 | a = climbingdown 3 83 0 0 0 0 0 28 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 117 1 2 0 0 | d = lying 0 0 0 0 126 0 0 0 | e = standing 0 1 0 93 6 17 0 0 | f = sitting 3 3 0 0 28 0 114 0 | g = running 10 9 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 675 77.0548 % Incorrectly Classified Instances 201 22.9452 % Kappa statistic 0.7333 Mean absolute error 0.0672 Root mean squared error 0.1949 Relative absolute error 31.229 % Root relative squared error 59.414 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.845 0.018 0.854 0.845 0.85 0.98 climbingdown 0.823 0.02 0.861 0.823 0.842 0.986 climbingup 1 0 1 1 1 1 jumping 0.967 0.138 0.532 0.967 0.686 0.953 lying 0.976 0.049 0.769 0.976 0.86 0.983 standing 0.034 0.003 0.667 0.034 0.065 0.94 sitting 0.792 0 1 0.792 0.884 0.972 running 0.888 0.039 0.804 0.888 0.844 0.985 walking Weighted Avg. 0.771 0.037 0.793 0.771 0.731 0.972 === Confusion Matrix === a b c d e f g h <-- classified as 82 2 0 0 1 0 0 12 | a = climbingdown 3 93 0 0 0 0 0 17 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 118 1 2 0 0 | d = lying 0 3 0 0 123 0 0 0 | e = standing 0 1 0 104 8 4 0 0 | f = sitting 2 2 0 0 27 0 118 0 | g = running 9 6 0 0 0 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 666 76.0274 % Incorrectly Classified Instances 210 23.9726 % Kappa statistic 0.7216 Mean absolute error 0.0703 Root mean squared error 0.2043 Relative absolute error 32.6951 % Root relative squared error 62.2886 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.887 0.024 0.819 0.887 0.851 0.977 climbingdown 0.85 0.022 0.85 0.85 0.85 0.976 climbingup 0.944 0.002 0.895 0.944 0.919 0.999 jumping 0.926 0.141 0.516 0.926 0.663 0.933 lying 0.96 0.055 0.747 0.96 0.84 0.968 standing 0.034 0.004 0.571 0.034 0.065 0.915 sitting 0.765 0.004 0.974 0.765 0.857 0.966 running 0.858 0.026 0.858 0.858 0.858 0.983 walking Weighted Avg. 0.76 0.038 0.771 0.76 0.722 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 86 2 1 0 0 0 0 8 | a = climbingdown 6 96 0 0 0 0 0 11 | b = climbingup 0 1 17 0 0 0 0 0 | c = jumping 0 1 0 113 3 2 3 0 | d = lying 0 4 0 0 121 1 0 0 | e = standing 0 1 0 106 6 4 0 0 | f = sitting 1 1 1 0 32 0 114 0 | g = running 12 7 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 684 78.0822 % Incorrectly Classified Instances 192 21.9178 % Kappa statistic 0.7453 Mean absolute error 0.0648 Root mean squared error 0.1993 Relative absolute error 30.1164 % Root relative squared error 60.7702 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.878 0.017 0.869 0.878 0.873 0.977 climbingdown 0.796 0.022 0.841 0.796 0.818 0.978 climbingup 1 0 1 1 1 1 jumping 0.959 0.135 0.534 0.959 0.686 0.941 lying 0.96 0.045 0.779 0.96 0.86 0.981 standing 0.085 0.003 0.833 0.085 0.155 0.924 sitting 0.832 0 1 0.832 0.908 0.987 running 0.888 0.032 0.832 0.888 0.859 0.984 walking Weighted Avg. 0.781 0.035 0.821 0.781 0.749 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 86 5 0 0 0 0 0 7 | a = climbingdown 4 90 0 0 2 0 0 17 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 1 0 117 1 2 0 0 | d = lying 1 2 0 2 120 0 0 0 | e = standing 0 0 0 100 7 10 0 0 | f = sitting 1 0 0 0 24 0 124 0 | g = running 6 9 0 0 0 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 689 78.653 % Incorrectly Classified Instances 187 21.347 % Kappa statistic 0.7519 Mean absolute error 0.0652 Root mean squared error 0.1903 Relative absolute error 30.3134 % Root relative squared error 58.03 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.918 0.015 0.882 0.918 0.9 0.994 climbingdown 0.842 0.01 0.923 0.842 0.881 0.985 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.992 0.142 0.531 0.992 0.691 0.959 lying 0.928 0.044 0.779 0.928 0.847 0.971 standing 0.034 0.007 0.444 0.034 0.063 0.929 sitting 0.805 0.001 0.992 0.805 0.889 0.979 running 0.933 0.027 0.862 0.933 0.896 0.988 walking Weighted Avg. 0.787 0.034 0.782 0.787 0.748 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 90 2 0 0 0 0 0 6 | a = climbingdown 5 96 0 0 0 0 0 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 121 0 1 0 0 | d = lying 0 2 0 2 116 4 1 0 | e = standing 0 0 0 105 8 4 0 0 | f = sitting 1 1 1 0 25 0 120 1 | g = running 6 3 0 0 0 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 710 81.5155 % Incorrectly Classified Instances 161 18.4845 % Kappa statistic 0.7851 Mean absolute error 0.0634 Root mean squared error 0.1877 Relative absolute error 29.4972 % Root relative squared error 57.2451 % Total Number of Instances 871 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.008 0.915 0.722 0.807 0.957 climbingdown 0.675 0.038 0.726 0.675 0.7 0.955 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.952 0.041 0.792 0.952 0.864 0.982 lying 0.861 0.041 0.762 0.861 0.808 0.961 standing 0.706 0.021 0.848 0.706 0.771 0.97 sitting 0.828 0.001 0.992 0.828 0.903 0.99 running 0.894 0.062 0.72 0.894 0.797 0.973 walking Weighted Avg. 0.815 0.03 0.827 0.815 0.815 0.972 === Confusion Matrix === a b c d e f g h <-- classified as 65 7 0 0 1 0 1 16 | a = climbingdown 5 77 1 0 3 0 0 28 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 2 0 118 0 4 0 0 | d = lying 0 6 0 3 99 6 0 1 | e = standing 0 0 0 28 9 89 0 0 | f = sitting 0 1 0 0 18 6 125 1 | g = running 1 13 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 711 81.7241 % Incorrectly Classified Instances 159 18.2759 % Kappa statistic 0.7874 Mean absolute error 0.0645 Root mean squared error 0.1868 Relative absolute error 29.9946 % Root relative squared error 56.9729 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.811 0.006 0.936 0.811 0.869 0.972 climbingdown 0.711 0.042 0.717 0.711 0.714 0.954 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.742 0.007 0.948 0.742 0.833 0.984 lying 0.835 0.038 0.768 0.835 0.8 0.957 standing 0.865 0.058 0.717 0.865 0.784 0.962 sitting 0.828 0.013 0.933 0.828 0.877 0.976 running 0.886 0.047 0.77 0.886 0.824 0.968 walking Weighted Avg. 0.817 0.03 0.83 0.817 0.819 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 73 11 0 0 1 0 0 5 | a = climbingdown 3 81 0 0 1 0 0 29 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 92 0 30 0 0 | d = lying 1 5 0 2 96 4 6 1 | e = standing 0 0 0 3 11 109 3 0 | f = sitting 0 1 1 0 15 9 125 0 | g = running 1 13 0 0 1 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 702 80.6897 % Incorrectly Classified Instances 168 19.3103 % Kappa statistic 0.7756 Mean absolute error 0.0639 Root mean squared error 0.1847 Relative absolute error 29.7443 % Root relative squared error 56.3257 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.005 0.945 0.767 0.847 0.965 climbingdown 0.816 0.044 0.738 0.816 0.775 0.972 climbingup 1 0 1 1 1 1 jumping 0.798 0.027 0.832 0.798 0.815 0.975 lying 0.843 0.058 0.688 0.843 0.758 0.975 standing 0.748 0.046 0.736 0.748 0.742 0.946 sitting 0.767 0.008 0.95 0.767 0.849 0.985 running 0.879 0.037 0.811 0.879 0.844 0.969 walking Weighted Avg. 0.807 0.031 0.819 0.807 0.809 0.971 === Confusion Matrix === a b c d e f g h <-- classified as 69 11 0 0 0 0 1 9 | a = climbingdown 2 93 0 0 1 0 1 17 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 4 0 99 0 21 0 0 | d = lying 0 4 0 2 97 9 3 0 | e = standing 0 0 0 18 13 95 1 0 | f = sitting 0 0 0 0 30 4 115 1 | g = running 2 14 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 713 81.954 % Incorrectly Classified Instances 157 18.046 % Kappa statistic 0.7902 Mean absolute error 0.0662 Root mean squared error 0.1867 Relative absolute error 30.7751 % Root relative squared error 56.9432 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.012 0.88 0.725 0.795 0.956 climbingdown 0.719 0.044 0.713 0.719 0.716 0.95 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.871 0.024 0.857 0.871 0.864 0.979 lying 0.904 0.04 0.774 0.904 0.834 0.981 standing 0.795 0.027 0.835 0.795 0.815 0.959 sitting 0.84 0.008 0.955 0.84 0.894 0.982 running 0.826 0.054 0.732 0.826 0.776 0.97 walking Weighted Avg. 0.82 0.029 0.826 0.82 0.82 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 66 11 0 0 0 0 0 14 | a = climbingdown 5 82 0 0 2 0 1 24 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 108 0 14 0 1 | d = lying 0 1 0 2 103 3 4 1 | e = standing 0 0 0 16 9 101 1 0 | f = sitting 1 0 1 0 19 3 126 0 | g = running 3 20 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 714 82.069 % Incorrectly Classified Instances 156 17.931 % Kappa statistic 0.7912 Mean absolute error 0.0641 Root mean squared error 0.1802 Relative absolute error 29.8174 % Root relative squared error 54.9725 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.006 0.932 0.758 0.836 0.958 climbingdown 0.737 0.034 0.764 0.737 0.75 0.975 climbingup 1 0 1 1 1 1 jumping 0.742 0.013 0.902 0.742 0.814 0.988 lying 0.842 0.024 0.842 0.842 0.842 0.977 standing 0.819 0.061 0.698 0.819 0.754 0.957 sitting 0.86 0.024 0.884 0.86 0.872 0.965 running 0.924 0.047 0.777 0.924 0.844 0.985 walking Weighted Avg. 0.821 0.03 0.829 0.821 0.821 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 69 10 0 0 1 3 0 8 | a = climbingdown 3 84 0 0 0 0 0 27 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 92 0 31 0 0 | d = lying 0 2 0 0 96 5 11 0 | e = standing 0 0 0 10 7 104 6 0 | f = sitting 2 3 0 0 10 6 129 0 | g = running 0 10 0 0 0 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 713 81.954 % Incorrectly Classified Instances 157 18.046 % Kappa statistic 0.7903 Mean absolute error 0.0667 Root mean squared error 0.1875 Relative absolute error 31.0298 % Root relative squared error 57.1976 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.846 0.01 0.906 0.846 0.875 0.986 climbingdown 0.719 0.037 0.745 0.719 0.732 0.962 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.742 0.012 0.911 0.742 0.818 0.983 lying 0.895 0.041 0.767 0.895 0.826 0.976 standing 0.865 0.06 0.708 0.865 0.779 0.957 sitting 0.793 0.003 0.983 0.793 0.878 0.969 running 0.857 0.045 0.776 0.857 0.814 0.976 walking Weighted Avg. 0.82 0.029 0.833 0.82 0.821 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 77 6 0 0 0 0 0 8 | a = climbingdown 7 82 0 0 0 0 0 25 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 92 2 30 0 0 | d = lying 0 1 0 0 102 9 2 0 | e = standing 0 1 0 9 7 109 0 0 | f = sitting 0 3 0 0 22 6 119 0 | g = running 1 17 1 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 677 77.8161 % Incorrectly Classified Instances 193 22.1839 % Kappa statistic 0.742 Mean absolute error 0.0726 Root mean squared error 0.2034 Relative absolute error 33.7724 % Root relative squared error 62.0445 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.01 0.886 0.689 0.775 0.937 climbingdown 0.728 0.046 0.703 0.728 0.716 0.953 climbingup 1 0 1 1 1 1 jumping 0.886 0.051 0.741 0.886 0.807 0.969 lying 0.739 0.034 0.766 0.739 0.752 0.94 standing 0.698 0.047 0.715 0.698 0.707 0.95 sitting 0.781 0.013 0.929 0.781 0.849 0.953 running 0.856 0.057 0.729 0.856 0.787 0.966 walking Weighted Avg. 0.778 0.036 0.787 0.778 0.779 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 62 10 0 0 1 2 0 15 | a = climbingdown 6 83 0 0 0 1 0 24 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 3 0 109 0 11 0 0 | d = lying 1 1 0 6 85 13 7 2 | e = standing 0 0 0 29 7 88 2 0 | f = sitting 1 3 0 3 17 8 118 1 | g = running 0 18 0 0 1 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 705 81.0345 % Incorrectly Classified Instances 165 18.9655 % Kappa statistic 0.7795 Mean absolute error 0.0647 Root mean squared error 0.1861 Relative absolute error 30.1 % Root relative squared error 56.7433 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.01 0.895 0.756 0.819 0.958 climbingdown 0.675 0.032 0.762 0.675 0.716 0.966 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.927 0.039 0.797 0.927 0.857 0.985 lying 0.817 0.045 0.734 0.817 0.774 0.959 standing 0.698 0.02 0.854 0.698 0.769 0.955 sitting 0.828 0.01 0.947 0.828 0.883 0.978 running 0.909 0.064 0.719 0.909 0.803 0.978 walking Weighted Avg. 0.81 0.031 0.82 0.81 0.81 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 68 8 0 0 0 1 0 13 | a = climbingdown 4 77 0 0 1 0 0 32 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 114 0 8 0 0 | d = lying 1 4 1 4 94 3 6 2 | e = standing 0 0 0 24 13 88 1 0 | f = sitting 1 1 0 1 20 3 125 0 | g = running 2 10 0 0 0 0 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 707 81.2644 % Incorrectly Classified Instances 163 18.7356 % Kappa statistic 0.7822 Mean absolute error 0.0693 Root mean squared error 0.1899 Relative absolute error 32.2126 % Root relative squared error 57.9039 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.004 0.958 0.767 0.852 0.967 climbingdown 0.807 0.049 0.713 0.807 0.757 0.968 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.813 0.017 0.885 0.813 0.847 0.971 lying 0.887 0.05 0.729 0.887 0.8 0.97 standing 0.738 0.035 0.782 0.738 0.759 0.955 sitting 0.775 0.026 0.86 0.775 0.815 0.962 running 0.871 0.035 0.816 0.871 0.842 0.983 walking Weighted Avg. 0.813 0.031 0.821 0.813 0.813 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 69 12 0 0 3 0 0 6 | a = climbingdown 3 92 0 0 0 0 0 19 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 2 0 100 1 19 0 1 | d = lying 0 3 0 1 102 4 5 0 | e = standing 0 1 0 12 6 93 14 0 | f = sitting 0 2 1 0 28 3 117 0 | g = running 0 17 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 695 79.8851 % Incorrectly Classified Instances 175 20.1149 % Kappa statistic 0.7664 Mean absolute error 0.0678 Root mean squared error 0.1952 Relative absolute error 31.5291 % Root relative squared error 59.5212 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.006 0.93 0.733 0.82 0.948 climbingdown 0.807 0.046 0.724 0.807 0.763 0.969 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.951 0.048 0.765 0.951 0.848 0.978 lying 0.913 0.07 0.665 0.913 0.769 0.963 standing 0.556 0.016 0.854 0.556 0.673 0.943 sitting 0.775 0.008 0.951 0.775 0.854 0.971 running 0.826 0.037 0.801 0.826 0.813 0.975 walking Weighted Avg. 0.799 0.032 0.818 0.799 0.797 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 66 10 0 0 2 1 1 10 | a = climbingdown 2 92 0 0 3 0 0 17 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 2 0 117 1 3 0 0 | d = lying 1 2 0 0 105 5 2 0 | e = standing 0 0 0 36 17 70 3 0 | f = sitting 0 2 0 0 29 3 117 0 | g = running 2 19 1 0 1 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 720 81.6327 % Incorrectly Classified Instances 162 18.3673 % Kappa statistic 0.787 Mean absolute error 0.0563 Root mean squared error 0.1893 Relative absolute error 26.1684 % Root relative squared error 57.7148 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.875 0.006 0.948 0.875 0.91 0.981 climbingdown 0.838 0.047 0.721 0.838 0.775 0.972 climbingup 1 0 1 1 1 1 jumping 0.782 0.012 0.912 0.782 0.842 0.99 lying 0.917 0.075 0.633 0.917 0.749 0.957 standing 0.764 0.051 0.738 0.764 0.751 0.94 sitting 0.755 0 1 0.755 0.86 0.837 running 0.799 0.021 0.87 0.799 0.833 0.984 walking Weighted Avg. 0.816 0.029 0.84 0.816 0.82 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 91 10 0 0 0 0 0 3 | a = climbingdown 2 93 0 0 3 0 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 93 0 26 0 0 | d = lying 1 0 0 0 100 8 0 0 | e = standing 0 0 0 9 24 107 0 0 | f = sitting 0 1 0 0 31 4 111 0 | g = running 2 25 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 728 82.5397 % Incorrectly Classified Instances 154 17.4603 % Kappa statistic 0.7975 Mean absolute error 0.056 Root mean squared error 0.1811 Relative absolute error 26.0355 % Root relative squared error 55.2294 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.865 0.005 0.957 0.865 0.909 0.989 climbingdown 0.802 0.044 0.724 0.802 0.761 0.972 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.815 0.028 0.822 0.815 0.819 0.985 lying 0.963 0.058 0.7 0.963 0.811 0.971 standing 0.714 0.032 0.806 0.714 0.758 0.963 sitting 0.81 0 1 0.81 0.895 0.865 running 0.821 0.033 0.815 0.821 0.818 0.982 walking Weighted Avg. 0.825 0.027 0.839 0.825 0.827 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 90 10 0 0 0 0 0 4 | a = climbingdown 2 89 0 0 1 0 0 19 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 97 3 19 0 0 | d = lying 0 2 0 0 105 2 0 0 | e = standing 0 0 0 21 19 100 0 0 | f = sitting 0 0 1 0 22 3 119 2 | g = running 2 22 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 750 85.034 % Incorrectly Classified Instances 132 14.966 % Kappa statistic 0.8263 Mean absolute error 0.0514 Root mean squared error 0.1765 Relative absolute error 23.8892 % Root relative squared error 53.8346 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.012 0.912 0.894 0.903 0.991 climbingdown 0.856 0.021 0.856 0.856 0.856 0.982 climbingup 1 0 1 1 1 1 jumping 0.723 0.014 0.887 0.723 0.796 0.973 lying 0.963 0.056 0.709 0.963 0.817 0.963 standing 0.821 0.046 0.772 0.821 0.796 0.968 sitting 0.803 0 1 0.803 0.891 0.869 running 0.896 0.025 0.863 0.896 0.879 0.986 walking Weighted Avg. 0.85 0.024 0.863 0.85 0.851 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 93 5 0 0 1 0 0 5 | a = climbingdown 3 95 0 0 0 0 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 86 5 28 0 0 | d = lying 0 1 0 0 105 2 0 1 | e = standing 0 0 0 11 14 115 0 0 | f = sitting 2 0 0 0 23 4 118 0 | g = running 4 10 0 0 0 0 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 729 82.6531 % Incorrectly Classified Instances 153 17.3469 % Kappa statistic 0.7987 Mean absolute error 0.0551 Root mean squared error 0.1871 Relative absolute error 25.6243 % Root relative squared error 57.0584 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.856 0.004 0.967 0.856 0.908 0.975 climbingdown 0.847 0.032 0.79 0.847 0.817 0.973 climbingup 0.944 0.002 0.895 0.944 0.919 0.999 jumping 0.756 0.01 0.918 0.756 0.829 0.985 lying 0.927 0.069 0.656 0.927 0.768 0.966 standing 0.786 0.053 0.738 0.786 0.761 0.951 sitting 0.755 0.004 0.974 0.755 0.851 0.844 running 0.873 0.027 0.854 0.873 0.863 0.986 walking Weighted Avg. 0.827 0.028 0.846 0.827 0.829 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 89 9 0 0 0 0 0 6 | a = climbingdown 1 94 0 0 1 0 1 14 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 90 1 28 0 0 | d = lying 0 1 0 0 101 7 0 0 | e = standing 0 0 0 8 22 110 0 0 | f = sitting 0 1 2 0 29 4 111 0 | g = running 2 14 0 0 0 0 1 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 724 82.0862 % Incorrectly Classified Instances 158 17.9138 % Kappa statistic 0.7924 Mean absolute error 0.0556 Root mean squared error 0.1909 Relative absolute error 25.8591 % Root relative squared error 58.225 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.913 0.005 0.96 0.913 0.936 0.98 climbingdown 0.847 0.042 0.746 0.847 0.793 0.976 climbingup 1 0 1 1 1 1 jumping 0.815 0.018 0.874 0.815 0.843 0.977 lying 0.936 0.083 0.617 0.936 0.744 0.948 standing 0.679 0.036 0.779 0.679 0.725 0.938 sitting 0.782 0 1 0.782 0.878 0.85 running 0.805 0.023 0.863 0.805 0.833 0.977 walking Weighted Avg. 0.821 0.028 0.843 0.821 0.824 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 95 5 0 0 2 0 0 2 | a = climbingdown 2 94 0 0 0 0 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 97 2 19 0 0 | d = lying 1 1 0 0 103 5 0 0 | e = standing 0 0 0 14 31 95 0 0 | f = sitting 0 1 0 0 28 3 115 0 | g = running 1 24 0 0 1 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 730 82.7664 % Incorrectly Classified Instances 152 17.2336 % Kappa statistic 0.8001 Mean absolute error 0.0538 Root mean squared error 0.1824 Relative absolute error 25.0016 % Root relative squared error 55.6071 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.856 0.005 0.957 0.856 0.904 0.985 climbingdown 0.865 0.048 0.722 0.865 0.787 0.972 climbingup 1 0 1 1 1 1 jumping 0.782 0.02 0.861 0.782 0.819 0.984 lying 0.936 0.063 0.678 0.936 0.786 0.964 standing 0.729 0.039 0.779 0.729 0.753 0.955 sitting 0.816 0 1 0.816 0.899 0.88 running 0.82 0.024 0.858 0.82 0.838 0.985 walking Weighted Avg. 0.828 0.027 0.844 0.828 0.83 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 89 10 0 0 1 0 0 4 | a = climbingdown 1 96 0 0 0 0 0 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 93 0 24 0 0 | d = lying 1 2 0 0 103 4 0 0 | e = standing 0 0 0 15 23 102 0 0 | f = sitting 0 1 0 0 25 1 120 0 | g = running 2 22 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 731 82.8798 % Incorrectly Classified Instances 151 17.1202 % Kappa statistic 0.8017 Mean absolute error 0.056 Root mean squared error 0.1876 Relative absolute error 26.0274 % Root relative squared error 57.1992 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.848 0.01 0.918 0.848 0.881 0.981 climbingdown 0.884 0.047 0.733 0.884 0.802 0.974 climbingup 0.947 0.002 0.9 0.947 0.923 0.999 jumping 0.79 0.008 0.94 0.79 0.858 0.969 lying 0.972 0.075 0.646 0.972 0.777 0.96 standing 0.791 0.034 0.815 0.791 0.803 0.957 sitting 0.74 0.001 0.991 0.74 0.847 0.86 running 0.805 0.02 0.877 0.805 0.839 0.984 walking Weighted Avg. 0.829 0.026 0.853 0.829 0.832 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 89 10 0 0 2 0 0 4 | a = climbingdown 1 99 0 0 1 0 0 11 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 3 0 94 3 19 0 0 | d = lying 0 1 0 0 106 2 0 0 | e = standing 0 0 0 6 23 110 0 0 | f = sitting 3 0 2 0 29 4 108 0 | g = running 4 22 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 725 82.1995 % Incorrectly Classified Instances 157 17.8005 % Kappa statistic 0.7936 Mean absolute error 0.0562 Root mean squared error 0.1879 Relative absolute error 26.1397 % Root relative squared error 57.2824 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.838 0.01 0.917 0.838 0.876 0.978 climbingdown 0.811 0.045 0.72 0.811 0.763 0.955 climbingup 0.895 0 1 0.895 0.944 0.955 jumping 0.866 0.034 0.798 0.866 0.831 0.982 lying 0.927 0.06 0.687 0.927 0.789 0.966 standing 0.633 0.028 0.807 0.633 0.71 0.945 sitting 0.85 0.001 0.992 0.85 0.916 0.89 running 0.85 0.027 0.85 0.85 0.85 0.984 walking Weighted Avg. 0.822 0.028 0.835 0.822 0.823 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 88 13 0 0 0 0 0 4 | a = climbingdown 4 90 0 0 1 0 0 16 | b = climbingup 1 0 17 0 0 0 1 0 | c = jumping 0 0 0 103 1 15 0 0 | d = lying 0 3 0 0 101 5 0 0 | e = standing 0 1 0 25 25 88 0 0 | f = sitting 1 0 0 1 19 1 125 0 | g = running 2 18 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 736 83.4467 % Incorrectly Classified Instances 146 16.5533 % Kappa statistic 0.8079 Mean absolute error 0.0504 Root mean squared error 0.1764 Relative absolute error 23.4456 % Root relative squared error 53.7757 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.003 0.979 0.885 0.929 0.986 climbingdown 0.784 0.029 0.798 0.784 0.791 0.976 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.748 0.017 0.873 0.748 0.805 0.987 lying 0.936 0.054 0.708 0.936 0.806 0.979 standing 0.807 0.053 0.743 0.807 0.774 0.963 sitting 0.776 0 1 0.776 0.874 0.874 running 0.902 0.036 0.816 0.902 0.857 0.987 walking Weighted Avg. 0.834 0.027 0.849 0.834 0.836 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 92 8 0 0 0 0 0 4 | a = climbingdown 1 87 0 1 0 0 0 22 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 1 89 0 28 0 0 | d = lying 0 0 0 0 102 7 0 0 | e = standing 0 0 0 12 15 113 0 0 | f = sitting 0 1 0 0 27 4 114 1 | g = running 1 12 0 0 0 0 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 738 83.6735 % Incorrectly Classified Instances 144 16.3265 % Kappa statistic 0.8105 Mean absolute error 0.0565 Root mean squared error 0.1801 Relative absolute error 26.2606 % Root relative squared error 54.923 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.875 0.006 0.948 0.875 0.91 0.984 climbingdown 0.865 0.038 0.768 0.865 0.814 0.977 climbingup 0.895 0 1 0.895 0.944 0.984 jumping 0.706 0.016 0.875 0.706 0.781 0.973 lying 0.972 0.052 0.726 0.972 0.831 0.978 standing 0.8 0.047 0.762 0.8 0.78 0.969 sitting 0.823 0.003 0.984 0.823 0.896 0.917 running 0.835 0.028 0.841 0.835 0.838 0.978 walking Weighted Avg. 0.837 0.026 0.849 0.837 0.838 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 91 8 0 0 0 0 0 5 | a = climbingdown 1 96 0 0 2 0 0 12 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 1 0 84 1 32 0 1 | d = lying 0 0 0 1 106 1 0 1 | e = standing 0 0 0 11 17 112 0 0 | f = sitting 1 1 0 0 20 2 121 2 | g = running 3 19 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 10 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 643 78.2238 % Incorrectly Classified Instances 179 21.7762 % Kappa statistic 0.7468 Mean absolute error 0.0673 Root mean squared error 0.194 Relative absolute error 31.3196 % Root relative squared error 59.1835 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.929 0.016 0.868 0.929 0.898 0.993 climbingdown 0.867 0.019 0.837 0.867 0.852 0.982 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.554 0.003 0.973 0.554 0.706 0.97 lying 0.738 0.104 0.552 0.738 0.632 0.93 standing 0.6 0.105 0.517 0.6 0.555 0.902 sitting 0.952 0.003 0.984 0.952 0.968 0.988 running 0.898 0.004 0.974 0.898 0.934 0.984 walking Weighted Avg. 0.782 0.037 0.816 0.782 0.787 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 79 5 0 0 0 0 0 1 | a = climbingdown 7 72 0 0 1 1 0 2 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 72 22 35 0 0 | d = lying 0 0 0 0 90 32 0 0 | e = standing 0 0 0 2 49 78 1 0 | f = sitting 1 1 0 0 1 3 120 0 | g = running 4 7 0 0 0 2 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 649 78.9538 % Incorrectly Classified Instances 173 21.0462 % Kappa statistic 0.7551 Mean absolute error 0.0659 Root mean squared error 0.1902 Relative absolute error 30.6786 % Root relative squared error 58.0449 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.018 0.865 0.976 0.917 0.992 climbingdown 0.867 0.008 0.923 0.867 0.894 0.987 climbingup 1 0 1 1 1 1 jumping 0.446 0.006 0.935 0.446 0.604 0.959 lying 0.582 0.053 0.657 0.582 0.617 0.938 standing 0.838 0.156 0.502 0.838 0.628 0.922 sitting 0.976 0 1 0.976 0.988 0.993 running 0.898 0.007 0.958 0.898 0.927 0.991 walking Weighted Avg. 0.79 0.037 0.832 0.79 0.789 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 83 1 0 0 0 0 0 1 | a = climbingdown 6 72 0 1 0 1 0 3 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 58 18 54 0 0 | d = lying 0 0 0 0 71 51 0 0 | e = standing 0 0 0 3 18 109 0 0 | f = sitting 0 0 0 0 1 1 123 1 | g = running 7 5 0 0 0 1 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 639 77.7372 % Incorrectly Classified Instances 183 22.2628 % Kappa statistic 0.741 Mean absolute error 0.0668 Root mean squared error 0.1954 Relative absolute error 31.0911 % Root relative squared error 59.6233 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.871 0.016 0.86 0.871 0.865 0.976 climbingdown 0.905 0.012 0.894 0.905 0.899 0.979 climbingup 1 0 1 1 1 1 jumping 0.55 0.013 0.889 0.55 0.679 0.969 lying 0.615 0.084 0.56 0.615 0.586 0.922 standing 0.667 0.126 0.497 0.667 0.57 0.895 sitting 0.968 0.001 0.992 0.968 0.98 0.979 running 0.913 0.009 0.951 0.913 0.932 0.977 walking Weighted Avg. 0.777 0.039 0.804 0.777 0.782 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 74 4 0 1 0 1 0 5 | a = climbingdown 5 76 0 1 0 0 1 1 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 72 20 39 0 0 | d = lying 0 0 0 2 75 45 0 0 | e = standing 2 1 0 5 35 86 0 0 | f = sitting 1 0 0 0 2 1 121 0 | g = running 4 4 0 0 2 1 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 601 73.1144 % Incorrectly Classified Instances 221 26.8856 % Kappa statistic 0.6871 Mean absolute error 0.0746 Root mean squared error 0.2117 Relative absolute error 34.7293 % Root relative squared error 64.6024 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.011 0.895 0.8 0.845 0.969 climbingdown 0.798 0.019 0.827 0.798 0.812 0.954 climbingup 1 0 1 1 1 1 jumping 0.382 0.006 0.926 0.382 0.541 0.976 lying 0.639 0.134 0.453 0.639 0.531 0.914 standing 0.62 0.12 0.491 0.62 0.548 0.902 sitting 0.952 0.006 0.967 0.952 0.96 0.973 running 0.945 0.02 0.896 0.945 0.92 0.986 walking Weighted Avg. 0.731 0.047 0.778 0.731 0.732 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 68 7 0 0 0 1 3 6 | a = climbingdown 8 67 0 2 0 0 1 6 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 50 45 35 0 1 | d = lying 0 0 0 1 78 43 0 0 | e = standing 0 1 0 1 47 80 0 0 | f = sitting 0 0 0 0 2 3 119 1 | g = running 0 6 0 0 0 1 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 625 76.0341 % Incorrectly Classified Instances 197 23.9659 % Kappa statistic 0.7211 Mean absolute error 0.07 Root mean squared error 0.2019 Relative absolute error 32.5786 % Root relative squared error 61.6031 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.882 0.012 0.893 0.882 0.888 0.984 climbingdown 0.845 0.014 0.877 0.845 0.861 0.967 climbingup 0.947 0 1 0.947 0.973 0.984 jumping 0.328 0 1 0.328 0.494 0.961 lying 0.634 0.084 0.569 0.634 0.6 0.925 standing 0.736 0.153 0.473 0.736 0.576 0.901 sitting 0.992 0.004 0.976 0.992 0.984 0.992 running 0.96 0.014 0.924 0.96 0.942 0.991 walking Weighted Avg. 0.76 0.042 0.814 0.76 0.755 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 75 6 0 0 0 0 0 4 | a = climbingdown 6 71 0 0 1 0 0 6 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 43 26 60 1 0 | d = lying 0 0 0 0 78 45 0 0 | e = standing 0 1 0 0 32 95 1 0 | f = sitting 1 0 0 0 0 0 124 0 | g = running 2 2 0 0 0 1 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 604 73.4793 % Incorrectly Classified Instances 218 26.5207 % Kappa statistic 0.6915 Mean absolute error 0.0761 Root mean squared error 0.2127 Relative absolute error 35.4353 % Root relative squared error 64.8893 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.012 0.877 0.753 0.81 0.972 climbingdown 0.857 0.035 0.735 0.857 0.791 0.965 climbingup 0.895 0 1 0.895 0.944 0.992 jumping 0.328 0.001 0.977 0.328 0.491 0.962 lying 0.683 0.097 0.553 0.683 0.611 0.928 standing 0.721 0.143 0.484 0.721 0.579 0.915 sitting 0.968 0.009 0.953 0.968 0.96 0.988 running 0.873 0.013 0.924 0.873 0.898 0.977 walking Weighted Avg. 0.735 0.045 0.79 0.735 0.731 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 64 13 0 0 0 1 2 5 | a = climbingdown 6 72 0 0 1 0 1 4 | b = climbingup 1 0 17 0 0 0 1 0 | c = jumping 0 1 0 43 31 55 1 0 | d = lying 0 0 0 0 84 39 0 0 | e = standing 0 0 0 1 34 93 1 0 | f = sitting 0 0 0 0 0 4 121 0 | g = running 2 12 0 0 2 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 637 77.4939 % Incorrectly Classified Instances 185 22.5061 % Kappa statistic 0.738 Mean absolute error 0.0667 Root mean squared error 0.1929 Relative absolute error 31.0357 % Root relative squared error 58.8622 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.918 0.015 0.876 0.918 0.897 0.988 climbingdown 0.893 0.009 0.915 0.893 0.904 0.995 climbingup 0.895 0 1 0.895 0.944 0.984 jumping 0.473 0.009 0.912 0.473 0.623 0.954 lying 0.472 0.044 0.652 0.472 0.547 0.935 standing 0.853 0.176 0.474 0.853 0.609 0.931 sitting 0.96 0.003 0.984 0.96 0.972 0.985 running 0.929 0.009 0.951 0.929 0.94 0.986 walking Weighted Avg. 0.775 0.04 0.82 0.775 0.776 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 78 4 0 0 0 1 0 2 | a = climbingdown 5 75 0 0 0 0 0 4 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 62 15 54 0 0 | d = lying 0 0 0 1 58 64 0 0 | e = standing 0 0 0 4 15 110 0 0 | f = sitting 2 0 0 1 0 2 120 0 | g = running 4 3 0 0 1 1 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 653 79.4404 % Incorrectly Classified Instances 169 20.5596 % Kappa statistic 0.7607 Mean absolute error 0.0644 Root mean squared error 0.1884 Relative absolute error 29.9847 % Root relative squared error 57.4643 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.893 0.016 0.862 0.893 0.877 0.955 climbingdown 0.833 0.012 0.886 0.833 0.859 0.98 climbingup 0.95 0 1 0.95 0.974 0.999 jumping 0.672 0.013 0.907 0.672 0.772 0.958 lying 0.553 0.059 0.624 0.553 0.586 0.932 standing 0.729 0.134 0.503 0.729 0.595 0.909 sitting 0.976 0.003 0.984 0.976 0.98 0.991 running 0.929 0.004 0.975 0.929 0.951 0.981 walking Weighted Avg. 0.794 0.036 0.819 0.794 0.8 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 75 2 0 2 1 2 0 2 | a = climbingdown 11 70 0 0 1 1 0 1 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 1 0 88 11 31 0 0 | d = lying 0 0 0 0 68 55 0 0 | e = standing 0 0 0 7 27 94 1 0 | f = sitting 1 0 0 0 0 2 122 0 | g = running 0 6 0 0 1 2 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 668 81.2652 % Incorrectly Classified Instances 154 18.7348 % Kappa statistic 0.7821 Mean absolute error 0.0621 Root mean squared error 0.1815 Relative absolute error 28.8997 % Root relative squared error 55.3603 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.905 0.022 0.826 0.905 0.864 0.981 climbingdown 0.857 0.007 0.935 0.857 0.894 0.988 climbingup 1 0 1 1 1 1 jumping 0.687 0.009 0.938 0.687 0.793 0.98 lying 0.675 0.069 0.634 0.675 0.654 0.941 standing 0.721 0.107 0.557 0.721 0.628 0.915 sitting 0.944 0 1 0.944 0.971 0.972 running 0.921 0.007 0.959 0.921 0.939 0.986 walking Weighted Avg. 0.813 0.032 0.835 0.813 0.818 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 76 2 0 0 1 1 0 4 | a = climbingdown 10 72 0 0 0 1 0 1 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 90 16 25 0 0 | d = lying 0 0 0 0 83 40 0 0 | e = standing 0 0 0 6 30 93 0 0 | f = sitting 1 0 0 0 0 6 118 0 | g = running 5 3 0 0 1 1 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 662 80.5353 % Incorrectly Classified Instances 160 19.4647 % Kappa statistic 0.7735 Mean absolute error 0.065 Root mean squared error 0.1841 Relative absolute error 30.2728 % Root relative squared error 56.1743 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.882 0.024 0.806 0.882 0.843 0.967 climbingdown 0.723 0.011 0.882 0.723 0.795 0.95 climbingup 1 0 1 1 1 1 jumping 0.685 0.013 0.908 0.685 0.781 0.972 lying 0.828 0.101 0.587 0.828 0.687 0.944 standing 0.558 0.065 0.615 0.558 0.585 0.926 sitting 0.968 0.001 0.992 0.968 0.98 0.996 running 0.969 0.012 0.939 0.969 0.953 0.992 walking Weighted Avg. 0.805 0.033 0.821 0.805 0.807 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 75 4 0 0 0 2 0 4 | a = climbingdown 17 60 0 0 1 0 1 4 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 89 18 23 0 0 | d = lying 0 0 0 1 101 20 0 0 | e = standing 0 0 0 6 51 72 0 0 | f = sitting 0 2 0 2 0 0 122 0 | g = running 1 2 0 0 1 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 543 69.7047 % Incorrectly Classified Instances 236 30.2953 % Kappa statistic 0.6449 Mean absolute error 0.0939 Root mean squared error 0.2236 Relative absolute error 43.8539 % Root relative squared error 68.3503 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.525 0.01 0.821 0.525 0.64 0.948 climbingdown 0.77 0.061 0.615 0.77 0.684 0.951 climbingup 1 0 1 1 1 1 jumping 0.575 0.077 0.593 0.575 0.584 0.909 lying 0.687 0.136 0.511 0.687 0.586 0.902 standing 0.305 0.043 0.525 0.305 0.386 0.883 sitting 0.968 0 1 0.968 0.984 0.995 running 0.885 0.03 0.844 0.885 0.864 0.985 walking Weighted Avg. 0.697 0.054 0.704 0.697 0.691 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 32 23 0 0 0 1 0 5 | a = climbingdown 5 67 0 1 0 1 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 4 0 73 39 11 0 0 | d = lying 0 0 0 28 92 14 0 0 | e = standing 1 2 0 20 48 32 0 2 | f = sitting 1 0 0 1 0 2 121 0 | g = running 0 13 0 0 1 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 567 72.7856 % Incorrectly Classified Instances 212 27.2144 % Kappa statistic 0.6819 Mean absolute error 0.0919 Root mean squared error 0.221 Relative absolute error 42.9198 % Root relative squared error 67.539 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.014 0.792 0.623 0.697 0.95 climbingdown 0.724 0.043 0.677 0.724 0.7 0.952 climbingup 1 0 1 1 1 1 jumping 0.496 0.044 0.685 0.496 0.575 0.9 lying 0.634 0.11 0.545 0.634 0.586 0.891 standing 0.648 0.073 0.581 0.648 0.613 0.906 sitting 0.976 0.002 0.992 0.976 0.984 0.999 running 0.902 0.033 0.833 0.902 0.866 0.982 walking Weighted Avg. 0.728 0.047 0.734 0.728 0.727 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 38 13 0 0 2 0 1 7 | a = climbingdown 7 63 0 0 2 2 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 3 0 63 42 18 0 0 | d = lying 0 0 0 21 85 28 0 0 | e = standing 0 4 0 6 25 68 0 2 | f = sitting 0 0 0 2 0 1 122 0 | g = running 2 10 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 544 69.8331 % Incorrectly Classified Instances 235 30.1669 % Kappa statistic 0.6469 Mean absolute error 0.094 Root mean squared error 0.2234 Relative absolute error 43.9053 % Root relative squared error 68.2956 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.013 0.813 0.639 0.716 0.96 climbingdown 0.747 0.052 0.644 0.747 0.691 0.953 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.472 0.049 0.652 0.472 0.548 0.904 lying 0.709 0.152 0.492 0.709 0.581 0.894 standing 0.362 0.056 0.5 0.362 0.42 0.882 sitting 0.968 0 1 0.968 0.984 0.991 running 0.885 0.032 0.837 0.885 0.861 0.975 walking Weighted Avg. 0.698 0.054 0.707 0.698 0.694 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 39 13 0 3 0 0 0 6 | a = climbingdown 7 65 0 0 0 1 0 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 2 4 0 60 43 18 0 0 | d = lying 0 0 0 21 95 18 0 0 | e = standing 0 6 0 8 53 38 0 0 | f = sitting 0 0 1 0 1 1 121 1 | g = running 0 13 0 0 1 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 548 70.3466 % Incorrectly Classified Instances 231 29.6534 % Kappa statistic 0.6517 Mean absolute error 0.0933 Root mean squared error 0.2238 Relative absolute error 43.5797 % Root relative squared error 68.4119 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.013 0.816 0.656 0.727 0.954 climbingdown 0.724 0.039 0.7 0.724 0.712 0.941 climbingup 1 0 1 1 1 1 jumping 0.575 0.075 0.598 0.575 0.586 0.9 lying 0.769 0.178 0.472 0.769 0.585 0.877 standing 0.152 0.012 0.667 0.152 0.248 0.906 sitting 0.976 0.003 0.984 0.976 0.98 0.978 running 0.926 0.032 0.843 0.926 0.883 0.984 walking Weighted Avg. 0.703 0.055 0.724 0.703 0.685 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 40 15 0 0 0 0 0 6 | a = climbingdown 7 63 0 1 1 2 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 73 50 3 0 0 | d = lying 0 0 0 28 103 2 1 0 | e = standing 0 2 0 20 64 16 1 2 | f = sitting 2 0 0 0 0 1 122 0 | g = running 0 9 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 539 69.1913 % Incorrectly Classified Instances 240 30.8087 % Kappa statistic 0.638 Mean absolute error 0.0959 Root mean squared error 0.2255 Relative absolute error 44.8074 % Root relative squared error 68.9269 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.011 0.83 0.639 0.722 0.933 climbingdown 0.747 0.033 0.739 0.747 0.743 0.954 climbingup 1 0 1 1 1 1 jumping 0.449 0.061 0.588 0.449 0.509 0.88 lying 0.88 0.206 0.468 0.88 0.611 0.906 standing 0.132 0.021 0.5 0.132 0.209 0.887 sitting 0.928 0.002 0.991 0.928 0.959 0.986 running 0.926 0.032 0.843 0.926 0.883 0.979 walking Weighted Avg. 0.692 0.058 0.705 0.692 0.67 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 39 12 0 0 2 0 1 7 | a = climbingdown 6 65 0 0 1 4 0 11 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 2 0 57 61 5 0 1 | d = lying 0 0 0 13 117 3 0 0 | e = standing 1 0 0 25 65 14 0 1 | f = sitting 0 1 0 2 3 2 116 1 | g = running 0 8 0 0 1 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 518 66.4955 % Incorrectly Classified Instances 261 33.5045 % Kappa statistic 0.6083 Mean absolute error 0.1011 Root mean squared error 0.2385 Relative absolute error 47.2305 % Root relative squared error 72.8893 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.59 0.008 0.857 0.59 0.699 0.945 climbingdown 0.747 0.062 0.602 0.747 0.667 0.944 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.406 0.065 0.553 0.406 0.468 0.884 lying 0.609 0.128 0.494 0.609 0.545 0.887 standing 0.419 0.083 0.44 0.419 0.429 0.867 sitting 0.944 0.006 0.967 0.944 0.955 0.984 running 0.852 0.04 0.8 0.852 0.825 0.966 walking Weighted Avg. 0.665 0.059 0.671 0.665 0.662 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 36 19 0 0 0 0 0 6 | a = climbingdown 3 65 0 1 0 1 0 17 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 3 0 52 45 26 2 0 | d = lying 0 0 0 24 81 26 0 2 | e = standing 0 4 0 16 38 44 2 1 | f = sitting 1 1 1 1 0 3 118 0 | g = running 2 16 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 548 70.3466 % Incorrectly Classified Instances 231 29.6534 % Kappa statistic 0.6526 Mean absolute error 0.095 Root mean squared error 0.2211 Relative absolute error 44.3562 % Root relative squared error 67.5773 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.015 0.792 0.689 0.737 0.978 climbingdown 0.705 0.043 0.674 0.705 0.689 0.932 climbingup 0.944 0 1 0.944 0.971 0.989 jumping 0.583 0.075 0.602 0.583 0.592 0.912 lying 0.699 0.141 0.505 0.699 0.587 0.894 standing 0.305 0.042 0.533 0.305 0.388 0.904 sitting 0.952 0.003 0.983 0.952 0.967 0.981 running 0.893 0.03 0.845 0.893 0.869 0.97 walking Weighted Avg. 0.703 0.053 0.708 0.703 0.698 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 42 14 0 0 0 0 0 5 | a = climbingdown 9 62 0 3 1 2 0 11 | b = climbingup 0 0 17 1 0 0 0 0 | c = jumping 0 4 0 74 37 11 1 0 | d = lying 0 0 0 26 93 13 0 1 | e = standing 1 2 0 18 51 32 0 1 | f = sitting 0 1 0 0 1 2 119 2 | g = running 1 9 0 1 1 0 1 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 532 68.2927 % Incorrectly Classified Instances 247 31.7073 % Kappa statistic 0.6279 Mean absolute error 0.0955 Root mean squared error 0.2281 Relative absolute error 44.5936 % Root relative squared error 69.6955 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.011 0.84 0.689 0.757 0.972 climbingdown 0.621 0.036 0.684 0.621 0.651 0.943 climbingup 0.947 0.001 0.947 0.947 0.947 0.994 jumping 0.598 0.107 0.521 0.598 0.557 0.885 lying 0.649 0.149 0.475 0.649 0.549 0.889 standing 0.229 0.021 0.632 0.229 0.336 0.903 sitting 0.968 0.002 0.992 0.968 0.98 0.998 running 0.91 0.049 0.776 0.91 0.838 0.955 walking Weighted Avg. 0.683 0.059 0.696 0.683 0.673 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 42 8 0 0 1 0 0 10 | a = climbingdown 6 54 1 0 3 1 0 22 | b = climbingup 0 0 18 1 0 0 0 0 | c = jumping 1 5 0 76 37 7 1 0 | d = lying 0 0 0 42 87 5 0 0 | e = standing 0 5 0 25 51 24 0 0 | f = sitting 0 0 0 1 2 1 120 0 | g = running 1 7 0 1 2 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 537 68.9345 % Incorrectly Classified Instances 242 31.0655 % Kappa statistic 0.6349 Mean absolute error 0.0956 Root mean squared error 0.2276 Relative absolute error 44.6311 % Root relative squared error 69.5561 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.007 0.894 0.689 0.778 0.966 climbingdown 0.713 0.036 0.713 0.713 0.713 0.946 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.504 0.074 0.571 0.504 0.536 0.887 lying 0.836 0.206 0.457 0.836 0.591 0.879 standing 0.095 0.01 0.588 0.095 0.164 0.848 sitting 0.935 0 1 0.935 0.967 0.978 running 0.918 0.035 0.83 0.918 0.872 0.982 walking Weighted Avg. 0.689 0.059 0.713 0.689 0.666 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 42 8 0 0 0 0 0 11 | a = climbingdown 5 62 0 3 1 4 0 12 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 4 0 64 59 0 0 0 | d = lying 0 0 0 20 112 2 0 0 | e = standing 0 4 0 19 72 10 0 0 | f = sitting 0 1 1 5 1 0 116 0 | g = running 0 8 0 1 0 1 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 492 63.2391 % Incorrectly Classified Instances 286 36.7609 % Kappa statistic 0.575 Mean absolute error 0.1002 Root mean squared error 0.2388 Relative absolute error 46.8095 % Root relative squared error 72.9987 % Total Number of Instances 778 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.65 0.025 0.684 0.65 0.667 0.953 climbingdown 0.701 0.048 0.649 0.701 0.674 0.949 climbingup 0.947 0.001 0.947 0.947 0.947 0.971 jumping 0.37 0.018 0.797 0.37 0.505 0.903 lying 0.06 0.017 0.421 0.06 0.105 0.882 standing 0.962 0.302 0.332 0.962 0.494 0.899 sitting 0.919 0 1 0.919 0.958 0.95 running 0.852 0.012 0.929 0.852 0.889 0.975 walking Weighted Avg. 0.632 0.056 0.701 0.632 0.609 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 39 18 0 0 0 2 0 1 | a = climbingdown 15 61 0 1 0 4 0 6 | b = climbingup 0 0 18 0 0 1 0 0 | c = jumping 0 1 0 47 9 70 0 0 | d = lying 0 0 0 8 8 118 0 0 | e = standing 0 1 0 1 2 101 0 0 | f = sitting 0 2 1 1 0 5 114 1 | g = running 3 11 0 1 0 3 0 104 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 609 69.2833 % Incorrectly Classified Instances 270 30.7167 % Kappa statistic 0.6416 Mean absolute error 0.0892 Root mean squared error 0.2233 Relative absolute error 41.4966 % Root relative squared error 68.1276 % Total Number of Instances 879 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.014 0.857 0.725 0.786 0.943 climbingdown 0.833 0.041 0.754 0.833 0.792 0.965 climbingup 0.895 0.001 0.944 0.895 0.919 0.975 jumping 0.603 0.063 0.593 0.603 0.598 0.918 lying 0.331 0.068 0.452 0.331 0.382 0.895 standing 0.61 0.153 0.469 0.61 0.53 0.881 sitting 0.945 0.003 0.984 0.945 0.964 0.977 running 0.808 0.021 0.863 0.808 0.835 0.962 walking Weighted Avg. 0.693 0.056 0.701 0.693 0.693 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 66 13 1 3 0 0 0 8 | a = climbingdown 7 95 0 1 0 2 1 8 | b = climbingup 1 0 17 0 0 0 1 0 | c = jumping 0 1 0 70 13 32 0 0 | d = lying 0 0 0 18 42 67 0 0 | e = standing 0 0 0 25 37 97 0 0 | f = sitting 0 0 0 0 1 6 121 0 | g = running 3 17 0 1 0 3 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 602 68.4869 % Incorrectly Classified Instances 277 31.5131 % Kappa statistic 0.6331 Mean absolute error 0.0927 Root mean squared error 0.2298 Relative absolute error 43.1239 % Root relative squared error 70.1023 % Total Number of Instances 879 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.571 0.018 0.788 0.571 0.662 0.909 climbingdown 0.825 0.046 0.729 0.825 0.774 0.959 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.578 0.081 0.519 0.578 0.547 0.894 lying 0.48 0.088 0.48 0.48 0.48 0.907 standing 0.519 0.106 0.522 0.519 0.52 0.874 sitting 0.922 0 1 0.922 0.959 0.966 running 0.871 0.03 0.824 0.871 0.847 0.981 walking Weighted Avg. 0.685 0.055 0.691 0.685 0.685 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 52 20 0 3 1 2 0 13 | a = climbingdown 11 94 0 0 1 1 0 7 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 2 0 67 20 25 0 2 | d = lying 0 0 0 23 61 43 0 0 | e = standing 0 0 0 33 43 83 0 1 | f = sitting 0 2 1 3 0 4 118 0 | g = running 3 11 0 0 1 1 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 582 66.2116 % Incorrectly Classified Instances 297 33.7884 % Kappa statistic 0.607 Mean absolute error 0.0936 Root mean squared error 0.2326 Relative absolute error 43.5587 % Root relative squared error 70.9683 % Total Number of Instances 879 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.01 0.89 0.714 0.793 0.969 climbingdown 0.842 0.05 0.716 0.842 0.774 0.953 climbingup 1 0 1 1 1 1 jumping 0.466 0.097 0.422 0.466 0.443 0.88 lying 0.461 0.109 0.418 0.461 0.439 0.873 standing 0.428 0.108 0.466 0.428 0.446 0.854 sitting 0.969 0 1 0.969 0.984 0.977 running 0.782 0.023 0.851 0.782 0.815 0.965 walking Weighted Avg. 0.662 0.059 0.673 0.662 0.665 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 65 17 0 0 1 0 0 8 | a = climbingdown 5 96 0 1 0 4 0 8 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 0 0 54 32 29 0 0 | d = lying 0 0 0 27 59 42 0 0 | e = standing 0 1 0 41 48 68 0 1 | f = sitting 0 2 0 2 0 0 124 0 | g = running 2 18 0 3 1 3 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 594 67.5768 % Incorrectly Classified Instances 285 32.4232 % Kappa statistic 0.623 Mean absolute error 0.0953 Root mean squared error 0.2357 Relative absolute error 44.3466 % Root relative squared error 71.8873 % Total Number of Instances 879 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.023 0.76 0.62 0.683 0.944 climbingdown 0.781 0.051 0.695 0.781 0.736 0.94 climbingup 0.947 0.001 0.947 0.947 0.947 1 jumping 0.444 0.045 0.605 0.444 0.512 0.886 lying 0.709 0.15 0.443 0.709 0.545 0.884 standing 0.403 0.085 0.512 0.403 0.451 0.858 sitting 0.953 0.001 0.992 0.953 0.972 0.979 running 0.831 0.024 0.851 0.831 0.841 0.972 walking Weighted Avg. 0.676 0.056 0.691 0.676 0.675 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 57 24 0 0 0 2 0 9 | a = climbingdown 8 89 0 3 0 5 0 9 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 2 1 0 52 36 26 0 0 | d = lying 0 0 0 11 90 26 0 0 | e = standing 0 3 0 19 73 64 0 0 | f = sitting 0 0 1 1 2 2 121 0 | g = running 8 11 0 0 2 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 600 68.3371 % Incorrectly Classified Instances 278 31.6629 % Kappa statistic 0.6333 Mean absolute error 0.0911 Root mean squared error 0.226 Relative absolute error 42.4119 % Root relative squared error 68.9401 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.826 0.046 0.679 0.826 0.745 0.951 climbingdown 0.667 0.026 0.792 0.667 0.724 0.948 climbingup 0.889 0 1 0.889 0.941 0.996 jumping 0.53 0.06 0.574 0.53 0.551 0.901 lying 0.85 0.185 0.437 0.85 0.578 0.911 standing 0.258 0.031 0.651 0.258 0.369 0.866 sitting 0.929 0.004 0.975 0.929 0.952 0.969 running 0.831 0.016 0.896 0.831 0.862 0.975 walking Weighted Avg. 0.683 0.051 0.72 0.683 0.675 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 76 7 0 1 1 0 0 7 | a = climbingdown 26 76 0 4 2 0 1 5 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 1 1 0 62 42 11 0 0 | d = lying 0 0 0 11 108 8 0 0 | e = standing 0 2 0 27 89 41 0 0 | f = sitting 0 3 0 1 2 3 118 0 | g = running 9 7 0 2 3 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 603 68.6788 % Incorrectly Classified Instances 275 31.3212 % Kappa statistic 0.6366 Mean absolute error 0.0927 Root mean squared error 0.2301 Relative absolute error 43.142 % Root relative squared error 70.192 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.023 0.786 0.717 0.75 0.969 climbingdown 0.788 0.041 0.742 0.788 0.764 0.953 climbingup 1 0 1 1 1 1 jumping 0.462 0.039 0.643 0.462 0.537 0.898 lying 0.835 0.176 0.445 0.835 0.581 0.905 standing 0.302 0.058 0.533 0.302 0.386 0.854 sitting 0.937 0 1 0.937 0.967 0.968 running 0.823 0.029 0.823 0.823 0.823 0.97 walking Weighted Avg. 0.687 0.053 0.707 0.687 0.68 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 66 15 0 0 0 1 0 10 | a = climbingdown 8 89 0 1 1 2 0 12 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 1 0 54 43 18 0 0 | d = lying 0 0 0 6 106 15 0 0 | e = standing 1 4 0 23 83 48 0 0 | f = sitting 1 0 0 0 2 5 119 0 | g = running 7 11 0 0 3 1 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 594 67.6538 % Incorrectly Classified Instances 284 32.3462 % Kappa statistic 0.6249 Mean absolute error 0.0959 Root mean squared error 0.2318 Relative absolute error 44.6257 % Root relative squared error 70.725 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.826 0.029 0.768 0.826 0.796 0.952 climbingdown 0.658 0.027 0.781 0.658 0.714 0.956 climbingup 0.895 0 1 0.895 0.944 0.957 jumping 0.44 0.055 0.548 0.44 0.488 0.897 lying 0.795 0.184 0.423 0.795 0.552 0.892 standing 0.314 0.045 0.61 0.314 0.415 0.87 sitting 0.921 0.001 0.992 0.921 0.955 0.946 running 0.863 0.036 0.799 0.863 0.829 0.952 walking Weighted Avg. 0.677 0.054 0.704 0.677 0.671 0.921 === Confusion Matrix === a b c d e f g h <-- classified as 76 13 0 0 0 0 0 3 | a = climbingdown 15 75 0 1 1 2 0 20 | b = climbingup 0 1 17 0 0 0 1 0 | c = jumping 0 0 0 51 47 17 0 1 | d = lying 0 0 0 19 101 7 0 0 | e = standing 0 0 0 20 87 50 0 2 | f = sitting 2 0 0 2 1 4 117 1 | g = running 6 7 0 0 2 2 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 585 66.6287 % Incorrectly Classified Instances 293 33.3713 % Kappa statistic 0.6135 Mean absolute error 0.0941 Root mean squared error 0.2284 Relative absolute error 43.7992 % Root relative squared error 69.6797 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.022 0.788 0.685 0.733 0.966 climbingdown 0.781 0.043 0.73 0.781 0.754 0.966 climbingup 0.895 0 1 0.895 0.944 0.959 jumping 0.474 0.063 0.534 0.474 0.502 0.905 lying 0.85 0.204 0.414 0.85 0.557 0.886 standing 0.189 0.021 0.667 0.189 0.294 0.878 sitting 0.953 0.001 0.992 0.953 0.972 0.974 running 0.823 0.034 0.797 0.823 0.81 0.976 walking Weighted Avg. 0.666 0.055 0.706 0.666 0.65 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 63 16 0 2 0 0 1 10 | a = climbingdown 8 89 0 1 0 2 0 14 | b = climbingup 0 1 17 0 1 0 0 0 | c = jumping 0 2 0 55 49 8 0 2 | d = lying 0 0 0 15 108 4 0 0 | e = standing 0 2 0 28 99 30 0 0 | f = sitting 1 0 0 1 3 1 121 0 | g = running 8 12 0 1 1 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 601 68.451 % Incorrectly Classified Instances 277 31.549 % Kappa statistic 0.6342 Mean absolute error 0.091 Root mean squared error 0.2274 Relative absolute error 42.3461 % Root relative squared error 69.377 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.793 0.019 0.83 0.793 0.811 0.963 climbingdown 0.719 0.025 0.812 0.719 0.763 0.946 climbingup 0.947 0.001 0.947 0.947 0.947 0.999 jumping 0.491 0.072 0.509 0.491 0.5 0.887 lying 0.732 0.173 0.417 0.732 0.531 0.871 standing 0.296 0.047 0.58 0.296 0.392 0.875 sitting 0.945 0.003 0.984 0.945 0.964 0.969 running 0.895 0.028 0.841 0.895 0.867 0.973 walking Weighted Avg. 0.685 0.053 0.707 0.685 0.68 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 73 10 0 0 0 1 0 8 | a = climbingdown 11 82 0 4 2 1 1 13 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 2 0 57 40 17 0 0 | d = lying 0 0 0 21 93 13 0 0 | e = standing 0 1 0 27 84 47 0 0 | f = sitting 1 0 1 2 1 2 120 0 | g = running 3 6 0 1 3 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 592 67.426 % Incorrectly Classified Instances 286 32.574 % Kappa statistic 0.6225 Mean absolute error 0.0922 Root mean squared error 0.2307 Relative absolute error 42.9218 % Root relative squared error 70.3892 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.78 0.03 0.747 0.78 0.763 0.957 climbingdown 0.746 0.027 0.802 0.746 0.773 0.964 climbingup 0.895 0 1 0.895 0.944 0.979 jumping 0.5 0.081 0.483 0.5 0.492 0.877 lying 0.748 0.168 0.43 0.748 0.546 0.888 standing 0.258 0.046 0.554 0.258 0.352 0.855 sitting 0.922 0.001 0.992 0.922 0.955 0.952 running 0.863 0.025 0.849 0.863 0.856 0.973 walking Weighted Avg. 0.674 0.054 0.694 0.674 0.668 0.921 === Confusion Matrix === a b c d e f g h <-- classified as 71 12 0 0 2 0 0 6 | a = climbingdown 14 85 0 1 0 2 0 12 | b = climbingup 0 0 17 0 0 0 1 1 | c = jumping 2 0 0 58 42 14 0 0 | d = lying 0 0 0 18 95 14 0 0 | e = standing 0 3 0 38 77 41 0 0 | f = sitting 0 1 0 5 2 2 118 0 | g = running 8 5 0 0 3 1 0 107 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 560 70.7965 % Incorrectly Classified Instances 231 29.2035 % Kappa statistic 0.6599 Mean absolute error 0.0872 Root mean squared error 0.2176 Relative absolute error 40.5397 % Root relative squared error 66.3613 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.016 0.823 0.607 0.699 0.976 climbingdown 0.767 0.023 0.812 0.767 0.789 0.934 climbingup 0.944 0.004 0.85 0.944 0.895 0.978 jumping 0.65 0.096 0.539 0.65 0.589 0.927 lying 0.554 0.079 0.581 0.554 0.567 0.914 standing 0.39 0.076 0.441 0.39 0.414 0.883 sitting 0.976 0 1 0.976 0.988 0.989 running 0.919 0.048 0.779 0.919 0.843 0.969 walking Weighted Avg. 0.708 0.049 0.711 0.708 0.706 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 51 12 1 0 0 0 0 20 | a = climbingdown 5 69 1 0 2 2 0 11 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 0 1 76 15 25 0 0 | d = lying 0 0 0 34 72 24 0 0 | e = standing 0 0 0 30 34 41 0 0 | f = sitting 0 0 0 0 1 1 121 1 | g = running 5 4 0 1 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 577 72.9456 % Incorrectly Classified Instances 214 27.0544 % Kappa statistic 0.6845 Mean absolute error 0.0889 Root mean squared error 0.2219 Relative absolute error 41.369 % Root relative squared error 67.6927 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.021 0.795 0.69 0.739 0.955 climbingdown 0.708 0.02 0.818 0.708 0.759 0.95 climbingup 0.944 0 1 0.944 0.971 0.988 jumping 0.658 0.065 0.636 0.658 0.647 0.934 lying 0.698 0.097 0.584 0.698 0.636 0.918 standing 0.406 0.06 0.512 0.406 0.453 0.882 sitting 0.952 0.004 0.975 0.952 0.963 0.976 running 0.895 0.049 0.771 0.895 0.828 0.957 walking Weighted Avg. 0.729 0.046 0.731 0.729 0.727 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 58 8 0 0 0 0 1 17 | a = climbingdown 10 63 0 0 1 0 0 15 | b = climbingup 0 0 17 0 0 1 0 0 | c = jumping 1 0 0 77 20 19 0 0 | d = lying 0 0 0 21 90 17 1 0 | e = standing 0 0 0 22 41 43 0 0 | f = sitting 0 1 0 1 1 2 118 1 | g = running 4 5 0 0 1 2 1 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 573 72.4399 % Incorrectly Classified Instances 218 27.5601 % Kappa statistic 0.6787 Mean absolute error 0.0884 Root mean squared error 0.2186 Relative absolute error 41.1007 % Root relative squared error 66.6586 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.042 0.667 0.714 0.69 0.954 climbingdown 0.596 0.031 0.707 0.596 0.646 0.898 climbingup 0.889 0 1 0.889 0.941 0.943 jumping 0.735 0.089 0.589 0.735 0.654 0.933 lying 0.721 0.103 0.578 0.721 0.641 0.929 standing 0.33 0.025 0.673 0.33 0.443 0.901 sitting 0.968 0.004 0.976 0.968 0.972 0.99 running 0.887 0.027 0.859 0.887 0.873 0.979 walking Weighted Avg. 0.724 0.046 0.732 0.724 0.717 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 60 16 0 0 0 0 0 8 | a = climbingdown 18 53 0 3 3 0 2 10 | b = climbingup 1 1 16 0 0 0 0 0 | c = jumping 1 0 0 86 24 6 0 0 | d = lying 0 0 0 25 93 10 1 0 | e = standing 0 0 0 31 40 35 0 0 | f = sitting 1 0 0 1 1 1 120 0 | g = running 9 5 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 568 71.8078 % Incorrectly Classified Instances 223 28.1922 % Kappa statistic 0.671 Mean absolute error 0.0888 Root mean squared error 0.2217 Relative absolute error 41.2977 % Root relative squared error 67.6201 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.027 0.725 0.595 0.654 0.96 climbingdown 0.528 0.026 0.723 0.528 0.61 0.914 climbingup 0.944 0.001 0.944 0.944 0.944 0.995 jumping 0.761 0.068 0.659 0.761 0.706 0.949 lying 0.713 0.091 0.605 0.713 0.655 0.931 standing 0.425 0.051 0.563 0.425 0.484 0.894 sitting 0.919 0.001 0.991 0.919 0.954 0.976 running 0.919 0.064 0.726 0.919 0.811 0.97 walking Weighted Avg. 0.718 0.048 0.721 0.718 0.712 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 50 12 0 0 0 1 0 21 | a = climbingdown 14 47 0 1 4 1 1 21 | b = climbingup 0 1 17 0 0 0 0 0 | c = jumping 0 0 0 89 18 10 0 0 | d = lying 0 1 0 18 92 18 0 0 | e = standing 0 0 0 27 34 45 0 0 | f = sitting 1 0 1 0 3 4 114 1 | g = running 4 4 0 0 1 1 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 561 70.9229 % Incorrectly Classified Instances 230 29.0771 % Kappa statistic 0.6609 Mean absolute error 0.0896 Root mean squared error 0.2248 Relative absolute error 41.6797 % Root relative squared error 68.5708 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.762 0.051 0.64 0.762 0.696 0.944 climbingdown 0.416 0.014 0.787 0.416 0.544 0.922 climbingup 1 0 1 1 1 1 jumping 0.675 0.061 0.658 0.675 0.667 0.939 lying 0.729 0.106 0.573 0.729 0.642 0.925 standing 0.377 0.051 0.533 0.377 0.442 0.884 sitting 0.976 0 1 0.976 0.988 0.979 running 0.871 0.057 0.74 0.871 0.8 0.968 walking Weighted Avg. 0.709 0.049 0.714 0.709 0.701 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 64 9 0 0 0 0 0 11 | a = climbingdown 21 37 0 0 5 0 0 26 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 79 23 15 0 0 | d = lying 0 0 0 16 94 19 0 0 | e = standing 0 0 0 25 40 40 0 1 | f = sitting 1 0 0 0 1 1 121 0 | g = running 14 1 0 0 1 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 568 71.8078 % Incorrectly Classified Instances 223 28.1922 % Kappa statistic 0.6714 Mean absolute error 0.0868 Root mean squared error 0.221 Relative absolute error 40.3909 % Root relative squared error 67.4145 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.771 0.045 0.667 0.771 0.715 0.955 climbingdown 0.562 0.014 0.833 0.562 0.671 0.929 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.729 0.107 0.544 0.729 0.623 0.924 lying 0.69 0.089 0.601 0.69 0.643 0.928 standing 0.321 0.028 0.642 0.321 0.428 0.912 sitting 0.96 0.002 0.992 0.96 0.976 0.988 running 0.87 0.043 0.787 0.87 0.826 0.969 walking Weighted Avg. 0.718 0.048 0.73 0.718 0.71 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 64 7 0 0 0 0 0 12 | a = climbingdown 20 50 1 0 2 0 1 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 86 23 7 0 1 | d = lying 0 0 0 29 89 11 0 0 | e = standing 0 0 0 42 29 34 0 1 | f = sitting 0 1 0 0 4 0 120 0 | g = running 12 1 0 1 1 1 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 582 73.5777 % Incorrectly Classified Instances 209 26.4223 % Kappa statistic 0.6925 Mean absolute error 0.0853 Root mean squared error 0.216 Relative absolute error 39.6558 % Root relative squared error 65.8743 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.759 0.04 0.692 0.759 0.724 0.961 climbingdown 0.652 0.026 0.763 0.652 0.703 0.96 climbingup 1 0 1 1 1 1 jumping 0.72 0.091 0.582 0.72 0.644 0.929 lying 0.651 0.068 0.651 0.651 0.651 0.931 standing 0.434 0.051 0.568 0.434 0.492 0.882 sitting 0.992 0.002 0.992 0.992 0.992 0.997 running 0.846 0.031 0.832 0.846 0.839 0.967 walking Weighted Avg. 0.736 0.044 0.737 0.736 0.733 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 63 8 0 0 0 0 0 12 | a = climbingdown 19 58 0 0 0 2 1 9 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 85 17 15 0 0 | d = lying 0 0 0 28 84 17 0 0 | e = standing 0 1 0 32 27 46 0 0 | f = sitting 0 0 0 0 1 0 124 0 | g = running 8 9 0 1 0 1 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 546 69.0265 % Incorrectly Classified Instances 245 30.9735 % Kappa statistic 0.6394 Mean absolute error 0.0926 Root mean squared error 0.2288 Relative absolute error 43.0792 % Root relative squared error 69.7952 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.614 0.04 0.646 0.614 0.63 0.949 climbingdown 0.584 0.031 0.703 0.584 0.638 0.923 climbingup 0.833 0.004 0.833 0.833 0.833 0.94 jumping 0.754 0.101 0.567 0.754 0.647 0.929 lying 0.543 0.065 0.619 0.543 0.579 0.917 standing 0.434 0.074 0.474 0.434 0.453 0.887 sitting 0.968 0 1 0.968 0.984 0.978 running 0.829 0.045 0.773 0.829 0.8 0.944 walking Weighted Avg. 0.69 0.05 0.693 0.69 0.688 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 51 13 0 0 1 1 0 17 | a = climbingdown 19 52 3 1 2 0 0 12 | b = climbingup 1 0 15 1 0 1 0 0 | c = jumping 0 0 0 89 13 16 0 0 | d = lying 0 0 0 28 70 31 0 0 | e = standing 0 0 0 35 24 46 0 1 | f = sitting 1 1 0 0 1 1 121 0 | g = running 7 8 0 3 2 1 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 576 72.8192 % Incorrectly Classified Instances 215 27.1808 % Kappa statistic 0.6832 Mean absolute error 0.0864 Root mean squared error 0.2181 Relative absolute error 40.188 % Root relative squared error 66.5125 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.045 0.644 0.699 0.671 0.959 climbingdown 0.652 0.019 0.817 0.652 0.725 0.945 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.678 0.059 0.667 0.678 0.672 0.934 lying 0.767 0.097 0.607 0.767 0.678 0.933 standing 0.358 0.057 0.494 0.358 0.415 0.892 sitting 0.944 0.003 0.983 0.944 0.963 0.97 running 0.878 0.037 0.812 0.878 0.844 0.97 walking Weighted Avg. 0.728 0.045 0.729 0.728 0.724 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 58 9 0 0 0 0 1 15 | a = climbingdown 18 58 0 0 3 0 0 10 | b = climbingup 0 1 17 0 0 0 0 0 | c = jumping 1 0 0 80 18 19 0 0 | d = lying 0 0 0 11 99 19 0 0 | e = standing 1 0 0 27 40 38 0 0 | f = sitting 3 0 0 0 3 1 118 0 | g = running 9 3 0 2 0 0 1 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 560 70.7965 % Incorrectly Classified Instances 231 29.2035 % Kappa statistic 0.6597 Mean absolute error 0.0866 Root mean squared error 0.2229 Relative absolute error 40.253 % Root relative squared error 67.9831 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.031 0.714 0.663 0.688 0.968 climbingdown 0.689 0.023 0.795 0.689 0.738 0.919 climbingup 0.842 0.001 0.941 0.842 0.889 0.91 jumping 0.709 0.088 0.585 0.709 0.641 0.931 lying 0.636 0.094 0.569 0.636 0.601 0.913 standing 0.264 0.063 0.394 0.264 0.316 0.87 sitting 0.968 0.003 0.984 0.968 0.976 0.978 running 0.927 0.039 0.814 0.927 0.867 0.979 walking Weighted Avg. 0.708 0.049 0.701 0.708 0.7 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 55 9 0 0 0 0 1 18 | a = climbingdown 15 62 1 0 3 1 1 7 | b = climbingup 2 1 16 0 0 0 0 0 | c = jumping 1 0 0 83 14 19 0 0 | d = lying 0 0 0 24 82 23 0 0 | e = standing 0 0 0 34 43 28 0 1 | f = sitting 1 1 0 1 1 0 120 0 | g = running 3 5 0 0 1 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 559 70.2261 % Incorrectly Classified Instances 237 29.7739 % Kappa statistic 0.653 Mean absolute error 0.087 Root mean squared error 0.2288 Relative absolute error 40.4785 % Root relative squared error 69.78 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.867 0.072 0.605 0.867 0.712 0.966 climbingdown 0.523 0.018 0.776 0.523 0.625 0.947 climbingup 1 0 1 1 1 1 jumping 0.6 0.107 0.51 0.6 0.551 0.886 lying 0.952 0.138 0.559 0.952 0.704 0.958 standing 0 0.003 0 0 0 0.914 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.875 0.007 0.955 0.875 0.913 0.975 walking Weighted Avg. 0.702 0.05 0.637 0.702 0.655 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 78 9 0 0 0 0 0 3 | a = climbingdown 36 45 0 1 1 0 1 2 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 2 0 75 46 2 0 0 | d = lying 0 0 0 6 118 0 0 0 | e = standing 0 1 0 65 46 0 0 0 | f = sitting 0 1 0 0 0 0 122 0 | g = running 15 0 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 577 72.4874 % Incorrectly Classified Instances 219 27.5126 % Kappa statistic 0.6794 Mean absolute error 0.0829 Root mean squared error 0.2175 Relative absolute error 38.5933 % Root relative squared error 66.3447 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.809 0.044 0.699 0.809 0.75 0.971 climbingdown 0.721 0.018 0.827 0.721 0.77 0.969 climbingup 1 0.003 0.889 1 0.941 1 jumping 0.656 0.139 0.469 0.656 0.547 0.88 lying 0.919 0.098 0.633 0.919 0.75 0.964 standing 0.009 0.007 0.167 0.009 0.017 0.904 sitting 0.967 0 1 0.967 0.983 0.991 running 0.926 0.013 0.926 0.926 0.926 0.995 walking Weighted Avg. 0.725 0.047 0.675 0.725 0.682 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 72 9 0 0 0 0 0 8 | a = climbingdown 21 62 1 0 1 0 0 1 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 1 0 82 36 5 0 0 | d = lying 1 0 0 9 114 0 0 0 | e = standing 0 1 0 84 27 1 0 0 | f = sitting 0 1 1 0 2 0 118 0 | g = running 8 1 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 541 68.0503 % Incorrectly Classified Instances 254 31.9497 % Kappa statistic 0.6271 Mean absolute error 0.0849 Root mean squared error 0.2215 Relative absolute error 39.5152 % Root relative squared error 67.5883 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.024 0.773 0.652 0.707 0.92 climbingdown 0.788 0.02 0.827 0.788 0.807 0.978 climbingup 1 0.001 0.938 1 0.968 1 jumping 0.286 0.064 0.456 0.286 0.351 0.874 lying 0.96 0.21 0.46 0.96 0.622 0.958 standing 0.125 0.022 0.483 0.125 0.199 0.912 sitting 0.984 0 1 0.984 0.992 0.994 running 0.917 0.034 0.828 0.917 0.871 0.983 walking Weighted Avg. 0.681 0.056 0.685 0.681 0.65 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 58 12 1 0 2 0 0 16 | a = climbingdown 11 67 0 0 0 0 0 7 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 36 77 13 0 0 | d = lying 0 0 0 3 120 2 0 0 | e = standing 0 0 0 39 59 14 0 0 | f = sitting 0 0 0 0 2 0 120 0 | g = running 6 2 0 1 1 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 557 70.0629 % Incorrectly Classified Instances 238 29.9371 % Kappa statistic 0.6506 Mean absolute error 0.0834 Root mean squared error 0.2193 Relative absolute error 38.8104 % Root relative squared error 66.922 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.03 0.744 0.685 0.713 0.943 climbingdown 0.788 0.028 0.77 0.788 0.779 0.954 climbingup 1 0 1 1 1 1 jumping 0.484 0.103 0.469 0.484 0.477 0.885 lying 0.976 0.166 0.524 0.976 0.682 0.967 standing 0.054 0.001 0.857 0.054 0.101 0.926 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.86 0.022 0.874 0.86 0.867 0.975 walking Weighted Avg. 0.701 0.053 0.747 0.701 0.663 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 61 16 0 1 2 0 1 8 | a = climbingdown 10 67 0 0 1 0 0 7 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 61 64 1 0 0 | d = lying 0 0 0 3 122 0 0 0 | e = standing 0 0 0 65 41 6 0 0 | f = sitting 1 0 0 0 0 0 121 0 | g = running 10 4 0 0 3 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 540 67.9245 % Incorrectly Classified Instances 255 32.0755 % Kappa statistic 0.6252 Mean absolute error 0.0851 Root mean squared error 0.2265 Relative absolute error 39.5882 % Root relative squared error 69.1178 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.023 0.775 0.618 0.688 0.932 climbingdown 0.776 0.018 0.835 0.776 0.805 0.974 climbingup 1 0 1 1 1 1 jumping 0.405 0.102 0.429 0.405 0.416 0.873 lying 0.936 0.188 0.481 0.936 0.636 0.961 standing 0.036 0.004 0.571 0.036 0.067 0.912 sitting 0.975 0 1 0.975 0.988 0.989 running 0.934 0.043 0.796 0.934 0.859 0.978 walking Weighted Avg. 0.679 0.057 0.694 0.679 0.64 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 55 11 0 1 0 0 0 22 | a = climbingdown 11 66 0 0 1 0 0 7 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 51 72 3 0 0 | d = lying 0 0 0 8 117 0 0 0 | e = standing 0 0 0 58 50 4 0 0 | f = sitting 1 0 0 1 1 0 119 0 | g = running 4 2 0 0 2 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 582 73.2075 % Incorrectly Classified Instances 213 26.7925 % Kappa statistic 0.6874 Mean absolute error 0.0805 Root mean squared error 0.2095 Relative absolute error 37.4575 % Root relative squared error 63.9197 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.03 0.761 0.753 0.757 0.96 climbingdown 0.741 0.027 0.768 0.741 0.754 0.97 climbingup 0.875 0 1 0.875 0.933 0.97 jumping 0.667 0.118 0.515 0.667 0.581 0.896 lying 0.944 0.113 0.606 0.944 0.738 0.966 standing 0.045 0.004 0.625 0.045 0.083 0.908 sitting 0.992 0 1 0.992 0.996 0.996 running 0.917 0.022 0.881 0.917 0.899 0.983 walking Weighted Avg. 0.732 0.047 0.739 0.732 0.693 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 67 14 0 0 0 0 0 8 | a = climbingdown 15 63 0 0 0 0 0 7 | b = climbingup 0 2 14 0 0 0 0 0 | c = jumping 0 0 0 84 39 3 0 0 | d = lying 0 0 0 7 117 0 0 0 | e = standing 0 0 0 72 35 5 0 0 | f = sitting 0 0 0 0 1 0 121 0 | g = running 6 3 0 0 1 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 585 73.5849 % Incorrectly Classified Instances 210 26.4151 % Kappa statistic 0.6919 Mean absolute error 0.0792 Root mean squared error 0.2084 Relative absolute error 36.8366 % Root relative squared error 63.5895 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.028 0.767 0.742 0.754 0.958 climbingdown 0.741 0.024 0.788 0.741 0.764 0.96 climbingup 1 0.003 0.889 1 0.941 1 jumping 0.659 0.124 0.5 0.659 0.568 0.897 lying 0.935 0.107 0.617 0.935 0.744 0.969 standing 0.071 0.007 0.615 0.071 0.128 0.917 sitting 0.992 0 1 0.992 0.996 0.996 running 0.926 0.016 0.911 0.926 0.918 0.982 walking Weighted Avg. 0.736 0.046 0.742 0.736 0.702 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 66 15 1 0 0 0 0 7 | a = climbingdown 16 63 0 0 1 1 0 4 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 83 39 4 0 0 | d = lying 0 0 0 8 116 0 0 0 | e = standing 0 0 0 75 29 8 0 0 | f = sitting 1 0 0 0 0 0 121 0 | g = running 3 2 1 0 3 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 554 69.6855 % Incorrectly Classified Instances 241 30.3145 % Kappa statistic 0.6463 Mean absolute error 0.086 Root mean squared error 0.2194 Relative absolute error 40.0285 % Root relative squared error 66.9362 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.787 0.04 0.714 0.787 0.749 0.968 climbingdown 0.741 0.01 0.9 0.741 0.813 0.973 climbingup 0.938 0.001 0.938 0.938 0.938 0.999 jumping 0.484 0.096 0.488 0.484 0.486 0.898 lying 0.968 0.182 0.496 0.968 0.656 0.957 standing 0.009 0 1 0.009 0.018 0.907 sitting 0.934 0 1 0.934 0.966 0.985 running 0.909 0.028 0.853 0.909 0.88 0.983 walking Weighted Avg. 0.697 0.053 0.774 0.697 0.654 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 70 6 0 0 0 0 0 13 | a = climbingdown 16 63 1 0 0 0 0 5 | b = climbingup 1 0 15 0 0 0 0 0 | c = jumping 0 0 0 61 65 0 0 0 | d = lying 0 0 0 4 120 0 0 0 | e = standing 0 0 0 60 51 1 0 0 | f = sitting 2 0 0 0 5 0 114 1 | g = running 9 1 0 0 1 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 590 74.2138 % Incorrectly Classified Instances 205 25.7862 % Kappa statistic 0.6995 Mean absolute error 0.0792 Root mean squared error 0.2053 Relative absolute error 36.8327 % Root relative squared error 62.6295 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.787 0.037 0.729 0.787 0.757 0.94 climbingdown 0.756 0.017 0.844 0.756 0.798 0.966 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.576 0.078 0.581 0.576 0.578 0.901 lying 0.968 0.145 0.553 0.968 0.704 0.974 standing 0.152 0.007 0.773 0.152 0.254 0.911 sitting 0.976 0.001 0.992 0.976 0.984 0.998 running 0.917 0.016 0.909 0.917 0.913 0.979 walking Weighted Avg. 0.742 0.044 0.769 0.742 0.717 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 70 10 1 0 0 0 0 8 | a = climbingdown 16 65 0 0 1 0 1 3 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 2 0 72 46 5 0 0 | d = lying 0 0 0 4 120 0 0 0 | e = standing 1 0 0 48 46 17 0 0 | f = sitting 1 0 0 0 2 0 120 0 | g = running 8 0 0 0 2 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 590 74.2138 % Incorrectly Classified Instances 205 25.7862 % Kappa statistic 0.7001 Mean absolute error 0.0817 Root mean squared error 0.2078 Relative absolute error 38.028 % Root relative squared error 63.3881 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.042 0.681 0.719 0.699 0.94 climbingdown 0.767 0.023 0.805 0.767 0.786 0.975 climbingup 0.938 0.001 0.938 0.938 0.938 0.997 jumping 0.464 0.096 0.475 0.464 0.47 0.883 lying 0.831 0.04 0.792 0.831 0.811 0.965 standing 0.518 0.076 0.527 0.518 0.523 0.915 sitting 0.976 0 1 0.976 0.988 0.994 running 0.883 0.022 0.876 0.883 0.88 0.975 walking Weighted Avg. 0.742 0.043 0.742 0.742 0.742 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 64 14 1 0 0 0 0 10 | a = climbingdown 13 66 0 0 1 1 0 5 | b = climbingup 1 0 15 0 0 0 0 0 | c = jumping 1 0 0 58 18 48 0 0 | d = lying 0 0 0 18 103 3 0 0 | e = standing 2 0 0 45 7 58 0 0 | f = sitting 1 0 0 1 1 0 120 0 | g = running 12 2 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 569 69.9877 % Incorrectly Classified Instances 244 30.0123 % Kappa statistic 0.649 Mean absolute error 0.0835 Root mean squared error 0.2189 Relative absolute error 39.0175 % Root relative squared error 66.9067 % Total Number of Instances 813 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.023 0.782 0.763 0.772 0.983 climbingdown 0.529 0.011 0.822 0.529 0.643 0.934 climbingup 1 0 1 1 1 1 jumping 0.908 0.087 0.669 0.908 0.77 0.964 lying 0.03 0.006 0.5 0.03 0.056 0.905 standing 0.767 0.177 0.45 0.767 0.567 0.874 sitting 0.952 0 1 0.952 0.976 0.989 running 0.888 0.051 0.76 0.888 0.819 0.968 walking Weighted Avg. 0.7 0.054 0.703 0.7 0.654 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 61 5 0 0 0 0 0 14 | a = climbingdown 9 37 0 0 1 2 0 21 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 119 2 10 0 0 | d = lying 0 0 0 26 4 104 0 0 | e = standing 0 0 0 29 1 99 0 0 | f = sitting 0 0 0 1 0 5 120 0 | g = running 8 3 0 3 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 579 71.2177 % Incorrectly Classified Instances 234 28.7823 % Kappa statistic 0.6635 Mean absolute error 0.0805 Root mean squared error 0.2105 Relative absolute error 37.5802 % Root relative squared error 64.3348 % Total Number of Instances 813 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.007 0.922 0.738 0.819 0.972 climbingdown 0.746 0.011 0.869 0.746 0.803 0.969 climbingup 1 0 1 1 1 1 jumping 0.824 0.089 0.639 0.824 0.72 0.951 lying 0.052 0.021 0.333 0.052 0.09 0.877 standing 0.729 0.167 0.452 0.729 0.558 0.885 sitting 0.984 0.007 0.961 0.984 0.972 0.997 running 0.936 0.039 0.813 0.936 0.87 0.979 walking Weighted Avg. 0.712 0.053 0.691 0.712 0.676 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 59 3 0 1 0 2 0 15 | a = climbingdown 4 53 0 1 1 0 1 11 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 108 5 16 1 0 | d = lying 0 0 0 34 7 93 0 0 | e = standing 0 1 0 25 7 94 2 0 | f = sitting 0 0 0 0 0 1 123 1 | g = running 1 3 0 0 1 2 1 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 564 69.3727 % Incorrectly Classified Instances 249 30.6273 % Kappa statistic 0.6414 Mean absolute error 0.0856 Root mean squared error 0.2203 Relative absolute error 39.9699 % Root relative squared error 67.3299 % Total Number of Instances 813 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.008 0.902 0.688 0.78 0.971 climbingdown 0.6 0.009 0.857 0.6 0.706 0.951 climbingup 1 0 1 1 1 1 jumping 0.841 0.093 0.638 0.841 0.725 0.948 lying 0.052 0.019 0.35 0.052 0.091 0.883 standing 0.705 0.178 0.427 0.705 0.532 0.875 sitting 0.936 0 1 0.936 0.967 0.992 running 0.984 0.055 0.764 0.984 0.86 0.985 walking Weighted Avg. 0.694 0.057 0.685 0.694 0.658 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 55 5 0 0 0 2 0 18 | a = climbingdown 6 42 0 0 1 2 0 19 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 111 1 20 0 0 | d = lying 0 0 0 34 7 93 0 0 | e = standing 0 0 0 28 9 91 0 1 | f = sitting 0 1 0 1 2 4 117 0 | g = running 0 1 0 0 0 1 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 584 71.9212 % Incorrectly Classified Instances 228 28.0788 % Kappa statistic 0.6718 Mean absolute error 0.0847 Root mean squared error 0.2083 Relative absolute error 39.5459 % Root relative squared error 63.6709 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.005 0.938 0.75 0.833 0.983 climbingdown 0.743 0.012 0.852 0.743 0.794 0.946 climbingup 1 0 1 1 1 1 jumping 0.527 0.007 0.932 0.527 0.673 0.956 lying 0.104 0.01 0.667 0.104 0.181 0.899 standing 0.969 0.262 0.411 0.969 0.577 0.898 sitting 0.992 0.001 0.992 0.992 0.992 0.996 running 0.976 0.033 0.841 0.976 0.904 0.988 walking Weighted Avg. 0.719 0.051 0.796 0.719 0.695 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 60 7 0 0 0 0 0 13 | a = climbingdown 3 52 0 0 1 4 0 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 69 3 58 1 0 | d = lying 0 0 0 3 14 117 0 0 | e = standing 0 0 0 1 3 125 0 0 | f = sitting 0 0 0 1 0 0 124 0 | g = running 1 2 0 0 0 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 573 70.5665 % Incorrectly Classified Instances 239 29.4335 % Kappa statistic 0.6554 Mean absolute error 0.0862 Root mean squared error 0.2148 Relative absolute error 40.269 % Root relative squared error 65.6359 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.015 0.833 0.688 0.753 0.965 climbingdown 0.643 0.012 0.833 0.643 0.726 0.957 climbingup 0.944 0.001 0.944 0.944 0.944 0.958 jumping 0.588 0.001 0.987 0.588 0.737 0.958 lying 0.597 0.121 0.494 0.597 0.541 0.889 standing 0.457 0.146 0.371 0.457 0.41 0.88 sitting 0.976 0.001 0.992 0.976 0.984 0.994 running 0.944 0.049 0.776 0.944 0.852 0.984 walking Weighted Avg. 0.706 0.054 0.747 0.706 0.714 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 55 7 0 0 1 1 0 16 | a = climbingdown 7 45 0 0 1 2 0 15 | b = climbingup 0 0 17 0 0 0 0 1 | c = jumping 0 0 0 77 11 43 0 0 | d = lying 0 0 0 0 80 53 0 1 | e = standing 0 0 0 1 68 59 1 0 | f = sitting 0 1 1 0 0 0 122 1 | g = running 4 1 0 0 1 1 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 595 73.2759 % Incorrectly Classified Instances 217 26.7241 % Kappa statistic 0.6876 Mean absolute error 0.0829 Root mean squared error 0.2104 Relative absolute error 38.7035 % Root relative squared error 64.2906 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.823 0.008 0.915 0.823 0.867 0.989 climbingdown 0.771 0.012 0.857 0.771 0.812 0.961 climbingup 1 0 1 1 1 1 jumping 0.641 0.006 0.955 0.641 0.767 0.953 lying 0.612 0.13 0.482 0.612 0.539 0.886 standing 0.45 0.127 0.4 0.45 0.423 0.866 sitting 0.944 0.001 0.992 0.944 0.967 0.988 running 0.92 0.032 0.839 0.92 0.878 0.978 walking Weighted Avg. 0.733 0.05 0.765 0.733 0.742 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 65 4 0 0 0 0 0 10 | a = climbingdown 1 54 0 0 2 2 0 11 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 84 16 30 0 1 | d = lying 0 0 0 2 82 50 0 0 | e = standing 0 1 0 2 67 58 1 0 | f = sitting 0 1 0 0 3 3 118 0 | g = running 5 3 0 0 0 2 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 601 74.0148 % Incorrectly Classified Instances 211 25.9852 % Kappa statistic 0.6962 Mean absolute error 0.0805 Root mean squared error 0.205 Relative absolute error 37.5839 % Root relative squared error 62.6465 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.823 0.015 0.855 0.823 0.839 0.974 climbingdown 0.671 0.013 0.825 0.671 0.74 0.942 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.74 0.022 0.866 0.74 0.798 0.956 lying 0.496 0.1 0.493 0.496 0.494 0.887 standing 0.554 0.129 0.45 0.554 0.497 0.871 sitting 0.984 0.001 0.992 0.984 0.988 0.997 running 0.895 0.025 0.867 0.895 0.881 0.976 walking Weighted Avg. 0.74 0.047 0.755 0.74 0.745 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 65 2 0 0 2 1 0 9 | a = climbingdown 7 47 0 0 7 1 0 8 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 97 8 25 1 0 | d = lying 0 0 0 7 66 60 0 0 | e = standing 0 1 0 8 49 72 0 0 | f = sitting 0 0 0 0 2 0 124 0 | g = running 4 7 1 0 0 1 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 549 67.6108 % Incorrectly Classified Instances 263 32.3892 % Kappa statistic 0.6224 Mean absolute error 0.0904 Root mean squared error 0.2191 Relative absolute error 42.2322 % Root relative squared error 66.9682 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.019 0.821 0.81 0.815 0.976 climbingdown 0.829 0.03 0.725 0.829 0.773 0.961 climbingup 1 0 1 1 1 1 jumping 0.443 0.003 0.967 0.443 0.607 0.962 lying 0.135 0.046 0.367 0.135 0.198 0.878 standing 0.854 0.267 0.379 0.854 0.525 0.863 sitting 0.952 0 1 0.952 0.976 0.989 running 0.815 0.017 0.894 0.815 0.852 0.974 walking Weighted Avg. 0.676 0.058 0.734 0.676 0.665 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 64 6 0 0 0 1 0 8 | a = climbingdown 4 58 0 0 2 2 0 4 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 1 0 58 11 60 0 0 | d = lying 0 0 0 0 18 115 0 0 | e = standing 0 0 0 1 18 111 0 0 | f = sitting 0 2 0 1 0 3 120 0 | g = running 9 13 0 0 0 1 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 584 71.9212 % Incorrectly Classified Instances 228 28.0788 % Kappa statistic 0.6729 Mean absolute error 0.0859 Root mean squared error 0.2094 Relative absolute error 40.0937 % Root relative squared error 64.0047 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.797 0.008 0.913 0.797 0.851 0.985 climbingdown 0.9 0.035 0.708 0.9 0.792 0.98 climbingup 1 0 1 1 1 1 jumping 0.718 0.023 0.855 0.718 0.78 0.945 lying 0.112 0.022 0.5 0.112 0.183 0.884 standing 0.853 0.233 0.409 0.853 0.553 0.864 sitting 0.929 0 1 0.929 0.963 0.986 running 0.831 0.009 0.945 0.831 0.884 0.981 walking Weighted Avg. 0.719 0.05 0.758 0.719 0.703 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 63 12 0 0 0 1 0 3 | a = climbingdown 1 63 0 0 0 3 0 3 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 94 3 34 0 0 | d = lying 0 0 0 8 15 111 0 0 | e = standing 0 2 0 5 12 110 0 0 | f = sitting 0 0 0 2 0 7 117 0 | g = running 5 12 0 1 0 3 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 619 76.2315 % Incorrectly Classified Instances 193 23.7685 % Kappa statistic 0.7224 Mean absolute error 0.0801 Root mean squared error 0.2023 Relative absolute error 37.4156 % Root relative squared error 61.8475 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.012 0.88 0.835 0.857 0.976 climbingdown 0.786 0.018 0.809 0.786 0.797 0.96 climbingup 1 0 1 1 1 1 jumping 0.733 0.01 0.932 0.733 0.821 0.955 lying 0.463 0.068 0.574 0.463 0.512 0.908 standing 0.705 0.149 0.472 0.705 0.565 0.891 sitting 0.952 0 1 0.952 0.976 0.992 running 0.888 0.023 0.874 0.888 0.881 0.985 walking Weighted Avg. 0.762 0.043 0.787 0.762 0.768 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 66 4 0 0 1 0 0 8 | a = climbingdown 5 55 0 0 2 2 0 6 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 96 10 24 0 0 | d = lying 0 0 0 2 62 70 0 0 | e = standing 0 0 0 5 32 91 0 1 | f = sitting 0 0 0 0 0 5 120 1 | g = running 4 8 0 0 1 1 0 111 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 681 80.4014 % Incorrectly Classified Instances 166 19.5986 % Kappa statistic 0.7722 Mean absolute error 0.0628 Root mean squared error 0.1853 Relative absolute error 29.1538 % Root relative squared error 56.4725 % Total Number of Instances 847 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.816 0.015 0.884 0.816 0.848 0.966 climbingdown 0.714 0.02 0.813 0.714 0.76 0.939 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.911 0.032 0.831 0.911 0.869 0.981 lying 0.806 0.099 0.594 0.806 0.684 0.944 standing 0.447 0.036 0.694 0.447 0.544 0.924 sitting 0.944 0.003 0.983 0.944 0.964 0.978 running 0.967 0.025 0.869 0.967 0.915 0.989 walking Weighted Avg. 0.804 0.033 0.81 0.804 0.799 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 84 11 0 0 1 1 0 6 | a = climbingdown 9 65 0 1 0 4 0 12 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 113 7 3 1 0 | d = lying 0 0 0 10 104 15 0 0 | e = standing 0 0 0 12 61 59 0 0 | f = sitting 1 2 0 0 1 3 119 0 | g = running 1 2 0 0 1 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 666 78.6305 % Incorrectly Classified Instances 181 21.3695 % Kappa statistic 0.7516 Mean absolute error 0.067 Root mean squared error 0.1927 Relative absolute error 31.1331 % Root relative squared error 58.7462 % Total Number of Instances 847 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.784 0.013 0.889 0.784 0.833 0.977 climbingdown 0.78 0.026 0.78 0.78 0.78 0.933 climbingup 0.895 0 1 0.895 0.944 0.995 jumping 0.919 0.044 0.781 0.919 0.844 0.981 lying 0.554 0.063 0.615 0.554 0.583 0.931 standing 0.579 0.077 0.583 0.579 0.581 0.916 sitting 0.96 0.003 0.984 0.96 0.972 0.983 running 0.935 0.023 0.871 0.935 0.902 0.984 walking Weighted Avg. 0.786 0.036 0.785 0.786 0.784 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 80 11 0 0 0 0 0 11 | a = climbingdown 8 71 0 1 2 1 2 6 | b = climbingup 0 0 17 2 0 0 0 0 | c = jumping 0 0 0 114 4 6 0 0 | d = lying 0 0 0 11 72 47 0 0 | e = standing 0 2 0 17 37 77 0 0 | f = sitting 0 2 0 1 2 0 120 0 | g = running 2 5 0 0 0 1 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 666 78.6305 % Incorrectly Classified Instances 181 21.3695 % Kappa statistic 0.7518 Mean absolute error 0.0711 Root mean squared error 0.1951 Relative absolute error 33.0179 % Root relative squared error 59.4701 % Total Number of Instances 847 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.775 0.015 0.878 0.775 0.823 0.967 climbingdown 0.747 0.021 0.81 0.747 0.777 0.943 climbingup 1 0.002 0.909 1 0.952 0.999 jumping 0.879 0.037 0.801 0.879 0.838 0.983 lying 0.762 0.092 0.6 0.762 0.671 0.939 standing 0.444 0.053 0.608 0.444 0.513 0.914 sitting 0.944 0 1 0.944 0.971 0.988 running 0.934 0.029 0.844 0.934 0.887 0.979 walking Weighted Avg. 0.786 0.036 0.788 0.786 0.783 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 79 9 2 0 1 0 0 11 | a = climbingdown 9 68 0 0 4 0 0 10 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 109 4 11 0 0 | d = lying 0 0 0 7 99 24 0 0 | e = standing 0 0 0 18 56 59 0 0 | f = sitting 2 3 0 0 1 1 118 0 | g = running 0 4 0 2 0 2 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 661 78.0401 % Incorrectly Classified Instances 186 21.9599 % Kappa statistic 0.7451 Mean absolute error 0.0677 Root mean squared error 0.1968 Relative absolute error 31.4265 % Root relative squared error 59.9888 % Total Number of Instances 847 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.775 0.016 0.868 0.775 0.819 0.975 climbingdown 0.791 0.03 0.758 0.791 0.774 0.943 climbingup 1 0.002 0.909 1 0.952 0.999 jumping 0.919 0.047 0.77 0.919 0.838 0.979 lying 0.515 0.049 0.657 0.515 0.578 0.935 standing 0.609 0.084 0.574 0.609 0.591 0.913 sitting 0.976 0 1 0.976 0.988 0.996 running 0.869 0.028 0.841 0.869 0.855 0.982 walking Weighted Avg. 0.78 0.037 0.78 0.78 0.777 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 79 13 1 0 0 0 0 9 | a = climbingdown 5 72 0 1 1 1 0 11 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 1 0 114 1 8 0 0 | d = lying 0 0 0 13 67 50 0 0 | e = standing 0 0 0 20 32 81 0 0 | f = sitting 0 2 1 0 0 0 122 0 | g = running 7 7 0 0 1 1 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 648 76.5053 % Incorrectly Classified Instances 199 23.4947 % Kappa statistic 0.7269 Mean absolute error 0.071 Root mean squared error 0.1994 Relative absolute error 32.983 % Root relative squared error 60.7833 % Total Number of Instances 847 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.008 0.923 0.706 0.8 0.965 climbingdown 0.714 0.028 0.756 0.714 0.734 0.936 climbingup 1 0.001 0.952 1 0.976 1 jumping 0.903 0.026 0.855 0.903 0.878 0.981 lying 0.615 0.089 0.556 0.615 0.584 0.926 standing 0.496 0.083 0.528 0.496 0.512 0.907 sitting 0.968 0.007 0.96 0.968 0.964 0.989 running 0.918 0.033 0.824 0.918 0.868 0.982 walking Weighted Avg. 0.765 0.04 0.769 0.765 0.764 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 72 13 0 1 1 1 1 13 | a = climbingdown 5 65 0 1 3 2 4 11 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 112 4 8 0 0 | d = lying 0 0 0 4 80 46 0 0 | e = standing 0 0 0 12 55 66 0 0 | f = sitting 0 0 1 1 1 1 121 0 | g = running 1 8 0 0 0 1 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 663 78.2763 % Incorrectly Classified Instances 184 21.7237 % Kappa statistic 0.7475 Mean absolute error 0.0695 Root mean squared error 0.1938 Relative absolute error 32.2848 % Root relative squared error 59.0785 % Total Number of Instances 847 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.007 0.936 0.716 0.811 0.97 climbingdown 0.802 0.024 0.802 0.802 0.802 0.957 climbingup 1 0 1 1 1 1 jumping 0.847 0.025 0.854 0.847 0.85 0.974 lying 0.623 0.071 0.614 0.623 0.618 0.941 standing 0.586 0.097 0.531 0.586 0.557 0.905 sitting 0.944 0.001 0.992 0.944 0.967 0.989 running 0.943 0.03 0.839 0.943 0.888 0.977 walking Weighted Avg. 0.783 0.038 0.792 0.783 0.785 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 73 15 0 0 0 1 1 12 | a = climbingdown 3 73 0 1 0 4 0 10 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 105 11 8 0 0 | d = lying 0 0 0 0 81 49 0 0 | e = standing 0 0 0 15 40 78 0 0 | f = sitting 0 1 0 1 0 5 118 0 | g = running 2 2 0 1 0 2 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 654 77.305 % Incorrectly Classified Instances 192 22.695 % Kappa statistic 0.7363 Mean absolute error 0.0708 Root mean squared error 0.1985 Relative absolute error 32.9054 % Root relative squared error 60.5181 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.012 0.895 0.755 0.819 0.954 climbingdown 0.725 0.04 0.688 0.725 0.706 0.947 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.904 0.026 0.856 0.904 0.879 0.982 lying 0.628 0.079 0.587 0.628 0.607 0.932 standing 0.53 0.078 0.556 0.53 0.543 0.903 sitting 0.976 0.001 0.992 0.976 0.984 0.989 running 0.869 0.028 0.841 0.869 0.855 0.974 walking Weighted Avg. 0.773 0.038 0.776 0.773 0.773 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 77 16 0 0 1 2 0 6 | a = climbingdown 7 66 0 1 1 2 0 14 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 113 7 5 0 0 | d = lying 0 0 0 2 81 46 0 0 | e = standing 1 0 0 16 45 70 0 0 | f = sitting 0 1 0 0 2 0 123 0 | g = running 1 13 0 0 1 1 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 675 79.7872 % Incorrectly Classified Instances 171 20.2128 % Kappa statistic 0.7651 Mean absolute error 0.065 Root mean squared error 0.1892 Relative absolute error 30.199 % Root relative squared error 57.6697 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.845 0.027 0.813 0.845 0.829 0.98 climbingdown 0.778 0.012 0.886 0.778 0.828 0.954 climbingup 0.895 0.001 0.944 0.895 0.919 0.999 jumping 0.864 0.017 0.9 0.864 0.882 0.986 lying 0.62 0.068 0.62 0.62 0.62 0.933 standing 0.598 0.084 0.568 0.598 0.583 0.916 sitting 0.976 0.008 0.953 0.976 0.965 0.994 running 0.91 0.019 0.888 0.91 0.899 0.976 walking Weighted Avg. 0.798 0.035 0.801 0.798 0.799 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 87 6 0 0 0 0 0 10 | a = climbingdown 10 70 0 0 0 2 4 4 | b = climbingup 1 0 17 1 0 0 0 0 | c = jumping 0 0 0 108 9 8 0 0 | d = lying 0 0 0 0 80 49 0 0 | e = standing 1 0 0 11 40 79 1 0 | f = sitting 1 0 1 0 0 1 123 0 | g = running 7 3 0 0 0 0 1 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 694 82.0331 % Incorrectly Classified Instances 152 17.9669 % Kappa statistic 0.7913 Mean absolute error 0.0616 Root mean squared error 0.1838 Relative absolute error 28.6101 % Root relative squared error 56.015 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.854 0.016 0.88 0.854 0.867 0.977 climbingdown 0.811 0.024 0.802 0.811 0.807 0.952 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.856 0.015 0.907 0.856 0.881 0.97 lying 0.744 0.085 0.611 0.744 0.671 0.941 standing 0.576 0.057 0.65 0.576 0.61 0.916 sitting 0.96 0.003 0.984 0.96 0.972 0.998 running 0.943 0.01 0.943 0.943 0.943 0.988 walking Weighted Avg. 0.82 0.03 0.826 0.82 0.822 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 88 11 0 0 0 0 1 3 | a = climbingdown 10 73 0 1 1 1 0 4 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 107 12 5 0 0 | d = lying 0 0 0 2 96 31 0 0 | e = standing 1 0 0 8 47 76 0 0 | f = sitting 0 1 0 0 1 3 121 0 | g = running 1 5 0 0 0 1 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 672 79.4326 % Incorrectly Classified Instances 174 20.5674 % Kappa statistic 0.761 Mean absolute error 0.0663 Root mean squared error 0.1909 Relative absolute error 30.7843 % Root relative squared error 58.1979 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.845 0.016 0.879 0.845 0.861 0.977 climbingdown 0.789 0.028 0.772 0.789 0.78 0.923 climbingup 0.842 0 1 0.842 0.914 0.928 jumping 0.784 0.015 0.899 0.784 0.838 0.969 lying 0.729 0.106 0.553 0.729 0.629 0.929 standing 0.538 0.063 0.612 0.538 0.573 0.926 sitting 0.984 0 1 0.984 0.992 0.995 running 0.91 0.012 0.925 0.91 0.917 0.984 walking Weighted Avg. 0.794 0.035 0.807 0.794 0.797 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 87 11 0 0 0 0 0 5 | a = climbingdown 7 71 0 2 5 1 0 4 | b = climbingup 2 0 16 1 0 0 0 0 | c = jumping 1 1 0 98 15 10 0 0 | d = lying 0 1 0 1 94 33 0 0 | e = standing 0 0 0 6 55 71 0 0 | f = sitting 0 1 0 1 0 0 124 0 | g = running 2 7 0 0 1 1 0 111 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 7 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 704 75.7804 % Incorrectly Classified Instances 225 24.2196 % Kappa statistic 0.7178 Mean absolute error 0.0781 Root mean squared error 0.2043 Relative absolute error 36.366 % Root relative squared error 62.3463 % Total Number of Instances 929 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.85 0.007 0.934 0.85 0.89 0.982 climbingdown 0.911 0.02 0.864 0.911 0.887 0.991 climbingup 0.95 0 1 0.95 0.974 0.995 jumping 0.836 0.112 0.581 0.836 0.685 0.942 lying 0.59 0.062 0.676 0.59 0.63 0.923 standing 0.25 0.073 0.337 0.25 0.287 0.838 sitting 0.917 0.001 0.992 0.917 0.953 0.974 running 0.959 0.01 0.935 0.959 0.947 0.998 walking Weighted Avg. 0.758 0.043 0.758 0.758 0.752 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 85 13 0 0 1 0 0 1 | a = climbingdown 1 102 0 0 2 0 0 7 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 122 10 14 0 0 | d = lying 1 0 0 27 98 40 0 0 | e = standing 0 0 0 60 30 30 0 0 | f = sitting 1 1 0 1 4 5 132 0 | g = running 3 2 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 714 76.9397 % Incorrectly Classified Instances 214 23.0603 % Kappa statistic 0.7297 Mean absolute error 0.0759 Root mean squared error 0.1978 Relative absolute error 35.3375 % Root relative squared error 60.381 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.007 0.936 0.88 0.907 0.98 climbingdown 0.938 0.02 0.869 0.938 0.902 0.994 climbingup 1 0 1 1 1 1 jumping 0.848 0.083 0.654 0.848 0.739 0.963 lying 0.855 0.154 0.548 0.855 0.668 0.929 standing 0.033 0.004 0.571 0.033 0.063 0.849 sitting 0.847 0 1 0.847 0.917 0.972 running 0.909 0.009 0.94 0.909 0.924 0.989 walking Weighted Avg. 0.769 0.045 0.779 0.769 0.734 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 88 7 0 0 2 0 0 3 | a = climbingdown 3 106 0 0 0 0 0 4 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 0 0 123 19 2 0 0 | d = lying 0 0 0 24 142 0 0 0 | e = standing 0 0 0 39 77 4 0 0 | f = sitting 0 0 0 2 19 1 122 0 | g = running 2 9 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 738 79.5259 % Incorrectly Classified Instances 190 20.4741 % Kappa statistic 0.7602 Mean absolute error 0.0719 Root mean squared error 0.19 Relative absolute error 33.4736 % Root relative squared error 57.9996 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.94 0.006 0.949 0.94 0.945 0.988 climbingdown 0.894 0.013 0.902 0.894 0.898 0.987 climbingup 0.947 0 1 0.947 0.973 0.988 jumping 0.869 0.072 0.692 0.869 0.771 0.966 lying 0.892 0.13 0.599 0.892 0.717 0.947 standing 0.075 0.01 0.529 0.075 0.131 0.853 sitting 0.896 0.004 0.977 0.896 0.935 0.985 running 0.934 0.01 0.934 0.934 0.934 0.993 walking Weighted Avg. 0.795 0.04 0.79 0.795 0.763 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 94 3 0 0 1 0 0 2 | a = climbingdown 4 101 0 0 1 0 1 6 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 126 16 2 0 0 | d = lying 0 0 0 12 148 6 0 0 | e = standing 0 2 0 42 67 9 0 0 | f = sitting 0 0 0 2 13 0 129 0 | g = running 1 5 0 0 1 0 1 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 721 77.694 % Incorrectly Classified Instances 207 22.306 % Kappa statistic 0.7386 Mean absolute error 0.0744 Root mean squared error 0.1964 Relative absolute error 34.6497 % Root relative squared error 59.9331 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.94 0.014 0.887 0.94 0.913 0.994 climbingdown 0.885 0.009 0.935 0.885 0.909 0.987 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.662 0.036 0.774 0.662 0.714 0.951 lying 0.922 0.18 0.528 0.922 0.671 0.921 standing 0.1 0.02 0.429 0.1 0.162 0.858 sitting 0.917 0 1 0.917 0.957 0.982 running 0.95 0.007 0.95 0.95 0.95 0.993 walking Weighted Avg. 0.777 0.044 0.779 0.777 0.754 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 94 3 1 0 0 0 0 2 | a = climbingdown 8 100 0 0 1 0 0 4 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 96 40 9 0 0 | d = lying 1 0 0 5 153 7 0 0 | e = standing 0 0 0 23 85 12 0 0 | f = sitting 1 0 0 0 11 0 132 0 | g = running 2 4 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 715 77.0474 % Incorrectly Classified Instances 213 22.9526 % Kappa statistic 0.7307 Mean absolute error 0.0747 Root mean squared error 0.1983 Relative absolute error 34.7947 % Root relative squared error 60.5209 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.01 0.916 0.87 0.892 0.987 climbingdown 0.912 0.021 0.858 0.912 0.884 0.988 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.676 0.026 0.831 0.676 0.745 0.958 lying 0.964 0.197 0.516 0.964 0.672 0.931 standing 0.075 0.009 0.563 0.075 0.132 0.853 sitting 0.91 0.001 0.992 0.91 0.949 0.987 running 0.893 0.011 0.923 0.893 0.908 0.992 walking Weighted Avg. 0.77 0.046 0.792 0.77 0.743 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 87 9 0 0 2 0 0 2 | a = climbingdown 3 103 0 0 0 0 0 7 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 98 42 5 0 0 | d = lying 0 0 0 5 160 1 0 0 | e = standing 1 0 0 15 95 9 0 0 | f = sitting 0 0 1 0 11 1 131 0 | g = running 4 8 0 0 0 0 1 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 702 75.6466 % Incorrectly Classified Instances 226 24.3534 % Kappa statistic 0.7147 Mean absolute error 0.079 Root mean squared error 0.2072 Relative absolute error 36.7847 % Root relative squared error 63.2461 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.9 0.012 0.9 0.9 0.9 0.992 climbingdown 0.903 0.031 0.803 0.903 0.85 0.987 climbingup 0.842 0 1 0.842 0.914 0.993 jumping 0.752 0.036 0.796 0.752 0.773 0.957 lying 0.849 0.178 0.509 0.849 0.637 0.914 standing 0.16 0.027 0.463 0.16 0.237 0.861 sitting 0.814 0.004 0.975 0.814 0.887 0.97 running 0.884 0.002 0.982 0.884 0.93 0.979 walking Weighted Avg. 0.756 0.047 0.77 0.756 0.744 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 90 9 0 0 1 0 0 0 | a = climbingdown 8 102 0 0 1 0 0 2 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 0 0 0 109 30 6 0 0 | d = lying 0 3 0 8 141 14 0 0 | e = standing 0 2 0 20 78 19 0 0 | f = sitting 0 0 0 0 25 2 118 0 | g = running 2 11 0 0 1 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 711 76.6164 % Incorrectly Classified Instances 217 23.3836 % Kappa statistic 0.7259 Mean absolute error 0.0726 Root mean squared error 0.1935 Relative absolute error 33.8208 % Root relative squared error 59.0648 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.92 0.005 0.958 0.92 0.939 0.997 climbingdown 0.885 0.015 0.893 0.885 0.889 0.992 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.733 0.055 0.713 0.733 0.723 0.962 lying 0.898 0.167 0.54 0.898 0.674 0.933 standing 0.042 0.019 0.25 0.042 0.072 0.872 sitting 0.889 0.001 0.992 0.889 0.938 0.979 running 0.926 0.019 0.882 0.926 0.903 0.993 walking Weighted Avg. 0.766 0.046 0.742 0.766 0.736 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 92 5 0 0 0 0 0 3 | a = climbingdown 2 100 0 0 0 0 0 11 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 107 34 5 0 0 | d = lying 0 0 0 9 149 8 0 0 | e = standing 0 0 0 34 80 5 0 0 | f = sitting 0 0 0 0 13 2 128 1 | g = running 2 7 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 728 78.4483 % Incorrectly Classified Instances 200 21.5517 % Kappa statistic 0.7475 Mean absolute error 0.0732 Root mean squared error 0.1905 Relative absolute error 34.1117 % Root relative squared error 58.1273 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.96 0.007 0.941 0.96 0.95 0.999 climbingdown 0.929 0.009 0.938 0.929 0.933 0.997 climbingup 0.842 0 1 0.842 0.914 0.991 jumping 0.801 0.073 0.672 0.801 0.731 0.957 lying 0.831 0.142 0.561 0.831 0.67 0.931 standing 0.118 0.016 0.519 0.118 0.192 0.85 sitting 0.896 0.004 0.977 0.896 0.935 0.987 running 0.934 0.007 0.95 0.934 0.942 0.994 walking Weighted Avg. 0.784 0.042 0.784 0.784 0.762 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 96 3 0 0 0 0 0 1 | a = climbingdown 3 105 0 0 0 0 0 5 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 0 0 0 117 27 2 0 0 | d = lying 0 0 0 20 138 8 0 0 | e = standing 0 0 0 36 69 14 0 0 | f = sitting 0 0 0 1 11 3 129 0 | g = running 3 4 0 0 1 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 693 74.6767 % Incorrectly Classified Instances 235 25.3233 % Kappa statistic 0.7028 Mean absolute error 0.0776 Root mean squared error 0.2052 Relative absolute error 36.1562 % Root relative squared error 62.6184 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.012 0.903 0.93 0.916 0.994 climbingdown 0.866 0.017 0.874 0.866 0.87 0.978 climbingup 0.9 0.001 0.947 0.9 0.923 0.987 jumping 0.589 0.026 0.811 0.589 0.683 0.951 lying 0.946 0.22 0.483 0.946 0.64 0.933 standing 0.059 0.007 0.538 0.059 0.106 0.852 sitting 0.875 0.003 0.984 0.875 0.926 0.971 running 0.901 0.017 0.886 0.901 0.893 0.986 walking Weighted Avg. 0.747 0.05 0.775 0.747 0.719 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 93 4 0 0 0 0 0 3 | a = climbingdown 5 97 0 0 0 1 0 9 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 1 0 0 86 54 4 0 1 | d = lying 0 0 0 7 157 1 0 1 | e = standing 0 0 0 13 99 7 0 0 | f = sitting 1 1 1 0 15 0 126 0 | g = running 3 9 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 719 77.4784 % Incorrectly Classified Instances 209 22.5216 % Kappa statistic 0.7361 Mean absolute error 0.0767 Root mean squared error 0.1982 Relative absolute error 35.7144 % Root relative squared error 60.4722 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.008 0.927 0.89 0.908 0.994 climbingdown 0.884 0.021 0.853 0.884 0.868 0.991 climbingup 0.9 0.002 0.9 0.9 0.9 0.989 jumping 0.788 0.05 0.747 0.788 0.767 0.956 lying 0.921 0.164 0.549 0.921 0.688 0.932 standing 0.067 0.006 0.615 0.067 0.12 0.864 sitting 0.875 0.005 0.969 0.875 0.92 0.966 running 0.926 0.012 0.918 0.926 0.922 0.978 walking Weighted Avg. 0.775 0.044 0.787 0.775 0.743 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 89 9 0 0 0 0 0 2 | a = climbingdown 5 99 0 0 0 0 0 8 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 1 0 115 28 2 0 0 | d = lying 0 0 0 10 152 3 0 0 | e = standing 0 0 0 29 83 8 0 0 | f = sitting 1 1 2 0 14 0 126 0 | g = running 1 6 0 0 0 0 2 112 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 598 69.1329 % Incorrectly Classified Instances 267 30.8671 % Kappa statistic 0.6395 Mean absolute error 0.0923 Root mean squared error 0.2293 Relative absolute error 42.9988 % Root relative squared error 70.0106 % Total Number of Instances 865 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.018 0.831 0.758 0.793 0.976 climbingdown 0.895 0.065 0.698 0.895 0.784 0.963 climbingup 1 0.001 0.929 1 0.963 0.999 jumping 0.913 0.175 0.498 0.913 0.645 0.937 lying 0.287 0.048 0.439 0.287 0.347 0.872 standing 0.297 0.048 0.539 0.297 0.383 0.88 sitting 0.877 0.003 0.984 0.877 0.927 0.967 running 0.721 0.004 0.967 0.721 0.826 0.978 walking Weighted Avg. 0.691 0.053 0.712 0.691 0.679 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 69 20 0 0 2 0 0 0 | a = climbingdown 7 111 0 0 1 1 1 3 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 1 0 126 5 6 0 0 | d = lying 0 1 0 44 29 26 1 0 | e = standing 0 0 0 72 25 41 0 0 | f = sitting 0 0 1 11 3 2 121 0 | g = running 7 26 0 0 1 0 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 593 68.5549 % Incorrectly Classified Instances 272 31.4451 % Kappa statistic 0.6328 Mean absolute error 0.0935 Root mean squared error 0.2313 Relative absolute error 43.5723 % Root relative squared error 70.6299 % Total Number of Instances 865 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.879 0.031 0.769 0.879 0.821 0.986 climbingdown 0.774 0.04 0.762 0.774 0.768 0.951 climbingup 1 0.001 0.929 1 0.963 1 jumping 0.79 0.168 0.472 0.79 0.591 0.896 lying 0.188 0.042 0.373 0.188 0.25 0.86 standing 0.464 0.065 0.577 0.464 0.514 0.892 sitting 0.884 0.001 0.992 0.884 0.935 0.969 running 0.738 0.02 0.857 0.738 0.793 0.972 walking Weighted Avg. 0.686 0.054 0.694 0.686 0.677 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 80 8 0 0 0 0 0 3 | a = climbingdown 11 96 0 0 3 2 0 12 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 1 0 109 11 16 1 0 | d = lying 2 0 1 50 19 29 0 0 | e = standing 0 0 0 62 12 64 0 0 | f = sitting 1 0 0 10 5 0 122 0 | g = running 10 21 0 0 1 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 611 70.6358 % Incorrectly Classified Instances 254 29.3642 % Kappa statistic 0.6572 Mean absolute error 0.0907 Root mean squared error 0.224 Relative absolute error 42.2673 % Root relative squared error 68.3862 % Total Number of Instances 865 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.813 0.025 0.796 0.813 0.804 0.974 climbingdown 0.815 0.047 0.743 0.815 0.777 0.962 climbingup 1 0.004 0.813 1 0.897 0.998 jumping 0.87 0.143 0.536 0.87 0.663 0.915 lying 0.257 0.039 0.464 0.257 0.331 0.88 standing 0.428 0.078 0.509 0.428 0.465 0.868 sitting 0.862 0 1 0.862 0.926 0.958 running 0.811 0.008 0.943 0.811 0.872 0.989 walking Weighted Avg. 0.706 0.05 0.716 0.706 0.699 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 74 14 0 0 1 0 0 2 | a = climbingdown 15 101 0 0 0 4 0 4 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 120 6 12 0 0 | d = lying 1 0 1 36 26 37 0 0 | e = standing 0 2 0 58 19 59 0 0 | f = sitting 0 0 1 10 4 4 119 0 | g = running 3 19 1 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 602 69.5954 % Incorrectly Classified Instances 263 30.4046 % Kappa statistic 0.6447 Mean absolute error 0.0896 Root mean squared error 0.2261 Relative absolute error 41.7396 % Root relative squared error 69.0328 % Total Number of Instances 865 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.923 0.022 0.832 0.923 0.875 0.979 climbingdown 0.854 0.053 0.729 0.854 0.787 0.959 climbingup 1 0 1 1 1 1 jumping 0.835 0.164 0.494 0.835 0.62 0.919 lying 0.188 0.037 0.404 0.188 0.257 0.871 standing 0.38 0.069 0.51 0.38 0.435 0.876 sitting 0.92 0.006 0.969 0.92 0.944 0.97 running 0.699 0.008 0.935 0.699 0.8 0.98 walking Weighted Avg. 0.696 0.053 0.701 0.696 0.682 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 84 6 0 0 0 0 1 0 | a = climbingdown 10 105 0 0 1 0 1 6 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 2 0 116 6 15 0 0 | d = lying 1 0 0 48 19 32 1 0 | e = standing 0 0 0 63 21 52 1 0 | f = sitting 0 0 0 8 0 3 127 0 | g = running 6 31 0 0 0 0 0 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 615 71.1806 % Incorrectly Classified Instances 249 28.8194 % Kappa statistic 0.6638 Mean absolute error 0.0902 Root mean squared error 0.2236 Relative absolute error 42.0402 % Root relative squared error 68.2767 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.016 0.859 0.802 0.83 0.977 climbingdown 0.854 0.05 0.739 0.854 0.792 0.973 climbingup 0.917 0.001 0.917 0.917 0.917 0.923 jumping 0.813 0.135 0.536 0.813 0.646 0.91 lying 0.42 0.071 0.438 0.42 0.429 0.869 standing 0.314 0.045 0.566 0.314 0.404 0.883 sitting 0.914 0.003 0.984 0.914 0.948 0.947 running 0.821 0.016 0.894 0.821 0.856 0.981 walking Weighted Avg. 0.712 0.049 0.721 0.712 0.705 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 73 16 0 0 1 1 0 0 | a = climbingdown 6 105 0 0 0 0 0 12 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 0 1 0 113 15 10 0 0 | d = lying 1 2 1 33 42 20 1 0 | e = standing 0 1 0 58 35 43 0 0 | f = sitting 1 0 0 7 2 2 127 0 | g = running 4 17 0 0 1 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 612 70.8333 % Incorrectly Classified Instances 252 29.1667 % Kappa statistic 0.6606 Mean absolute error 0.087 Root mean squared error 0.2177 Relative absolute error 40.5542 % Root relative squared error 66.4927 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.769 0.019 0.824 0.769 0.795 0.972 climbingdown 0.797 0.051 0.721 0.797 0.757 0.962 climbingup 1 0.001 0.923 1 0.96 1 jumping 0.784 0.077 0.661 0.784 0.717 0.924 lying 0.48 0.113 0.358 0.48 0.41 0.857 standing 0.328 0.054 0.536 0.328 0.407 0.899 sitting 0.921 0.007 0.962 0.921 0.941 0.941 running 0.829 0.016 0.895 0.829 0.861 0.983 walking Weighted Avg. 0.708 0.047 0.717 0.708 0.706 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 70 17 0 0 1 2 0 1 | a = climbingdown 12 98 0 0 2 0 1 10 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 0 0 0 109 22 7 1 0 | d = lying 0 2 0 20 48 27 2 1 | e = standing 0 2 0 32 57 45 1 0 | f = sitting 0 0 1 4 3 3 128 0 | g = running 3 17 0 0 1 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 597 69.0972 % Incorrectly Classified Instances 267 30.9028 % Kappa statistic 0.6406 Mean absolute error 0.0888 Root mean squared error 0.2281 Relative absolute error 41.3769 % Root relative squared error 69.6384 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.023 0.804 0.804 0.804 0.974 climbingdown 0.813 0.047 0.741 0.813 0.775 0.969 climbingup 1 0 1 1 1 1 jumping 0.712 0.11 0.553 0.712 0.623 0.895 lying 0.51 0.11 0.378 0.51 0.434 0.859 standing 0.226 0.05 0.463 0.226 0.304 0.876 sitting 0.957 0.003 0.985 0.957 0.971 0.968 running 0.795 0.016 0.89 0.795 0.84 0.974 walking Weighted Avg. 0.691 0.05 0.695 0.691 0.683 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 74 14 0 0 2 0 0 2 | a = climbingdown 13 100 0 0 1 0 0 9 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 99 22 18 0 0 | d = lying 1 0 0 29 51 17 2 0 | e = standing 0 0 0 49 56 31 0 1 | f = sitting 0 0 0 2 3 1 132 0 | g = running 4 21 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 619 71.6435 % Incorrectly Classified Instances 245 28.3565 % Kappa statistic 0.6705 Mean absolute error 0.088 Root mean squared error 0.2211 Relative absolute error 41.0191 % Root relative squared error 67.5174 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.013 0.88 0.802 0.839 0.977 climbingdown 0.839 0.042 0.77 0.839 0.803 0.967 climbingup 1 0.001 0.929 1 0.963 1 jumping 0.719 0.09 0.606 0.719 0.658 0.903 lying 0.63 0.116 0.414 0.63 0.5 0.884 standing 0.234 0.048 0.478 0.234 0.314 0.869 sitting 0.935 0 1 0.935 0.966 0.959 running 0.861 0.019 0.882 0.861 0.871 0.984 walking Weighted Avg. 0.716 0.046 0.723 0.716 0.709 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 73 14 0 0 0 0 0 4 | a = climbingdown 7 104 0 0 1 2 0 10 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 1 0 100 22 16 0 0 | d = lying 2 0 0 19 63 16 0 0 | e = standing 0 0 0 42 63 32 0 0 | f = sitting 0 0 1 4 3 1 129 0 | g = running 1 16 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 616 71.2963 % Incorrectly Classified Instances 248 28.7037 % Kappa statistic 0.6649 Mean absolute error 0.0902 Root mean squared error 0.2245 Relative absolute error 42.0416 % Root relative squared error 68.5431 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.028 0.773 0.824 0.798 0.979 climbingdown 0.855 0.054 0.726 0.855 0.785 0.965 climbingup 0 0 0 0 0 0.955 jumping 0.82 0.103 0.603 0.82 0.695 0.92 lying 0.46 0.073 0.451 0.46 0.455 0.874 standing 0.365 0.058 0.543 0.365 0.437 0.877 sitting 0.928 0.006 0.97 0.928 0.948 0.95 running 0.795 0.012 0.915 0.795 0.851 0.981 walking Weighted Avg. 0.713 0.048 0.705 0.713 0.702 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 75 13 0 0 1 1 0 1 | a = climbingdown 7 106 0 0 2 1 0 8 | b = climbingup 10 0 0 0 0 0 3 0 | c = jumping 1 0 0 114 11 13 0 0 | d = lying 2 3 0 22 46 26 1 0 | e = standing 1 1 0 49 36 50 0 0 | f = sitting 0 0 0 4 5 1 128 0 | g = running 1 23 0 0 1 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 613 70.9491 % Incorrectly Classified Instances 251 29.0509 % Kappa statistic 0.6617 Mean absolute error 0.0884 Root mean squared error 0.2228 Relative absolute error 41.1916 % Root relative squared error 68.0326 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.857 0.038 0.729 0.857 0.788 0.983 climbingdown 0.758 0.043 0.746 0.758 0.752 0.961 climbingup 0.923 0 1 0.923 0.96 0.984 jumping 0.674 0.08 0.616 0.674 0.644 0.909 lying 0.376 0.077 0.392 0.376 0.384 0.856 standing 0.547 0.078 0.568 0.547 0.558 0.899 sitting 0.906 0.001 0.992 0.906 0.947 0.945 running 0.803 0.02 0.867 0.803 0.834 0.985 walking Weighted Avg. 0.709 0.047 0.714 0.709 0.71 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 78 10 0 0 1 0 0 2 | a = climbingdown 16 94 0 0 0 2 0 12 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 0 1 0 93 22 22 0 0 | d = lying 2 3 0 25 38 32 0 1 | e = standing 1 3 0 29 29 75 0 0 | f = sitting 1 0 0 4 7 1 125 0 | g = running 9 15 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 660 71.7391 % Incorrectly Classified Instances 260 28.2609 % Kappa statistic 0.6724 Mean absolute error 0.079 Root mean squared error 0.2112 Relative absolute error 36.7366 % Root relative squared error 64.4112 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.829 0.045 0.739 0.829 0.782 0.972 climbingdown 0.742 0.026 0.814 0.742 0.776 0.969 climbingup 0.9 0.001 0.947 0.9 0.923 1 jumping 0.857 0.047 0.683 0.857 0.76 0.973 lying 0.329 0.055 0.553 0.329 0.413 0.901 standing 0.584 0.14 0.421 0.584 0.489 0.885 sitting 0.877 0.003 0.985 0.877 0.928 0.965 running 0.912 0.011 0.92 0.912 0.916 0.983 walking Weighted Avg. 0.717 0.047 0.73 0.717 0.715 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 102 14 0 0 1 1 0 5 | a = climbingdown 27 92 0 0 0 2 0 3 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 0 0 84 2 12 0 0 | d = lying 0 2 1 13 52 89 0 1 | e = standing 1 0 0 26 30 80 0 0 | f = sitting 2 1 0 0 9 6 128 0 | g = running 6 4 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 696 75.6522 % Incorrectly Classified Instances 224 24.3478 % Kappa statistic 0.7174 Mean absolute error 0.074 Root mean squared error 0.2054 Relative absolute error 34.4278 % Root relative squared error 62.6537 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.038 0.774 0.837 0.805 0.977 climbingdown 0.839 0.02 0.867 0.839 0.852 0.98 climbingup 0.95 0 1 0.95 0.974 1 jumping 0.867 0.046 0.691 0.867 0.769 0.967 lying 0.582 0.072 0.626 0.582 0.603 0.921 standing 0.474 0.098 0.458 0.474 0.466 0.881 sitting 0.856 0.001 0.992 0.856 0.919 0.974 running 0.904 0.009 0.936 0.904 0.92 0.983 walking Weighted Avg. 0.757 0.041 0.765 0.757 0.758 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 103 14 0 0 0 0 0 6 | a = climbingdown 18 104 0 0 0 1 0 1 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 85 1 12 0 0 | d = lying 1 1 0 10 92 54 0 0 | e = standing 0 0 0 28 44 65 0 0 | f = sitting 1 1 0 0 10 9 125 0 | g = running 10 0 0 0 0 1 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 684 74.3478 % Incorrectly Classified Instances 236 25.6522 % Kappa statistic 0.703 Mean absolute error 0.0769 Root mean squared error 0.2069 Relative absolute error 35.7731 % Root relative squared error 63.1132 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.829 0.044 0.745 0.829 0.785 0.973 climbingdown 0.823 0.024 0.843 0.823 0.833 0.98 climbingup 1 0 1 1 1 1 jumping 0.857 0.045 0.694 0.857 0.767 0.958 lying 0.272 0.02 0.741 0.272 0.398 0.923 standing 0.708 0.153 0.447 0.708 0.548 0.883 sitting 0.932 0 1 0.932 0.965 0.983 running 0.877 0.012 0.909 0.877 0.893 0.986 walking Weighted Avg. 0.743 0.042 0.774 0.743 0.734 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 102 13 0 0 1 0 0 7 | a = climbingdown 18 102 0 0 0 2 0 2 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 2 1 0 84 0 11 0 0 | d = lying 2 1 0 12 43 100 0 0 | e = standing 1 1 0 25 13 97 0 0 | f = sitting 1 0 0 0 1 7 136 1 | g = running 11 3 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 683 74.2391 % Incorrectly Classified Instances 237 25.7609 % Kappa statistic 0.7015 Mean absolute error 0.0753 Root mean squared error 0.21 Relative absolute error 35.0384 % Root relative squared error 64.0661 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.036 0.76 0.742 0.751 0.967 climbingdown 0.774 0.028 0.814 0.774 0.793 0.971 climbingup 1 0 1 1 1 1 jumping 0.907 0.052 0.672 0.907 0.772 0.975 lying 0.399 0.043 0.656 0.399 0.496 0.918 standing 0.672 0.124 0.487 0.672 0.564 0.902 sitting 0.897 0 1 0.897 0.946 0.984 running 0.886 0.016 0.886 0.886 0.886 0.971 walking Weighted Avg. 0.742 0.042 0.758 0.742 0.74 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 92 17 0 0 1 2 0 12 | a = climbingdown 22 96 0 0 1 4 0 1 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 88 1 8 0 0 | d = lying 0 1 0 21 63 73 0 0 | e = standing 0 0 0 20 25 92 0 0 | f = sitting 0 0 0 2 5 8 131 0 | g = running 7 4 0 0 0 2 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 677 73.587 % Incorrectly Classified Instances 243 26.413 % Kappa statistic 0.6941 Mean absolute error 0.0748 Root mean squared error 0.2076 Relative absolute error 34.7808 % Root relative squared error 63.3144 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.806 0.043 0.746 0.806 0.775 0.97 climbingdown 0.808 0.029 0.815 0.808 0.811 0.976 climbingup 1 0 1 1 1 1 jumping 0.908 0.055 0.664 0.908 0.767 0.973 lying 0.344 0.039 0.643 0.344 0.448 0.923 standing 0.591 0.13 0.443 0.591 0.506 0.89 sitting 0.917 0 1 0.917 0.957 0.979 running 0.868 0.011 0.917 0.868 0.892 0.993 walking Weighted Avg. 0.736 0.043 0.751 0.736 0.731 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 100 17 0 0 0 0 0 7 | a = climbingdown 19 101 0 0 1 3 0 1 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 89 3 5 0 1 | d = lying 2 2 0 10 54 89 0 0 | e = standing 0 1 0 34 21 81 0 0 | f = sitting 1 0 0 1 5 5 133 0 | g = running 12 3 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 684 74.3478 % Incorrectly Classified Instances 236 25.6522 % Kappa statistic 0.7027 Mean absolute error 0.0762 Root mean squared error 0.2041 Relative absolute error 35.4612 % Root relative squared error 62.237 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.806 0.04 0.758 0.806 0.781 0.977 climbingdown 0.752 0.02 0.855 0.752 0.8 0.985 climbingup 0.9 0 1 0.9 0.947 0.997 jumping 0.837 0.046 0.683 0.837 0.752 0.951 lying 0.395 0.038 0.681 0.395 0.5 0.907 standing 0.684 0.13 0.477 0.684 0.562 0.896 sitting 0.876 0.003 0.984 0.876 0.927 0.981 running 0.939 0.021 0.864 0.939 0.9 0.993 walking Weighted Avg. 0.743 0.042 0.763 0.743 0.742 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 100 11 0 0 1 0 0 12 | a = climbingdown 25 94 0 0 0 1 0 5 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 1 0 0 82 4 11 0 0 | d = lying 0 2 0 15 62 78 0 0 | e = standing 0 1 0 23 19 93 0 0 | f = sitting 1 0 0 0 5 12 127 0 | g = running 5 2 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 679 73.8043 % Incorrectly Classified Instances 241 26.1957 % Kappa statistic 0.6964 Mean absolute error 0.0767 Root mean squared error 0.2079 Relative absolute error 35.6911 % Root relative squared error 63.3996 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.831 0.041 0.757 0.831 0.792 0.972 climbingdown 0.8 0.02 0.862 0.8 0.83 0.98 climbingup 0.9 0.001 0.947 0.9 0.923 0.999 jumping 0.867 0.036 0.739 0.867 0.798 0.959 lying 0.31 0.047 0.576 0.31 0.403 0.903 standing 0.676 0.144 0.449 0.676 0.54 0.884 sitting 0.869 0.003 0.984 0.869 0.923 0.972 running 0.93 0.012 0.914 0.93 0.922 0.993 walking Weighted Avg. 0.738 0.044 0.752 0.738 0.733 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 103 12 1 0 0 0 0 8 | a = climbingdown 23 100 0 0 0 1 0 1 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 2 1 0 85 4 6 0 0 | d = lying 2 1 0 9 49 97 0 0 | e = standing 0 0 0 21 23 92 0 0 | f = sitting 0 0 0 0 9 9 126 1 | g = running 6 2 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 666 72.3913 % Incorrectly Classified Instances 254 27.6087 % Kappa statistic 0.6799 Mean absolute error 0.0795 Root mean squared error 0.2147 Relative absolute error 36.9905 % Root relative squared error 65.4753 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.806 0.039 0.763 0.806 0.784 0.976 climbingdown 0.752 0.023 0.839 0.752 0.793 0.965 climbingup 0.9 0.001 0.947 0.9 0.923 0.995 jumping 0.694 0.018 0.819 0.694 0.751 0.969 lying 0.19 0.02 0.667 0.19 0.296 0.903 standing 0.86 0.202 0.425 0.86 0.569 0.899 sitting 0.903 0.003 0.985 0.903 0.942 0.988 running 0.947 0.017 0.885 0.947 0.915 0.992 walking Weighted Avg. 0.724 0.046 0.767 0.724 0.71 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 100 13 0 0 1 0 0 10 | a = climbingdown 26 94 0 0 2 0 0 3 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 1 0 0 68 2 27 0 0 | d = lying 0 1 0 6 30 120 0 1 | e = standing 0 2 0 8 9 117 0 0 | f = sitting 0 0 1 1 1 11 131 0 | g = running 4 2 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 681 74.0217 % Incorrectly Classified Instances 239 25.9783 % Kappa statistic 0.6985 Mean absolute error 0.0774 Root mean squared error 0.2114 Relative absolute error 36.0008 % Root relative squared error 64.4662 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.035 0.765 0.734 0.749 0.948 climbingdown 0.823 0.024 0.843 0.823 0.833 0.971 climbingup 0.95 0.001 0.95 0.95 0.95 0.998 jumping 0.837 0.035 0.739 0.837 0.785 0.979 lying 0.437 0.063 0.59 0.437 0.502 0.914 standing 0.613 0.13 0.452 0.613 0.52 0.881 sitting 0.89 0.001 0.992 0.89 0.938 0.975 running 0.921 0.014 0.905 0.921 0.913 0.987 walking Weighted Avg. 0.74 0.044 0.753 0.74 0.742 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 91 16 0 0 2 4 0 11 | a = climbingdown 20 102 0 0 1 1 0 0 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 82 3 13 0 0 | d = lying 0 0 0 12 69 77 0 0 | e = standing 1 0 0 17 35 84 0 0 | f = sitting 1 0 1 0 7 7 129 0 | g = running 6 3 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 666 72.4701 % Incorrectly Classified Instances 253 27.5299 % Kappa statistic 0.6809 Mean absolute error 0.0803 Root mean squared error 0.2161 Relative absolute error 37.3338 % Root relative squared error 65.9152 % Total Number of Instances 919 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.766 0.045 0.725 0.766 0.745 0.955 climbingdown 0.782 0.018 0.874 0.782 0.826 0.966 climbingup 1 0 1 1 1 1 jumping 0.755 0.022 0.804 0.755 0.779 0.963 lying 0.241 0.017 0.745 0.241 0.364 0.895 standing 0.803 0.194 0.42 0.803 0.551 0.894 sitting 0.855 0 1 0.855 0.922 0.976 running 0.956 0.025 0.845 0.956 0.897 0.988 walking Weighted Avg. 0.725 0.046 0.775 0.725 0.717 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 95 10 0 0 1 2 0 16 | a = climbingdown 21 97 0 0 0 3 0 3 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 2 0 0 74 1 21 0 0 | d = lying 6 2 0 5 38 107 0 0 | e = standing 2 1 0 13 10 110 0 1 | f = sitting 0 1 0 0 1 19 124 0 | g = running 5 0 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 678 79.2982 % Incorrectly Classified Instances 177 20.7018 % Kappa statistic 0.7596 Mean absolute error 0.0654 Root mean squared error 0.1928 Relative absolute error 30.3895 % Root relative squared error 58.7703 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.822 0.013 0.898 0.822 0.859 0.991 climbingdown 0.974 0.033 0.826 0.974 0.894 0.993 climbingup 0.941 0 1 0.941 0.97 0.944 jumping 0.849 0.092 0.615 0.849 0.713 0.95 lying 0.794 0.075 0.603 0.794 0.685 0.945 standing 0.227 0.02 0.643 0.227 0.335 0.891 sitting 0.916 0.004 0.978 0.916 0.946 0.952 running 0.924 0.003 0.982 0.924 0.952 0.994 walking Weighted Avg. 0.793 0.033 0.801 0.793 0.777 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 88 16 0 0 0 0 1 2 | a = climbingdown 3 114 0 0 0 0 0 0 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 107 8 10 0 0 | d = lying 0 3 0 14 85 5 0 0 | e = standing 0 0 0 53 39 27 0 0 | f = sitting 1 2 0 0 9 0 131 0 | g = running 6 2 0 0 0 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 663 77.5439 % Incorrectly Classified Instances 192 22.4561 % Kappa statistic 0.7392 Mean absolute error 0.0678 Root mean squared error 0.1938 Relative absolute error 31.474 % Root relative squared error 59.0748 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.907 0.017 0.882 0.907 0.894 0.993 climbingdown 0.94 0.019 0.887 0.94 0.913 0.984 climbingup 1 0.004 0.85 1 0.919 0.999 jumping 0.896 0.126 0.549 0.896 0.681 0.954 lying 0.579 0.052 0.614 0.579 0.596 0.94 standing 0.227 0.037 0.5 0.227 0.312 0.876 sitting 0.916 0.004 0.978 0.916 0.946 0.97 running 0.892 0.001 0.991 0.892 0.939 0.985 walking Weighted Avg. 0.775 0.036 0.778 0.775 0.763 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 97 10 0 0 0 0 0 0 | a = climbingdown 5 110 0 0 0 0 1 1 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 112 2 11 0 0 | d = lying 0 0 0 29 62 16 0 0 | e = standing 0 0 0 62 30 27 0 0 | f = sitting 1 1 3 1 6 0 131 0 | g = running 7 3 0 0 1 0 2 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 676 79.0643 % Incorrectly Classified Instances 179 20.9357 % Kappa statistic 0.757 Mean absolute error 0.0691 Root mean squared error 0.1906 Relative absolute error 32.0784 % Root relative squared error 58.0912 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.016 0.878 0.804 0.839 0.986 climbingdown 0.923 0.039 0.788 0.923 0.85 0.989 climbingup 1 0 1 1 1 1 jumping 0.848 0.071 0.671 0.848 0.749 0.974 lying 0.748 0.071 0.602 0.748 0.667 0.944 standing 0.345 0.035 0.612 0.345 0.441 0.895 sitting 0.895 0.003 0.985 0.895 0.938 0.989 running 0.917 0.007 0.957 0.917 0.936 0.98 walking Weighted Avg. 0.791 0.033 0.795 0.791 0.784 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 86 20 0 0 0 0 0 1 | a = climbingdown 7 108 0 0 0 0 0 2 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 106 0 19 0 0 | d = lying 0 1 0 18 80 7 1 0 | e = standing 0 0 0 34 44 41 0 0 | f = sitting 2 2 0 0 9 0 128 2 | g = running 3 6 0 0 0 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 668 78.1287 % Incorrectly Classified Instances 187 21.8713 % Kappa statistic 0.7462 Mean absolute error 0.0688 Root mean squared error 0.1991 Relative absolute error 31.9378 % Root relative squared error 60.6746 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.849 0.027 0.818 0.849 0.833 0.976 climbingdown 0.897 0.023 0.861 0.897 0.879 0.984 climbingup 1 0.002 0.895 1 0.944 1 jumping 0.744 0.088 0.592 0.744 0.66 0.932 lying 0.692 0.049 0.667 0.692 0.679 0.957 standing 0.433 0.057 0.553 0.433 0.486 0.891 sitting 0.881 0.003 0.984 0.881 0.93 0.977 running 0.925 0.004 0.974 0.925 0.949 0.983 walking Weighted Avg. 0.781 0.035 0.786 0.781 0.781 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 90 13 0 0 0 0 2 1 | a = climbingdown 11 105 0 0 0 0 0 1 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 93 7 24 0 0 | d = lying 0 0 0 16 74 17 0 0 | e = standing 0 0 0 48 20 52 0 0 | f = sitting 2 1 2 0 10 1 126 1 | g = running 7 2 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 679 79.4152 % Incorrectly Classified Instances 176 20.5848 % Kappa statistic 0.7612 Mean absolute error 0.0654 Root mean squared error 0.1873 Relative absolute error 30.3967 % Root relative squared error 57.0947 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.821 0.009 0.926 0.821 0.87 0.983 climbingdown 0.983 0.026 0.858 0.983 0.916 0.99 climbingup 1 0.002 0.895 1 0.944 0.999 jumping 0.8 0.081 0.629 0.8 0.704 0.959 lying 0.794 0.068 0.625 0.794 0.7 0.959 standing 0.317 0.046 0.528 0.317 0.396 0.893 sitting 0.853 0.001 0.992 0.853 0.917 0.937 running 0.958 0.004 0.975 0.958 0.966 0.997 walking Weighted Avg. 0.794 0.032 0.797 0.794 0.787 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 87 17 0 0 1 0 0 1 | a = climbingdown 0 115 0 0 0 0 0 2 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 100 2 22 0 0 | d = lying 0 0 0 10 85 12 0 0 | e = standing 0 1 0 45 36 38 0 0 | f = sitting 3 0 2 4 12 0 122 0 | g = running 3 1 0 0 0 0 1 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 670 78.3626 % Incorrectly Classified Instances 185 21.6374 % Kappa statistic 0.7489 Mean absolute error 0.0683 Root mean squared error 0.1955 Relative absolute error 31.7321 % Root relative squared error 59.5931 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.858 0.025 0.827 0.858 0.843 0.979 climbingdown 0.889 0.026 0.846 0.889 0.867 0.987 climbingup 1 0.004 0.857 1 0.923 0.999 jumping 0.896 0.114 0.574 0.896 0.7 0.957 lying 0.623 0.04 0.688 0.623 0.653 0.948 standing 0.325 0.039 0.574 0.325 0.415 0.886 sitting 0.902 0.003 0.985 0.902 0.942 0.973 running 0.925 0 1 0.925 0.961 0.997 walking Weighted Avg. 0.784 0.034 0.791 0.784 0.776 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 91 13 0 0 1 0 1 0 | a = climbingdown 12 104 0 0 1 0 0 0 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 112 1 12 0 0 | d = lying 0 0 0 23 66 16 1 0 | e = standing 0 0 0 60 21 39 0 0 | f = sitting 1 3 3 0 6 1 129 0 | g = running 6 3 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 684 80 % Incorrectly Classified Instances 171 20 % Kappa statistic 0.768 Mean absolute error 0.0661 Root mean squared error 0.1883 Relative absolute error 30.6778 % Root relative squared error 57.3888 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.934 0.032 0.805 0.934 0.865 0.987 climbingdown 0.94 0.015 0.909 0.94 0.924 0.99 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.808 0.079 0.635 0.808 0.711 0.95 lying 0.726 0.053 0.658 0.726 0.691 0.948 standing 0.367 0.049 0.55 0.367 0.44 0.894 sitting 0.916 0.001 0.992 0.916 0.953 0.982 running 0.867 0 1 0.867 0.929 0.998 walking Weighted Avg. 0.8 0.031 0.802 0.8 0.795 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 99 7 0 0 0 0 0 0 | a = climbingdown 6 110 0 0 0 1 0 0 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 101 4 20 0 0 | d = lying 0 1 0 13 77 14 1 0 | e = standing 0 0 0 45 31 44 0 0 | f = sitting 4 1 1 0 5 1 131 0 | g = running 14 2 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 671 78.4795 % Incorrectly Classified Instances 184 21.5205 % Kappa statistic 0.7502 Mean absolute error 0.066 Root mean squared error 0.1907 Relative absolute error 30.6699 % Root relative squared error 58.1077 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.821 0.015 0.888 0.821 0.853 0.968 climbingdown 0.991 0.024 0.866 0.991 0.924 0.997 climbingup 0.889 0 1 0.889 0.941 1 jumping 0.664 0.071 0.615 0.664 0.638 0.946 lying 0.738 0.063 0.627 0.738 0.678 0.942 standing 0.392 0.069 0.48 0.392 0.431 0.879 sitting 0.937 0.004 0.978 0.937 0.957 0.971 running 0.916 0.003 0.982 0.916 0.948 0.996 walking Weighted Avg. 0.785 0.034 0.785 0.785 0.783 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 87 15 0 0 2 0 1 1 | a = climbingdown 0 116 0 0 1 0 0 0 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 1 0 83 3 38 0 0 | d = lying 0 1 0 14 79 13 0 0 | e = standing 0 1 0 38 34 47 0 0 | f = sitting 1 0 0 0 7 0 134 1 | g = running 10 0 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 678 79.2982 % Incorrectly Classified Instances 177 20.7018 % Kappa statistic 0.7595 Mean absolute error 0.0678 Root mean squared error 0.1885 Relative absolute error 31.4936 % Root relative squared error 57.4542 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.896 0.012 0.913 0.896 0.905 0.993 climbingdown 0.949 0.018 0.895 0.949 0.921 0.982 climbingup 0.944 0.001 0.944 0.944 0.944 0.999 jumping 0.762 0.102 0.565 0.762 0.649 0.935 lying 0.589 0.035 0.708 0.589 0.643 0.947 standing 0.42 0.065 0.51 0.42 0.461 0.879 sitting 0.944 0.008 0.957 0.944 0.951 0.981 running 0.933 0 1 0.933 0.965 0.99 walking Weighted Avg. 0.793 0.034 0.798 0.793 0.792 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 95 8 0 0 1 0 2 0 | a = climbingdown 3 111 0 0 1 0 2 0 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 96 1 27 1 0 | d = lying 0 0 0 23 63 21 0 0 | e = standing 0 1 0 50 18 50 0 0 | f = sitting 2 0 0 1 5 0 135 0 | g = running 4 3 1 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 624 73.0679 % Incorrectly Classified Instances 230 26.9321 % Kappa statistic 0.6885 Mean absolute error 0.0782 Root mean squared error 0.2143 Relative absolute error 36.323 % Root relative squared error 65.3165 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.897 0.019 0.873 0.897 0.885 0.991 climbingdown 0.949 0.023 0.867 0.949 0.906 0.99 climbingup 1 0 1 1 1 1 jumping 0.222 0.005 0.875 0.222 0.354 0.956 lying 0.935 0.162 0.452 0.935 0.61 0.927 standing 0.353 0.099 0.365 0.353 0.359 0.845 sitting 0.873 0 1 0.873 0.932 0.951 running 0.891 0.001 0.991 0.891 0.938 0.987 walking Weighted Avg. 0.731 0.041 0.789 0.731 0.719 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 96 11 0 0 0 0 0 0 | a = climbingdown 5 111 0 0 0 0 0 1 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 28 31 67 0 0 | d = lying 0 1 0 0 100 6 0 0 | e = standing 0 0 0 4 73 42 0 0 | f = sitting 2 0 0 0 16 0 124 0 | g = running 7 5 0 0 1 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 644 75.0583 % Incorrectly Classified Instances 214 24.9417 % Kappa statistic 0.7101 Mean absolute error 0.0724 Root mean squared error 0.2062 Relative absolute error 33.6571 % Root relative squared error 62.8641 % Total Number of Instances 858 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.819 0.028 0.804 0.819 0.811 0.978 climbingdown 0.842 0.023 0.856 0.842 0.849 0.98 climbingup 0.938 0.001 0.938 0.938 0.938 1 jumping 0.626 0.066 0.631 0.626 0.628 0.939 lying 0.393 0.021 0.724 0.393 0.509 0.934 standing 0.642 0.138 0.43 0.642 0.515 0.89 sitting 0.921 0.001 0.992 0.921 0.956 0.99 running 0.941 0.011 0.933 0.941 0.937 0.986 walking Weighted Avg. 0.751 0.04 0.774 0.751 0.753 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 86 11 0 0 1 0 0 7 | a = climbingdown 18 101 1 0 0 0 0 0 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 82 3 46 0 0 | d = lying 0 0 0 9 42 55 0 1 | e = standing 0 1 0 37 5 77 0 0 | f = sitting 1 0 0 2 7 1 129 0 | g = running 2 5 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 678 79.021 % Incorrectly Classified Instances 180 20.979 % Kappa statistic 0.7562 Mean absolute error 0.0713 Root mean squared error 0.193 Relative absolute error 33.1036 % Root relative squared error 58.8315 % Total Number of Instances 858 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.886 0.027 0.823 0.886 0.853 0.986 climbingdown 0.883 0.018 0.891 0.883 0.887 0.989 climbingup 0.882 0.004 0.833 0.882 0.857 0.999 jumping 0.878 0.095 0.625 0.878 0.73 0.949 lying 0.632 0.028 0.761 0.632 0.691 0.964 standing 0.408 0.062 0.516 0.408 0.456 0.909 sitting 0.9 0 1 0.9 0.947 0.976 running 0.899 0.011 0.93 0.899 0.915 0.994 walking Weighted Avg. 0.79 0.034 0.796 0.79 0.787 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 93 9 0 0 0 0 0 3 | a = climbingdown 11 106 0 0 0 1 0 2 | b = climbingup 0 0 15 0 0 0 0 2 | c = jumping 0 0 0 115 4 12 0 0 | d = lying 0 0 0 9 67 30 0 0 | e = standing 0 0 0 60 11 49 0 0 | f = sitting 0 1 3 0 6 3 126 1 | g = running 9 3 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 689 80.3967 % Incorrectly Classified Instances 168 19.6033 % Kappa statistic 0.772 Mean absolute error 0.0694 Root mean squared error 0.1953 Relative absolute error 32.227 % Root relative squared error 59.5294 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.752 0.009 0.919 0.752 0.827 0.982 climbingdown 0.942 0.039 0.796 0.942 0.863 0.983 climbingup 0.938 0 1 0.938 0.968 1 jumping 0.847 0.077 0.665 0.847 0.745 0.949 lying 0.623 0.037 0.702 0.623 0.66 0.921 standing 0.5 0.05 0.619 0.5 0.553 0.911 sitting 0.936 0.006 0.97 0.936 0.953 0.988 running 0.958 0.009 0.942 0.958 0.95 0.994 walking Weighted Avg. 0.804 0.032 0.807 0.804 0.801 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 79 20 0 0 0 0 0 6 | a = climbingdown 4 113 0 0 0 0 2 1 | b = climbingup 0 1 15 0 0 0 0 0 | c = jumping 0 1 0 111 6 13 0 0 | d = lying 0 3 0 13 66 22 2 0 | e = standing 0 0 0 43 17 60 0 0 | f = sitting 0 2 0 0 5 2 131 0 | g = running 3 2 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 686 80.0467 % Incorrectly Classified Instances 171 19.9533 % Kappa statistic 0.7682 Mean absolute error 0.0691 Root mean squared error 0.1886 Relative absolute error 32.0925 % Root relative squared error 57.5036 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.008 0.934 0.81 0.867 0.984 climbingdown 0.958 0.037 0.81 0.958 0.878 0.987 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.702 0.061 0.676 0.702 0.689 0.954 lying 0.764 0.047 0.698 0.764 0.73 0.956 standing 0.467 0.073 0.509 0.467 0.487 0.899 sitting 0.921 0.004 0.977 0.921 0.949 0.986 running 0.941 0.001 0.991 0.941 0.966 0.995 walking Weighted Avg. 0.8 0.032 0.804 0.8 0.8 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 85 18 0 0 0 0 1 1 | a = climbingdown 5 115 0 0 0 0 0 0 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 92 4 35 0 0 | d = lying 0 1 0 4 81 19 1 0 | e = standing 0 2 0 40 22 56 0 0 | f = sitting 0 1 1 0 9 0 129 0 | g = running 1 5 0 0 0 0 1 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 679 79.2299 % Incorrectly Classified Instances 178 20.7701 % Kappa statistic 0.7586 Mean absolute error 0.0687 Root mean squared error 0.1919 Relative absolute error 31.9099 % Root relative squared error 58.5154 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.769 0.016 0.87 0.769 0.816 0.97 climbingdown 0.942 0.039 0.796 0.942 0.863 0.989 climbingup 0.938 0.001 0.938 0.938 0.938 0.999 jumping 0.809 0.087 0.627 0.809 0.707 0.947 lying 0.764 0.051 0.681 0.764 0.72 0.957 standing 0.35 0.038 0.6 0.35 0.442 0.899 sitting 0.964 0.003 0.985 0.964 0.975 0.991 running 0.892 0.007 0.955 0.892 0.922 0.981 walking Weighted Avg. 0.792 0.034 0.793 0.792 0.785 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 80 20 0 0 0 1 0 3 | a = climbingdown 6 113 0 0 0 0 0 1 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 106 8 17 0 0 | d = lying 2 1 0 13 81 9 0 0 | e = standing 0 0 0 50 28 42 0 0 | f = sitting 0 0 1 0 2 1 135 1 | g = running 4 8 0 0 0 0 1 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 662 77.2462 % Incorrectly Classified Instances 195 22.7538 % Kappa statistic 0.7358 Mean absolute error 0.0696 Root mean squared error 0.195 Relative absolute error 32.3572 % Root relative squared error 59.4468 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.827 0.024 0.827 0.827 0.827 0.978 climbingdown 0.892 0.028 0.836 0.892 0.863 0.972 climbingup 0.938 0.002 0.882 0.938 0.909 0.953 jumping 0.562 0.061 0.624 0.562 0.591 0.936 lying 0.736 0.043 0.709 0.736 0.722 0.953 standing 0.508 0.098 0.459 0.508 0.482 0.896 sitting 0.929 0.001 0.992 0.929 0.96 0.979 running 0.925 0.007 0.957 0.925 0.941 0.996 walking Weighted Avg. 0.772 0.036 0.778 0.772 0.774 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 86 13 0 0 1 0 0 4 | a = climbingdown 11 107 0 0 2 0 0 0 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 1 0 73 5 50 0 0 | d = lying 0 2 0 4 78 22 0 0 | e = standing 0 0 0 40 19 61 0 0 | f = sitting 0 2 2 0 5 0 131 1 | g = running 6 3 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 666 77.713 % Incorrectly Classified Instances 191 22.287 % Kappa statistic 0.7412 Mean absolute error 0.0703 Root mean squared error 0.1969 Relative absolute error 32.6622 % Root relative squared error 60.0394 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.838 0.025 0.822 0.838 0.83 0.981 climbingdown 0.85 0.027 0.836 0.85 0.843 0.98 climbingup 0.938 0.002 0.882 0.938 0.909 0.999 jumping 0.615 0.054 0.672 0.615 0.643 0.944 lying 0.698 0.039 0.718 0.698 0.708 0.938 standing 0.545 0.099 0.475 0.545 0.508 0.894 sitting 0.943 0.001 0.992 0.943 0.967 0.992 running 0.916 0.011 0.932 0.916 0.924 0.994 walking Weighted Avg. 0.777 0.036 0.784 0.777 0.78 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 88 14 0 0 0 0 0 3 | a = climbingdown 11 102 0 0 1 1 0 5 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 1 0 80 3 46 0 0 | d = lying 1 2 0 3 74 26 0 0 | e = standing 0 0 0 36 19 66 0 0 | f = sitting 0 1 1 0 6 0 132 0 | g = running 7 2 1 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 652 76.0793 % Incorrectly Classified Instances 205 23.9207 % Kappa statistic 0.7228 Mean absolute error 0.0684 Root mean squared error 0.1932 Relative absolute error 31.7827 % Root relative squared error 58.9037 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.819 0.015 0.887 0.819 0.851 0.984 climbingdown 0.942 0.031 0.831 0.942 0.883 0.99 climbingup 1 0.004 0.842 1 0.914 1 jumping 0.469 0.033 0.718 0.469 0.567 0.956 lying 0.813 0.084 0.58 0.813 0.677 0.944 standing 0.417 0.103 0.397 0.417 0.407 0.886 sitting 0.907 0 1 0.907 0.951 0.985 running 0.941 0.007 0.957 0.941 0.949 0.997 walking Weighted Avg. 0.761 0.037 0.774 0.761 0.76 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 86 15 0 0 0 0 0 4 | a = climbingdown 6 113 0 0 0 0 0 1 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 61 8 60 0 0 | d = lying 0 2 0 2 87 16 0 0 | e = standing 0 0 0 22 48 50 0 0 | f = sitting 2 1 3 0 7 0 127 0 | g = running 3 4 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 670 78.1797 % Incorrectly Classified Instances 187 21.8203 % Kappa statistic 0.7465 Mean absolute error 0.0693 Root mean squared error 0.1955 Relative absolute error 32.2085 % Root relative squared error 59.6047 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.015 0.867 0.686 0.766 0.969 climbingdown 0.874 0.038 0.788 0.874 0.829 0.979 climbingup 1 0.004 0.842 1 0.914 1 jumping 0.679 0.062 0.664 0.679 0.672 0.95 lying 0.729 0.029 0.78 0.729 0.754 0.961 standing 0.55 0.085 0.512 0.55 0.53 0.911 sitting 0.943 0 1 0.943 0.971 0.992 running 0.95 0.02 0.883 0.95 0.915 0.985 walking Weighted Avg. 0.782 0.035 0.788 0.782 0.783 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 72 22 0 0 0 0 0 11 | a = climbingdown 10 104 0 0 0 1 0 4 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 89 3 39 0 0 | d = lying 0 1 0 5 78 23 0 0 | e = standing 0 0 0 40 14 66 0 0 | f = sitting 0 1 2 0 5 0 132 0 | g = running 1 4 1 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 691 80.6301 % Incorrectly Classified Instances 166 19.3699 % Kappa statistic 0.7749 Mean absolute error 0.0669 Root mean squared error 0.1919 Relative absolute error 31.0981 % Root relative squared error 58.5123 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.011 0.901 0.695 0.785 0.975 climbingdown 0.916 0.033 0.82 0.916 0.865 0.985 climbingup 1 0.004 0.842 1 0.914 1 jumping 0.817 0.084 0.637 0.817 0.716 0.95 lying 0.776 0.031 0.783 0.776 0.779 0.96 standing 0.475 0.038 0.671 0.475 0.556 0.929 sitting 0.936 0.003 0.985 0.936 0.96 0.992 running 0.966 0.023 0.871 0.966 0.916 0.993 walking Weighted Avg. 0.806 0.032 0.811 0.806 0.802 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 73 18 0 0 0 0 1 13 | a = climbingdown 6 109 0 0 0 0 0 4 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 1 0 107 7 15 0 0 | d = lying 0 2 0 8 83 13 1 0 | e = standing 0 0 0 53 10 57 0 0 | f = sitting 0 0 3 0 6 0 131 0 | g = running 1 3 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 720 79.1209 % Incorrectly Classified Instances 190 20.8791 % Kappa statistic 0.7575 Mean absolute error 0.061 Root mean squared error 0.188 Relative absolute error 28.3114 % Root relative squared error 57.3036 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.849 0.019 0.871 0.849 0.86 0.987 climbingdown 0.898 0.027 0.844 0.898 0.87 0.98 climbingup 1 0 1 1 1 1 jumping 0.932 0.055 0.743 0.932 0.827 0.985 lying 0.622 0.076 0.587 0.622 0.604 0.927 standing 0.421 0.059 0.505 0.421 0.459 0.903 sitting 0.836 0 1 0.836 0.91 0.868 running 0.924 0.006 0.957 0.924 0.94 0.993 walking Weighted Avg. 0.791 0.034 0.795 0.791 0.79 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 101 13 0 0 0 1 0 4 | a = climbingdown 8 114 0 0 3 1 0 1 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 124 5 4 0 0 | d = lying 1 2 0 15 84 33 0 0 | e = standing 2 0 0 28 36 48 0 0 | f = sitting 1 0 0 0 15 8 122 0 | g = running 3 6 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 761 83.6264 % Incorrectly Classified Instances 149 16.3736 % Kappa statistic 0.8099 Mean absolute error 0.0542 Root mean squared error 0.1777 Relative absolute error 25.1572 % Root relative squared error 54.1627 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.941 0.021 0.868 0.941 0.903 0.993 climbingdown 0.858 0.015 0.901 0.858 0.879 0.99 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.91 0.041 0.791 0.91 0.846 0.979 lying 0.681 0.062 0.657 0.681 0.669 0.931 standing 0.57 0.041 0.663 0.57 0.613 0.927 sitting 0.918 0.001 0.993 0.918 0.954 0.951 running 0.933 0.006 0.957 0.933 0.945 0.991 walking Weighted Avg. 0.836 0.026 0.837 0.836 0.835 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 112 4 0 0 0 0 0 3 | a = climbingdown 13 109 0 0 3 0 0 2 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 121 7 4 1 0 | d = lying 1 3 0 12 92 27 0 0 | e = standing 1 0 0 19 29 65 0 0 | f = sitting 0 0 1 1 8 2 134 0 | g = running 2 5 0 0 1 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 751 82.5275 % Incorrectly Classified Instances 159 17.4725 % Kappa statistic 0.797 Mean absolute error 0.0573 Root mean squared error 0.1788 Relative absolute error 26.5982 % Root relative squared error 54.4891 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.018 0.877 0.84 0.858 0.978 climbingdown 0.874 0.022 0.867 0.874 0.871 0.986 climbingup 1 0.002 0.895 1 0.944 1 jumping 0.887 0.03 0.837 0.887 0.861 0.978 lying 0.785 0.086 0.613 0.785 0.688 0.935 standing 0.509 0.034 0.682 0.509 0.583 0.928 sitting 0.89 0 1 0.89 0.942 0.969 running 0.933 0.011 0.925 0.933 0.929 0.989 walking Weighted Avg. 0.825 0.028 0.833 0.825 0.825 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 100 10 0 0 3 0 0 6 | a = climbingdown 11 111 0 0 2 0 0 3 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 118 9 6 0 0 | d = lying 0 2 0 8 106 19 0 0 | e = standing 2 0 0 15 39 58 0 0 | f = sitting 0 0 2 0 13 1 130 0 | g = running 1 5 0 0 1 1 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 743 81.6484 % Incorrectly Classified Instances 167 18.3516 % Kappa statistic 0.7869 Mean absolute error 0.0583 Root mean squared error 0.1788 Relative absolute error 27.0634 % Root relative squared error 54.4863 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.029 0.828 0.933 0.877 0.986 climbingdown 0.858 0.018 0.886 0.858 0.872 0.989 climbingup 1 0 1 1 1 1 jumping 0.887 0.033 0.819 0.887 0.852 0.976 lying 0.719 0.08 0.61 0.719 0.66 0.935 standing 0.509 0.045 0.617 0.509 0.558 0.931 sitting 0.87 0.003 0.984 0.87 0.924 0.907 running 0.891 0.005 0.964 0.891 0.926 0.992 walking Weighted Avg. 0.816 0.03 0.822 0.816 0.817 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 111 6 0 0 1 1 0 0 | a = climbingdown 13 109 0 0 1 0 1 3 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 118 6 8 1 0 | d = lying 2 1 0 12 97 22 0 1 | e = standing 1 0 0 14 41 58 0 0 | f = sitting 1 0 0 0 13 5 127 0 | g = running 6 7 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 749 82.3982 % Incorrectly Classified Instances 160 17.6018 % Kappa statistic 0.7954 Mean absolute error 0.0578 Root mean squared error 0.1815 Relative absolute error 26.8428 % Root relative squared error 55.3227 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.916 0.03 0.82 0.916 0.865 0.984 climbingdown 0.865 0.014 0.908 0.865 0.886 0.98 climbingup 1 0 1 1 1 1 jumping 0.797 0.008 0.946 0.797 0.865 0.977 lying 0.858 0.121 0.55 0.858 0.671 0.936 standing 0.474 0.026 0.72 0.474 0.571 0.933 sitting 0.911 0 1 0.911 0.953 0.945 running 0.883 0.005 0.964 0.883 0.922 0.982 walking Weighted Avg. 0.824 0.029 0.85 0.824 0.827 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 109 6 0 0 2 0 0 2 | a = climbingdown 13 109 0 0 2 0 0 2 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 106 20 6 0 0 | d = lying 1 1 0 2 115 15 0 0 | e = standing 1 0 0 4 55 54 0 0 | f = sitting 0 0 0 0 13 0 133 0 | g = running 9 3 0 0 2 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 728 80.088 % Incorrectly Classified Instances 181 19.912 % Kappa statistic 0.7687 Mean absolute error 0.0618 Root mean squared error 0.1907 Relative absolute error 28.7045 % Root relative squared error 58.1187 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.022 0.853 0.832 0.843 0.979 climbingdown 0.897 0.04 0.785 0.897 0.837 0.967 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.827 0.014 0.909 0.827 0.866 0.972 lying 0.739 0.094 0.576 0.739 0.647 0.937 standing 0.5 0.052 0.582 0.5 0.538 0.921 sitting 0.904 0.001 0.992 0.904 0.946 0.945 running 0.85 0.009 0.936 0.85 0.891 0.983 walking Weighted Avg. 0.801 0.032 0.813 0.801 0.804 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 99 15 0 0 0 0 0 5 | a = climbingdown 9 113 0 0 2 0 0 2 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 2 0 110 12 9 0 0 | d = lying 0 1 0 5 99 29 0 0 | e = standing 1 1 0 6 49 57 0 0 | f = sitting 0 1 0 0 10 3 132 0 | g = running 7 11 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 751 82.6183 % Incorrectly Classified Instances 158 17.3817 % Kappa statistic 0.7979 Mean absolute error 0.0589 Root mean squared error 0.1859 Relative absolute error 27.3523 % Root relative squared error 56.658 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.01 0.918 0.748 0.824 0.973 climbingdown 0.913 0.037 0.799 0.913 0.852 0.965 climbingup 0.882 0 1 0.882 0.938 1 jumping 0.872 0.013 0.921 0.872 0.896 0.983 lying 0.866 0.101 0.598 0.866 0.707 0.95 standing 0.509 0.029 0.716 0.509 0.595 0.937 sitting 0.884 0.003 0.985 0.884 0.931 0.928 running 0.942 0.01 0.934 0.942 0.938 0.991 walking Weighted Avg. 0.826 0.029 0.844 0.826 0.827 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 89 21 0 0 4 0 0 5 | a = climbingdown 5 115 0 0 3 0 0 3 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 1 1 0 116 12 3 0 0 | d = lying 0 0 0 2 116 16 0 0 | e = standing 0 0 0 8 48 58 0 0 | f = sitting 1 1 0 0 11 4 129 0 | g = running 1 6 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 730 80.308 % Incorrectly Classified Instances 179 19.692 % Kappa statistic 0.7713 Mean absolute error 0.0582 Root mean squared error 0.1865 Relative absolute error 27.0267 % Root relative squared error 56.8484 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.925 0.03 0.822 0.925 0.871 0.99 climbingdown 0.873 0.011 0.924 0.873 0.898 0.981 climbingup 1 0 1 1 1 1 jumping 0.835 0.039 0.787 0.835 0.81 0.964 lying 0.701 0.092 0.57 0.701 0.629 0.933 standing 0.456 0.049 0.571 0.456 0.507 0.914 sitting 0.884 0 1 0.884 0.938 0.933 running 0.891 0.008 0.946 0.891 0.918 0.992 walking Weighted Avg. 0.803 0.032 0.811 0.803 0.804 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 111 5 0 0 0 0 0 4 | a = climbingdown 11 110 0 0 3 0 0 2 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 1 0 111 15 5 0 0 | d = lying 1 0 0 14 94 25 0 0 | e = standing 0 1 0 16 45 52 0 0 | f = sitting 0 0 0 0 8 9 129 0 | g = running 11 2 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 755 83.0583 % Incorrectly Classified Instances 154 16.9417 % Kappa statistic 0.8032 Mean absolute error 0.0539 Root mean squared error 0.1774 Relative absolute error 25.0445 % Root relative squared error 54.0621 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.858 0.016 0.888 0.858 0.873 0.99 climbingdown 0.913 0.018 0.891 0.913 0.902 0.977 climbingup 1 0 1 1 1 1 jumping 0.902 0.031 0.833 0.902 0.866 0.98 lying 0.733 0.079 0.619 0.733 0.671 0.933 standing 0.504 0.04 0.64 0.504 0.564 0.932 sitting 0.897 0 1 0.897 0.946 0.947 running 0.95 0.013 0.919 0.95 0.934 0.988 walking Weighted Avg. 0.831 0.028 0.834 0.831 0.83 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 103 9 0 0 0 1 0 7 | a = climbingdown 6 115 0 0 2 1 0 2 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 120 5 8 0 0 | d = lying 2 3 0 12 99 18 0 1 | e = standing 0 0 0 12 44 57 0 0 | f = sitting 1 0 0 0 10 4 131 0 | g = running 4 2 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 748 82.2882 % Incorrectly Classified Instances 161 17.7118 % Kappa statistic 0.7943 Mean absolute error 0.0583 Root mean squared error 0.1817 Relative absolute error 27.0711 % Root relative squared error 55.3651 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.018 0.888 0.933 0.91 0.994 climbingdown 0.817 0.009 0.936 0.817 0.873 0.984 climbingup 0.889 0 1 0.889 0.941 1 jumping 0.857 0.026 0.851 0.857 0.854 0.973 lying 0.8 0.085 0.621 0.8 0.699 0.936 standing 0.478 0.041 0.621 0.478 0.54 0.924 sitting 0.877 0.003 0.985 0.877 0.928 0.937 running 0.958 0.024 0.857 0.958 0.905 0.993 walking Weighted Avg. 0.823 0.029 0.83 0.823 0.822 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 111 4 0 0 0 0 0 4 | a = climbingdown 8 103 0 0 0 1 0 14 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 114 9 10 0 0 | d = lying 2 0 0 6 108 19 0 0 | e = standing 1 0 0 14 43 54 0 1 | f = sitting 1 0 0 0 14 3 128 0 | g = running 2 3 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 682 76.5432 % Incorrectly Classified Instances 209 23.4568 % Kappa statistic 0.7286 Mean absolute error 0.0692 Root mean squared error 0.2009 Relative absolute error 32.1223 % Root relative squared error 61.2072 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.018 0.864 0.824 0.844 0.977 climbingdown 0.895 0.035 0.791 0.895 0.84 0.983 climbingup 1 0.003 0.87 1 0.93 1 jumping 0.888 0.116 0.534 0.888 0.667 0.938 lying 0.69 0.045 0.724 0.69 0.706 0.942 standing 0.279 0.05 0.5 0.279 0.358 0.882 sitting 0.869 0.001 0.992 0.869 0.926 0.988 running 0.935 0.003 0.983 0.935 0.958 0.972 walking Weighted Avg. 0.765 0.037 0.773 0.765 0.757 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 89 18 0 0 0 0 0 1 | a = climbingdown 10 102 0 0 0 1 0 1 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 2 0 103 3 7 1 0 | d = lying 0 2 0 15 89 23 0 0 | e = standing 0 1 0 75 22 38 0 0 | f = sitting 0 0 3 0 9 7 126 0 | g = running 4 4 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 690 77.4411 % Incorrectly Classified Instances 201 22.5589 % Kappa statistic 0.7387 Mean absolute error 0.0691 Root mean squared error 0.1983 Relative absolute error 32.0823 % Root relative squared error 60.4094 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.898 0.027 0.822 0.898 0.858 0.989 climbingdown 0.825 0.019 0.862 0.825 0.843 0.982 climbingup 1 0 1 1 1 1 jumping 0.819 0.098 0.556 0.819 0.662 0.945 lying 0.674 0.055 0.674 0.674 0.674 0.938 standing 0.36 0.06 0.521 0.36 0.426 0.869 sitting 0.897 0 1 0.897 0.945 0.976 running 0.959 0.003 0.983 0.959 0.971 0.993 walking Weighted Avg. 0.774 0.036 0.78 0.774 0.771 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 97 9 0 0 0 0 0 2 | a = climbingdown 18 94 0 0 1 1 0 0 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 1 0 95 9 11 0 0 | d = lying 0 1 0 13 87 28 0 0 | e = standing 0 1 0 63 23 49 0 0 | f = sitting 1 0 0 0 9 5 130 0 | g = running 2 3 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 707 79.349 % Incorrectly Classified Instances 184 20.651 % Kappa statistic 0.7607 Mean absolute error 0.0652 Root mean squared error 0.1898 Relative absolute error 30.272 % Root relative squared error 57.8208 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.018 0.873 0.889 0.881 0.981 climbingdown 0.904 0.014 0.904 0.904 0.904 0.985 climbingup 0.9 0 1 0.9 0.947 0.989 jumping 0.862 0.061 0.68 0.862 0.76 0.967 lying 0.798 0.115 0.539 0.798 0.644 0.939 standing 0.267 0.025 0.655 0.267 0.379 0.892 sitting 0.897 0.004 0.978 0.897 0.936 0.981 running 0.976 0.003 0.984 0.976 0.98 0.992 walking Weighted Avg. 0.793 0.033 0.806 0.793 0.782 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 96 9 0 0 1 0 0 2 | a = climbingdown 8 103 0 0 2 1 0 0 | b = climbingup 1 0 18 0 0 0 1 0 | c = jumping 0 0 0 100 11 4 1 0 | d = lying 1 1 0 11 103 12 1 0 | e = standing 0 1 0 36 62 36 0 0 | f = sitting 1 0 0 0 12 2 131 0 | g = running 3 0 0 0 0 0 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 698 78.3389 % Incorrectly Classified Instances 193 21.6611 % Kappa statistic 0.7489 Mean absolute error 0.0689 Root mean squared error 0.1965 Relative absolute error 31.9801 % Root relative squared error 59.881 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.022 0.837 0.798 0.817 0.989 climbingdown 0.886 0.032 0.802 0.886 0.842 0.986 climbingup 0.85 0 1 0.85 0.919 0.995 jumping 0.819 0.062 0.664 0.819 0.734 0.959 lying 0.805 0.085 0.613 0.805 0.696 0.945 standing 0.422 0.04 0.655 0.422 0.514 0.903 sitting 0.856 0.004 0.977 0.856 0.912 0.978 running 0.919 0.007 0.958 0.919 0.938 0.966 walking Weighted Avg. 0.783 0.035 0.793 0.783 0.781 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 87 19 0 0 0 0 0 3 | a = climbingdown 11 101 0 0 1 1 0 0 | b = climbingup 0 0 17 0 0 0 3 0 | c = jumping 0 0 0 95 11 10 0 0 | d = lying 0 0 0 7 103 17 0 1 | e = standing 0 1 0 41 35 57 0 1 | f = sitting 1 0 0 0 18 2 125 0 | g = running 5 5 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 726 81.4815 % Incorrectly Classified Instances 165 18.5185 % Kappa statistic 0.7853 Mean absolute error 0.064 Root mean squared error 0.1844 Relative absolute error 29.6964 % Root relative squared error 56.1867 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.027 0.828 0.935 0.878 0.988 climbingdown 0.868 0.014 0.9 0.868 0.884 0.993 climbingup 0.905 0 1 0.905 0.95 1 jumping 0.836 0.045 0.735 0.836 0.782 0.958 lying 0.688 0.06 0.657 0.688 0.672 0.943 standing 0.607 0.065 0.626 0.607 0.617 0.911 sitting 0.856 0.004 0.977 0.856 0.912 0.972 running 0.935 0 1 0.935 0.966 0.984 walking Weighted Avg. 0.815 0.03 0.822 0.815 0.817 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 101 7 0 0 0 0 0 0 | a = climbingdown 14 99 0 0 1 0 0 0 | b = climbingup 0 0 19 0 0 0 2 0 | c = jumping 0 1 0 97 2 16 0 0 | d = lying 1 0 0 8 88 30 1 0 | e = standing 0 0 0 26 27 82 0 0 | f = sitting 1 0 0 1 16 3 125 0 | g = running 5 3 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 681 76.5169 % Incorrectly Classified Instances 209 23.4831 % Kappa statistic 0.7271 Mean absolute error 0.072 Root mean squared error 0.199 Relative absolute error 33.4379 % Root relative squared error 60.6242 % Total Number of Instances 890 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.833 0.017 0.874 0.833 0.853 0.989 climbingdown 0.877 0.03 0.813 0.877 0.844 0.988 climbingup 1 0.001 0.952 1 0.976 1 jumping 0.443 0.023 0.739 0.443 0.554 0.958 lying 0.539 0.033 0.734 0.539 0.622 0.93 standing 0.75 0.163 0.453 0.75 0.565 0.886 sitting 0.897 0 1 0.897 0.946 0.99 running 0.959 0.008 0.952 0.959 0.955 0.998 walking Weighted Avg. 0.765 0.04 0.797 0.765 0.768 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 90 15 0 0 1 0 0 2 | a = climbingdown 10 100 0 0 0 0 0 4 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 1 1 0 51 5 57 0 0 | d = lying 2 1 0 2 69 54 0 0 | e = standing 0 2 0 16 16 102 0 0 | f = sitting 0 0 1 0 2 12 131 0 | g = running 0 4 0 0 1 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 680 76.4045 % Incorrectly Classified Instances 210 23.5955 % Kappa statistic 0.7256 Mean absolute error 0.0752 Root mean squared error 0.2037 Relative absolute error 34.8891 % Root relative squared error 62.0697 % Total Number of Instances 890 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.029 0.805 0.88 0.841 0.978 climbingdown 0.825 0.019 0.862 0.825 0.843 0.987 climbingup 0.9 0.002 0.9 0.9 0.9 1 jumping 0.313 0.009 0.837 0.313 0.456 0.953 lying 0.625 0.039 0.727 0.625 0.672 0.93 standing 0.794 0.166 0.464 0.794 0.585 0.898 sitting 0.932 0.004 0.978 0.932 0.954 0.987 running 0.919 0.007 0.958 0.919 0.938 0.977 walking Weighted Avg. 0.764 0.04 0.805 0.764 0.761 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 95 10 0 0 0 0 0 3 | a = climbingdown 17 94 0 0 1 0 0 2 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 0 0 36 7 71 1 0 | d = lying 0 0 0 0 80 48 0 0 | e = standing 0 0 0 7 21 108 0 0 | f = sitting 0 1 2 0 1 6 136 0 | g = running 6 4 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 666 74.8315 % Incorrectly Classified Instances 224 25.1685 % Kappa statistic 0.7072 Mean absolute error 0.0743 Root mean squared error 0.2089 Relative absolute error 34.4852 % Root relative squared error 63.6509 % Total Number of Instances 890 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.898 0.036 0.776 0.898 0.833 0.987 climbingdown 0.754 0.013 0.896 0.754 0.819 0.989 climbingup 0.8 0.002 0.889 0.8 0.842 0.999 jumping 0.287 0.012 0.786 0.287 0.42 0.946 lying 0.75 0.079 0.615 0.75 0.676 0.942 standing 0.596 0.114 0.485 0.596 0.535 0.888 sitting 0.952 0.034 0.848 0.952 0.897 0.989 running 0.959 0.005 0.967 0.959 0.963 0.986 walking Weighted Avg. 0.748 0.043 0.766 0.748 0.738 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 97 9 0 0 1 0 0 1 | a = climbingdown 25 86 0 0 1 1 0 1 | b = climbingup 0 0 16 0 0 0 4 0 | c = jumping 1 0 0 33 14 65 2 0 | d = lying 0 0 0 0 96 19 12 1 | e = standing 0 0 0 9 40 81 6 0 | f = sitting 0 0 1 0 4 1 139 1 | g = running 2 1 1 0 0 0 1 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 682 76.6292 % Incorrectly Classified Instances 208 23.3708 % Kappa statistic 0.7284 Mean absolute error 0.0753 Root mean squared error 0.2041 Relative absolute error 34.9369 % Root relative squared error 62.1831 % Total Number of Instances 890 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.926 0.035 0.787 0.926 0.851 0.987 climbingdown 0.763 0.009 0.926 0.763 0.837 0.982 climbingup 0.9 0.001 0.947 0.9 0.923 0.998 jumping 0.4 0.01 0.852 0.4 0.544 0.965 lying 0.797 0.096 0.583 0.797 0.673 0.936 standing 0.596 0.109 0.497 0.596 0.542 0.885 sitting 0.897 0.004 0.978 0.897 0.936 0.976 running 0.951 0.009 0.944 0.951 0.947 0.976 walking Weighted Avg. 0.766 0.039 0.796 0.766 0.766 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 100 6 0 0 1 0 1 0 | a = climbingdown 20 87 0 0 1 0 0 6 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 1 0 0 46 13 55 0 0 | d = lying 0 1 0 0 102 24 0 1 | e = standing 0 0 0 7 48 81 0 0 | f = sitting 1 0 1 1 9 3 131 0 | g = running 5 0 0 0 1 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 660 74.1573 % Incorrectly Classified Instances 230 25.8427 % Kappa statistic 0.6993 Mean absolute error 0.0794 Root mean squared error 0.2102 Relative absolute error 36.8386 % Root relative squared error 64.0539 % Total Number of Instances 890 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.944 0.033 0.797 0.944 0.864 0.988 climbingdown 0.781 0.01 0.918 0.781 0.844 0.986 climbingup 0.85 0.001 0.944 0.85 0.895 0.998 jumping 0.267 0.009 0.816 0.267 0.403 0.929 lying 0.5 0.034 0.711 0.5 0.587 0.925 standing 0.868 0.206 0.432 0.868 0.577 0.877 sitting 0.836 0.008 0.953 0.836 0.891 0.98 running 0.959 0.001 0.992 0.959 0.975 0.99 walking Weighted Avg. 0.742 0.044 0.802 0.742 0.738 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 102 5 0 0 0 0 1 0 | a = climbingdown 23 89 0 0 0 1 0 1 | b = climbingup 0 0 17 0 0 0 3 0 | c = jumping 0 1 0 31 5 79 0 0 | d = lying 0 1 0 1 64 61 1 0 | e = standing 0 1 0 6 11 118 0 0 | f = sitting 0 0 1 0 9 14 122 0 | g = running 3 0 0 0 1 0 1 117 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 14 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 653 78.7696 % Incorrectly Classified Instances 176 21.2304 % Kappa statistic 0.7512 Mean absolute error 0.0608 Root mean squared error 0.1896 Relative absolute error 28.4571 % Root relative squared error 58.0184 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.021 0.704 0.679 0.691 0.982 climbingdown 0.822 0.03 0.79 0.822 0.806 0.983 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.942 0.025 0.864 0.942 0.901 0.991 lying 0.368 0.047 0.582 0.368 0.451 0.918 standing 0.701 0.124 0.563 0.701 0.624 0.908 sitting 0.992 0 1 0.992 0.996 1 running 0.947 0.003 0.984 0.947 0.965 0.988 walking Weighted Avg. 0.788 0.039 0.787 0.788 0.782 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 38 17 1 0 0 0 0 0 | a = climbingdown 15 83 0 0 1 0 0 2 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 114 0 7 0 0 | d = lying 1 0 0 2 46 76 0 0 | e = standing 0 0 0 16 30 108 0 0 | f = sitting 0 0 0 0 1 0 121 0 | g = running 0 5 0 0 1 1 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 681 82.1472 % Incorrectly Classified Instances 148 17.8528 % Kappa statistic 0.7905 Mean absolute error 0.0576 Root mean squared error 0.1706 Relative absolute error 26.9803 % Root relative squared error 52.2115 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.571 0.014 0.744 0.571 0.646 0.982 climbingdown 0.901 0.034 0.784 0.901 0.839 0.989 climbingup 0.889 0 1 0.889 0.941 1 jumping 0.909 0.01 0.94 0.909 0.924 0.993 lying 0.532 0.048 0.66 0.532 0.589 0.943 standing 0.748 0.101 0.63 0.748 0.684 0.936 sitting 0.992 0.004 0.976 0.992 0.984 0.993 running 0.977 0 1 0.977 0.989 0.993 walking Weighted Avg. 0.821 0.033 0.824 0.821 0.819 0.974 === Confusion Matrix === a b c d e f g h <-- classified as 32 24 0 0 0 0 0 0 | a = climbingdown 10 91 0 0 0 0 0 0 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 110 0 11 0 0 | d = lying 0 0 0 1 66 57 0 0 | e = standing 0 0 0 6 33 116 0 0 | f = sitting 1 0 0 0 0 0 121 0 | g = running 0 1 0 0 1 0 1 129 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 676 81.544 % Incorrectly Classified Instances 153 18.456 % Kappa statistic 0.7838 Mean absolute error 0.06 Root mean squared error 0.1771 Relative absolute error 28.0892 % Root relative squared error 54.2038 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.018 0.75 0.75 0.75 0.983 climbingdown 0.822 0.03 0.79 0.822 0.806 0.977 climbingup 0.889 0 1 0.889 0.941 1 jumping 0.893 0.003 0.982 0.893 0.935 0.986 lying 0.621 0.067 0.621 0.621 0.621 0.942 standing 0.684 0.092 0.631 0.684 0.656 0.924 sitting 0.975 0.003 0.983 0.975 0.979 0.988 running 0.947 0.006 0.969 0.947 0.958 0.989 walking Weighted Avg. 0.815 0.034 0.822 0.815 0.818 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 42 14 0 0 0 0 0 0 | a = climbingdown 13 83 0 0 0 0 1 4 | b = climbingup 0 1 16 0 0 0 1 0 | c = jumping 0 0 0 108 1 12 0 0 | d = lying 0 0 0 0 77 47 0 0 | e = standing 1 1 0 2 45 106 0 0 | f = sitting 0 1 0 0 1 1 119 0 | g = running 0 5 0 0 0 2 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 656 79.1315 % Incorrectly Classified Instances 173 20.8685 % Kappa statistic 0.7546 Mean absolute error 0.0658 Root mean squared error 0.1926 Relative absolute error 30.8155 % Root relative squared error 58.9478 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.022 0.667 0.618 0.642 0.972 climbingdown 0.812 0.032 0.781 0.812 0.796 0.967 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.868 0.006 0.963 0.868 0.913 0.99 lying 0.352 0.036 0.638 0.352 0.454 0.931 standing 0.839 0.151 0.56 0.839 0.672 0.915 sitting 0.976 0.001 0.992 0.976 0.984 0.983 running 0.947 0.001 0.992 0.947 0.969 0.978 walking Weighted Avg. 0.791 0.04 0.807 0.791 0.787 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 34 20 0 0 0 1 0 0 | a = climbingdown 16 82 0 0 1 1 0 1 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 105 0 16 0 0 | d = lying 0 0 0 0 44 81 0 0 | e = standing 0 0 0 3 22 130 0 0 | f = sitting 0 0 0 0 1 2 120 0 | g = running 1 3 0 1 1 1 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 668 80.579 % Incorrectly Classified Instances 161 19.421 % Kappa statistic 0.7719 Mean absolute error 0.0614 Root mean squared error 0.1829 Relative absolute error 28.7638 % Root relative squared error 55.9575 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.014 0.771 0.673 0.718 0.983 climbingdown 0.832 0.029 0.8 0.832 0.816 0.978 climbingup 1 0 1 1 1 1 jumping 0.942 0.01 0.942 0.942 0.942 0.988 lying 0.36 0.044 0.592 0.36 0.448 0.925 standing 0.774 0.128 0.583 0.774 0.665 0.915 sitting 0.992 0.001 0.992 0.992 0.992 0.999 running 0.977 0.006 0.97 0.977 0.973 0.998 walking Weighted Avg. 0.806 0.038 0.806 0.806 0.799 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 37 18 0 0 0 0 0 0 | a = climbingdown 11 84 0 0 1 0 1 4 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 114 0 7 0 0 | d = lying 0 0 0 1 45 79 0 0 | e = standing 0 0 0 6 29 120 0 0 | f = sitting 0 0 0 0 1 0 122 0 | g = running 0 3 0 0 0 0 0 128 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 667 80.4584 % Incorrectly Classified Instances 162 19.5416 % Kappa statistic 0.7706 Mean absolute error 0.0634 Root mean squared error 0.1879 Relative absolute error 29.6847 % Root relative squared error 57.4889 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.022 0.653 0.582 0.615 0.976 climbingdown 0.824 0.036 0.764 0.824 0.792 0.977 climbingup 0.889 0 1 0.889 0.941 1 jumping 0.876 0.007 0.955 0.876 0.914 0.975 lying 0.488 0.048 0.642 0.488 0.555 0.922 standing 0.773 0.113 0.61 0.773 0.682 0.917 sitting 0.976 0.001 0.992 0.976 0.984 0.985 running 0.985 0.004 0.977 0.985 0.981 0.994 walking Weighted Avg. 0.805 0.036 0.81 0.805 0.803 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 32 23 0 0 0 0 0 0 | a = climbingdown 15 84 0 0 1 0 0 2 | b = climbingup 0 0 16 1 0 0 1 0 | c = jumping 2 0 0 106 0 12 0 1 | d = lying 0 3 0 0 61 61 0 0 | e = standing 0 0 0 4 31 119 0 0 | f = sitting 0 0 0 0 1 2 120 0 | g = running 0 0 0 0 1 1 0 129 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 671 80.9409 % Incorrectly Classified Instances 158 19.0591 % Kappa statistic 0.7767 Mean absolute error 0.0619 Root mean squared error 0.1824 Relative absolute error 28.9704 % Root relative squared error 55.8096 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.026 0.63 0.618 0.624 0.932 climbingdown 0.784 0.039 0.741 0.784 0.762 0.973 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.942 0.014 0.919 0.942 0.931 0.99 lying 0.528 0.045 0.673 0.528 0.592 0.935 standing 0.734 0.095 0.638 0.734 0.683 0.925 sitting 0.992 0.001 0.992 0.992 0.992 0.992 running 0.954 0.004 0.977 0.954 0.965 0.993 walking Weighted Avg. 0.809 0.034 0.81 0.809 0.808 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 34 21 0 0 0 0 0 0 | a = climbingdown 19 80 0 0 1 0 0 2 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 114 0 6 0 0 | d = lying 0 1 0 1 66 57 0 0 | e = standing 0 0 0 9 31 113 0 1 | f = sitting 0 1 0 0 0 0 122 0 | g = running 1 4 0 0 0 1 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 664 80.0965 % Incorrectly Classified Instances 165 19.9035 % Kappa statistic 0.7667 Mean absolute error 0.0608 Root mean squared error 0.1857 Relative absolute error 28.4794 % Root relative squared error 56.8193 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.022 0.667 0.618 0.642 0.97 climbingdown 0.804 0.034 0.766 0.804 0.785 0.974 climbingup 1 0 1 1 1 1 jumping 0.967 0.023 0.88 0.967 0.921 0.984 lying 0.424 0.043 0.639 0.424 0.51 0.935 standing 0.727 0.105 0.612 0.727 0.665 0.916 sitting 0.976 0 1 0.976 0.988 0.983 running 0.977 0.009 0.955 0.977 0.966 0.997 walking Weighted Avg. 0.801 0.036 0.798 0.801 0.795 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 34 20 0 0 0 0 0 1 | a = climbingdown 15 82 0 0 1 0 0 4 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 117 1 2 0 1 | d = lying 0 2 0 1 53 69 0 0 | e = standing 2 0 0 15 25 112 0 0 | f = sitting 0 0 0 0 3 0 120 0 | g = running 0 3 0 0 0 0 0 128 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 657 79.2521 % Incorrectly Classified Instances 172 20.7479 % Kappa statistic 0.7571 Mean absolute error 0.0609 Root mean squared error 0.1889 Relative absolute error 28.481 % Root relative squared error 57.7768 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.027 0.656 0.727 0.69 0.973 climbingdown 0.784 0.029 0.792 0.784 0.788 0.979 climbingup 0.895 0 1 0.895 0.944 0.978 jumping 0.95 0.03 0.846 0.95 0.895 0.983 lying 0.432 0.045 0.628 0.432 0.512 0.935 standing 0.688 0.108 0.592 0.688 0.637 0.913 sitting 0.984 0.001 0.992 0.984 0.988 0.989 running 0.954 0.004 0.977 0.954 0.965 0.982 walking Weighted Avg. 0.793 0.038 0.792 0.793 0.788 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 40 15 0 0 0 0 0 0 | a = climbingdown 19 80 0 0 0 0 0 3 | b = climbingup 0 1 17 0 0 0 1 0 | c = jumping 1 0 0 115 3 2 0 0 | d = lying 0 0 0 1 54 70 0 0 | e = standing 0 1 0 20 27 106 0 0 | f = sitting 0 1 0 0 0 1 120 0 | g = running 1 3 0 0 2 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 674 81.3028 % Incorrectly Classified Instances 155 18.6972 % Kappa statistic 0.7805 Mean absolute error 0.0604 Root mean squared error 0.1783 Relative absolute error 28.2854 % Root relative squared error 54.556 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.014 0.756 0.607 0.673 0.977 climbingdown 0.832 0.043 0.73 0.832 0.778 0.953 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.934 0.008 0.95 0.934 0.942 0.989 lying 0.416 0.033 0.693 0.416 0.52 0.932 standing 0.831 0.12 0.612 0.831 0.705 0.932 sitting 0.984 0 1 0.984 0.992 0.995 running 0.954 0.004 0.977 0.954 0.965 0.995 walking Weighted Avg. 0.813 0.035 0.821 0.813 0.808 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 34 22 0 0 0 0 0 0 | a = climbingdown 10 84 0 0 3 1 0 3 | b = climbingup 0 1 18 0 0 0 0 0 | c = jumping 0 1 0 113 0 7 0 0 | d = lying 0 1 0 0 52 72 0 0 | e = standing 0 2 0 6 18 128 0 0 | f = sitting 0 0 0 0 1 1 120 0 | g = running 1 4 0 0 1 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 528 67.6056 % Incorrectly Classified Instances 253 32.3944 % Kappa statistic 0.6232 Mean absolute error 0.0839 Root mean squared error 0.2231 Relative absolute error 39.2257 % Root relative squared error 68.231 % Total Number of Instances 781 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.875 0.038 0.6 0.875 0.712 0.969 climbingdown 0.661 0.016 0.871 0.661 0.751 0.946 climbingup 0.944 0.001 0.944 0.944 0.944 0.999 jumping 0.016 0 1 0.016 0.031 0.97 lying 0.426 0.026 0.742 0.426 0.541 0.922 standing 0.94 0.283 0.367 0.94 0.528 0.917 sitting 0.973 0.009 0.948 0.973 0.96 0.981 running 0.94 0.003 0.984 0.94 0.962 0.994 walking Weighted Avg. 0.676 0.052 0.813 0.676 0.639 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 42 4 0 0 1 1 0 0 | a = climbingdown 27 74 1 0 6 1 1 2 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 1 0 0 2 2 121 0 0 | d = lying 0 2 0 0 49 63 1 0 | e = standing 0 0 0 0 7 109 0 0 | f = sitting 0 0 0 0 1 2 109 0 | g = running 0 5 0 0 0 0 3 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 552 70.6786 % Incorrectly Classified Instances 229 29.3214 % Kappa statistic 0.6581 Mean absolute error 0.0815 Root mean squared error 0.209 Relative absolute error 38.0939 % Root relative squared error 63.9089 % Total Number of Instances 781 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.023 0.691 0.792 0.738 0.968 climbingdown 0.813 0.025 0.843 0.813 0.827 0.982 climbingup 0.833 0.001 0.938 0.833 0.882 0.992 jumping 0.111 0 1 0.111 0.2 0.97 lying 0.452 0.02 0.8 0.452 0.578 0.937 standing 0.94 0.259 0.388 0.94 0.549 0.928 sitting 0.964 0.003 0.982 0.964 0.973 0.991 running 0.933 0.011 0.947 0.933 0.94 0.98 walking Weighted Avg. 0.707 0.049 0.825 0.707 0.684 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 38 8 0 0 1 1 0 0 | a = climbingdown 15 91 0 0 0 0 0 6 | b = climbingup 0 0 15 0 0 0 2 1 | c = jumping 0 1 0 14 3 108 0 0 | d = lying 0 2 0 0 52 61 0 0 | e = standing 0 0 0 0 7 109 0 0 | f = sitting 0 1 1 0 1 1 108 0 | g = running 2 5 0 0 1 1 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 631 80.8974 % Incorrectly Classified Instances 149 19.1026 % Kappa statistic 0.7766 Mean absolute error 0.0627 Root mean squared error 0.1941 Relative absolute error 29.3198 % Root relative squared error 59.3682 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.018 0.711 0.667 0.688 0.96 climbingdown 0.829 0.039 0.78 0.829 0.803 0.966 climbingup 1 0.004 0.857 1 0.923 0.999 jumping 0.944 0.06 0.753 0.944 0.838 0.975 lying 0.496 0.02 0.814 0.496 0.616 0.941 standing 0.716 0.075 0.624 0.716 0.667 0.923 sitting 0.973 0.001 0.991 0.973 0.982 0.986 running 0.903 0.006 0.968 0.903 0.934 0.971 walking Weighted Avg. 0.809 0.032 0.818 0.809 0.805 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 32 15 0 0 1 0 0 0 | a = climbingdown 12 92 1 0 0 2 0 4 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 119 2 4 1 0 | d = lying 0 1 0 16 57 41 0 0 | e = standing 1 0 1 23 8 83 0 0 | f = sitting 0 0 1 0 1 1 109 0 | g = running 0 10 0 0 1 2 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 648 83.0769 % Incorrectly Classified Instances 132 16.9231 % Kappa statistic 0.8023 Mean absolute error 0.0661 Root mean squared error 0.1845 Relative absolute error 30.8996 % Root relative squared error 56.4098 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.023 0.646 0.646 0.646 0.968 climbingdown 0.802 0.043 0.754 0.802 0.777 0.97 climbingup 1 0 1 1 1 1 jumping 0.835 0.005 0.972 0.835 0.898 0.95 lying 0.696 0.057 0.678 0.696 0.687 0.933 standing 0.776 0.063 0.682 0.776 0.726 0.938 sitting 0.982 0 1 0.982 0.991 1 running 0.932 0.005 0.976 0.932 0.954 0.982 walking Weighted Avg. 0.831 0.027 0.84 0.831 0.834 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 31 17 0 0 0 0 0 0 | a = climbingdown 14 89 0 0 4 1 0 3 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 106 8 12 0 0 | d = lying 0 8 0 0 80 27 0 0 | e = standing 1 0 0 3 22 90 0 0 | f = sitting 0 0 0 0 1 1 110 0 | g = running 1 4 0 0 3 1 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 628 80.5128 % Incorrectly Classified Instances 152 19.4872 % Kappa statistic 0.7723 Mean absolute error 0.0624 Root mean squared error 0.1912 Relative absolute error 29.1724 % Root relative squared error 58.4716 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.776 0.025 0.679 0.776 0.724 0.965 climbingdown 0.775 0.039 0.768 0.775 0.771 0.961 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.921 0.058 0.755 0.921 0.83 0.952 lying 0.535 0.03 0.753 0.535 0.626 0.942 standing 0.664 0.062 0.653 0.664 0.658 0.938 sitting 0.964 0 1 0.964 0.982 0.979 running 0.925 0.012 0.939 0.925 0.932 0.977 walking Weighted Avg. 0.805 0.032 0.807 0.805 0.802 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 38 10 0 0 0 0 0 1 | a = climbingdown 17 86 0 0 1 1 0 6 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 4 0 117 3 2 0 0 | d = lying 0 2 0 15 61 36 0 0 | e = standing 0 3 0 23 12 77 0 1 | f = sitting 0 0 1 0 2 1 108 0 | g = running 0 7 0 0 2 1 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 629 80.641 % Incorrectly Classified Instances 151 19.359 % Kappa statistic 0.7734 Mean absolute error 0.0614 Root mean squared error 0.1928 Relative absolute error 28.7212 % Root relative squared error 58.9576 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.014 0.783 0.735 0.758 0.984 climbingdown 0.865 0.042 0.774 0.865 0.817 0.978 climbingup 0.882 0 1 0.882 0.938 0.998 jumping 0.898 0.072 0.708 0.898 0.792 0.942 lying 0.57 0.036 0.73 0.57 0.64 0.936 standing 0.647 0.047 0.708 0.647 0.676 0.943 sitting 0.991 0.006 0.966 0.991 0.978 0.993 running 0.872 0.011 0.943 0.872 0.906 0.967 walking Weighted Avg. 0.806 0.033 0.809 0.806 0.804 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 36 13 0 0 0 0 0 0 | a = climbingdown 8 96 0 0 1 0 0 6 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 1 0 114 8 3 1 0 | d = lying 0 1 0 19 65 28 0 1 | e = standing 1 1 0 28 11 75 0 0 | f = sitting 0 0 0 0 1 0 112 0 | g = running 1 12 0 0 3 0 1 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 643 82.4359 % Incorrectly Classified Instances 137 17.5641 % Kappa statistic 0.7944 Mean absolute error 0.0572 Root mean squared error 0.1836 Relative absolute error 26.7436 % Root relative squared error 56.1478 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.625 0.019 0.682 0.625 0.652 0.957 climbingdown 0.795 0.039 0.774 0.795 0.784 0.962 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.945 0.035 0.839 0.945 0.889 0.966 lying 0.553 0.039 0.708 0.553 0.621 0.931 standing 0.759 0.062 0.682 0.759 0.718 0.949 sitting 1 0.001 0.991 1 0.996 0.999 running 0.932 0.009 0.954 0.932 0.943 0.98 walking Weighted Avg. 0.824 0.029 0.823 0.824 0.821 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 30 16 0 0 2 0 0 0 | a = climbingdown 12 89 0 0 5 0 0 6 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 1 1 0 120 1 4 0 0 | d = lying 0 1 0 12 63 37 1 0 | e = standing 0 0 0 11 17 88 0 0 | f = sitting 0 0 0 0 0 0 113 0 | g = running 0 8 0 0 1 0 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 626 80.2564 % Incorrectly Classified Instances 154 19.7436 % Kappa statistic 0.7691 Mean absolute error 0.0597 Root mean squared error 0.1895 Relative absolute error 27.9095 % Root relative squared error 57.9455 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.018 0.69 0.604 0.644 0.979 climbingdown 0.777 0.046 0.737 0.777 0.757 0.968 climbingup 1 0.004 0.857 1 0.923 0.998 jumping 0.913 0.049 0.782 0.913 0.842 0.956 lying 0.553 0.027 0.778 0.553 0.646 0.956 standing 0.724 0.075 0.627 0.724 0.672 0.943 sitting 0.956 0 1 0.956 0.977 0.99 running 0.917 0.011 0.946 0.917 0.931 0.987 walking Weighted Avg. 0.803 0.033 0.808 0.803 0.8 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 29 18 0 0 1 0 0 0 | a = climbingdown 13 87 1 0 1 3 0 7 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 1 115 4 4 0 0 | d = lying 0 0 0 10 63 41 0 0 | e = standing 0 1 0 22 9 84 0 0 | f = sitting 0 0 1 0 3 1 108 0 | g = running 0 10 0 0 0 1 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 615 78.8462 % Incorrectly Classified Instances 165 21.1538 % Kappa statistic 0.7525 Mean absolute error 0.0628 Root mean squared error 0.1982 Relative absolute error 29.3547 % Root relative squared error 60.6045 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.542 0.018 0.667 0.542 0.598 0.948 climbingdown 0.839 0.051 0.734 0.839 0.783 0.965 climbingup 1 0.003 0.9 1 0.947 0.999 jumping 0.897 0.054 0.764 0.897 0.825 0.936 lying 0.614 0.06 0.636 0.614 0.625 0.94 standing 0.569 0.057 0.635 0.569 0.6 0.929 sitting 0.973 0 1 0.973 0.987 0.998 running 0.887 0.005 0.975 0.887 0.929 0.971 walking Weighted Avg. 0.788 0.035 0.789 0.788 0.786 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 26 19 0 0 3 0 0 0 | a = climbingdown 10 94 1 0 4 0 0 3 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 2 2 0 113 5 4 0 0 | d = lying 0 1 0 10 70 33 0 0 | e = standing 0 0 0 25 25 66 0 0 | f = sitting 0 0 0 0 2 1 110 0 | g = running 1 12 1 0 1 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 619 79.359 % Incorrectly Classified Instances 161 20.641 % Kappa statistic 0.7585 Mean absolute error 0.0628 Root mean squared error 0.1985 Relative absolute error 29.3431 % Root relative squared error 60.7111 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.025 0.654 0.708 0.68 0.979 climbingdown 0.75 0.031 0.8 0.75 0.774 0.968 climbingup 0.944 0 1 0.944 0.971 0.989 jumping 0.913 0.09 0.661 0.913 0.767 0.967 lying 0.565 0.032 0.756 0.565 0.647 0.94 standing 0.569 0.053 0.653 0.569 0.608 0.915 sitting 0.991 0 1 0.991 0.996 0.997 running 0.955 0.011 0.948 0.955 0.951 0.985 walking Weighted Avg. 0.794 0.035 0.799 0.794 0.79 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 34 14 0 0 0 0 0 0 | a = climbingdown 18 84 0 0 2 2 0 6 | b = climbingup 0 1 17 0 0 0 0 0 | c = jumping 0 0 0 115 3 8 0 0 | d = lying 0 2 0 22 65 25 0 1 | e = standing 0 0 0 37 13 66 0 0 | f = sitting 0 0 0 0 1 0 111 0 | g = running 0 4 0 0 2 0 0 127 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 677 83.1695 % Incorrectly Classified Instances 137 16.8305 % Kappa statistic 0.8033 Mean absolute error 0.0556 Root mean squared error 0.1758 Relative absolute error 26.0017 % Root relative squared error 53.7677 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.034 0.581 0.692 0.632 0.961 climbingdown 0.703 0.026 0.813 0.703 0.754 0.959 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.893 0.001 0.991 0.893 0.939 0.974 lying 0.78 0.073 0.692 0.78 0.733 0.948 standing 0.692 0.05 0.703 0.692 0.697 0.955 sitting 0.984 0.001 0.992 0.984 0.988 0.993 running 0.961 0.009 0.954 0.961 0.958 0.988 walking Weighted Avg. 0.832 0.028 0.839 0.832 0.834 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 36 14 0 0 1 0 0 1 | a = climbingdown 25 78 0 0 3 0 0 5 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 1 108 5 6 1 0 | d = lying 1 2 0 0 110 28 0 0 | e = standing 0 0 0 1 36 83 0 0 | f = sitting 0 0 0 0 2 0 121 0 | g = running 0 2 0 0 2 1 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 683 83.9066 % Incorrectly Classified Instances 131 16.0934 % Kappa statistic 0.8118 Mean absolute error 0.0522 Root mean squared error 0.171 Relative absolute error 24.4317 % Root relative squared error 52.2996 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.03 0.596 0.654 0.624 0.968 climbingdown 0.777 0.028 0.813 0.777 0.795 0.977 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.959 0.017 0.906 0.959 0.932 0.984 lying 0.83 0.073 0.705 0.83 0.762 0.955 standing 0.542 0.033 0.739 0.542 0.625 0.934 sitting 0.984 0.003 0.984 0.984 0.984 0.994 running 0.984 0.001 0.992 0.984 0.988 0.986 walking Weighted Avg. 0.839 0.027 0.84 0.839 0.836 0.972 === Confusion Matrix === a b c d e f g h <-- classified as 34 15 0 0 2 0 0 1 | a = climbingdown 21 87 1 0 3 0 0 0 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 116 1 3 1 0 | d = lying 1 1 0 4 117 18 0 0 | e = standing 0 3 0 8 43 65 1 0 | f = sitting 1 1 0 0 0 0 121 0 | g = running 0 0 0 0 0 2 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 666 81.8182 % Incorrectly Classified Instances 148 18.1818 % Kappa statistic 0.7874 Mean absolute error 0.0571 Root mean squared error 0.1829 Relative absolute error 26.7123 % Root relative squared error 55.9351 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.018 0.708 0.654 0.68 0.969 climbingdown 0.821 0.03 0.814 0.821 0.818 0.968 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.893 0.026 0.857 0.893 0.874 0.968 lying 0.66 0.061 0.694 0.66 0.676 0.93 standing 0.658 0.073 0.608 0.658 0.632 0.925 sitting 0.967 0 1 0.967 0.983 0.995 running 0.969 0.003 0.984 0.969 0.976 0.982 walking Weighted Avg. 0.818 0.031 0.82 0.818 0.819 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 34 16 0 0 1 0 0 1 | a = climbingdown 13 92 0 0 4 2 0 1 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 0 108 4 7 0 0 | d = lying 1 2 0 5 93 40 0 0 | e = standing 0 0 0 13 28 79 0 0 | f = sitting 0 0 1 0 3 0 119 0 | g = running 0 1 0 0 1 2 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 661 81.2039 % Incorrectly Classified Instances 153 18.7961 % Kappa statistic 0.7801 Mean absolute error 0.0579 Root mean squared error 0.1804 Relative absolute error 27.088 % Root relative squared error 55.1828 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.547 0.021 0.644 0.547 0.592 0.961 climbingdown 0.795 0.036 0.781 0.795 0.788 0.973 climbingup 1 0 1 1 1 1 jumping 0.884 0.013 0.922 0.884 0.903 0.982 lying 0.657 0.061 0.692 0.657 0.674 0.945 standing 0.686 0.075 0.615 0.686 0.648 0.937 sitting 0.967 0 1 0.967 0.983 0.99 running 0.984 0.015 0.926 0.984 0.955 0.992 walking Weighted Avg. 0.812 0.032 0.813 0.812 0.812 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 29 21 0 0 0 0 0 3 | a = climbingdown 15 89 0 0 1 0 0 7 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 107 3 10 0 0 | d = lying 1 2 0 4 92 41 0 0 | e = standing 0 0 0 5 33 83 0 0 | f = sitting 0 0 0 0 4 0 118 0 | g = running 0 1 0 0 0 1 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 673 82.6781 % Incorrectly Classified Instances 141 17.3219 % Kappa statistic 0.7975 Mean absolute error 0.0549 Root mean squared error 0.1769 Relative absolute error 25.6539 % Root relative squared error 54.0996 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.026 0.615 0.604 0.61 0.965 climbingdown 0.786 0.031 0.8 0.786 0.793 0.975 climbingup 0.941 0 1 0.941 0.97 0.946 jumping 0.975 0.014 0.922 0.975 0.948 0.997 lying 0.686 0.056 0.716 0.686 0.701 0.947 standing 0.669 0.065 0.643 0.669 0.656 0.929 sitting 0.951 0 1 0.951 0.975 0.984 running 0.984 0.009 0.955 0.984 0.969 1 walking Weighted Avg. 0.827 0.029 0.827 0.827 0.826 0.971 === Confusion Matrix === a b c d e f g h <-- classified as 32 18 0 0 1 0 0 2 | a = climbingdown 18 88 0 0 2 0 0 4 | b = climbingup 0 1 16 0 0 0 0 0 | c = jumping 0 0 0 118 0 3 0 0 | d = lying 0 0 0 2 96 42 0 0 | e = standing 1 1 0 8 30 81 0 0 | f = sitting 1 0 0 0 5 0 116 0 | g = running 0 2 0 0 0 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 667 81.941 % Incorrectly Classified Instances 147 18.059 % Kappa statistic 0.7889 Mean absolute error 0.0562 Root mean squared error 0.1841 Relative absolute error 26.2752 % Root relative squared error 56.2952 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.024 0.673 0.698 0.685 0.967 climbingdown 0.777 0.03 0.806 0.777 0.791 0.972 climbingup 1 0 1 1 1 1 jumping 0.959 0.023 0.879 0.959 0.917 0.981 lying 0.679 0.065 0.683 0.679 0.681 0.938 standing 0.612 0.062 0.632 0.612 0.622 0.923 sitting 0.943 0 1 0.943 0.97 0.981 running 0.984 0.007 0.962 0.984 0.973 0.992 walking Weighted Avg. 0.819 0.031 0.819 0.819 0.819 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 37 16 0 0 0 0 0 0 | a = climbingdown 18 87 0 0 2 0 0 5 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 116 2 2 0 0 | d = lying 0 1 0 4 95 40 0 0 | e = standing 0 1 0 12 34 74 0 0 | f = sitting 0 2 0 0 5 0 115 0 | g = running 0 0 0 0 1 1 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 661 81.2039 % Incorrectly Classified Instances 153 18.7961 % Kappa statistic 0.7807 Mean absolute error 0.0557 Root mean squared error 0.1844 Relative absolute error 26.0549 % Root relative squared error 56.4064 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.736 0.028 0.65 0.736 0.69 0.964 climbingdown 0.802 0.024 0.84 0.802 0.82 0.979 climbingup 1 0 1 1 1 1 jumping 0.926 0.019 0.897 0.926 0.911 0.986 lying 0.546 0.046 0.713 0.546 0.618 0.943 standing 0.692 0.099 0.546 0.692 0.61 0.916 sitting 0.975 0 1 0.975 0.988 0.982 running 0.969 0.003 0.984 0.969 0.976 0.991 walking Weighted Avg. 0.812 0.031 0.821 0.812 0.813 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 39 13 0 0 1 0 0 0 | a = climbingdown 19 89 0 0 1 0 0 2 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 113 1 7 0 0 | d = lying 1 0 0 3 77 60 0 0 | e = standing 0 1 0 10 26 83 0 0 | f = sitting 0 1 0 0 1 1 119 0 | g = running 0 2 0 0 1 1 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 673 82.6781 % Incorrectly Classified Instances 141 17.3219 % Kappa statistic 0.7973 Mean absolute error 0.0555 Root mean squared error 0.1773 Relative absolute error 25.9737 % Root relative squared error 54.2315 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.509 0.022 0.614 0.509 0.557 0.968 climbingdown 0.811 0.043 0.75 0.811 0.779 0.972 climbingup 0.882 0 1 0.882 0.938 1 jumping 0.926 0.014 0.919 0.926 0.922 0.978 lying 0.688 0.052 0.735 0.688 0.711 0.95 standing 0.717 0.059 0.677 0.717 0.696 0.946 sitting 0.975 0.004 0.975 0.975 0.975 0.991 running 0.984 0.007 0.962 0.984 0.973 1 walking Weighted Avg. 0.827 0.029 0.825 0.827 0.825 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 27 25 0 0 0 0 0 1 | a = climbingdown 15 90 0 0 2 0 0 4 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 1 1 0 113 2 4 1 0 | d = lying 0 2 0 5 97 37 0 0 | e = standing 1 0 0 5 28 86 0 0 | f = sitting 0 0 0 0 3 0 119 0 | g = running 0 2 0 0 0 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 673 82.6781 % Incorrectly Classified Instances 141 17.3219 % Kappa statistic 0.7974 Mean absolute error 0.0623 Root mean squared error 0.1843 Relative absolute error 29.1417 % Root relative squared error 56.3623 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.585 0.02 0.674 0.585 0.626 0.962 climbingdown 0.82 0.036 0.784 0.82 0.802 0.977 climbingup 0.941 0 1 0.941 0.97 0.994 jumping 0.91 0.001 0.991 0.91 0.949 0.97 lying 0.66 0.052 0.727 0.66 0.691 0.95 standing 0.775 0.084 0.616 0.775 0.686 0.929 sitting 0.959 0.003 0.983 0.959 0.971 0.98 running 0.945 0.007 0.96 0.945 0.953 0.987 walking Weighted Avg. 0.827 0.029 0.835 0.827 0.829 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 31 18 0 0 2 1 0 1 | a = climbingdown 15 91 0 0 0 1 0 4 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 111 3 6 1 0 | d = lying 0 1 0 0 93 47 0 0 | e = standing 0 0 0 1 26 93 0 0 | f = sitting 0 0 0 0 4 1 117 0 | g = running 0 5 0 0 0 2 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 652 80.0983 % Incorrectly Classified Instances 162 19.9017 % Kappa statistic 0.7676 Mean absolute error 0.0579 Root mean squared error 0.1863 Relative absolute error 27.0773 % Root relative squared error 56.9764 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.528 0.033 0.528 0.528 0.528 0.963 climbingdown 0.748 0.036 0.769 0.748 0.758 0.971 climbingup 1 0.006 0.773 1 0.872 0.998 jumping 0.893 0.012 0.931 0.893 0.911 0.971 lying 0.652 0.064 0.681 0.652 0.667 0.937 standing 0.692 0.076 0.61 0.692 0.648 0.942 sitting 0.943 0 1 0.943 0.971 0.98 running 0.977 0.004 0.977 0.977 0.977 0.988 walking Weighted Avg. 0.801 0.032 0.806 0.801 0.803 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 28 22 0 0 2 0 0 1 | a = climbingdown 24 83 0 0 2 0 0 2 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 1 2 108 3 6 0 0 | d = lying 0 1 1 4 92 43 0 0 | e = standing 0 0 0 4 33 83 0 0 | f = sitting 0 0 2 0 3 2 116 0 | g = running 0 1 0 0 0 2 0 125 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 587 75.547 % Incorrectly Classified Instances 190 24.453 % Kappa statistic 0.7145 Mean absolute error 0.0694 Root mean squared error 0.2033 Relative absolute error 32.4425 % Root relative squared error 62.1527 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.449 0.016 0.647 0.449 0.53 0.964 climbingdown 0.878 0.044 0.741 0.878 0.804 0.961 climbingup 0.857 0.001 0.947 0.857 0.9 0.989 jumping 0.236 0.024 0.644 0.236 0.345 0.907 lying 0.717 0.023 0.851 0.717 0.778 0.972 standing 0.911 0.17 0.474 0.911 0.624 0.931 sitting 0.952 0 1 0.952 0.975 0.994 running 0.969 0.005 0.977 0.969 0.973 0.998 walking Weighted Avg. 0.755 0.039 0.785 0.755 0.742 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 22 24 1 0 1 0 0 1 | a = climbingdown 7 86 0 0 3 0 0 2 | b = climbingup 1 2 18 0 0 0 0 0 | c = jumping 0 1 0 29 6 87 0 0 | d = lying 0 0 0 8 86 26 0 0 | e = standing 0 0 0 8 2 102 0 0 | f = sitting 3 1 0 0 2 0 118 0 | g = running 1 2 0 0 1 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 612 78.7645 % Incorrectly Classified Instances 165 21.2355 % Kappa statistic 0.7524 Mean absolute error 0.0651 Root mean squared error 0.1884 Relative absolute error 30.4325 % Root relative squared error 57.6084 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.019 0.72 0.735 0.727 0.974 climbingdown 0.816 0.027 0.816 0.816 0.816 0.965 climbingup 0.9 0.004 0.857 0.9 0.878 0.997 jumping 0.317 0.023 0.722 0.317 0.441 0.932 lying 0.793 0.018 0.889 0.793 0.838 0.985 standing 0.902 0.146 0.51 0.902 0.652 0.936 sitting 0.944 0.005 0.975 0.944 0.959 0.976 running 0.962 0.005 0.977 0.962 0.969 0.994 walking Weighted Avg. 0.788 0.034 0.816 0.788 0.781 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 36 11 0 0 0 0 2 0 | a = climbingdown 13 80 0 0 1 0 1 3 | b = climbingup 0 2 18 0 0 0 0 0 | c = jumping 0 0 0 39 8 76 0 0 | d = lying 0 0 0 5 96 20 0 0 | e = standing 0 0 0 10 1 101 0 0 | f = sitting 1 2 3 0 1 0 117 0 | g = running 0 3 0 0 1 1 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 616 79.2793 % Incorrectly Classified Instances 161 20.7207 % Kappa statistic 0.7585 Mean absolute error 0.0654 Root mean squared error 0.191 Relative absolute error 30.5327 % Root relative squared error 58.378 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.018 0.74 0.74 0.74 0.979 climbingdown 0.857 0.031 0.8 0.857 0.828 0.971 climbingup 0.9 0.004 0.857 0.9 0.878 0.992 jumping 0.374 0.017 0.807 0.374 0.511 0.93 lying 0.725 0.014 0.906 0.725 0.806 0.973 standing 0.893 0.15 0.5 0.893 0.641 0.929 sitting 0.944 0.003 0.983 0.944 0.963 0.988 running 0.977 0.003 0.984 0.977 0.981 0.996 walking Weighted Avg. 0.793 0.033 0.832 0.793 0.79 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 37 10 0 0 0 0 2 1 | a = climbingdown 11 84 1 0 1 0 0 1 | b = climbingup 0 2 18 0 0 0 0 0 | c = jumping 0 0 0 46 5 72 0 0 | d = lying 0 2 0 3 87 28 0 0 | e = standing 0 2 0 8 2 100 0 0 | f = sitting 2 2 2 0 1 0 117 0 | g = running 0 3 0 0 0 0 0 127 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 606 77.9923 % Incorrectly Classified Instances 171 22.0077 % Kappa statistic 0.7435 Mean absolute error 0.0668 Root mean squared error 0.1933 Relative absolute error 31.222 % Root relative squared error 59.0779 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.028 0.63 0.68 0.654 0.971 climbingdown 0.796 0.028 0.804 0.796 0.8 0.958 climbingup 0.8 0.004 0.842 0.8 0.821 0.963 jumping 0.293 0.02 0.735 0.293 0.419 0.923 lying 0.8 0.014 0.914 0.8 0.853 0.988 standing 0.911 0.152 0.502 0.911 0.648 0.939 sitting 0.96 0.008 0.96 0.96 0.96 0.965 running 0.962 0.002 0.992 0.962 0.977 0.988 walking Weighted Avg. 0.78 0.034 0.813 0.78 0.772 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 34 13 0 0 0 0 3 0 | a = climbingdown 14 78 2 0 1 0 2 1 | b = climbingup 2 2 16 0 0 0 0 0 | c = jumping 0 0 0 36 6 81 0 0 | d = lying 0 0 0 5 96 19 0 0 | e = standing 0 0 0 8 2 102 0 0 | f = sitting 1 3 1 0 0 0 119 0 | g = running 3 1 0 0 0 1 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 610 78.5071 % Incorrectly Classified Instances 167 21.4929 % Kappa statistic 0.7489 Mean absolute error 0.0641 Root mean squared error 0.1953 Relative absolute error 29.9256 % Root relative squared error 59.7023 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.01 0.781 0.5 0.61 0.968 climbingdown 0.897 0.046 0.737 0.897 0.809 0.962 climbingup 0.905 0 1 0.905 0.95 0.955 jumping 0.325 0.023 0.727 0.325 0.449 0.936 lying 0.858 0.037 0.811 0.858 0.834 0.976 standing 0.821 0.123 0.529 0.821 0.643 0.923 sitting 0.968 0.011 0.945 0.968 0.956 0.989 running 0.954 0.002 0.992 0.954 0.973 0.992 walking Weighted Avg. 0.785 0.035 0.803 0.785 0.774 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 25 22 0 0 0 0 3 0 | a = climbingdown 4 87 0 0 2 0 3 1 | b = climbingup 0 2 19 0 0 0 0 0 | c = jumping 0 0 0 40 13 70 0 0 | d = lying 0 0 0 5 103 12 0 0 | e = standing 0 1 0 10 8 92 1 0 | f = sitting 0 3 0 0 1 0 120 0 | g = running 3 3 0 0 0 0 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 594 76.4479 % Incorrectly Classified Instances 183 23.5521 % Kappa statistic 0.7248 Mean absolute error 0.0674 Root mean squared error 0.1998 Relative absolute error 31.4773 % Root relative squared error 61.0744 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.44 0.022 0.579 0.44 0.5 0.969 climbingdown 0.816 0.053 0.69 0.816 0.748 0.971 climbingup 0.667 0.001 0.933 0.667 0.778 0.955 jumping 0.341 0.029 0.689 0.341 0.457 0.92 lying 0.783 0.023 0.862 0.783 0.821 0.977 standing 0.848 0.134 0.516 0.848 0.642 0.922 sitting 0.959 0 1 0.959 0.979 0.992 running 0.992 0.011 0.949 0.992 0.97 0.998 walking Weighted Avg. 0.764 0.037 0.783 0.764 0.756 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 22 25 0 0 0 0 0 3 | a = climbingdown 15 80 1 0 1 0 0 1 | b = climbingup 0 7 14 0 0 0 0 0 | c = jumping 0 0 0 42 8 72 0 1 | d = lying 0 1 0 8 94 17 0 0 | e = standing 0 0 0 11 4 95 0 2 | f = sitting 1 2 0 0 2 0 118 0 | g = running 0 1 0 0 0 0 0 129 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 589 75.8044 % Incorrectly Classified Instances 188 24.1956 % Kappa statistic 0.7178 Mean absolute error 0.0719 Root mean squared error 0.2075 Relative absolute error 33.5948 % Root relative squared error 63.4164 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.52 0.029 0.553 0.52 0.536 0.934 climbingdown 0.776 0.043 0.724 0.776 0.749 0.956 climbingup 0.81 0.004 0.85 0.81 0.829 0.913 jumping 0.472 0.052 0.63 0.472 0.54 0.915 lying 0.642 0.011 0.917 0.642 0.755 0.977 standing 0.848 0.128 0.528 0.848 0.651 0.929 sitting 0.951 0.006 0.967 0.951 0.959 0.987 running 0.946 0.008 0.961 0.946 0.953 0.992 walking Weighted Avg. 0.758 0.038 0.781 0.758 0.758 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 26 18 1 0 1 0 3 1 | a = climbingdown 18 76 1 0 0 0 1 2 | b = climbingup 1 2 17 0 0 0 0 1 | c = jumping 0 1 0 58 5 59 0 0 | d = lying 0 1 0 17 77 25 0 0 | e = standing 0 0 0 16 0 95 0 1 | f = sitting 1 3 1 1 0 0 117 0 | g = running 1 4 0 0 1 1 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 601 77.4485 % Incorrectly Classified Instances 175 22.5515 % Kappa statistic 0.7374 Mean absolute error 0.0641 Root mean squared error 0.2027 Relative absolute error 29.9235 % Root relative squared error 61.9549 % Total Number of Instances 776 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.034 0.59 0.735 0.655 0.958 climbingdown 0.796 0.031 0.788 0.796 0.792 0.966 climbingup 0.857 0 1 0.857 0.923 0.95 jumping 0.187 0.015 0.697 0.187 0.295 0.915 lying 0.85 0.035 0.816 0.85 0.833 0.979 standing 0.91 0.138 0.523 0.91 0.664 0.949 sitting 0.951 0.002 0.992 0.951 0.971 0.991 running 0.962 0.005 0.977 0.962 0.969 0.989 walking Weighted Avg. 0.774 0.035 0.797 0.774 0.754 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 36 11 0 0 0 0 0 2 | a = climbingdown 19 78 0 0 0 0 1 0 | b = climbingup 2 1 18 0 0 0 0 0 | c = jumping 0 0 0 23 20 79 0 1 | d = lying 0 0 0 5 102 13 0 0 | e = standing 0 4 0 5 1 101 0 0 | f = sitting 2 2 0 0 2 0 117 0 | g = running 2 3 0 0 0 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 608 78.3505 % Incorrectly Classified Instances 168 21.6495 % Kappa statistic 0.7482 Mean absolute error 0.0605 Root mean squared error 0.1961 Relative absolute error 28.2817 % Root relative squared error 59.9561 % Total Number of Instances 776 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.03 0.651 0.837 0.732 0.978 climbingdown 0.755 0.018 0.86 0.755 0.804 0.979 climbingup 0.857 0.007 0.783 0.857 0.818 0.921 jumping 0.161 0.014 0.69 0.161 0.261 0.942 lying 0.925 0.035 0.828 0.925 0.874 0.982 standing 0.901 0.14 0.518 0.901 0.658 0.944 sitting 0.951 0.006 0.967 0.951 0.959 0.974 running 0.977 0 1 0.977 0.988 0.999 walking Weighted Avg. 0.784 0.033 0.804 0.784 0.759 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 41 6 1 0 0 0 1 0 | a = climbingdown 20 74 1 1 1 0 1 0 | b = climbingup 1 1 18 0 0 0 1 0 | c = jumping 0 0 0 20 16 88 0 0 | d = lying 0 1 0 3 111 5 0 0 | e = standing 0 1 0 5 5 100 0 0 | f = sitting 1 1 3 0 1 0 117 0 | g = running 0 2 0 0 0 0 1 127 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 589 75.9021 % Incorrectly Classified Instances 187 24.0979 % Kappa statistic 0.7197 Mean absolute error 0.0665 Root mean squared error 0.207 Relative absolute error 31.0818 % Root relative squared error 63.2694 % Total Number of Instances 776 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.043 0.544 0.755 0.632 0.967 climbingdown 0.704 0.025 0.802 0.704 0.75 0.974 climbingup 0.81 0.005 0.81 0.81 0.81 0.91 jumping 0.146 0.008 0.783 0.146 0.247 0.934 lying 0.908 0.047 0.779 0.908 0.838 0.985 standing 0.901 0.138 0.521 0.901 0.66 0.952 sitting 0.927 0.005 0.975 0.927 0.95 0.976 running 0.954 0.006 0.969 0.954 0.961 0.998 walking Weighted Avg. 0.759 0.036 0.795 0.759 0.733 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 37 8 1 0 0 0 2 1 | a = climbingdown 24 69 1 0 0 0 1 3 | b = climbingup 2 2 17 0 0 0 0 0 | c = jumping 0 0 0 18 21 84 0 0 | d = lying 0 0 0 3 109 8 0 0 | e = standing 0 1 0 2 8 100 0 0 | f = sitting 3 3 1 0 2 0 115 0 | g = running 2 3 1 0 0 0 0 124 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 639 82.4516 % Incorrectly Classified Instances 136 17.5484 % Kappa statistic 0.7944 Mean absolute error 0.0563 Root mean squared error 0.1809 Relative absolute error 26.3305 % Root relative squared error 55.3176 % Total Number of Instances 775 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.509 0.021 0.651 0.509 0.571 0.957 climbingdown 0.789 0.049 0.694 0.789 0.739 0.972 climbingup 0.941 0.001 0.941 0.941 0.941 0.998 jumping 0.934 0.014 0.927 0.934 0.931 0.985 lying 0.519 0.024 0.778 0.519 0.622 0.965 standing 0.863 0.087 0.669 0.863 0.753 0.956 sitting 0.966 0.002 0.991 0.966 0.978 0.983 running 0.954 0.008 0.961 0.954 0.958 0.988 walking Weighted Avg. 0.825 0.029 0.83 0.825 0.821 0.974 === Confusion Matrix === a b c d e f g h <-- classified as 28 26 0 0 0 0 0 1 | a = climbingdown 15 75 0 0 1 0 0 4 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 2 0 114 3 3 0 0 | d = lying 0 0 0 0 56 52 0 0 | e = standing 0 1 0 9 8 113 0 0 | f = sitting 0 0 1 0 3 0 113 0 | g = running 0 4 0 0 1 1 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 668 86.1935 % Incorrectly Classified Instances 107 13.8065 % Kappa statistic 0.8384 Mean absolute error 0.0498 Root mean squared error 0.1613 Relative absolute error 23.2599 % Root relative squared error 49.3338 % Total Number of Instances 775 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.01 0.837 0.667 0.742 0.963 climbingdown 0.906 0.038 0.77 0.906 0.833 0.983 climbingup 0.941 0.001 0.941 0.941 0.941 0.993 jumping 0.959 0.012 0.935 0.959 0.947 0.991 lying 0.602 0.019 0.833 0.602 0.699 0.971 standing 0.847 0.071 0.707 0.847 0.771 0.956 sitting 0.992 0.002 0.992 0.992 0.992 0.994 running 0.923 0.008 0.96 0.923 0.941 0.985 walking Weighted Avg. 0.862 0.024 0.868 0.862 0.86 0.979 === Confusion Matrix === a b c d e f g h <-- classified as 36 16 1 0 0 0 0 1 | a = climbingdown 6 87 0 0 0 0 0 3 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 0 0 116 2 2 0 0 | d = lying 0 0 0 0 65 43 0 0 | e = standing 0 2 0 8 10 111 0 0 | f = sitting 0 0 0 0 0 0 117 1 | g = running 0 8 0 0 1 1 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 658 85.0129 % Incorrectly Classified Instances 116 14.9871 % Kappa statistic 0.8246 Mean absolute error 0.0539 Root mean squared error 0.1645 Relative absolute error 25.2031 % Root relative squared error 50.3212 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.021 0.7 0.648 0.673 0.978 climbingdown 0.802 0.028 0.802 0.802 0.802 0.979 climbingup 1 0 1 1 1 1 jumping 0.909 0.005 0.973 0.909 0.94 0.984 lying 0.676 0.042 0.723 0.676 0.699 0.962 standing 0.824 0.064 0.725 0.824 0.771 0.962 sitting 0.983 0.003 0.983 0.983 0.983 0.997 running 0.946 0.012 0.939 0.946 0.943 0.983 walking Weighted Avg. 0.85 0.025 0.852 0.85 0.85 0.978 === Confusion Matrix === a b c d e f g h <-- classified as 35 15 0 0 0 0 0 4 | a = climbingdown 14 77 0 0 0 0 1 4 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 110 4 7 0 0 | d = lying 0 1 0 0 73 34 0 0 | e = standing 0 0 0 3 19 108 1 0 | f = sitting 0 0 0 0 2 0 116 0 | g = running 1 3 0 0 3 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 647 83.5917 % Incorrectly Classified Instances 127 16.4083 % Kappa statistic 0.8083 Mean absolute error 0.0541 Root mean squared error 0.1708 Relative absolute error 25.2826 % Root relative squared error 52.2245 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.796 0.031 0.662 0.796 0.723 0.97 climbingdown 0.76 0.019 0.849 0.76 0.802 0.966 climbingup 0.875 0.003 0.875 0.875 0.875 0.984 jumping 0.909 0.017 0.909 0.909 0.909 0.981 lying 0.639 0.048 0.683 0.639 0.66 0.954 standing 0.763 0.065 0.704 0.763 0.733 0.963 sitting 0.983 0.002 0.991 0.983 0.987 0.997 running 0.938 0.006 0.968 0.938 0.953 0.99 walking Weighted Avg. 0.836 0.026 0.84 0.836 0.837 0.976 === Confusion Matrix === a b c d e f g h <-- classified as 43 10 0 0 0 0 0 1 | a = climbingdown 15 73 1 0 4 0 0 3 | b = climbingup 0 1 14 0 0 0 1 0 | c = jumping 0 1 0 110 6 4 0 0 | d = lying 1 0 0 0 69 38 0 0 | e = standing 0 0 0 11 20 100 0 0 | f = sitting 0 0 1 0 1 0 116 0 | g = running 6 1 0 0 1 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 638 82.4289 % Incorrectly Classified Instances 136 17.5711 % Kappa statistic 0.7942 Mean absolute error 0.056 Root mean squared error 0.1771 Relative absolute error 26.201 % Root relative squared error 54.1462 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.574 0.026 0.62 0.574 0.596 0.946 climbingdown 0.8 0.029 0.792 0.8 0.796 0.976 climbingup 0.882 0 1 0.882 0.938 0.969 jumping 0.984 0.025 0.882 0.984 0.93 0.997 lying 0.533 0.031 0.731 0.533 0.616 0.963 standing 0.763 0.076 0.671 0.763 0.714 0.957 sitting 0.975 0.002 0.991 0.975 0.983 0.983 running 0.954 0.016 0.925 0.954 0.939 0.988 walking Weighted Avg. 0.824 0.029 0.823 0.824 0.82 0.975 === Confusion Matrix === a b c d e f g h <-- classified as 31 18 0 0 0 0 0 5 | a = climbingdown 14 76 0 0 1 0 0 4 | b = climbingup 0 0 15 0 0 0 1 1 | c = jumping 0 0 0 120 2 0 0 0 | d = lying 1 0 0 1 57 48 0 0 | e = standing 0 0 0 15 16 100 0 0 | f = sitting 0 0 0 0 2 1 115 0 | g = running 4 2 0 0 0 0 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 656 84.7545 % Incorrectly Classified Instances 118 15.2455 % Kappa statistic 0.8217 Mean absolute error 0.0563 Root mean squared error 0.1693 Relative absolute error 26.3284 % Root relative squared error 51.7828 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.815 0.028 0.688 0.815 0.746 0.965 climbingdown 0.811 0.025 0.819 0.811 0.815 0.98 climbingup 1 0 1 1 1 1 jumping 0.959 0.008 0.959 0.959 0.959 0.99 lying 0.477 0.018 0.81 0.477 0.6 0.965 standing 0.901 0.092 0.667 0.901 0.766 0.962 sitting 0.966 0 1 0.966 0.983 0.98 running 0.908 0.008 0.959 0.908 0.933 0.981 walking Weighted Avg. 0.848 0.026 0.86 0.848 0.844 0.976 === Confusion Matrix === a b c d e f g h <-- classified as 44 8 0 0 0 0 0 2 | a = climbingdown 15 77 0 0 0 0 0 3 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 117 2 2 0 0 | d = lying 0 1 0 0 51 55 0 0 | e = standing 0 0 0 5 8 118 0 0 | f = sitting 1 1 0 0 1 1 114 0 | g = running 4 6 0 0 1 1 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 678 87.5969 % Incorrectly Classified Instances 96 12.4031 % Kappa statistic 0.855 Mean absolute error 0.0522 Root mean squared error 0.1561 Relative absolute error 24.4163 % Root relative squared error 47.7474 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.018 0.745 0.704 0.724 0.953 climbingdown 0.863 0.037 0.766 0.863 0.812 0.979 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.967 0.003 0.983 0.967 0.975 0.993 lying 0.71 0.031 0.784 0.71 0.745 0.973 standing 0.855 0.05 0.778 0.855 0.815 0.975 sitting 0.983 0.002 0.991 0.983 0.987 0.986 running 0.923 0.003 0.984 0.923 0.952 0.986 walking Weighted Avg. 0.876 0.02 0.879 0.876 0.876 0.981 === Confusion Matrix === a b c d e f g h <-- classified as 38 15 0 0 0 0 0 1 | a = climbingdown 11 82 0 0 1 0 0 1 | b = climbingup 0 1 16 0 0 0 0 0 | c = jumping 0 2 0 118 1 1 0 0 | d = lying 0 0 0 0 76 31 0 0 | e = standing 0 0 0 2 17 112 0 0 | f = sitting 0 0 0 0 2 0 116 0 | g = running 2 7 0 0 0 0 1 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 638 82.4289 % Incorrectly Classified Instances 136 17.5711 % Kappa statistic 0.7947 Mean absolute error 0.0593 Root mean squared error 0.1784 Relative absolute error 27.7078 % Root relative squared error 54.5445 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.815 0.031 0.667 0.815 0.733 0.951 climbingdown 0.8 0.029 0.792 0.8 0.796 0.967 climbingup 0.882 0.005 0.789 0.882 0.833 0.997 jumping 0.893 0.005 0.973 0.893 0.932 0.987 lying 0.486 0.03 0.722 0.486 0.581 0.959 standing 0.87 0.098 0.644 0.87 0.74 0.951 sitting 0.975 0 1 0.975 0.987 0.998 running 0.869 0.006 0.966 0.869 0.915 0.968 walking Weighted Avg. 0.824 0.028 0.838 0.824 0.824 0.971 === Confusion Matrix === a b c d e f g h <-- classified as 44 10 0 0 0 0 0 0 | a = climbingdown 14 76 1 0 0 0 0 4 | b = climbingup 1 1 15 0 0 0 0 0 | c = jumping 0 0 0 109 5 8 0 0 | d = lying 0 0 0 0 52 55 0 0 | e = standing 0 1 0 3 13 114 0 0 | f = sitting 0 0 2 0 1 0 115 0 | g = running 7 8 1 0 1 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 660 85.2713 % Incorrectly Classified Instances 114 14.7287 % Kappa statistic 0.8283 Mean absolute error 0.0562 Root mean squared error 0.1722 Relative absolute error 26.2541 % Root relative squared error 52.6458 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.759 0.019 0.745 0.759 0.752 0.979 climbingdown 0.842 0.028 0.808 0.842 0.825 0.98 climbingup 0.824 0.001 0.933 0.824 0.875 0.932 jumping 0.967 0.011 0.944 0.967 0.955 0.994 lying 0.944 0.087 0.638 0.944 0.761 0.969 standing 0.534 0.011 0.909 0.534 0.673 0.965 sitting 0.983 0.005 0.975 0.983 0.979 0.991 running 0.922 0.008 0.96 0.922 0.941 0.986 walking Weighted Avg. 0.853 0.022 0.872 0.853 0.85 0.98 === Confusion Matrix === a b c d e f g h <-- classified as 41 12 0 0 0 0 0 1 | a = climbingdown 12 80 0 0 0 0 0 3 | b = climbingup 0 0 14 0 0 0 2 1 | c = jumping 0 0 0 118 2 1 1 0 | d = lying 0 0 0 0 102 6 0 0 | e = standing 0 1 0 7 53 70 0 0 | f = sitting 0 0 1 0 1 0 116 0 | g = running 2 6 0 0 2 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 660 85.2713 % Incorrectly Classified Instances 114 14.7287 % Kappa statistic 0.8282 Mean absolute error 0.0531 Root mean squared error 0.1624 Relative absolute error 24.847 % Root relative squared error 49.6496 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.019 0.72 0.667 0.692 0.981 climbingdown 0.821 0.028 0.804 0.821 0.813 0.985 climbingup 0.941 0.001 0.941 0.941 0.941 1 jumping 0.934 0.003 0.983 0.934 0.958 0.993 lying 0.935 0.092 0.623 0.935 0.748 0.973 standing 0.573 0.016 0.882 0.573 0.694 0.97 sitting 0.983 0 1 0.983 0.991 0.993 running 0.962 0.011 0.947 0.962 0.954 0.988 walking Weighted Avg. 0.853 0.023 0.871 0.853 0.852 0.984 === Confusion Matrix === a b c d e f g h <-- classified as 36 16 0 0 0 0 0 2 | a = climbingdown 12 78 0 0 1 0 0 4 | b = climbingup 0 0 16 0 0 0 0 1 | c = jumping 0 0 0 114 5 3 0 0 | d = lying 0 0 0 0 101 7 0 0 | e = standing 0 1 0 2 53 75 0 0 | f = sitting 0 1 1 0 0 0 115 0 | g = running 2 1 0 0 2 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 637 84.0369 % Incorrectly Classified Instances 121 15.9631 % Kappa statistic 0.8132 Mean absolute error 0.0517 Root mean squared error 0.1684 Relative absolute error 24.2279 % Root relative squared error 51.5615 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.03 0.625 0.745 0.68 0.977 climbingdown 0.83 0.02 0.877 0.83 0.853 0.989 climbingup 1 0 1 1 1 1 jumping 0.875 0.009 0.946 0.875 0.909 0.983 lying 0.784 0.07 0.669 0.784 0.722 0.954 standing 0.564 0.05 0.633 0.564 0.597 0.937 sitting 0.992 0.003 0.983 0.992 0.988 0.996 running 0.961 0.002 0.992 0.961 0.976 0.991 walking Weighted Avg. 0.84 0.024 0.847 0.84 0.842 0.977 === Confusion Matrix === a b c d e f g h <-- classified as 35 11 0 0 0 0 1 0 | a = climbingdown 18 93 0 0 0 0 0 1 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 105 3 11 1 0 | d = lying 1 0 0 2 91 22 0 0 | e = standing 0 1 0 4 39 57 0 0 | f = sitting 0 0 0 0 1 0 119 0 | g = running 2 1 0 0 2 0 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 622 82.058 % Incorrectly Classified Instances 136 17.942 % Kappa statistic 0.7894 Mean absolute error 0.0553 Root mean squared error 0.1851 Relative absolute error 25.9016 % Root relative squared error 56.6714 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.532 0.014 0.714 0.532 0.61 0.957 climbingdown 0.911 0.045 0.779 0.911 0.84 0.975 climbingup 1 0 1 1 1 1 jumping 0.875 0.011 0.938 0.875 0.905 0.983 lying 0.767 0.084 0.622 0.767 0.687 0.93 standing 0.465 0.05 0.588 0.465 0.519 0.902 sitting 0.983 0.002 0.992 0.983 0.987 0.992 running 0.953 0.003 0.984 0.953 0.969 0.985 walking Weighted Avg. 0.821 0.03 0.823 0.821 0.818 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 25 20 0 0 1 0 0 1 | a = climbingdown 10 102 0 0 0 0 0 0 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 105 0 14 1 0 | d = lying 0 3 0 4 89 19 0 1 | e = standing 0 2 0 3 49 47 0 0 | f = sitting 0 0 0 0 2 0 118 0 | g = running 0 4 0 0 2 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 662 87.3351 % Incorrectly Classified Instances 96 12.6649 % Kappa statistic 0.8514 Mean absolute error 0.0464 Root mean squared error 0.1552 Relative absolute error 21.7379 % Root relative squared error 47.5227 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.007 0.861 0.66 0.747 0.971 climbingdown 0.946 0.023 0.876 0.946 0.91 0.994 climbingup 0.923 0.003 0.857 0.923 0.889 1 jumping 0.942 0.013 0.934 0.942 0.938 0.985 lying 0.802 0.061 0.705 0.802 0.75 0.958 standing 0.58 0.036 0.707 0.58 0.637 0.936 sitting 0.992 0.003 0.983 0.992 0.988 0.997 running 1 0.002 0.992 1 0.996 0.999 walking Weighted Avg. 0.873 0.021 0.872 0.873 0.871 0.979 === Confusion Matrix === a b c d e f g h <-- classified as 31 14 1 0 0 0 0 1 | a = climbingdown 5 106 0 0 1 0 0 0 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 0 0 0 114 4 3 0 0 | d = lying 0 0 1 1 93 21 0 0 | e = standing 0 1 0 6 34 58 1 0 | f = sitting 0 0 0 1 0 0 119 0 | g = running 0 0 0 0 0 0 0 129 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 659 86.9393 % Incorrectly Classified Instances 99 13.0607 % Kappa statistic 0.8467 Mean absolute error 0.0484 Root mean squared error 0.1608 Relative absolute error 22.6835 % Root relative squared error 49.228 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.003 0.935 0.617 0.744 0.94 climbingdown 0.901 0.029 0.84 0.901 0.87 0.975 climbingup 1 0.004 0.813 1 0.897 0.999 jumping 0.917 0.013 0.933 0.917 0.925 0.977 lying 0.821 0.059 0.716 0.821 0.765 0.962 standing 0.64 0.035 0.736 0.64 0.684 0.948 sitting 1 0.002 0.992 1 0.996 1 running 0.977 0.008 0.962 0.977 0.969 0.995 walking Weighted Avg. 0.869 0.022 0.872 0.869 0.867 0.975 === Confusion Matrix === a b c d e f g h <-- classified as 29 15 0 0 0 0 1 2 | a = climbingdown 2 100 2 0 3 1 0 3 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 1 1 111 4 4 0 0 | d = lying 0 1 0 2 96 18 0 0 | e = standing 0 0 0 6 30 64 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 0 2 0 0 1 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 631 83.2454 % Incorrectly Classified Instances 127 16.7546 % Kappa statistic 0.8037 Mean absolute error 0.0517 Root mean squared error 0.1713 Relative absolute error 24.2392 % Root relative squared error 52.4325 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.587 0.018 0.675 0.587 0.628 0.965 climbingdown 0.856 0.045 0.766 0.856 0.809 0.985 climbingup 1 0 1 1 1 1 jumping 0.934 0.016 0.919 0.934 0.926 0.986 lying 0.672 0.05 0.709 0.672 0.69 0.958 standing 0.65 0.058 0.631 0.65 0.64 0.936 sitting 0.983 0 1 0.983 0.992 0.992 running 0.93 0.008 0.96 0.93 0.945 0.997 walking Weighted Avg. 0.832 0.027 0.833 0.832 0.832 0.977 === Confusion Matrix === a b c d e f g h <-- classified as 27 18 0 0 1 0 0 0 | a = climbingdown 11 95 0 0 0 0 0 5 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 1 0 0 113 3 4 0 0 | d = lying 0 1 0 3 78 34 0 0 | e = standing 0 2 0 7 26 65 0 0 | f = sitting 0 1 0 0 1 0 119 0 | g = running 1 7 0 0 1 0 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 641 84.5646 % Incorrectly Classified Instances 117 15.4354 % Kappa statistic 0.819 Mean absolute error 0.0501 Root mean squared error 0.1688 Relative absolute error 23.4556 % Root relative squared error 51.6697 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.015 0.732 0.638 0.682 0.967 climbingdown 0.856 0.031 0.826 0.856 0.841 0.98 climbingup 1 0.003 0.875 1 0.933 1 jumping 0.926 0.017 0.911 0.926 0.918 0.989 lying 0.853 0.078 0.664 0.853 0.747 0.954 standing 0.5 0.029 0.725 0.5 0.592 0.926 sitting 0.983 0 1 0.983 0.992 0.993 running 0.953 0.006 0.968 0.953 0.961 0.995 walking Weighted Avg. 0.846 0.025 0.848 0.846 0.842 0.975 === Confusion Matrix === a b c d e f g h <-- classified as 30 16 1 0 0 0 0 0 | a = climbingdown 10 95 0 0 2 0 0 4 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 112 3 6 0 0 | d = lying 0 0 0 4 99 13 0 0 | e = standing 0 0 0 7 43 50 0 0 | f = sitting 0 0 1 0 1 0 119 0 | g = running 1 4 0 0 1 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 651 85.8839 % Incorrectly Classified Instances 107 14.1161 % Kappa statistic 0.8344 Mean absolute error 0.049 Root mean squared error 0.1646 Relative absolute error 22.9745 % Root relative squared error 50.3772 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.01 0.806 0.617 0.699 0.965 climbingdown 0.919 0.029 0.843 0.919 0.879 0.99 climbingup 1 0.001 0.933 1 0.966 1 jumping 0.942 0.017 0.912 0.942 0.927 0.986 lying 0.793 0.073 0.662 0.793 0.722 0.946 standing 0.55 0.03 0.733 0.55 0.629 0.935 sitting 0.983 0.002 0.992 0.983 0.987 0.996 running 0.984 0.002 0.992 0.984 0.988 0.99 walking Weighted Avg. 0.859 0.023 0.86 0.859 0.856 0.975 === Confusion Matrix === a b c d e f g h <-- classified as 29 18 0 0 0 0 0 0 | a = climbingdown 6 102 0 0 2 0 0 1 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 1 0 114 4 2 0 0 | d = lying 1 0 0 5 92 18 0 0 | e = standing 0 0 0 6 39 55 0 0 | f = sitting 0 0 1 0 1 0 118 0 | g = running 0 0 0 0 1 0 1 127 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 629 82.9815 % Incorrectly Classified Instances 129 17.0185 % Kappa statistic 0.8007 Mean absolute error 0.055 Root mean squared error 0.1747 Relative absolute error 25.7387 % Root relative squared error 53.4745 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.027 0.627 0.681 0.653 0.972 climbingdown 0.82 0.032 0.813 0.82 0.816 0.979 climbingup 1 0.001 0.933 1 0.966 1 jumping 0.967 0.03 0.86 0.967 0.911 0.995 lying 0.793 0.069 0.676 0.793 0.73 0.954 standing 0.44 0.036 0.647 0.44 0.524 0.913 sitting 0.975 0 1 0.975 0.987 0.989 running 0.946 0.002 0.992 0.946 0.968 0.993 walking Weighted Avg. 0.83 0.027 0.828 0.83 0.825 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 32 14 0 0 1 0 0 0 | a = climbingdown 18 91 0 0 0 1 0 1 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 117 1 3 0 0 | d = lying 0 1 0 3 92 20 0 0 | e = standing 0 1 0 16 39 44 0 0 | f = sitting 0 0 1 0 2 0 117 0 | g = running 1 5 0 0 1 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 635 83.7731 % Incorrectly Classified Instances 123 16.2269 % Kappa statistic 0.8102 Mean absolute error 0.0531 Root mean squared error 0.1686 Relative absolute error 24.8549 % Root relative squared error 51.5878 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.031 0.645 0.851 0.734 0.987 climbingdown 0.777 0.017 0.888 0.777 0.829 0.987 climbingup 1 0 1 1 1 1 jumping 0.983 0.033 0.849 0.983 0.911 0.992 lying 0.707 0.061 0.678 0.707 0.692 0.951 standing 0.54 0.04 0.675 0.54 0.6 0.94 sitting 0.983 0 1 0.983 0.992 0.995 running 0.946 0.006 0.968 0.946 0.957 0.994 walking Weighted Avg. 0.838 0.025 0.84 0.838 0.836 0.979 === Confusion Matrix === a b c d e f g h <-- classified as 40 6 0 0 0 1 0 0 | a = climbingdown 20 87 0 0 1 1 0 3 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 118 1 1 0 0 | d = lying 0 0 0 11 82 23 0 0 | e = standing 0 0 0 10 35 54 0 1 | f = sitting 0 0 0 0 2 0 118 0 | g = running 2 5 0 0 0 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 623 82.2985 % Incorrectly Classified Instances 134 17.7015 % Kappa statistic 0.7928 Mean absolute error 0.0523 Root mean squared error 0.1737 Relative absolute error 24.4824 % Root relative squared error 53.1569 % Total Number of Instances 757 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.011 0.81 0.723 0.764 0.978 climbingdown 0.911 0.022 0.879 0.911 0.895 0.991 climbingup 1 0 1 1 1 1 jumping 0.908 0.016 0.916 0.908 0.912 0.975 lying 0.466 0.047 0.643 0.466 0.54 0.939 standing 0.69 0.105 0.5 0.69 0.58 0.921 sitting 0.983 0 1 0.983 0.992 0.993 running 0.961 0.005 0.976 0.961 0.969 0.983 walking Weighted Avg. 0.823 0.028 0.832 0.823 0.823 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 34 12 0 0 0 0 0 1 | a = climbingdown 6 102 0 0 2 0 0 2 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 1 0 109 1 9 0 0 | d = lying 0 0 0 5 54 57 0 0 | e = standing 0 1 0 5 25 69 0 0 | f = sitting 0 0 0 0 1 1 118 0 | g = running 2 0 0 0 1 2 0 124 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 683 84.217 % Incorrectly Classified Instances 128 15.783 % Kappa statistic 0.8152 Mean absolute error 0.0479 Root mean squared error 0.17 Relative absolute error 22.4009 % Root relative squared error 51.9833 % Total Number of Instances 811 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.352 0.015 0.633 0.352 0.452 0.894 climbingdown 0.829 0.054 0.708 0.829 0.763 0.975 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.936 0.019 0.9 0.936 0.918 0.993 lying 0.81 0.053 0.739 0.81 0.773 0.966 standing 0.762 0.028 0.83 0.762 0.795 0.976 sitting 0.928 0.004 0.975 0.928 0.951 0.97 running 0.969 0.01 0.948 0.969 0.958 0.987 walking Weighted Avg. 0.842 0.026 0.841 0.842 0.837 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 19 32 0 0 0 0 1 2 | a = climbingdown 11 92 0 0 1 0 2 5 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 1 117 6 1 0 0 | d = lying 0 0 0 7 102 17 0 0 | e = standing 0 0 0 5 24 93 0 0 | f = sitting 0 3 0 1 4 1 116 0 | g = running 0 3 0 0 1 0 0 127 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 682 84.0937 % Incorrectly Classified Instances 129 15.9063 % Kappa statistic 0.814 Mean absolute error 0.0492 Root mean squared error 0.1741 Relative absolute error 22.9805 % Root relative squared error 53.2241 % Total Number of Instances 811 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.574 0.02 0.674 0.574 0.62 0.955 climbingdown 0.766 0.04 0.752 0.766 0.759 0.947 climbingup 1 0 1 1 1 1 jumping 0.968 0.012 0.938 0.968 0.953 0.995 lying 0.872 0.083 0.657 0.872 0.749 0.957 standing 0.585 0.02 0.837 0.585 0.689 0.967 sitting 0.984 0.003 0.984 0.984 0.984 0.991 running 0.947 0.007 0.961 0.947 0.954 0.98 walking Weighted Avg. 0.841 0.026 0.848 0.841 0.839 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 31 21 0 0 0 0 1 1 | a = climbingdown 14 85 0 1 4 2 1 4 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 121 2 2 0 0 | d = lying 1 2 0 3 109 10 0 0 | e = standing 0 0 0 4 47 72 0 0 | f = sitting 0 0 0 0 2 0 123 0 | g = running 0 5 0 0 2 0 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 679 83.7238 % Incorrectly Classified Instances 132 16.2762 % Kappa statistic 0.8096 Mean absolute error 0.0483 Root mean squared error 0.1744 Relative absolute error 22.5907 % Root relative squared error 53.3078 % Total Number of Instances 811 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.481 0.02 0.634 0.481 0.547 0.926 climbingdown 0.82 0.047 0.734 0.82 0.774 0.967 climbingup 1 0 1 1 1 1 jumping 0.904 0.004 0.974 0.904 0.938 0.99 lying 0.92 0.095 0.639 0.92 0.754 0.962 standing 0.577 0.01 0.91 0.577 0.706 0.97 sitting 0.976 0.003 0.984 0.976 0.98 0.987 running 0.947 0.01 0.947 0.947 0.947 0.976 walking Weighted Avg. 0.837 0.027 0.855 0.837 0.835 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 26 26 0 0 0 0 1 1 | a = climbingdown 14 91 0 0 0 0 1 5 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 113 11 0 0 0 | d = lying 0 2 0 3 115 4 0 1 | e = standing 0 2 0 0 50 71 0 0 | f = sitting 0 1 0 0 1 1 122 0 | g = running 0 2 0 0 3 2 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 688 84.9383 % Incorrectly Classified Instances 122 15.0617 % Kappa statistic 0.8245 Mean absolute error 0.0494 Root mean squared error 0.1664 Relative absolute error 23.073 % Root relative squared error 50.891 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.044 0.588 0.87 0.701 0.952 climbingdown 0.685 0.019 0.854 0.685 0.76 0.973 climbingup 0.938 0.001 0.938 0.938 0.938 1 jumping 0.921 0.009 0.951 0.921 0.935 0.985 lying 0.864 0.074 0.679 0.864 0.761 0.963 standing 0.659 0.017 0.871 0.659 0.75 0.976 sitting 0.984 0.006 0.968 0.984 0.976 0.992 running 0.939 0.003 0.984 0.939 0.961 0.992 walking Weighted Avg. 0.849 0.022 0.867 0.849 0.851 0.979 === Confusion Matrix === a b c d e f g h <-- classified as 47 5 0 0 0 0 2 0 | a = climbingdown 32 76 0 0 1 0 0 2 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 116 7 2 1 0 | d = lying 0 2 0 6 108 9 0 0 | e = standing 0 0 0 0 42 81 0 0 | f = sitting 0 0 1 0 1 0 122 0 | g = running 1 6 0 0 0 1 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 684 84.4444 % Incorrectly Classified Instances 126 15.5556 % Kappa statistic 0.8183 Mean absolute error 0.0537 Root mean squared error 0.1711 Relative absolute error 25.0924 % Root relative squared error 52.3089 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.022 0.696 0.722 0.709 0.949 climbingdown 0.811 0.033 0.796 0.811 0.804 0.979 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.817 0 1 0.817 0.9 0.95 lying 0.904 0.098 0.628 0.904 0.741 0.953 standing 0.634 0.019 0.857 0.634 0.729 0.967 sitting 0.976 0.001 0.992 0.976 0.984 0.981 running 0.947 0.006 0.969 0.947 0.958 0.989 walking Weighted Avg. 0.844 0.025 0.865 0.844 0.847 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 39 13 0 0 1 0 1 0 | a = climbingdown 17 90 0 0 0 0 0 4 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 4 0 103 18 1 0 0 | d = lying 0 0 0 0 113 12 0 0 | e = standing 0 1 0 0 44 78 0 0 | f = sitting 0 1 0 0 2 0 121 0 | g = running 0 4 1 0 2 0 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 687 84.8148 % Incorrectly Classified Instances 123 15.1852 % Kappa statistic 0.8226 Mean absolute error 0.0495 Root mean squared error 0.1714 Relative absolute error 23.1441 % Root relative squared error 52.4113 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.024 0.684 0.722 0.703 0.978 climbingdown 0.75 0.034 0.778 0.75 0.764 0.973 climbingup 1 0 1 1 1 1 jumping 0.88 0.006 0.965 0.88 0.921 0.979 lying 0.856 0.076 0.673 0.856 0.754 0.95 standing 0.683 0.022 0.848 0.683 0.757 0.972 sitting 0.992 0.001 0.992 0.992 0.992 0.997 running 0.947 0.013 0.932 0.947 0.939 0.978 walking Weighted Avg. 0.848 0.025 0.857 0.848 0.849 0.976 === Confusion Matrix === a b c d e f g h <-- classified as 39 15 0 0 0 0 0 0 | a = climbingdown 17 84 0 0 1 0 1 9 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 2 0 110 11 2 0 0 | d = lying 0 3 0 3 107 12 0 0 | e = standing 0 0 0 1 38 84 0 0 | f = sitting 1 0 0 0 0 0 123 0 | g = running 0 4 0 0 2 1 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 677 83.5802 % Incorrectly Classified Instances 133 16.4198 % Kappa statistic 0.8084 Mean absolute error 0.0517 Root mean squared error 0.1738 Relative absolute error 24.1519 % Root relative squared error 53.1374 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.034 0.594 0.704 0.644 0.965 climbingdown 0.75 0.034 0.778 0.75 0.764 0.97 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.904 0.003 0.983 0.904 0.942 0.99 lying 0.96 0.107 0.622 0.96 0.755 0.961 standing 0.52 0.004 0.955 0.52 0.674 0.969 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.908 0.004 0.975 0.908 0.941 0.99 walking Weighted Avg. 0.836 0.026 0.868 0.836 0.836 0.98 === Confusion Matrix === a b c d e f g h <-- classified as 38 15 0 0 1 0 0 0 | a = climbingdown 23 84 0 0 1 0 1 3 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 113 12 0 0 0 | d = lying 0 1 0 1 120 3 0 0 | e = standing 0 0 0 1 58 64 0 0 | f = sitting 0 0 1 0 0 0 123 0 | g = running 3 8 0 0 1 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 680 83.9506 % Incorrectly Classified Instances 130 16.0494 % Kappa statistic 0.8122 Mean absolute error 0.0511 Root mean squared error 0.175 Relative absolute error 23.8988 % Root relative squared error 53.5041 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.63 0.013 0.773 0.63 0.694 0.951 climbingdown 0.857 0.036 0.793 0.857 0.824 0.962 climbingup 1 0 1 1 1 1 jumping 0.848 0.004 0.972 0.848 0.906 0.972 lying 0.968 0.121 0.595 0.968 0.737 0.955 standing 0.504 0.006 0.939 0.504 0.656 0.963 sitting 0.968 0.001 0.992 0.968 0.98 0.983 running 0.954 0.006 0.969 0.954 0.961 0.983 walking Weighted Avg. 0.84 0.027 0.874 0.84 0.838 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 34 19 0 0 0 0 0 1 | a = climbingdown 10 96 0 1 1 0 1 3 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 106 19 0 0 0 | d = lying 0 0 0 1 122 3 0 0 | e = standing 0 1 0 1 59 62 0 0 | f = sitting 0 2 0 0 2 0 120 0 | g = running 0 3 0 0 2 1 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 686 84.6914 % Incorrectly Classified Instances 124 15.3086 % Kappa statistic 0.821 Mean absolute error 0.0507 Root mean squared error 0.1718 Relative absolute error 23.7104 % Root relative squared error 52.5294 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.013 0.796 0.722 0.757 0.972 climbingdown 0.829 0.034 0.793 0.829 0.811 0.967 climbingup 1 0 1 1 1 1 jumping 0.936 0.013 0.929 0.936 0.932 0.979 lying 0.921 0.102 0.624 0.921 0.744 0.962 standing 0.5 0.006 0.938 0.5 0.652 0.964 sitting 0.976 0 1 0.976 0.988 0.991 running 0.939 0.01 0.946 0.939 0.943 0.984 walking Weighted Avg. 0.847 0.026 0.87 0.847 0.844 0.975 === Confusion Matrix === a b c d e f g h <-- classified as 39 15 0 0 0 0 0 0 | a = climbingdown 10 92 0 0 2 0 0 7 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 0 117 6 0 0 0 | d = lying 0 0 0 6 116 4 0 0 | e = standing 0 1 0 2 58 61 0 0 | f = sitting 0 1 0 1 1 0 121 0 | g = running 0 5 0 0 3 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 672 82.963 % Incorrectly Classified Instances 138 17.037 % Kappa statistic 0.8012 Mean absolute error 0.0503 Root mean squared error 0.1794 Relative absolute error 23.5226 % Root relative squared error 54.838 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.759 0.03 0.641 0.759 0.695 0.964 climbingdown 0.766 0.023 0.842 0.766 0.802 0.966 climbingup 1 0.003 0.895 1 0.944 1 jumping 0.92 0.015 0.92 0.92 0.92 0.983 lying 0.937 0.117 0.596 0.937 0.728 0.953 standing 0.418 0.001 0.981 0.418 0.586 0.968 sitting 0.984 0.001 0.992 0.984 0.988 0.995 running 0.939 0.007 0.961 0.939 0.95 0.988 walking Weighted Avg. 0.83 0.027 0.866 0.83 0.824 0.976 === Confusion Matrix === a b c d e f g h <-- classified as 41 10 0 0 0 0 1 2 | a = climbingdown 20 85 1 0 2 0 0 3 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 115 9 0 0 0 | d = lying 0 1 0 6 118 1 0 0 | e = standing 0 0 0 4 67 51 0 0 | f = sitting 0 0 1 0 1 0 122 0 | g = running 3 4 0 0 1 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 2 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 672 83.6862 % Incorrectly Classified Instances 131 16.3138 % Kappa statistic 0.8107 Mean absolute error 0.048 Root mean squared error 0.1685 Relative absolute error 22.3142 % Root relative squared error 51.3705 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.018 0.869 0.935 0.901 0.991 climbingdown 0.889 0.03 0.807 0.889 0.846 0.986 climbingup 1 0 1 1 1 1 jumping 0.913 0.104 0.624 0.913 0.741 0.967 lying 0.943 0.023 0.862 0.943 0.901 0.988 standing 0.425 0.007 0.915 0.425 0.581 0.963 sitting 1 0 1 1 1 1 running 0.795 0.009 0.939 0.795 0.861 0.988 walking Weighted Avg. 0.837 0.028 0.861 0.837 0.829 0.983 === Confusion Matrix === a b c d e f g h <-- classified as 86 5 0 0 1 0 0 0 | a = climbingdown 3 88 0 0 2 0 0 6 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 116 7 4 0 0 | d = lying 0 1 0 4 100 1 0 0 | e = standing 0 1 0 66 6 54 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 10 14 0 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 676 84.1843 % Incorrectly Classified Instances 127 15.8157 % Kappa statistic 0.8164 Mean absolute error 0.0497 Root mean squared error 0.1691 Relative absolute error 23.0753 % Root relative squared error 51.5567 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.902 0.007 0.943 0.902 0.922 0.981 climbingdown 0.97 0.03 0.821 0.97 0.889 0.992 climbingup 1 0 1 1 1 1 jumping 0.882 0.105 0.612 0.882 0.723 0.956 lying 0.896 0.017 0.888 0.896 0.892 0.992 standing 0.441 0.021 0.8 0.441 0.569 0.95 sitting 1 0.001 0.992 1 0.996 1 running 0.846 0.004 0.971 0.846 0.904 0.988 walking Weighted Avg. 0.842 0.027 0.858 0.842 0.836 0.979 === Confusion Matrix === a b c d e f g h <-- classified as 83 5 0 0 2 0 1 1 | a = climbingdown 1 96 0 0 0 0 0 2 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 112 4 11 0 0 | d = lying 0 0 0 8 95 3 0 0 | e = standing 0 2 0 63 6 56 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 4 14 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 664 82.6899 % Incorrectly Classified Instances 139 17.3101 % Kappa statistic 0.799 Mean absolute error 0.053 Root mean squared error 0.1767 Relative absolute error 24.6 % Root relative squared error 53.8691 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.924 0.008 0.934 0.924 0.929 0.995 climbingdown 0.899 0.023 0.848 0.899 0.873 0.985 climbingup 1 0 1 1 1 1 jumping 0.89 0.112 0.598 0.89 0.715 0.958 lying 0.868 0.03 0.814 0.868 0.84 0.987 standing 0.37 0.019 0.783 0.37 0.503 0.942 sitting 0.992 0 1 0.992 0.996 1 running 0.889 0.01 0.937 0.889 0.912 0.99 walking Weighted Avg. 0.827 0.03 0.842 0.827 0.818 0.979 === Confusion Matrix === a b c d e f g h <-- classified as 85 4 0 0 1 0 0 2 | a = climbingdown 3 89 0 0 0 2 0 5 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 113 9 5 0 0 | d = lying 0 0 0 8 92 6 0 0 | e = standing 0 1 0 68 11 47 0 0 | f = sitting 1 0 0 0 0 0 117 0 | g = running 2 11 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 661 82.3163 % Incorrectly Classified Instances 142 17.6837 % Kappa statistic 0.7945 Mean absolute error 0.0553 Root mean squared error 0.1789 Relative absolute error 25.6879 % Root relative squared error 54.5099 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.879 0.006 0.952 0.879 0.914 0.991 climbingdown 0.899 0.03 0.809 0.899 0.852 0.986 climbingup 0.889 0 1 0.889 0.941 0.991 jumping 0.74 0.086 0.618 0.74 0.674 0.932 lying 0.832 0.011 0.918 0.832 0.873 0.982 standing 0.563 0.053 0.664 0.563 0.609 0.925 sitting 1 0.003 0.983 1 0.992 0.999 running 0.889 0.019 0.889 0.889 0.889 0.989 walking Weighted Avg. 0.823 0.031 0.828 0.823 0.823 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 80 5 0 1 0 0 0 5 | a = climbingdown 2 89 0 0 0 0 0 8 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 1 0 94 3 29 0 0 | d = lying 1 2 0 8 89 7 0 0 | e = standing 0 1 0 49 5 71 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 1 12 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 690 85.9278 % Incorrectly Classified Instances 113 14.0722 % Kappa statistic 0.8365 Mean absolute error 0.0448 Root mean squared error 0.1654 Relative absolute error 20.802 % Root relative squared error 50.4 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.857 0.013 0.897 0.857 0.876 0.971 climbingdown 0.859 0.017 0.876 0.859 0.867 0.972 climbingup 0.944 0 1 0.944 0.971 0.982 jumping 0.937 0.089 0.665 0.937 0.778 0.972 lying 0.944 0.014 0.91 0.944 0.927 0.99 standing 0.508 0.009 0.914 0.508 0.653 0.964 sitting 1 0.003 0.983 1 0.992 0.999 running 0.923 0.02 0.885 0.923 0.904 0.981 walking Weighted Avg. 0.859 0.024 0.875 0.859 0.854 0.978 === Confusion Matrix === a b c d e f g h <-- classified as 78 6 0 0 1 0 0 6 | a = climbingdown 4 85 0 0 2 0 0 8 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 2 0 0 119 2 4 0 0 | d = lying 0 0 0 4 101 2 0 0 | e = standing 0 0 0 56 5 64 1 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 3 6 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 678 84.4334 % Incorrectly Classified Instances 125 15.5666 % Kappa statistic 0.8193 Mean absolute error 0.0464 Root mean squared error 0.1696 Relative absolute error 21.5365 % Root relative squared error 51.702 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.879 0.011 0.909 0.879 0.894 0.978 climbingdown 0.859 0.023 0.842 0.859 0.85 0.963 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.929 0.096 0.645 0.929 0.761 0.978 lying 0.935 0.024 0.855 0.935 0.893 0.986 standing 0.413 0.012 0.867 0.413 0.559 0.95 sitting 1 0.001 0.992 1 0.996 1 running 0.923 0.015 0.915 0.923 0.919 0.991 walking Weighted Avg. 0.844 0.027 0.86 0.844 0.835 0.978 === Confusion Matrix === a b c d e f g h <-- classified as 80 8 0 0 0 1 0 2 | a = climbingdown 6 85 0 0 0 0 0 8 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 118 3 6 0 0 | d = lying 1 0 0 5 100 1 0 0 | e = standing 0 0 0 60 14 52 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 1 8 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 684 85.1806 % Incorrectly Classified Instances 119 14.8194 % Kappa statistic 0.828 Mean absolute error 0.0467 Root mean squared error 0.1664 Relative absolute error 21.7151 % Root relative squared error 50.7236 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.934 0.01 0.924 0.934 0.929 0.987 climbingdown 0.899 0.018 0.873 0.899 0.886 0.988 climbingup 1 0 1 1 1 1 jumping 0.827 0.078 0.665 0.827 0.737 0.959 lying 0.935 0.033 0.813 0.935 0.87 0.978 standing 0.516 0.022 0.813 0.516 0.631 0.956 sitting 0.992 0 1 0.992 0.996 0.992 running 0.898 0.012 0.93 0.898 0.914 0.992 walking Weighted Avg. 0.852 0.025 0.858 0.852 0.848 0.978 === Confusion Matrix === a b c d e f g h <-- classified as 85 3 0 0 1 1 0 1 | a = climbingdown 2 89 0 0 1 0 0 7 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 105 11 11 0 0 | d = lying 0 2 0 2 100 3 0 0 | e = standing 0 0 0 51 10 65 0 0 | f = sitting 1 0 0 0 0 0 117 0 | g = running 4 8 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 689 85.8032 % Incorrectly Classified Instances 114 14.1968 % Kappa statistic 0.8351 Mean absolute error 0.0481 Root mean squared error 0.1665 Relative absolute error 22.3447 % Root relative squared error 50.7525 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.891 0.006 0.953 0.891 0.921 0.981 climbingdown 0.848 0.013 0.903 0.848 0.875 0.986 climbingup 0.882 0 1 0.882 0.938 0.989 jumping 0.81 0.071 0.68 0.81 0.739 0.963 lying 0.981 0.029 0.84 0.981 0.905 0.994 standing 0.579 0.021 0.839 0.579 0.685 0.967 sitting 0.992 0.003 0.983 0.992 0.987 0.993 running 0.941 0.025 0.867 0.941 0.902 0.994 walking Weighted Avg. 0.858 0.024 0.864 0.858 0.855 0.982 === Confusion Matrix === a b c d e f g h <-- classified as 82 5 0 0 2 0 0 3 | a = climbingdown 1 84 0 0 0 0 0 14 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 102 11 13 0 0 | d = lying 0 0 0 1 105 1 0 0 | e = standing 0 0 0 47 6 73 0 0 | f = sitting 0 0 0 0 1 0 117 0 | g = running 3 4 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 687 85.5542 % Incorrectly Classified Instances 116 14.4458 % Kappa statistic 0.8323 Mean absolute error 0.0471 Root mean squared error 0.1634 Relative absolute error 21.8633 % Root relative squared error 49.8037 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.924 0.017 0.876 0.924 0.899 0.991 climbingdown 0.838 0.007 0.943 0.838 0.888 0.989 climbingup 1 0 1 1 1 1 jumping 0.762 0.062 0.696 0.762 0.727 0.951 lying 0.972 0.036 0.806 0.972 0.881 0.985 standing 0.579 0.027 0.802 0.579 0.673 0.957 sitting 1 0 1 1 1 1 running 0.941 0.02 0.888 0.941 0.914 0.993 walking Weighted Avg. 0.856 0.025 0.858 0.856 0.852 0.98 === Confusion Matrix === a b c d e f g h <-- classified as 85 2 0 0 0 0 0 5 | a = climbingdown 7 83 0 0 0 0 0 9 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 96 14 16 0 0 | d = lying 0 1 0 0 104 2 0 0 | e = standing 0 0 0 42 11 73 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 5 2 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 669 83.4165 % Incorrectly Classified Instances 133 16.5835 % Kappa statistic 0.8073 Mean absolute error 0.0508 Root mean squared error 0.1682 Relative absolute error 23.5976 % Root relative squared error 51.2823 % Total Number of Instances 802 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.924 0.013 0.904 0.924 0.914 0.991 climbingdown 0.81 0.017 0.871 0.81 0.839 0.988 climbingup 0.941 0 1 0.941 0.97 0.984 jumping 0.746 0.081 0.631 0.746 0.684 0.95 lying 0.896 0.01 0.931 0.896 0.913 0.995 standing 0.591 0.05 0.688 0.591 0.636 0.953 sitting 0.991 0.001 0.991 0.991 0.991 0.99 running 0.915 0.022 0.877 0.915 0.895 0.99 walking Weighted Avg. 0.834 0.029 0.837 0.834 0.834 0.978 === Confusion Matrix === a b c d e f g h <-- classified as 85 5 0 0 0 0 0 2 | a = climbingdown 5 81 0 0 0 1 0 13 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 94 5 27 0 0 | d = lying 0 0 0 5 95 6 0 0 | e = standing 0 0 0 50 2 75 0 0 | f = sitting 1 0 0 0 0 0 116 0 | g = running 3 7 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 506 78.0864 % Incorrectly Classified Instances 142 21.9136 % Kappa statistic 0.7388 Mean absolute error 0.0703 Root mean squared error 0.2034 Relative absolute error 33.4028 % Root relative squared error 62.6908 % Total Number of Instances 648 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.028 0.792 0.718 0.753 0.964 climbingdown 0.053 0.003 0.333 0.053 0.091 0.82 climbingup 1 0 1 1 1 1 jumping 0.732 0.046 0.795 0.732 0.762 0.955 lying 0.762 0.025 0.877 0.762 0.816 0.956 standing 0.792 0.103 0.6 0.792 0.683 0.937 sitting 0.968 0 1 0.968 0.984 0.975 running 0.883 0.058 0.76 0.883 0.817 0.965 walking Weighted Avg. 0.781 0.044 0.783 0.781 0.775 0.954 === Confusion Matrix === a b c d e f g h <-- classified as 61 1 0 0 2 0 0 21 | a = climbingdown 4 1 0 0 2 2 0 10 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 93 3 31 0 0 | d = lying 0 1 0 6 93 22 0 0 | e = standing 0 0 0 17 5 84 0 0 | f = sitting 0 0 0 0 1 1 61 0 | g = running 12 0 0 1 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 520 80.2469 % Incorrectly Classified Instances 128 19.7531 % Kappa statistic 0.7642 Mean absolute error 0.064 Root mean squared error 0.1927 Relative absolute error 30.3813 % Root relative squared error 59.4076 % Total Number of Instances 648 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.007 0.937 0.686 0.792 0.959 climbingdown 0.105 0.005 0.4 0.105 0.167 0.889 climbingup 1 0 1 1 1 1 jumping 0.85 0.058 0.783 0.85 0.815 0.969 lying 0.787 0.021 0.897 0.787 0.838 0.941 standing 0.67 0.063 0.676 0.67 0.673 0.929 sitting 1 0 1 1 1 1 running 0.964 0.086 0.697 0.964 0.809 0.972 walking Weighted Avg. 0.802 0.041 0.808 0.802 0.795 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 59 2 0 1 0 0 0 24 | a = climbingdown 0 2 0 0 0 1 0 16 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 108 1 18 0 0 | d = lying 1 1 0 5 96 15 0 4 | e = standing 0 0 0 24 9 71 0 2 | f = sitting 0 0 0 0 0 0 63 0 | g = running 3 0 0 0 1 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 522 80.5556 % Incorrectly Classified Instances 126 19.4444 % Kappa statistic 0.7683 Mean absolute error 0.0631 Root mean squared error 0.1927 Relative absolute error 29.989 % Root relative squared error 59.4061 % Total Number of Instances 648 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.616 0.009 0.914 0.616 0.736 0.946 climbingdown 0.105 0.014 0.182 0.105 0.133 0.921 climbingup 1 0 1 1 1 1 jumping 0.811 0.036 0.844 0.811 0.827 0.976 lying 0.844 0.032 0.858 0.844 0.851 0.961 standing 0.745 0.068 0.681 0.745 0.712 0.941 sitting 1 0 1 1 1 1 running 0.945 0.072 0.727 0.945 0.822 0.977 walking Weighted Avg. 0.806 0.038 0.809 0.806 0.8 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 53 3 0 0 3 1 0 26 | a = climbingdown 4 2 0 0 0 1 0 12 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 1 0 103 1 22 0 0 | d = lying 0 1 0 4 103 13 0 1 | e = standing 0 0 0 15 12 79 0 0 | f = sitting 0 0 0 0 0 0 63 0 | g = running 1 4 0 0 1 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 551 85.1623 % Incorrectly Classified Instances 96 14.8377 % Kappa statistic 0.8234 Mean absolute error 0.0548 Root mean squared error 0.1733 Relative absolute error 26.03 % Root relative squared error 53.4235 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.009 0.932 0.802 0.863 0.961 climbingdown 0.222 0.013 0.333 0.222 0.267 0.903 climbingup 1 0 1 1 1 1 jumping 0.803 0.031 0.864 0.803 0.833 0.965 lying 0.852 0.023 0.897 0.852 0.874 0.959 standing 0.858 0.059 0.74 0.858 0.795 0.967 sitting 1 0 1 1 1 1 running 0.936 0.043 0.817 0.936 0.873 0.976 walking Weighted Avg. 0.852 0.029 0.853 0.852 0.849 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 69 2 0 0 4 0 0 11 | a = climbingdown 3 4 0 0 1 0 0 10 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 1 0 102 3 21 0 0 | d = lying 1 0 0 4 104 11 0 2 | e = standing 0 0 0 12 3 91 0 0 | f = sitting 0 0 0 0 0 0 63 0 | g = running 1 5 0 0 1 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 529 81.762 % Incorrectly Classified Instances 118 18.238 % Kappa statistic 0.7831 Mean absolute error 0.061 Root mean squared error 0.185 Relative absolute error 28.9793 % Root relative squared error 57.0329 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.791 0.034 0.782 0.791 0.786 0.969 climbingdown 0.167 0.016 0.231 0.167 0.194 0.859 climbingup 1 0.002 0.938 1 0.968 1 jumping 0.85 0.062 0.771 0.85 0.809 0.963 lying 0.811 0.017 0.917 0.811 0.861 0.968 standing 0.717 0.052 0.731 0.717 0.724 0.947 sitting 1 0 1 1 1 1 running 0.882 0.035 0.836 0.882 0.858 0.974 walking Weighted Avg. 0.818 0.035 0.816 0.818 0.815 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 68 4 0 0 2 0 0 12 | a = climbingdown 9 3 1 0 1 0 0 4 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 108 3 16 0 0 | d = lying 1 1 0 6 99 12 0 3 | e = standing 1 0 0 26 3 76 0 0 | f = sitting 0 0 0 0 0 0 63 0 | g = running 8 5 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 553 85.4714 % Incorrectly Classified Instances 94 14.5286 % Kappa statistic 0.8269 Mean absolute error 0.0562 Root mean squared error 0.1741 Relative absolute error 26.7185 % Root relative squared error 53.6659 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.016 0.87 0.698 0.774 0.963 climbingdown 0.333 0.006 0.6 0.333 0.429 0.936 climbingup 1 0 1 1 1 1 jumping 0.882 0.033 0.868 0.882 0.875 0.972 lying 0.844 0.019 0.912 0.844 0.877 0.951 standing 0.84 0.046 0.781 0.84 0.809 0.961 sitting 1 0 1 1 1 1 running 0.955 0.054 0.784 0.955 0.861 0.981 walking Weighted Avg. 0.855 0.029 0.856 0.855 0.851 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 60 2 0 0 5 0 0 19 | a = climbingdown 4 6 0 0 0 0 0 8 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 0 0 112 3 11 0 0 | d = lying 0 1 0 2 103 14 0 2 | e = standing 1 0 0 15 1 89 0 0 | f = sitting 0 0 0 0 0 0 63 0 | g = running 3 1 0 0 1 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 539 83.3076 % Incorrectly Classified Instances 108 16.6924 % Kappa statistic 0.8014 Mean absolute error 0.0602 Root mean squared error 0.1775 Relative absolute error 28.5855 % Root relative squared error 54.7124 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.02 0.863 0.802 0.831 0.967 climbingdown 0.278 0.013 0.385 0.278 0.323 0.936 climbingup 1 0 1 1 1 1 jumping 0.827 0.044 0.82 0.827 0.824 0.971 lying 0.811 0.027 0.876 0.811 0.843 0.966 standing 0.755 0.061 0.708 0.755 0.731 0.948 sitting 0.984 0 1 0.984 0.992 0.984 running 0.945 0.035 0.846 0.945 0.893 0.99 walking Weighted Avg. 0.833 0.033 0.832 0.833 0.831 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 69 3 0 0 2 1 0 11 | a = climbingdown 5 5 0 0 1 0 0 7 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 105 2 20 0 0 | d = lying 2 2 0 6 99 12 0 1 | e = standing 0 0 0 17 9 80 0 0 | f = sitting 0 1 0 0 0 0 62 0 | g = running 4 2 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 535 82.6893 % Incorrectly Classified Instances 112 17.3107 % Kappa statistic 0.7939 Mean absolute error 0.0613 Root mean squared error 0.1883 Relative absolute error 29.1282 % Root relative squared error 58.0254 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.037 0.764 0.8 0.782 0.963 climbingdown 0.053 0.011 0.125 0.053 0.074 0.906 climbingup 1 0.002 0.941 1 0.97 1 jumping 0.906 0.04 0.846 0.906 0.875 0.971 lying 0.811 0.025 0.884 0.811 0.846 0.949 standing 0.745 0.035 0.806 0.745 0.775 0.947 sitting 0.952 0.002 0.983 0.952 0.967 0.957 running 0.891 0.054 0.772 0.891 0.827 0.961 walking Weighted Avg. 0.827 0.033 0.817 0.827 0.82 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 68 2 0 0 4 0 0 11 | a = climbingdown 4 1 0 0 0 0 0 14 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 115 3 8 0 1 | d = lying 5 1 0 3 99 11 1 2 | e = standing 4 0 0 18 4 79 0 1 | f = sitting 1 1 0 0 1 0 59 0 | g = running 7 3 1 0 1 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 528 81.6074 % Incorrectly Classified Instances 119 18.3926 % Kappa statistic 0.7815 Mean absolute error 0.0619 Root mean squared error 0.1845 Relative absolute error 29.3819 % Root relative squared error 56.8614 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.847 0.034 0.791 0.847 0.818 0.971 climbingdown 0.263 0.01 0.455 0.263 0.333 0.881 climbingup 1 0 1 1 1 1 jumping 0.762 0.042 0.814 0.762 0.787 0.949 lying 0.836 0.019 0.911 0.836 0.872 0.983 standing 0.785 0.076 0.672 0.785 0.724 0.949 sitting 1 0 1 1 1 1 running 0.827 0.039 0.813 0.827 0.82 0.978 walking Weighted Avg. 0.816 0.036 0.817 0.816 0.815 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 72 0 0 1 1 1 0 10 | a = climbingdown 5 5 0 0 0 0 0 9 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 96 4 24 0 1 | d = lying 1 0 0 2 102 16 0 1 | e = standing 0 0 0 19 4 84 0 0 | f = sitting 0 0 0 0 0 0 62 0 | g = running 13 5 0 0 1 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 533 82.3802 % Incorrectly Classified Instances 114 17.6198 % Kappa statistic 0.79 Mean absolute error 0.0591 Root mean squared error 0.184 Relative absolute error 28.0869 % Root relative squared error 56.7091 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.812 0.037 0.767 0.812 0.789 0.967 climbingdown 0 0.005 0 0 0 0.885 climbingup 1 0 1 1 1 1 jumping 0.857 0.048 0.812 0.857 0.834 0.968 lying 0.818 0.029 0.868 0.818 0.843 0.968 standing 0.745 0.054 0.731 0.745 0.738 0.943 sitting 0.984 0 1 0.984 0.992 0.987 running 0.901 0.039 0.826 0.901 0.862 0.983 walking Weighted Avg. 0.824 0.035 0.805 0.824 0.814 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 69 0 0 0 4 1 0 11 | a = climbingdown 11 0 0 0 1 0 0 7 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 108 1 17 0 0 | d = lying 2 0 0 7 99 11 0 2 | e = standing 0 0 0 18 8 79 0 1 | f = sitting 0 0 0 0 1 0 62 0 | g = running 8 3 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 645 77.3381 % Incorrectly Classified Instances 189 22.6619 % Kappa statistic 0.7371 Mean absolute error 0.0677 Root mean squared error 0.2025 Relative absolute error 31.4952 % Root relative squared error 61.7799 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.83 0.03 0.79 0.83 0.81 0.962 climbingdown 0.723 0.026 0.782 0.723 0.751 0.96 climbingup 1 0 1 1 1 1 jumping 0.717 0.098 0.517 0.717 0.601 0.931 lying 0.853 0.04 0.797 0.853 0.824 0.968 standing 0.517 0.036 0.752 0.517 0.613 0.938 sitting 0.992 0 1 0.992 0.996 0.993 running 0.795 0.034 0.802 0.795 0.798 0.971 walking Weighted Avg. 0.773 0.036 0.785 0.773 0.773 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 83 6 0 1 1 1 0 8 | a = climbingdown 9 68 0 0 1 0 0 16 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 76 11 19 0 0 | d = lying 0 1 0 13 110 5 0 0 | e = standing 0 0 0 56 15 76 0 0 | f = sitting 0 0 0 1 0 0 118 0 | g = running 13 12 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 669 80.2158 % Incorrectly Classified Instances 165 19.7842 % Kappa statistic 0.7706 Mean absolute error 0.0659 Root mean squared error 0.1915 Relative absolute error 30.6813 % Root relative squared error 58.431 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.035 0.774 0.89 0.828 0.978 climbingdown 0.734 0.016 0.852 0.734 0.789 0.971 climbingup 1 0 1 1 1 1 jumping 0.84 0.102 0.546 0.84 0.662 0.935 lying 0.806 0.023 0.867 0.806 0.835 0.978 standing 0.571 0.026 0.824 0.571 0.675 0.947 sitting 0.983 0 1 0.983 0.992 0.991 running 0.82 0.027 0.84 0.82 0.83 0.978 walking Weighted Avg. 0.802 0.031 0.823 0.802 0.804 0.969 === Confusion Matrix === a b c d e f g h <-- classified as 89 3 0 1 0 0 0 7 | a = climbingdown 13 69 0 0 0 0 0 12 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 89 5 12 0 0 | d = lying 0 0 0 19 104 6 0 0 | e = standing 0 0 0 53 10 84 0 0 | f = sitting 0 0 0 1 1 0 117 0 | g = running 13 9 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 664 79.6163 % Incorrectly Classified Instances 170 20.3837 % Kappa statistic 0.7636 Mean absolute error 0.0675 Root mean squared error 0.1921 Relative absolute error 31.4045 % Root relative squared error 58.6157 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.808 0.033 0.769 0.808 0.788 0.939 climbingdown 0.734 0.027 0.775 0.734 0.754 0.944 climbingup 0.941 0.001 0.941 0.941 0.941 0.942 jumping 0.849 0.098 0.559 0.849 0.674 0.947 lying 0.806 0.026 0.852 0.806 0.829 0.979 standing 0.615 0.02 0.867 0.615 0.719 0.96 sitting 0.983 0 1 0.983 0.992 0.993 running 0.795 0.031 0.815 0.795 0.805 0.975 walking Weighted Avg. 0.796 0.031 0.817 0.796 0.798 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 80 6 0 0 3 1 0 9 | a = climbingdown 8 69 1 0 3 0 0 13 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 1 0 0 90 5 10 0 0 | d = lying 1 0 0 21 104 3 0 0 | e = standing 0 1 0 50 6 91 0 0 | f = sitting 1 0 0 0 1 0 117 0 | g = running 12 13 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 673 80.7923 % Incorrectly Classified Instances 160 19.2077 % Kappa statistic 0.7763 Mean absolute error 0.0633 Root mean squared error 0.1886 Relative absolute error 29.4526 % Root relative squared error 57.5401 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.879 0.041 0.744 0.879 0.806 0.975 climbingdown 0.742 0.028 0.767 0.742 0.754 0.965 climbingup 1 0 1 1 1 1 jumping 0.547 0.033 0.707 0.547 0.617 0.929 lying 0.908 0.057 0.747 0.908 0.819 0.965 standing 0.77 0.047 0.781 0.77 0.776 0.958 sitting 0.983 0 1 0.983 0.992 0.994 running 0.77 0.018 0.879 0.77 0.821 0.978 walking Weighted Avg. 0.808 0.032 0.81 0.808 0.805 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 87 5 0 0 0 2 0 5 | a = climbingdown 15 69 0 0 1 0 0 8 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 58 22 25 0 0 | d = lying 1 1 0 5 118 5 0 0 | e = standing 0 0 0 19 15 114 0 0 | f = sitting 0 0 0 0 2 0 117 0 | g = running 14 14 0 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 678 81.3926 % Incorrectly Classified Instances 155 18.6074 % Kappa statistic 0.7835 Mean absolute error 0.0621 Root mean squared error 0.1903 Relative absolute error 28.8898 % Root relative squared error 58.0498 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.85 0.02 0.85 0.85 0.85 0.973 climbingdown 0.806 0.032 0.758 0.806 0.781 0.961 climbingup 1 0 1 1 1 1 jumping 0.557 0.051 0.615 0.557 0.584 0.92 lying 0.915 0.033 0.837 0.915 0.874 0.977 standing 0.748 0.054 0.748 0.748 0.748 0.954 sitting 0.992 0 1 0.992 0.996 0.999 running 0.785 0.027 0.833 0.785 0.809 0.968 walking Weighted Avg. 0.814 0.031 0.812 0.814 0.812 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 85 5 0 0 0 1 0 9 | a = climbingdown 7 75 0 0 1 0 0 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 59 13 34 0 0 | d = lying 0 1 0 8 118 2 0 0 | e = standing 0 0 0 29 8 110 0 0 | f = sitting 0 0 0 0 1 0 119 0 | g = running 8 18 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 666 79.952 % Incorrectly Classified Instances 167 20.048 % Kappa statistic 0.7666 Mean absolute error 0.0661 Root mean squared error 0.1904 Relative absolute error 30.7529 % Root relative squared error 58.0857 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.03 0.792 0.84 0.816 0.975 climbingdown 0.699 0.024 0.783 0.699 0.739 0.962 climbingup 1 0 1 1 1 1 jumping 0.538 0.063 0.553 0.538 0.545 0.921 lying 0.853 0.017 0.902 0.853 0.876 0.981 standing 0.748 0.073 0.688 0.748 0.717 0.953 sitting 0.992 0 1 0.992 0.996 1 running 0.86 0.027 0.846 0.86 0.852 0.977 walking Weighted Avg. 0.8 0.034 0.801 0.8 0.8 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 84 9 0 0 0 1 0 6 | a = climbingdown 13 65 0 0 1 1 0 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 57 7 42 0 0 | d = lying 0 1 0 12 110 6 0 0 | e = standing 0 0 0 33 4 110 0 0 | f = sitting 0 0 0 1 0 0 119 0 | g = running 9 8 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 662 79.4718 % Incorrectly Classified Instances 171 20.5282 % Kappa statistic 0.761 Mean absolute error 0.0652 Root mean squared error 0.1929 Relative absolute error 30.3301 % Root relative squared error 58.845 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.82 0.027 0.804 0.82 0.812 0.974 climbingdown 0.742 0.018 0.841 0.742 0.789 0.964 climbingup 1 0.002 0.895 1 0.944 1 jumping 0.458 0.048 0.583 0.458 0.513 0.919 lying 0.946 0.065 0.726 0.946 0.822 0.978 standing 0.741 0.039 0.801 0.741 0.77 0.955 sitting 1 0 1 1 1 1 running 0.785 0.039 0.772 0.785 0.779 0.961 walking Weighted Avg. 0.795 0.034 0.793 0.795 0.79 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 82 0 1 3 1 1 0 12 | a = climbingdown 6 69 0 0 1 1 0 16 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 49 33 24 0 0 | d = lying 0 0 1 5 122 1 0 0 | e = standing 0 0 0 27 11 109 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 14 12 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 676 81.1525 % Incorrectly Classified Instances 157 18.8475 % Kappa statistic 0.7808 Mean absolute error 0.0643 Root mean squared error 0.1861 Relative absolute error 29.9303 % Root relative squared error 56.7782 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.82 0.029 0.796 0.82 0.808 0.969 climbingdown 0.774 0.022 0.818 0.774 0.796 0.959 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.626 0.058 0.615 0.626 0.62 0.935 lying 0.884 0.027 0.857 0.884 0.87 0.976 standing 0.701 0.052 0.741 0.701 0.72 0.951 sitting 0.992 0 1 0.992 0.996 0.992 running 0.851 0.031 0.824 0.851 0.837 0.978 walking Weighted Avg. 0.812 0.031 0.811 0.812 0.811 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 82 5 0 0 1 0 0 12 | a = climbingdown 11 72 0 0 1 0 0 9 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 67 7 32 0 0 | d = lying 0 1 1 9 114 4 0 0 | e = standing 0 0 0 33 10 103 0 1 | f = sitting 1 0 0 0 0 0 118 0 | g = running 9 9 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 684 82.1128 % Incorrectly Classified Instances 149 17.8872 % Kappa statistic 0.7922 Mean absolute error 0.0627 Root mean squared error 0.1814 Relative absolute error 29.1904 % Root relative squared error 55.3413 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.91 0.041 0.752 0.91 0.824 0.984 climbingdown 0.742 0.018 0.841 0.742 0.789 0.954 climbingup 1 0.004 0.85 1 0.919 0.999 jumping 0.673 0.05 0.667 0.673 0.67 0.953 lying 0.907 0.027 0.86 0.907 0.883 0.975 standing 0.721 0.042 0.785 0.721 0.752 0.949 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.777 0.025 0.839 0.777 0.807 0.961 walking Weighted Avg. 0.821 0.029 0.823 0.821 0.82 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 91 3 0 0 0 0 0 6 | a = climbingdown 11 69 1 0 0 0 0 12 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 72 8 26 1 0 | d = lying 0 0 0 9 117 3 0 0 | e = standing 1 1 1 27 11 106 0 0 | f = sitting 1 0 0 0 0 0 118 0 | g = running 17 9 1 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 676 81.1525 % Incorrectly Classified Instances 157 18.8475 % Kappa statistic 0.7806 Mean absolute error 0.0625 Root mean squared error 0.1849 Relative absolute error 29.0719 % Root relative squared error 56.4207 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.86 0.033 0.782 0.86 0.819 0.97 climbingdown 0.753 0.027 0.778 0.753 0.765 0.967 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.495 0.043 0.631 0.495 0.555 0.918 lying 0.938 0.031 0.846 0.938 0.89 0.982 standing 0.755 0.063 0.721 0.755 0.738 0.953 sitting 0.983 0.001 0.992 0.983 0.987 0.995 running 0.835 0.021 0.871 0.835 0.852 0.98 walking Weighted Avg. 0.812 0.032 0.807 0.812 0.808 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 86 8 0 0 1 1 0 4 | a = climbingdown 13 70 0 0 0 0 0 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 2 0 0 53 11 40 1 0 | d = lying 0 0 1 4 121 2 0 1 | e = standing 1 0 0 27 8 111 0 0 | f = sitting 0 0 0 0 2 0 117 0 | g = running 8 12 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 641 80.125 % Incorrectly Classified Instances 159 19.875 % Kappa statistic 0.7692 Mean absolute error 0.0602 Root mean squared error 0.1861 Relative absolute error 27.9458 % Root relative squared error 56.7318 % Total Number of Instances 800 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.842 0.037 0.755 0.842 0.796 0.966 climbingdown 0.839 0.017 0.867 0.839 0.852 0.975 climbingup 0.882 0.001 0.938 0.882 0.909 1 jumping 0.783 0.104 0.57 0.783 0.66 0.926 lying 1 0.003 0.983 1 0.992 1 standing 0.388 0.037 0.643 0.388 0.484 0.927 sitting 0.975 0.01 0.944 0.975 0.96 0.991 running 0.773 0.022 0.86 0.773 0.814 0.966 walking Weighted Avg. 0.801 0.033 0.806 0.801 0.796 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 80 5 0 0 0 0 1 9 | a = climbingdown 7 78 0 0 1 0 1 6 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 94 1 25 0 0 | d = lying 0 0 0 0 118 0 0 0 | e = standing 0 0 0 71 0 45 0 0 | f = sitting 1 1 1 0 0 0 119 0 | g = running 18 6 0 0 0 0 3 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 647 80.875 % Incorrectly Classified Instances 153 19.125 % Kappa statistic 0.7778 Mean absolute error 0.0601 Root mean squared error 0.1814 Relative absolute error 27.9301 % Root relative squared error 55.276 % Total Number of Instances 800 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.863 0.041 0.739 0.863 0.796 0.972 climbingdown 0.774 0.01 0.911 0.774 0.837 0.973 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.783 0.103 0.573 0.783 0.662 0.933 lying 1 0.004 0.975 1 0.987 0.998 standing 0.388 0.037 0.643 0.388 0.484 0.931 sitting 0.984 0.006 0.968 0.984 0.976 0.99 running 0.84 0.022 0.87 0.84 0.855 0.97 walking Weighted Avg. 0.809 0.032 0.815 0.809 0.803 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 82 2 0 0 0 0 1 10 | a = climbingdown 16 72 0 0 0 0 0 5 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 94 1 25 0 0 | d = lying 0 0 0 0 118 0 0 0 | e = standing 0 0 0 70 1 45 0 0 | f = sitting 1 0 0 0 1 0 120 0 | g = running 12 5 0 0 0 0 2 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 625 78.125 % Incorrectly Classified Instances 175 21.875 % Kappa statistic 0.7459 Mean absolute error 0.0627 Root mean squared error 0.1893 Relative absolute error 29.1422 % Root relative squared error 57.7029 % Total Number of Instances 800 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.021 0.828 0.75 0.787 0.972 climbingdown 0.753 0.035 0.737 0.753 0.745 0.97 climbingup 0.941 0.003 0.889 0.941 0.914 0.964 jumping 0.79 0.116 0.543 0.79 0.644 0.921 lying 1 0.003 0.983 1 0.992 0.998 standing 0.302 0.037 0.583 0.302 0.398 0.912 sitting 0.975 0.003 0.983 0.975 0.979 0.992 running 0.849 0.037 0.802 0.849 0.824 0.97 walking Weighted Avg. 0.781 0.036 0.784 0.781 0.772 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 72 12 1 0 0 0 0 11 | a = climbingdown 9 70 0 0 0 0 0 14 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 94 0 25 0 0 | d = lying 0 0 0 0 118 0 0 0 | e = standing 0 0 0 79 2 35 0 0 | f = sitting 0 2 1 0 0 0 119 0 | g = running 6 11 0 0 0 0 1 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 632 79 % Incorrectly Classified Instances 168 21 % Kappa statistic 0.7562 Mean absolute error 0.0608 Root mean squared error 0.1851 Relative absolute error 28.2443 % Root relative squared error 56.4275 % Total Number of Instances 800 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.811 0.031 0.778 0.811 0.794 0.969 climbingdown 0.839 0.028 0.796 0.839 0.817 0.98 climbingup 0.882 0 1 0.882 0.938 0.997 jumping 0.639 0.091 0.551 0.639 0.591 0.924 lying 0.983 0.006 0.967 0.983 0.975 0.997 standing 0.457 0.063 0.552 0.457 0.5 0.924 sitting 0.967 0.006 0.967 0.967 0.967 0.972 running 0.825 0.019 0.884 0.825 0.853 0.978 walking Weighted Avg. 0.79 0.034 0.791 0.79 0.789 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 77 9 0 0 0 0 1 8 | a = climbingdown 8 78 0 0 0 0 2 5 | b = climbingup 1 0 15 0 0 0 1 0 | c = jumping 0 1 0 76 0 42 0 0 | d = lying 0 0 0 1 116 1 0 0 | e = standing 0 0 0 61 2 53 0 0 | f = sitting 0 2 0 0 2 0 118 0 | g = running 13 8 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 636 79.5 % Incorrectly Classified Instances 164 20.5 % Kappa statistic 0.7618 Mean absolute error 0.0575 Root mean squared error 0.1778 Relative absolute error 26.6879 % Root relative squared error 54.1987 % Total Number of Instances 800 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.03 0.798 0.874 0.834 0.982 climbingdown 0.817 0.014 0.884 0.817 0.849 0.981 climbingup 0.824 0.003 0.875 0.824 0.848 0.999 jumping 0.792 0.126 0.525 0.792 0.631 0.93 lying 1 0.004 0.975 1 0.987 0.997 standing 0.25 0.035 0.547 0.25 0.343 0.929 sitting 0.975 0.004 0.975 0.975 0.975 0.994 running 0.858 0.022 0.873 0.858 0.866 0.982 walking Weighted Avg. 0.795 0.034 0.796 0.795 0.783 0.971 === Confusion Matrix === a b c d e f g h <-- classified as 83 7 0 0 0 0 0 5 | a = climbingdown 7 76 0 0 0 0 0 10 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 0 0 0 95 1 24 0 0 | d = lying 0 0 0 0 117 0 0 0 | e = standing 0 0 0 86 1 29 0 0 | f = sitting 1 0 1 0 1 0 119 0 | g = running 13 3 1 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 627 78.4731 % Incorrectly Classified Instances 172 21.5269 % Kappa statistic 0.7498 Mean absolute error 0.0621 Root mean squared error 0.1894 Relative absolute error 28.8635 % Root relative squared error 57.7405 % Total Number of Instances 799 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.789 0.041 0.721 0.789 0.754 0.966 climbingdown 0.753 0.018 0.843 0.753 0.795 0.978 climbingup 0.938 0 1 0.938 0.968 1 jumping 0.883 0.131 0.544 0.883 0.673 0.932 lying 0.974 0.004 0.974 0.974 0.974 0.997 standing 0.248 0.022 0.659 0.248 0.36 0.927 sitting 0.983 0.001 0.992 0.983 0.988 0.998 running 0.825 0.032 0.818 0.825 0.822 0.972 walking Weighted Avg. 0.785 0.036 0.798 0.785 0.771 0.968 === Confusion Matrix === a b c d e f g h <-- classified as 75 7 0 0 1 0 1 11 | a = climbingdown 12 70 0 0 0 0 0 11 | b = climbingup 0 1 15 0 0 0 0 0 | c = jumping 0 0 0 106 0 14 0 0 | d = lying 0 0 0 2 114 1 0 0 | e = standing 0 0 0 87 1 29 0 0 | f = sitting 1 0 0 0 1 0 119 0 | g = running 16 5 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 631 78.9737 % Incorrectly Classified Instances 168 21.0263 % Kappa statistic 0.7557 Mean absolute error 0.0606 Root mean squared error 0.1838 Relative absolute error 28.1467 % Root relative squared error 56.0256 % Total Number of Instances 799 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.884 0.033 0.785 0.884 0.832 0.98 climbingdown 0.796 0.018 0.851 0.796 0.822 0.974 climbingup 0.938 0 1 0.938 0.968 1 jumping 0.875 0.146 0.515 0.875 0.648 0.916 lying 0.983 0.004 0.975 0.983 0.979 0.993 standing 0.154 0.021 0.563 0.154 0.242 0.916 sitting 0.983 0.004 0.975 0.983 0.979 0.997 running 0.842 0.019 0.886 0.842 0.863 0.963 walking Weighted Avg. 0.79 0.035 0.796 0.79 0.768 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 84 4 0 0 0 0 1 6 | a = climbingdown 11 74 0 0 1 0 1 6 | b = climbingup 1 0 15 0 0 0 0 0 | c = jumping 0 0 0 105 1 14 0 0 | d = lying 0 0 0 1 115 0 0 1 | e = standing 0 0 0 98 1 18 0 0 | f = sitting 1 1 0 0 0 0 119 0 | g = running 10 8 0 0 0 0 1 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 643 80.4756 % Incorrectly Classified Instances 156 19.5244 % Kappa statistic 0.7732 Mean absolute error 0.0593 Root mean squared error 0.1784 Relative absolute error 27.5559 % Root relative squared error 54.3665 % Total Number of Instances 799 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.842 0.023 0.833 0.842 0.838 0.984 climbingdown 0.871 0.02 0.853 0.871 0.862 0.981 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.842 0.128 0.537 0.842 0.656 0.923 lying 0.983 0.004 0.975 0.983 0.979 0.998 standing 0.256 0.029 0.6 0.256 0.359 0.921 sitting 0.959 0 1 0.959 0.979 0.981 running 0.867 0.022 0.874 0.867 0.87 0.985 walking Weighted Avg. 0.805 0.033 0.811 0.805 0.793 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 80 6 0 0 0 0 0 9 | a = climbingdown 6 81 0 0 0 0 0 6 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 101 1 18 0 0 | d = lying 0 0 0 0 115 2 0 0 | e = standing 0 0 0 87 0 30 0 0 | f = sitting 0 2 1 0 2 0 116 0 | g = running 10 6 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 615 76.9712 % Incorrectly Classified Instances 184 23.0288 % Kappa statistic 0.7323 Mean absolute error 0.0613 Root mean squared error 0.1859 Relative absolute error 28.4818 % Root relative squared error 56.6631 % Total Number of Instances 799 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.821 0.044 0.716 0.821 0.765 0.976 climbingdown 0.699 0.018 0.833 0.699 0.76 0.961 climbingup 0.875 0 1 0.875 0.933 0.905 jumping 0.792 0.134 0.511 0.792 0.621 0.917 lying 0.992 0.004 0.975 0.992 0.983 0.998 standing 0.224 0.037 0.51 0.224 0.311 0.914 sitting 1 0.001 0.992 1 0.996 1 running 0.825 0.029 0.832 0.825 0.828 0.975 walking Weighted Avg. 0.77 0.038 0.772 0.77 0.757 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 78 7 0 1 0 0 0 9 | a = climbingdown 15 65 0 0 2 0 0 11 | b = climbingup 1 0 14 0 0 0 1 0 | c = jumping 0 0 0 95 0 25 0 0 | d = lying 0 0 0 1 117 0 0 0 | e = standing 0 0 0 89 1 26 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 15 6 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 624 78.0976 % Incorrectly Classified Instances 175 21.9024 % Kappa statistic 0.7454 Mean absolute error 0.0611 Root mean squared error 0.1874 Relative absolute error 28.3603 % Root relative squared error 57.1192 % Total Number of Instances 799 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.034 0.76 0.8 0.779 0.959 climbingdown 0.806 0.016 0.872 0.806 0.838 0.974 climbingup 0.938 0.001 0.938 0.938 0.938 0.996 jumping 0.85 0.134 0.528 0.85 0.652 0.92 lying 1 0.01 0.944 1 0.971 0.996 standing 0.198 0.025 0.575 0.198 0.295 0.916 sitting 0.967 0.004 0.975 0.967 0.971 0.992 running 0.817 0.031 0.824 0.817 0.82 0.966 walking Weighted Avg. 0.781 0.036 0.784 0.781 0.763 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 76 7 0 0 1 0 2 9 | a = climbingdown 6 75 0 0 0 0 1 11 | b = climbingup 0 0 15 0 0 0 0 1 | c = jumping 0 0 0 102 1 17 0 0 | d = lying 0 0 0 0 118 0 0 0 | e = standing 0 0 0 91 2 23 0 0 | f = sitting 1 1 1 0 1 0 117 0 | g = running 17 3 0 0 2 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 662 82.0322 % Incorrectly Classified Instances 145 17.9678 % Kappa statistic 0.7913 Mean absolute error 0.0569 Root mean squared error 0.183 Relative absolute error 26.4209 % Root relative squared error 55.7634 % Total Number of Instances 807 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.037 0.74 0.755 0.747 0.956 climbingdown 0.781 0.01 0.915 0.781 0.843 0.985 climbingup 0.941 0.001 0.941 0.941 0.941 1 jumping 0.694 0.061 0.667 0.694 0.68 0.95 lying 1 0.02 0.895 1 0.944 0.993 standing 0.551 0.051 0.65 0.551 0.596 0.926 sitting 0.992 0 1 0.992 0.996 1 running 0.933 0.029 0.847 0.933 0.888 0.986 walking Weighted Avg. 0.82 0.03 0.818 0.82 0.817 0.971 === Confusion Matrix === a b c d e f g h <-- classified as 74 6 1 0 1 0 0 16 | a = climbingdown 18 75 0 0 0 0 0 3 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 0 0 0 84 2 35 0 0 | d = lying 0 0 0 0 119 0 0 0 | e = standing 0 0 0 42 11 65 0 0 | f = sitting 0 0 0 0 0 0 118 1 | g = running 7 1 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 654 81.0409 % Incorrectly Classified Instances 153 18.9591 % Kappa statistic 0.7801 Mean absolute error 0.0599 Root mean squared error 0.1858 Relative absolute error 27.8005 % Root relative squared error 56.6045 % Total Number of Instances 807 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.025 0.775 0.633 0.697 0.954 climbingdown 0.802 0.025 0.811 0.802 0.806 0.977 climbingup 0.889 0.009 0.696 0.889 0.78 0.998 jumping 0.558 0.038 0.72 0.558 0.629 0.95 lying 1 0.009 0.952 1 0.975 0.996 standing 0.739 0.076 0.629 0.739 0.68 0.942 sitting 0.983 0.001 0.992 0.983 0.987 0.999 running 0.916 0.036 0.813 0.916 0.862 0.981 walking Weighted Avg. 0.81 0.03 0.811 0.81 0.807 0.972 === Confusion Matrix === a b c d e f g h <-- classified as 62 14 4 0 0 0 0 18 | a = climbingdown 13 77 1 0 0 0 0 5 | b = climbingup 0 1 16 0 0 0 0 1 | c = jumping 0 0 0 67 1 52 0 0 | d = lying 0 0 0 0 118 0 0 0 | e = standing 0 0 0 26 5 88 0 0 | f = sitting 0 0 1 0 0 0 117 1 | g = running 5 3 1 0 0 0 1 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 660 81.8859 % Incorrectly Classified Instances 146 18.1141 % Kappa statistic 0.7896 Mean absolute error 0.058 Root mean squared error 0.1819 Relative absolute error 26.9165 % Root relative squared error 55.4328 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.017 0.852 0.704 0.771 0.963 climbingdown 0.844 0.014 0.89 0.844 0.866 0.982 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.492 0.026 0.766 0.492 0.599 0.953 lying 0.983 0.028 0.859 0.983 0.917 0.988 standing 0.748 0.082 0.614 0.748 0.674 0.937 sitting 1 0.003 0.983 1 0.992 1 running 0.933 0.042 0.793 0.933 0.857 0.984 walking Weighted Avg. 0.819 0.03 0.823 0.819 0.813 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 69 6 0 0 1 0 0 22 | a = climbingdown 9 81 0 0 0 0 0 6 | b = climbingup 0 0 16 0 0 0 0 1 | c = jumping 0 0 0 59 5 56 0 0 | d = lying 0 1 0 1 116 0 0 0 | e = standing 0 0 0 17 13 89 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 3 3 0 0 0 0 2 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 640 79.4045 % Incorrectly Classified Instances 166 20.5955 % Kappa statistic 0.7608 Mean absolute error 0.0609 Root mean squared error 0.1869 Relative absolute error 28.2829 % Root relative squared error 56.9591 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.021 0.792 0.582 0.671 0.933 climbingdown 0.865 0.027 0.814 0.865 0.838 0.987 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.383 0.032 0.676 0.383 0.489 0.931 lying 1 0.017 0.908 1 0.952 0.993 standing 0.765 0.099 0.572 0.765 0.655 0.933 sitting 1 0 1 1 1 1 running 0.924 0.044 0.786 0.924 0.849 0.977 walking Weighted Avg. 0.794 0.034 0.796 0.794 0.784 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 57 14 0 0 0 2 0 25 | a = climbingdown 8 83 0 0 0 0 0 5 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 0 1 0 46 7 66 0 0 | d = lying 0 0 0 0 118 0 0 0 | e = standing 0 1 0 22 5 91 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 6 3 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 653 81.0174 % Incorrectly Classified Instances 153 18.9826 % Kappa statistic 0.7797 Mean absolute error 0.0584 Root mean squared error 0.1785 Relative absolute error 27.0895 % Root relative squared error 54.3823 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.031 0.758 0.711 0.734 0.959 climbingdown 0.825 0.023 0.833 0.825 0.829 0.985 climbingup 1 0.003 0.895 1 0.944 0.999 jumping 0.5 0.036 0.706 0.5 0.585 0.948 lying 0.992 0.02 0.893 0.992 0.94 0.988 standing 0.714 0.082 0.603 0.714 0.654 0.939 sitting 1 0 1 1 1 1 running 0.891 0.026 0.855 0.891 0.872 0.991 walking Weighted Avg. 0.81 0.031 0.809 0.81 0.806 0.973 === Confusion Matrix === a b c d e f g h <-- classified as 69 13 1 0 1 0 0 13 | a = climbingdown 11 80 0 1 0 0 0 5 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 60 3 56 0 0 | d = lying 1 0 0 0 117 0 0 0 | e = standing 0 0 0 24 10 85 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 10 2 1 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 651 80.7692 % Incorrectly Classified Instances 155 19.2308 % Kappa statistic 0.7768 Mean absolute error 0.0602 Root mean squared error 0.1898 Relative absolute error 27.948 % Root relative squared error 57.8269 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.032 0.747 0.694 0.72 0.953 climbingdown 0.845 0.025 0.82 0.845 0.832 0.988 climbingup 0.824 0.003 0.875 0.824 0.848 0.995 jumping 0.533 0.035 0.727 0.533 0.615 0.944 lying 0.975 0.02 0.891 0.975 0.931 0.989 standing 0.739 0.076 0.629 0.739 0.68 0.94 sitting 0.975 0.001 0.991 0.975 0.983 0.991 running 0.882 0.031 0.833 0.882 0.857 0.986 walking Weighted Avg. 0.808 0.031 0.808 0.808 0.804 0.971 === Confusion Matrix === a b c d e f g h <-- classified as 68 12 0 0 1 0 0 17 | a = climbingdown 13 82 0 0 0 0 0 2 | b = climbingup 2 0 14 0 0 0 1 0 | c = jumping 0 0 0 64 4 52 0 0 | d = lying 0 0 0 2 115 0 0 1 | e = standing 0 0 0 22 8 88 0 1 | f = sitting 0 0 2 0 1 0 115 0 | g = running 8 6 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 646 80.1489 % Incorrectly Classified Instances 160 19.8511 % Kappa statistic 0.7695 Mean absolute error 0.0613 Root mean squared error 0.1927 Relative absolute error 28.4412 % Root relative squared error 58.7063 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.031 0.738 0.633 0.681 0.94 climbingdown 0.835 0.032 0.779 0.835 0.806 0.979 climbingup 0.941 0 1 0.941 0.97 0.981 jumping 0.458 0.031 0.724 0.458 0.561 0.941 lying 0.958 0.017 0.904 0.958 0.93 0.993 standing 0.807 0.086 0.619 0.807 0.701 0.915 sitting 0.992 0.001 0.992 0.992 0.992 0.998 running 0.891 0.032 0.828 0.891 0.858 0.979 walking Weighted Avg. 0.801 0.032 0.804 0.801 0.795 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 62 17 0 1 0 0 0 18 | a = climbingdown 12 81 0 0 0 0 0 4 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 0 1 0 55 5 59 0 0 | d = lying 0 0 0 5 113 0 0 0 | e = standing 0 0 0 15 7 96 1 0 | f = sitting 0 1 0 0 0 0 117 0 | g = running 9 4 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 675 83.7469 % Incorrectly Classified Instances 131 16.2531 % Kappa statistic 0.8112 Mean absolute error 0.0553 Root mean squared error 0.1749 Relative absolute error 25.6941 % Root relative squared error 53.3003 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.021 0.817 0.684 0.744 0.972 climbingdown 0.835 0.02 0.853 0.835 0.844 0.985 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.658 0.041 0.738 0.658 0.696 0.955 lying 1 0.015 0.922 1 0.959 0.997 standing 0.723 0.054 0.699 0.723 0.711 0.95 sitting 1 0.001 0.992 1 0.996 1 running 0.924 0.038 0.809 0.924 0.863 0.983 walking Weighted Avg. 0.837 0.027 0.836 0.837 0.835 0.978 === Confusion Matrix === a b c d e f g h <-- classified as 67 11 0 0 0 0 0 20 | a = climbingdown 10 81 0 0 0 0 0 6 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 79 4 37 0 0 | d = lying 0 0 0 0 118 0 0 0 | e = standing 0 0 0 27 6 86 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 5 3 0 1 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 668 82.8784 % Incorrectly Classified Instances 138 17.1216 % Kappa statistic 0.8012 Mean absolute error 0.0542 Root mean squared error 0.1795 Relative absolute error 25.1513 % Root relative squared error 54.6871 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.027 0.789 0.724 0.755 0.954 climbingdown 0.813 0.02 0.848 0.813 0.83 0.972 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.65 0.048 0.703 0.65 0.675 0.945 lying 0.983 0.019 0.9 0.983 0.94 0.992 standing 0.678 0.052 0.69 0.678 0.684 0.946 sitting 0.992 0 1 0.992 0.996 1 running 0.917 0.032 0.833 0.917 0.873 0.981 walking Weighted Avg. 0.829 0.028 0.826 0.829 0.826 0.971 === Confusion Matrix === a b c d e f g h <-- classified as 71 12 0 0 0 0 0 15 | a = climbingdown 10 78 1 0 0 0 0 7 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 78 6 36 0 0 | d = lying 0 0 0 2 117 0 0 0 | e = standing 0 0 0 31 7 80 0 0 | f = sitting 1 0 0 0 0 0 117 0 | g = running 8 2 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 650 80.6452 % Incorrectly Classified Instances 156 19.3548 % Kappa statistic 0.7752 Mean absolute error 0.0576 Root mean squared error 0.1833 Relative absolute error 26.7474 % Root relative squared error 55.8564 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.023 0.802 0.663 0.726 0.948 climbingdown 0.823 0.015 0.878 0.823 0.849 0.99 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.55 0.048 0.667 0.55 0.603 0.949 lying 1 0.02 0.895 1 0.944 0.991 standing 0.653 0.074 0.602 0.653 0.626 0.939 sitting 0.992 0 1 0.992 0.996 0.997 running 0.917 0.044 0.786 0.917 0.846 0.984 walking Weighted Avg. 0.806 0.032 0.805 0.806 0.803 0.972 === Confusion Matrix === a b c d e f g h <-- classified as 65 7 0 0 1 1 0 24 | a = climbingdown 11 79 0 0 0 0 0 6 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 66 4 50 0 0 | d = lying 0 0 0 0 119 0 0 0 | e = standing 0 0 0 33 8 77 0 0 | f = sitting 0 0 0 0 1 0 117 0 | g = running 5 4 1 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 685 86.5992 % Incorrectly Classified Instances 106 13.4008 % Kappa statistic 0.8444 Mean absolute error 0.0454 Root mean squared error 0.161 Relative absolute error 21.1022 % Root relative squared error 49.0771 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.013 0.89 0.768 0.825 0.971 climbingdown 0.72 0.053 0.644 0.72 0.68 0.956 climbingup 1 0.003 0.889 1 0.941 0.999 jumping 1 0.001 0.992 1 0.996 0.999 lying 0.869 0.015 0.914 0.869 0.891 0.988 standing 0.971 0.022 0.872 0.971 0.919 0.995 sitting 0.966 0 1 0.966 0.983 0.985 running 0.711 0.048 0.729 0.711 0.72 0.96 walking Weighted Avg. 0.866 0.021 0.87 0.866 0.866 0.98 === Confusion Matrix === a b c d e f g h <-- classified as 73 9 0 0 2 0 0 11 | a = climbingdown 3 67 0 0 2 0 0 21 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 121 0 0 0 0 | d = lying 0 0 0 1 106 15 0 0 | e = standing 0 0 0 0 3 102 0 0 | f = sitting 0 0 2 0 2 0 114 0 | g = running 6 28 0 0 1 0 0 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 699 88.3692 % Incorrectly Classified Instances 92 11.6308 % Kappa statistic 0.8648 Mean absolute error 0.0415 Root mean squared error 0.1511 Relative absolute error 19.2922 % Root relative squared error 46.0567 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.811 0.011 0.906 0.811 0.856 0.96 climbingdown 0.613 0.026 0.76 0.613 0.679 0.94 climbingup 1 0 1 1 1 1 jumping 0.992 0.015 0.922 0.992 0.956 0.999 lying 0.884 0.009 0.947 0.884 0.915 0.995 standing 0.905 0.022 0.864 0.905 0.884 0.991 sitting 1 0 1 1 1 1 running 0.893 0.052 0.757 0.893 0.82 0.974 walking Weighted Avg. 0.884 0.019 0.885 0.884 0.882 0.982 === Confusion Matrix === a b c d e f g h <-- classified as 77 9 0 0 4 0 0 5 | a = climbingdown 4 57 0 0 2 0 0 30 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 119 0 1 0 0 | d = lying 0 0 0 0 107 14 0 0 | e = standing 0 0 0 10 0 95 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 4 9 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 692 87.5949 % Incorrectly Classified Instances 98 12.4051 % Kappa statistic 0.856 Mean absolute error 0.0493 Root mean squared error 0.1575 Relative absolute error 22.8909 % Root relative squared error 48.004 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.022 0.84 0.832 0.836 0.961 climbingdown 0.72 0.033 0.744 0.72 0.732 0.966 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.983 0.007 0.959 0.983 0.971 0.998 lying 0.81 0.009 0.942 0.81 0.871 0.993 standing 0.933 0.038 0.79 0.933 0.856 0.974 sitting 1 0 1 1 1 1 running 0.803 0.033 0.817 0.803 0.81 0.973 walking Weighted Avg. 0.876 0.019 0.878 0.876 0.876 0.982 === Confusion Matrix === a b c d e f g h <-- classified as 79 6 1 0 3 2 0 4 | a = climbingdown 7 67 0 0 1 0 0 18 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 118 0 2 0 0 | d = lying 1 0 0 0 98 22 0 0 | e = standing 0 0 0 5 2 98 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 7 17 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 672 85.0633 % Incorrectly Classified Instances 118 14.9367 % Kappa statistic 0.8267 Mean absolute error 0.0523 Root mean squared error 0.1699 Relative absolute error 24.2871 % Root relative squared error 51.7802 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.821 0.016 0.876 0.821 0.848 0.975 climbingdown 0.806 0.056 0.658 0.806 0.725 0.966 climbingup 1 0 1 1 1 1 jumping 0.975 0.021 0.893 0.975 0.932 0.998 lying 0.736 0.004 0.967 0.736 0.836 0.991 standing 0.876 0.047 0.742 0.876 0.803 0.964 sitting 1 0.001 0.992 1 0.996 1 running 0.713 0.027 0.829 0.713 0.767 0.963 walking Weighted Avg. 0.851 0.023 0.862 0.851 0.851 0.981 === Confusion Matrix === a b c d e f g h <-- classified as 78 12 0 0 1 0 0 4 | a = climbingdown 4 75 0 0 0 0 0 14 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 117 0 3 0 0 | d = lying 0 0 0 3 89 29 0 0 | e = standing 0 0 0 11 2 92 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 7 27 0 0 0 0 1 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 661 83.6709 % Incorrectly Classified Instances 129 16.3291 % Kappa statistic 0.8105 Mean absolute error 0.055 Root mean squared error 0.179 Relative absolute error 25.5327 % Root relative squared error 54.5526 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.811 0.01 0.917 0.811 0.86 0.974 climbingdown 0.728 0.052 0.65 0.728 0.687 0.955 climbingup 1 0 1 1 1 1 jumping 0.983 0.021 0.894 0.983 0.937 0.992 lying 0.645 0.009 0.929 0.645 0.761 0.979 standing 0.877 0.058 0.699 0.877 0.778 0.958 sitting 0.992 0 1 0.992 0.996 0.997 running 0.779 0.039 0.785 0.779 0.782 0.966 walking Weighted Avg. 0.837 0.026 0.849 0.837 0.836 0.976 === Confusion Matrix === a b c d e f g h <-- classified as 77 10 0 0 2 0 0 6 | a = climbingdown 4 67 0 0 2 0 0 19 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 118 1 1 0 0 | d = lying 2 0 0 2 78 39 0 0 | e = standing 0 0 0 12 0 93 0 1 | f = sitting 0 0 0 0 1 0 117 0 | g = running 1 26 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 690 87.3418 % Incorrectly Classified Instances 100 12.6582 % Kappa statistic 0.8529 Mean absolute error 0.0437 Root mean squared error 0.1503 Relative absolute error 20.3128 % Root relative squared error 45.8132 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.01 0.919 0.832 0.873 0.963 climbingdown 0.75 0.042 0.704 0.75 0.726 0.973 climbingup 1 0 1 1 1 1 jumping 1 0.027 0.871 1 0.931 0.998 lying 0.893 0.013 0.923 0.893 0.908 0.989 standing 0.8 0.018 0.875 0.8 0.836 0.977 sitting 0.983 0 1 0.983 0.991 0.996 running 0.795 0.037 0.795 0.795 0.795 0.977 walking Weighted Avg. 0.873 0.02 0.876 0.873 0.873 0.983 === Confusion Matrix === a b c d e f g h <-- classified as 79 8 0 0 2 2 0 4 | a = climbingdown 3 69 0 0 0 0 0 20 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 121 0 0 0 0 | d = lying 0 0 0 2 108 10 0 1 | e = standing 0 0 0 16 5 84 0 0 | f = sitting 0 0 0 0 2 0 116 0 | g = running 4 21 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 694 87.8481 % Incorrectly Classified Instances 96 12.1519 % Kappa statistic 0.8589 Mean absolute error 0.0449 Root mean squared error 0.1542 Relative absolute error 20.8535 % Root relative squared error 47.0066 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.853 0.022 0.844 0.853 0.848 0.978 climbingdown 0.688 0.034 0.727 0.688 0.707 0.961 climbingup 1 0 1 1 1 1 jumping 0.983 0.012 0.937 0.983 0.96 0.997 lying 0.843 0.009 0.944 0.843 0.891 0.985 standing 0.886 0.029 0.823 0.886 0.853 0.975 sitting 0.992 0 1 0.992 0.996 0.998 running 0.843 0.034 0.816 0.843 0.829 0.98 walking Weighted Avg. 0.878 0.019 0.879 0.878 0.878 0.983 === Confusion Matrix === a b c d e f g h <-- classified as 81 8 0 0 1 0 0 5 | a = climbingdown 11 64 0 0 0 0 0 18 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 119 0 2 0 0 | d = lying 1 0 0 0 102 18 0 0 | e = standing 0 0 0 8 4 93 0 0 | f = sitting 0 0 0 0 1 0 117 0 | g = running 3 16 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 691 87.4684 % Incorrectly Classified Instances 99 12.5316 % Kappa statistic 0.8544 Mean absolute error 0.0446 Root mean squared error 0.1533 Relative absolute error 20.741 % Root relative squared error 46.7284 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.862 0.022 0.844 0.862 0.853 0.967 climbingdown 0.667 0.04 0.689 0.667 0.678 0.962 climbingup 1 0 1 1 1 1 jumping 0.975 0.012 0.937 0.975 0.955 0.998 lying 0.869 0.006 0.964 0.869 0.914 0.982 standing 0.905 0.025 0.848 0.905 0.876 0.985 sitting 1 0 1 1 1 1 running 0.785 0.04 0.779 0.785 0.782 0.973 walking Weighted Avg. 0.875 0.02 0.875 0.875 0.874 0.982 === Confusion Matrix === a b c d e f g h <-- classified as 81 7 0 0 2 1 0 3 | a = climbingdown 8 62 0 0 0 0 0 23 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 118 0 2 0 0 | d = lying 0 1 0 0 106 14 0 1 | e = standing 0 0 0 8 2 95 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 7 19 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 685 86.7089 % Incorrectly Classified Instances 105 13.2911 % Kappa statistic 0.8456 Mean absolute error 0.0492 Root mean squared error 0.1618 Relative absolute error 22.8399 % Root relative squared error 49.3238 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.014 0.882 0.798 0.838 0.971 climbingdown 0.688 0.055 0.627 0.688 0.656 0.947 climbingup 1 0 1 1 1 1 jumping 0.983 0.004 0.975 0.983 0.979 0.998 lying 0.885 0.016 0.908 0.885 0.896 0.99 standing 0.895 0.02 0.87 0.895 0.883 0.989 sitting 1 0 1 1 1 1 running 0.752 0.043 0.758 0.752 0.755 0.959 walking Weighted Avg. 0.867 0.021 0.87 0.867 0.868 0.981 === Confusion Matrix === a b c d e f g h <-- classified as 75 13 0 0 1 0 0 5 | a = climbingdown 5 64 0 0 0 0 0 24 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 119 0 1 0 0 | d = lying 1 0 0 0 108 13 0 0 | e = standing 0 0 0 3 8 94 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 4 24 0 0 2 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 692 87.5949 % Incorrectly Classified Instances 98 12.4051 % Kappa statistic 0.8558 Mean absolute error 0.0464 Root mean squared error 0.1558 Relative absolute error 21.5741 % Root relative squared error 47.4855 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.883 0.014 0.892 0.883 0.888 0.979 climbingdown 0.591 0.032 0.714 0.591 0.647 0.941 climbingup 1 0 1 1 1 1 jumping 0.983 0.013 0.93 0.983 0.956 0.999 lying 0.893 0.012 0.932 0.893 0.912 0.982 standing 0.876 0.019 0.876 0.876 0.876 0.983 sitting 0.983 0 1 0.983 0.991 0.984 running 0.843 0.054 0.739 0.843 0.788 0.967 walking Weighted Avg. 0.876 0.02 0.876 0.876 0.874 0.978 === Confusion Matrix === a b c d e f g h <-- classified as 83 5 0 0 0 0 0 6 | a = climbingdown 7 55 0 0 2 0 0 29 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 119 0 2 0 0 | d = lying 0 1 0 0 109 11 0 1 | e = standing 1 0 0 9 3 92 0 0 | f = sitting 0 0 0 0 2 0 116 0 | g = running 2 16 0 0 1 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 736 89.7561 % Incorrectly Classified Instances 84 10.2439 % Kappa statistic 0.8811 Mean absolute error 0.0367 Root mean squared error 0.1457 Relative absolute error 17.0316 % Root relative squared error 44.4014 % Total Number of Instances 820 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.887 0.025 0.839 0.887 0.862 0.982 climbingdown 0.758 0.019 0.831 0.758 0.793 0.965 climbingup 1 0 1 1 1 1 jumping 0.887 0.017 0.902 0.887 0.894 0.987 lying 0.933 0.014 0.917 0.933 0.925 0.994 standing 0.857 0.024 0.857 0.857 0.857 0.98 sitting 1 0 1 1 1 1 running 0.911 0.019 0.896 0.911 0.903 0.989 walking Weighted Avg. 0.898 0.016 0.897 0.898 0.897 0.986 === Confusion Matrix === a b c d e f g h <-- classified as 94 9 0 0 0 0 0 3 | a = climbingdown 12 69 0 0 0 0 0 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 110 5 9 0 0 | d = lying 0 0 0 0 111 8 0 0 | e = standing 0 0 0 12 5 102 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 6 5 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 740 90.3541 % Incorrectly Classified Instances 79 9.6459 % Kappa statistic 0.888 Mean absolute error 0.0311 Root mean squared error 0.1365 Relative absolute error 14.4464 % Root relative squared error 41.6058 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.887 0.021 0.862 0.887 0.874 0.989 climbingdown 0.791 0.022 0.818 0.791 0.804 0.979 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.927 0.014 0.92 0.927 0.924 0.993 lying 0.958 0.021 0.884 0.958 0.919 0.987 standing 0.882 0.01 0.938 0.882 0.909 0.992 sitting 0.967 0.001 0.991 0.967 0.979 0.985 running 0.87 0.02 0.884 0.87 0.877 0.98 walking Weighted Avg. 0.904 0.015 0.904 0.904 0.903 0.987 === Confusion Matrix === a b c d e f g h <-- classified as 94 7 0 0 0 0 0 5 | a = climbingdown 8 72 0 0 0 2 0 9 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 115 6 3 0 0 | d = lying 0 0 0 2 114 2 1 0 | e = standing 0 0 0 8 6 105 0 0 | f = sitting 0 0 1 0 3 0 116 0 | g = running 7 9 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 735 89.7436 % Incorrectly Classified Instances 84 10.2564 % Kappa statistic 0.8809 Mean absolute error 0.0348 Root mean squared error 0.143 Relative absolute error 16.1714 % Root relative squared error 43.5689 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.86 0.029 0.814 0.86 0.836 0.976 climbingdown 0.802 0.019 0.839 0.802 0.82 0.966 climbingup 1 0 1 1 1 1 jumping 0.839 0.01 0.937 0.839 0.885 0.991 lying 0.95 0.01 0.942 0.95 0.946 0.991 standing 0.908 0.034 0.818 0.908 0.861 0.978 sitting 1 0 1 1 1 1 running 0.885 0.016 0.908 0.885 0.896 0.993 walking Weighted Avg. 0.897 0.016 0.9 0.897 0.898 0.986 === Confusion Matrix === a b c d e f g h <-- classified as 92 9 0 0 1 0 0 5 | a = climbingdown 12 73 0 0 0 0 0 6 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 104 2 18 0 0 | d = lying 0 0 0 0 114 6 0 0 | e = standing 0 0 0 7 4 108 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 9 5 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 744 90.8425 % Incorrectly Classified Instances 75 9.1575 % Kappa statistic 0.8937 Mean absolute error 0.0336 Root mean squared error 0.1386 Relative absolute error 15.5855 % Root relative squared error 42.2563 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.869 0.028 0.823 0.869 0.845 0.98 climbingdown 0.789 0.026 0.789 0.789 0.789 0.974 climbingup 1 0 1 1 1 1 jumping 0.976 0.02 0.896 0.976 0.934 0.991 lying 0.95 0.011 0.934 0.95 0.942 0.987 standing 0.899 0.001 0.991 0.899 0.943 0.989 sitting 1 0 1 1 1 1 running 0.829 0.019 0.887 0.829 0.857 0.979 walking Weighted Avg. 0.908 0.014 0.91 0.908 0.908 0.987 === Confusion Matrix === a b c d e f g h <-- classified as 93 8 0 0 0 0 0 6 | a = climbingdown 10 71 0 1 2 0 0 6 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 121 2 1 0 0 | d = lying 0 0 0 5 114 0 0 1 | e = standing 0 0 0 8 4 107 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 10 11 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 728 88.8889 % Incorrectly Classified Instances 91 11.1111 % Kappa statistic 0.871 Mean absolute error 0.0371 Root mean squared error 0.1496 Relative absolute error 17.2399 % Root relative squared error 45.6068 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.869 0.021 0.861 0.869 0.865 0.97 climbingdown 0.822 0.027 0.787 0.822 0.804 0.979 climbingup 1 0 1 1 1 1 jumping 0.742 0.007 0.948 0.742 0.833 0.989 lying 0.967 0.014 0.921 0.967 0.943 0.98 standing 0.95 0.039 0.807 0.95 0.873 0.99 sitting 0.983 0 1 0.983 0.992 0.993 running 0.862 0.02 0.883 0.862 0.872 0.98 walking Weighted Avg. 0.889 0.018 0.893 0.889 0.888 0.984 === Confusion Matrix === a b c d e f g h <-- classified as 93 6 0 0 3 0 0 5 | a = climbingdown 7 74 0 0 0 0 0 9 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 92 6 26 0 0 | d = lying 1 2 0 0 116 1 0 0 | e = standing 0 0 0 5 1 113 0 0 | f = sitting 2 0 0 0 0 0 117 0 | g = running 5 12 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 748 91.3309 % Incorrectly Classified Instances 71 8.6691 % Kappa statistic 0.8993 Mean absolute error 0.0328 Root mean squared error 0.1345 Relative absolute error 15.2107 % Root relative squared error 40.9836 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.925 0.025 0.846 0.925 0.884 0.99 climbingdown 0.811 0.008 0.924 0.811 0.864 0.976 climbingup 1 0 1 1 1 1 jumping 0.79 0.007 0.951 0.79 0.863 0.99 lying 0.975 0.02 0.893 0.975 0.932 0.996 standing 0.924 0.03 0.84 0.924 0.88 0.986 sitting 0.992 0 1 0.992 0.996 0.996 running 0.943 0.01 0.943 0.943 0.943 0.993 walking Weighted Avg. 0.913 0.014 0.917 0.913 0.913 0.99 === Confusion Matrix === a b c d e f g h <-- classified as 99 4 0 0 1 0 0 3 | a = climbingdown 13 73 0 0 0 0 0 4 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 98 8 18 0 0 | d = lying 0 0 0 0 117 3 0 0 | e = standing 0 0 0 5 4 110 0 0 | f = sitting 0 0 0 0 1 0 118 0 | g = running 5 2 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 739 90.232 % Incorrectly Classified Instances 80 9.768 % Kappa statistic 0.8866 Mean absolute error 0.0334 Root mean squared error 0.1408 Relative absolute error 15.5228 % Root relative squared error 42.9266 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.888 0.015 0.896 0.888 0.892 0.989 climbingdown 0.856 0.023 0.819 0.856 0.837 0.987 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.911 0.013 0.926 0.911 0.919 0.991 lying 0.817 0.004 0.97 0.817 0.887 0.991 standing 0.941 0.04 0.8 0.941 0.865 0.985 sitting 0.992 0 1 0.992 0.996 1 running 0.886 0.016 0.908 0.886 0.897 0.989 walking Weighted Avg. 0.902 0.015 0.907 0.902 0.903 0.991 === Confusion Matrix === a b c d e f g h <-- classified as 95 7 0 0 1 0 0 4 | a = climbingdown 6 77 0 0 0 0 0 7 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 113 1 10 0 0 | d = lying 0 1 0 3 98 18 0 0 | e = standing 0 0 0 6 1 112 0 0 | f = sitting 0 0 1 0 0 0 118 0 | g = running 5 9 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 740 90.3541 % Incorrectly Classified Instances 79 9.6459 % Kappa statistic 0.888 Mean absolute error 0.0335 Root mean squared error 0.1398 Relative absolute error 15.5426 % Root relative squared error 42.5969 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.879 0.028 0.825 0.879 0.851 0.985 climbingdown 0.789 0.019 0.835 0.789 0.811 0.981 climbingup 1 0 1 1 1 1 jumping 0.968 0.019 0.902 0.968 0.934 0.991 lying 0.858 0.003 0.981 0.858 0.916 0.988 standing 0.882 0.023 0.868 0.882 0.875 0.976 sitting 0.983 0 1 0.983 0.992 0.998 running 0.919 0.02 0.89 0.919 0.904 0.992 walking Weighted Avg. 0.904 0.015 0.906 0.904 0.904 0.988 === Confusion Matrix === a b c d e f g h <-- classified as 94 7 0 0 0 0 0 6 | a = climbingdown 11 71 0 0 0 0 0 8 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 120 0 4 0 0 | d = lying 2 0 0 3 103 12 0 0 | e = standing 2 1 0 10 1 105 0 0 | f = sitting 1 0 0 0 1 0 117 0 | g = running 4 6 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 730 89.1331 % Incorrectly Classified Instances 89 10.8669 % Kappa statistic 0.8738 Mean absolute error 0.0354 Root mean squared error 0.1458 Relative absolute error 16.4392 % Root relative squared error 44.4434 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.86 0.01 0.929 0.86 0.893 0.982 climbingdown 0.822 0.021 0.831 0.822 0.827 0.983 climbingup 1 0 1 1 1 1 jumping 0.847 0.014 0.913 0.847 0.879 0.988 lying 0.825 0.009 0.943 0.825 0.88 0.982 standing 0.915 0.047 0.766 0.915 0.834 0.986 sitting 1 0.001 0.992 1 0.996 0.999 running 0.935 0.024 0.871 0.935 0.902 0.991 walking Weighted Avg. 0.891 0.018 0.896 0.891 0.892 0.988 === Confusion Matrix === a b c d e f g h <-- classified as 92 8 0 0 2 0 0 5 | a = climbingdown 4 74 0 0 0 0 0 12 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 105 3 15 0 0 | d = lying 0 1 0 1 99 18 1 0 | e = standing 0 0 0 9 1 108 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 2 6 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 716 87.4237 % Incorrectly Classified Instances 103 12.5763 % Kappa statistic 0.8541 Mean absolute error 0.0389 Root mean squared error 0.1554 Relative absolute error 18.0408 % Root relative squared error 47.3653 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.888 0.041 0.766 0.888 0.823 0.978 climbingdown 0.744 0.025 0.788 0.744 0.766 0.964 climbingup 1 0 1 1 1 1 jumping 0.919 0.013 0.927 0.919 0.923 0.992 lying 0.815 0.011 0.924 0.815 0.866 0.984 standing 0.89 0.037 0.802 0.89 0.843 0.98 sitting 1 0 1 1 1 1 running 0.813 0.019 0.885 0.813 0.847 0.979 walking Weighted Avg. 0.874 0.02 0.878 0.874 0.874 0.984 === Confusion Matrix === a b c d e f g h <-- classified as 95 6 0 0 0 0 0 6 | a = climbingdown 17 67 0 0 0 0 0 6 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 114 1 9 0 0 | d = lying 0 1 0 3 97 17 0 1 | e = standing 0 0 0 6 7 105 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 12 11 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 13 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 699 78.7162 % Incorrectly Classified Instances 189 21.2838 % Kappa statistic 0.7518 Mean absolute error 0.0708 Root mean squared error 0.1969 Relative absolute error 32.9698 % Root relative squared error 60.086 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.011 0.862 0.727 0.789 0.97 climbingdown 0.781 0.047 0.735 0.781 0.758 0.953 climbingup 0.947 0.001 0.947 0.947 0.947 1 jumping 0.895 0.017 0.908 0.895 0.901 0.979 lying 0.865 0.108 0.601 0.865 0.709 0.939 standing 0.444 0.02 0.8 0.444 0.571 0.944 sitting 0.983 0.001 0.992 0.983 0.987 0.992 running 0.778 0.043 0.748 0.778 0.763 0.968 walking Weighted Avg. 0.787 0.037 0.803 0.787 0.783 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 56 8 0 0 0 0 0 13 | a = climbingdown 4 100 0 0 5 0 0 19 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 128 9 5 0 1 | d = lying 0 2 0 7 122 10 0 0 | e = standing 1 1 0 6 67 60 0 0 | f = sitting 1 0 1 0 0 0 117 0 | g = running 3 25 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 696 78.3784 % Incorrectly Classified Instances 192 21.6216 % Kappa statistic 0.7478 Mean absolute error 0.0727 Root mean squared error 0.1979 Relative absolute error 33.8637 % Root relative squared error 60.3947 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.009 0.879 0.671 0.761 0.965 climbingdown 0.688 0.032 0.786 0.688 0.733 0.951 climbingup 0.95 0.001 0.95 0.95 0.95 1 jumping 0.874 0.016 0.912 0.874 0.893 0.984 lying 0.865 0.104 0.61 0.865 0.716 0.946 standing 0.481 0.028 0.756 0.481 0.588 0.941 sitting 0.975 0.001 0.991 0.975 0.983 0.988 running 0.873 0.063 0.696 0.873 0.775 0.968 walking Weighted Avg. 0.784 0.038 0.8 0.784 0.781 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 51 10 0 0 1 0 0 14 | a = climbingdown 3 88 0 0 3 1 0 33 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 125 11 7 0 0 | d = lying 0 1 0 6 122 12 0 0 | e = standing 0 1 0 6 62 65 0 1 | f = sitting 0 0 1 0 1 1 116 0 | g = running 4 12 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 673 75.7883 % Incorrectly Classified Instances 215 24.2117 % Kappa statistic 0.7178 Mean absolute error 0.078 Root mean squared error 0.2111 Relative absolute error 36.3103 % Root relative squared error 64.433 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.012 0.851 0.75 0.797 0.975 climbingdown 0.688 0.047 0.71 0.688 0.698 0.937 climbingup 1 0 1 1 1 1 jumping 0.825 0.008 0.952 0.825 0.884 0.98 lying 0.894 0.142 0.543 0.894 0.676 0.919 standing 0.358 0.02 0.762 0.358 0.487 0.917 sitting 1 0 1 1 1 1 running 0.764 0.055 0.698 0.764 0.729 0.953 walking Weighted Avg. 0.758 0.043 0.786 0.758 0.753 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 57 6 0 0 0 1 0 12 | a = climbingdown 8 88 0 0 4 2 0 26 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 1 0 0 118 21 2 0 1 | d = lying 0 1 0 3 126 10 0 1 | e = standing 0 0 0 3 81 48 0 2 | f = sitting 0 0 0 0 0 0 119 0 | g = running 1 29 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 672 75.6757 % Incorrectly Classified Instances 216 24.3243 % Kappa statistic 0.7162 Mean absolute error 0.0769 Root mean squared error 0.2086 Relative absolute error 35.7954 % Root relative squared error 63.6625 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.662 0.006 0.911 0.662 0.767 0.961 climbingdown 0.693 0.045 0.721 0.693 0.707 0.945 climbingup 0.95 0.001 0.95 0.95 0.95 1 jumping 0.81 0.012 0.927 0.81 0.865 0.965 lying 0.894 0.138 0.552 0.894 0.683 0.936 standing 0.373 0.025 0.725 0.373 0.493 0.928 sitting 0.983 0.001 0.992 0.983 0.987 0.997 running 0.827 0.058 0.705 0.827 0.761 0.968 walking Weighted Avg. 0.757 0.043 0.783 0.757 0.752 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 51 12 0 0 0 0 0 14 | a = climbingdown 4 88 0 0 3 3 0 29 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 115 21 5 0 1 | d = lying 0 1 0 4 127 10 0 0 | e = standing 0 0 0 5 79 50 0 0 | f = sitting 0 0 1 0 0 1 117 0 | g = running 1 21 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 681 76.6892 % Incorrectly Classified Instances 207 23.3108 % Kappa statistic 0.7281 Mean absolute error 0.0753 Root mean squared error 0.204 Relative absolute error 35.0753 % Root relative squared error 62.2631 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.004 0.948 0.714 0.815 0.947 climbingdown 0.701 0.037 0.761 0.701 0.73 0.96 climbingup 0.95 0.002 0.905 0.95 0.927 0.999 jumping 0.88 0.02 0.893 0.88 0.887 0.986 lying 0.908 0.139 0.554 0.908 0.688 0.944 standing 0.299 0.011 0.833 0.299 0.44 0.932 sitting 0.975 0.001 0.991 0.975 0.983 1 running 0.85 0.06 0.701 0.85 0.769 0.963 walking Weighted Avg. 0.767 0.042 0.802 0.767 0.756 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 55 9 0 0 2 1 0 10 | a = climbingdown 0 89 0 0 3 1 0 34 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 125 16 1 0 0 | d = lying 0 3 0 5 129 5 0 0 | e = standing 0 2 0 9 81 40 0 2 | f = sitting 0 0 2 1 0 0 116 0 | g = running 3 14 0 0 2 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 680 76.5766 % Incorrectly Classified Instances 208 23.4234 % Kappa statistic 0.7269 Mean absolute error 0.0769 Root mean squared error 0.2037 Relative absolute error 35.7903 % Root relative squared error 62.148 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.011 0.855 0.688 0.763 0.959 climbingdown 0.703 0.061 0.662 0.703 0.682 0.951 climbingup 0.95 0 1 0.95 0.974 0.999 jumping 0.887 0.015 0.92 0.887 0.903 0.987 lying 0.838 0.102 0.61 0.838 0.706 0.936 standing 0.47 0.028 0.75 0.47 0.578 0.932 sitting 0.992 0.001 0.992 0.992 0.992 0.998 running 0.73 0.058 0.676 0.73 0.702 0.961 walking Weighted Avg. 0.766 0.041 0.779 0.766 0.763 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 53 12 0 0 0 0 0 12 | a = climbingdown 5 90 0 0 2 0 0 31 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 126 13 3 0 0 | d = lying 2 1 0 3 119 17 0 0 | e = standing 2 0 0 8 60 63 0 1 | f = sitting 0 0 0 0 0 1 118 0 | g = running 0 33 0 0 1 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 677 76.2387 % Incorrectly Classified Instances 211 23.7613 % Kappa statistic 0.723 Mean absolute error 0.0743 Root mean squared error 0.2041 Relative absolute error 34.5688 % Root relative squared error 62.2862 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.007 0.903 0.727 0.806 0.977 climbingdown 0.68 0.041 0.737 0.68 0.707 0.958 climbingup 1 0 1 1 1 1 jumping 0.853 0.013 0.924 0.853 0.887 0.972 lying 0.872 0.122 0.575 0.872 0.693 0.938 standing 0.358 0.031 0.676 0.358 0.468 0.919 sitting 1 0 1 1 1 1 running 0.81 0.066 0.671 0.81 0.734 0.959 walking Weighted Avg. 0.762 0.042 0.778 0.762 0.756 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 56 8 0 0 0 0 0 13 | a = climbingdown 3 87 0 0 3 0 0 35 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 1 0 0 122 10 9 0 1 | d = lying 0 1 0 3 123 14 0 0 | e = standing 0 1 0 7 77 48 0 1 | f = sitting 0 0 0 0 0 0 119 0 | g = running 2 21 0 0 1 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 664 74.7748 % Incorrectly Classified Instances 224 25.2252 % Kappa statistic 0.7061 Mean absolute error 0.0779 Root mean squared error 0.2099 Relative absolute error 36.2745 % Root relative squared error 64.0464 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.021 0.77 0.74 0.755 0.946 climbingdown 0.578 0.05 0.661 0.578 0.617 0.941 climbingup 0.85 0.001 0.944 0.85 0.895 0.994 jumping 0.846 0.019 0.896 0.846 0.871 0.979 lying 0.894 0.103 0.621 0.894 0.733 0.948 standing 0.455 0.031 0.726 0.455 0.56 0.933 sitting 0.992 0.004 0.975 0.992 0.983 0.999 running 0.714 0.067 0.638 0.714 0.674 0.951 walking Weighted Avg. 0.748 0.043 0.757 0.748 0.743 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 57 7 0 1 0 3 0 9 | a = climbingdown 7 74 0 0 3 3 0 41 | b = climbingup 0 0 17 0 0 0 3 0 | c = jumping 1 0 0 121 15 6 0 0 | d = lying 1 0 0 3 126 11 0 0 | e = standing 2 2 0 10 58 61 0 1 | f = sitting 0 0 1 0 0 0 118 0 | g = running 6 29 0 0 1 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 641 72.1847 % Incorrectly Classified Instances 247 27.8153 % Kappa statistic 0.6757 Mean absolute error 0.0812 Root mean squared error 0.2185 Relative absolute error 37.8104 % Root relative squared error 66.6751 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.012 0.839 0.675 0.748 0.953 climbingdown 0.633 0.038 0.736 0.633 0.681 0.946 climbingup 1 0.001 0.952 1 0.976 1 jumping 0.811 0.016 0.906 0.811 0.856 0.981 lying 0.773 0.147 0.498 0.773 0.606 0.917 standing 0.351 0.041 0.603 0.351 0.443 0.917 sitting 0.983 0 1 0.983 0.992 0.988 running 0.786 0.071 0.647 0.786 0.71 0.956 walking Weighted Avg. 0.722 0.049 0.742 0.722 0.719 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 52 7 0 0 1 2 0 15 | a = climbingdown 4 81 0 0 6 0 0 37 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 116 25 2 0 0 | d = lying 0 0 0 6 109 26 0 0 | e = standing 0 1 0 6 78 47 0 2 | f = sitting 1 0 1 0 0 0 117 0 | g = running 5 21 0 0 0 1 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 662 74.5495 % Incorrectly Classified Instances 226 25.4505 % Kappa statistic 0.7034 Mean absolute error 0.0774 Root mean squared error 0.211 Relative absolute error 36.0139 % Root relative squared error 64.3862 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.766 0.015 0.831 0.766 0.797 0.962 climbingdown 0.719 0.049 0.713 0.719 0.716 0.929 climbingup 0.95 0.001 0.95 0.95 0.95 0.994 jumping 0.818 0.03 0.842 0.818 0.83 0.976 lying 0.794 0.133 0.531 0.794 0.636 0.928 standing 0.381 0.027 0.718 0.381 0.498 0.929 sitting 0.992 0.001 0.992 0.992 0.992 0.999 running 0.746 0.045 0.734 0.746 0.74 0.969 walking Weighted Avg. 0.745 0.045 0.762 0.745 0.741 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 59 7 0 0 0 1 0 10 | a = climbingdown 8 92 0 1 3 0 0 24 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 117 24 2 0 0 | d = lying 0 2 0 11 112 16 0 0 | e = standing 0 1 0 10 72 51 0 0 | f = sitting 0 0 1 0 0 0 118 0 | g = running 4 27 0 0 0 1 0 94 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 526 64.9383 % Incorrectly Classified Instances 284 35.0617 % Kappa statistic 0.5894 Mean absolute error 0.1061 Root mean squared error 0.2386 Relative absolute error 49.3936 % Root relative squared error 72.8167 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.482 0.022 0.714 0.482 0.576 0.902 climbingdown 0.846 0.176 0.462 0.846 0.598 0.918 climbingup 0.895 0 1 0.895 0.944 0.95 jumping 0.792 0.04 0.792 0.792 0.792 0.924 lying 0.333 0.054 0.418 0.333 0.371 0.878 standing 0.698 0.089 0.618 0.698 0.655 0.9 sitting 0.976 0.001 0.992 0.976 0.984 0.983 running 0.156 0.029 0.459 0.156 0.233 0.867 walking Weighted Avg. 0.649 0.06 0.656 0.649 0.631 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 40 29 0 0 5 5 0 4 | a = climbingdown 5 104 0 0 3 1 0 10 | b = climbingup 1 0 17 0 1 0 0 0 | c = jumping 0 5 0 103 5 16 0 1 | d = lying 0 7 0 14 28 32 0 3 | e = standing 1 10 0 13 16 97 0 2 | f = sitting 1 1 0 0 0 1 120 0 | g = running 8 69 0 0 9 5 1 17 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 523 64.5679 % Incorrectly Classified Instances 287 35.4321 % Kappa statistic 0.5854 Mean absolute error 0.1091 Root mean squared error 0.2428 Relative absolute error 50.7935 % Root relative squared error 74.0972 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.349 0.023 0.63 0.349 0.45 0.911 climbingdown 0.797 0.198 0.419 0.797 0.549 0.894 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.762 0.009 0.943 0.762 0.843 0.949 lying 0.464 0.052 0.506 0.464 0.484 0.868 standing 0.691 0.092 0.608 0.691 0.646 0.893 sitting 1 0.001 0.992 1 0.996 1 running 0.183 0.037 0.435 0.183 0.258 0.874 walking Weighted Avg. 0.646 0.06 0.668 0.646 0.635 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 29 42 0 0 1 3 0 8 | a = climbingdown 6 98 0 0 3 4 0 12 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 1 0 99 10 18 0 1 | d = lying 1 10 0 1 39 32 0 1 | e = standing 1 8 0 5 24 96 1 4 | f = sitting 0 0 0 0 0 0 123 0 | g = running 8 75 1 0 0 5 0 20 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 515 63.5802 % Incorrectly Classified Instances 295 36.4198 % Kappa statistic 0.5746 Mean absolute error 0.1144 Root mean squared error 0.2439 Relative absolute error 53.2859 % Root relative squared error 74.448 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.41 0.028 0.63 0.41 0.496 0.914 climbingdown 0.831 0.194 0.436 0.831 0.572 0.881 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.715 0.022 0.861 0.715 0.782 0.936 lying 0.488 0.073 0.436 0.488 0.461 0.861 standing 0.633 0.08 0.62 0.633 0.626 0.887 sitting 0.992 0 1 0.992 0.996 1 running 0.147 0.027 0.457 0.147 0.222 0.877 walking Weighted Avg. 0.636 0.061 0.656 0.636 0.622 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 34 39 0 0 4 1 0 5 | a = climbingdown 7 103 0 0 6 2 0 6 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 3 0 93 14 18 0 1 | d = lying 2 5 0 1 41 30 0 5 | e = standing 2 10 0 14 23 88 0 2 | f = sitting 0 0 1 0 0 0 121 0 | g = running 8 76 0 0 6 3 0 16 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 525 64.8148 % Incorrectly Classified Instances 285 35.1852 % Kappa statistic 0.5886 Mean absolute error 0.1096 Root mean squared error 0.2408 Relative absolute error 51.0528 % Root relative squared error 73.5025 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.47 0.026 0.672 0.47 0.553 0.875 climbingdown 0.702 0.159 0.444 0.702 0.544 0.901 climbingup 1 0 1 1 1 1 jumping 0.754 0.032 0.817 0.754 0.784 0.927 lying 0.417 0.041 0.538 0.417 0.47 0.88 standing 0.633 0.095 0.579 0.633 0.605 0.886 sitting 0.975 0.001 0.992 0.975 0.983 0.997 running 0.367 0.057 0.5 0.367 0.423 0.913 walking Weighted Avg. 0.648 0.061 0.663 0.648 0.647 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 39 29 0 0 1 6 0 8 | a = climbingdown 11 87 0 0 3 2 0 21 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 5 0 98 7 16 0 3 | d = lying 1 6 0 5 35 36 1 0 | e = standing 0 10 0 17 17 88 0 7 | f = sitting 1 0 0 0 0 1 119 1 | g = running 5 59 0 0 2 3 0 40 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 512 63.2099 % Incorrectly Classified Instances 298 36.7901 % Kappa statistic 0.5705 Mean absolute error 0.1129 Root mean squared error 0.2502 Relative absolute error 52.577 % Root relative squared error 76.3539 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.518 0.036 0.623 0.518 0.566 0.898 climbingdown 0.805 0.182 0.442 0.805 0.571 0.886 climbingup 0.895 0 1 0.895 0.944 0.988 jumping 0.605 0.013 0.897 0.605 0.722 0.941 lying 0.452 0.065 0.447 0.452 0.45 0.842 standing 0.669 0.091 0.604 0.669 0.635 0.902 sitting 1 0.001 0.992 1 0.996 1 running 0.191 0.041 0.42 0.191 0.263 0.863 walking Weighted Avg. 0.632 0.062 0.655 0.632 0.624 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 43 29 0 0 1 2 0 8 | a = climbingdown 8 99 0 0 1 4 0 11 | b = climbingup 0 0 17 0 1 0 0 1 | c = jumping 0 4 0 78 18 28 0 1 | d = lying 2 12 0 2 38 26 1 3 | e = standing 1 10 0 7 23 93 0 5 | f = sitting 0 0 0 0 0 0 123 0 | g = running 15 70 0 0 3 1 0 21 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 515 63.5802 % Incorrectly Classified Instances 295 36.4198 % Kappa statistic 0.5739 Mean absolute error 0.1106 Root mean squared error 0.2419 Relative absolute error 51.5076 % Root relative squared error 73.8166 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.571 0.04 0.623 0.571 0.596 0.903 climbingdown 0.797 0.146 0.495 0.797 0.611 0.906 climbingup 0.947 0.003 0.9 0.947 0.923 0.984 jumping 0.636 0.035 0.774 0.636 0.698 0.891 lying 0.274 0.04 0.442 0.274 0.338 0.84 standing 0.754 0.124 0.556 0.754 0.64 0.912 sitting 0.984 0.001 0.992 0.984 0.988 1 running 0.191 0.039 0.438 0.191 0.266 0.898 walking Weighted Avg. 0.636 0.063 0.635 0.636 0.618 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 48 20 1 0 2 3 1 9 | a = climbingdown 4 98 0 1 2 5 0 13 | b = climbingup 0 1 18 0 0 0 0 0 | c = jumping 2 3 0 82 15 25 0 2 | d = lying 5 4 0 4 23 46 0 2 | e = standing 1 5 0 19 9 104 0 0 | f = sitting 1 0 0 0 0 0 121 1 | g = running 16 67 1 0 1 4 0 21 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 539 66.5432 % Incorrectly Classified Instances 271 33.4568 % Kappa statistic 0.6094 Mean absolute error 0.1063 Root mean squared error 0.2357 Relative absolute error 49.5188 % Root relative squared error 71.9278 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.039 0.671 0.679 0.675 0.936 climbingdown 0.78 0.138 0.503 0.78 0.611 0.909 climbingup 0.947 0 1 0.947 0.973 0.99 jumping 0.775 0.021 0.877 0.775 0.823 0.969 lying 0.381 0.051 0.464 0.381 0.418 0.877 standing 0.601 0.112 0.525 0.601 0.561 0.879 sitting 0.976 0.003 0.984 0.976 0.98 0.995 running 0.3 0.029 0.623 0.3 0.405 0.89 walking Weighted Avg. 0.665 0.057 0.681 0.665 0.659 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 57 20 0 0 0 2 0 5 | a = climbingdown 12 96 0 0 1 5 1 8 | b = climbingup 0 0 18 0 0 1 0 0 | c = jumping 0 1 0 100 8 20 0 0 | d = lying 3 5 0 2 32 39 1 2 | e = standing 0 14 0 12 24 83 0 5 | f = sitting 1 0 0 0 2 0 120 0 | g = running 12 55 0 0 2 8 0 33 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 547 67.5309 % Incorrectly Classified Instances 263 32.4691 % Kappa statistic 0.6225 Mean absolute error 0.1067 Root mean squared error 0.236 Relative absolute error 49.6997 % Root relative squared error 72.0184 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.039 0.646 0.607 0.626 0.943 climbingdown 0.61 0.106 0.507 0.61 0.554 0.896 climbingup 0.95 0.001 0.95 0.95 0.95 0.981 jumping 0.698 0.018 0.882 0.698 0.779 0.93 lying 0.571 0.072 0.48 0.571 0.522 0.878 standing 0.63 0.068 0.654 0.63 0.642 0.895 sitting 1 0.001 0.992 1 0.996 1 running 0.495 0.071 0.519 0.495 0.507 0.896 walking Weighted Avg. 0.675 0.052 0.69 0.675 0.679 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 51 21 0 0 0 2 0 10 | a = climbingdown 10 75 0 0 2 3 0 33 | b = climbingup 0 0 19 0 0 1 0 0 | c = jumping 1 4 0 90 20 13 0 1 | d = lying 3 3 0 3 48 24 0 3 | e = standing 1 10 0 9 28 87 0 3 | f = sitting 0 0 0 0 0 0 123 0 | g = running 13 35 1 0 2 3 1 54 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 541 66.7901 % Incorrectly Classified Instances 269 33.2099 % Kappa statistic 0.6135 Mean absolute error 0.1074 Root mean squared error 0.2379 Relative absolute error 50.0282 % Root relative squared error 72.5931 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.037 0.658 0.619 0.638 0.908 climbingdown 0.553 0.095 0.511 0.553 0.531 0.898 climbingup 1 0 1 1 1 1 jumping 0.69 0.013 0.908 0.69 0.784 0.953 lying 0.488 0.061 0.482 0.488 0.485 0.847 standing 0.652 0.089 0.6 0.652 0.625 0.888 sitting 0.976 0.003 0.984 0.976 0.98 0.993 running 0.56 0.088 0.496 0.56 0.526 0.897 walking Weighted Avg. 0.668 0.054 0.684 0.668 0.673 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 52 15 0 0 0 3 1 13 | a = climbingdown 15 68 0 0 0 3 0 37 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 1 0 0 89 14 25 0 0 | d = lying 2 7 0 3 41 26 1 4 | e = standing 1 7 0 6 27 90 0 7 | f = sitting 1 0 0 0 1 0 120 1 | g = running 7 36 0 0 2 3 0 61 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 544 67.1605 % Incorrectly Classified Instances 266 32.8395 % Kappa statistic 0.6163 Mean absolute error 0.1058 Root mean squared error 0.2335 Relative absolute error 49.2525 % Root relative squared error 71.2508 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.59 0.021 0.766 0.59 0.667 0.941 climbingdown 0.642 0.122 0.485 0.642 0.552 0.896 climbingup 0.95 0.003 0.905 0.95 0.927 0.999 jumping 0.762 0.031 0.825 0.762 0.792 0.934 lying 0.44 0.029 0.638 0.44 0.521 0.9 standing 0.696 0.098 0.593 0.696 0.64 0.903 sitting 0.976 0.001 0.992 0.976 0.984 0.997 running 0.413 0.08 0.446 0.413 0.429 0.884 walking Weighted Avg. 0.672 0.056 0.684 0.672 0.672 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 49 25 1 0 0 0 0 8 | a = climbingdown 4 79 0 0 0 5 0 35 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 1 3 0 99 4 19 0 4 | d = lying 0 4 1 7 37 34 0 1 | e = standing 0 3 0 14 17 96 0 8 | f = sitting 1 0 0 0 0 2 120 0 | g = running 9 49 0 0 0 6 0 45 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 605 68.4389 % Incorrectly Classified Instances 279 31.5611 % Kappa statistic 0.6329 Mean absolute error 0.092 Root mean squared error 0.228 Relative absolute error 42.7573 % Root relative squared error 69.504 % Total Number of Instances 884 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.021 0.77 0.613 0.683 0.938 climbingdown 0.582 0.067 0.582 0.582 0.582 0.913 climbingup 0.9 0 1 0.9 0.947 1 jumping 0.881 0.018 0.881 0.881 0.881 0.973 lying 0.493 0.08 0.55 0.493 0.52 0.893 standing 0.588 0.132 0.447 0.588 0.508 0.878 sitting 0.983 0.003 0.983 0.983 0.983 0.989 running 0.656 0.049 0.694 0.656 0.675 0.942 walking Weighted Avg. 0.684 0.055 0.696 0.684 0.688 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 57 17 0 0 7 4 0 8 | a = climbingdown 6 71 0 0 6 12 0 27 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 0 0 104 3 11 0 0 | d = lying 0 1 0 7 72 65 0 1 | e = standing 1 4 0 7 43 80 0 1 | f = sitting 2 0 0 0 0 0 119 0 | g = running 8 29 0 0 0 7 0 84 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 620 70.2152 % Incorrectly Classified Instances 263 29.7848 % Kappa statistic 0.654 Mean absolute error 0.0897 Root mean squared error 0.223 Relative absolute error 41.6784 % Root relative squared error 67.9889 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.032 0.74 0.763 0.751 0.944 climbingdown 0.721 0.089 0.564 0.721 0.633 0.916 climbingup 0.947 0.001 0.947 0.947 0.947 1 jumping 0.907 0.004 0.973 0.907 0.939 0.962 lying 0.575 0.084 0.575 0.575 0.575 0.915 standing 0.493 0.096 0.482 0.493 0.487 0.87 sitting 0.983 0.005 0.967 0.983 0.975 0.994 running 0.516 0.037 0.702 0.516 0.595 0.912 walking Weighted Avg. 0.702 0.051 0.71 0.702 0.702 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 71 10 0 0 1 4 1 6 | a = climbingdown 7 88 0 0 2 3 0 22 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 4 0 107 3 4 0 0 | d = lying 0 2 0 0 84 59 1 0 | e = standing 3 7 0 3 56 67 0 0 | f = sitting 0 0 1 0 0 1 119 0 | g = running 15 45 0 0 0 1 1 66 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 614 69.5357 % Incorrectly Classified Instances 269 30.4643 % Kappa statistic 0.6457 Mean absolute error 0.0897 Root mean squared error 0.2289 Relative absolute error 41.7002 % Root relative squared error 69.7694 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.034 0.69 0.638 0.663 0.917 climbingdown 0.672 0.101 0.516 0.672 0.584 0.887 climbingup 0.842 0 1 0.842 0.914 0.986 jumping 0.907 0.009 0.939 0.907 0.922 0.973 lying 0.648 0.096 0.57 0.648 0.606 0.914 standing 0.515 0.078 0.547 0.515 0.53 0.909 sitting 0.992 0.005 0.968 0.992 0.98 0.995 running 0.508 0.033 0.722 0.508 0.596 0.921 walking Weighted Avg. 0.695 0.052 0.707 0.695 0.696 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 60 24 0 0 2 3 1 4 | a = climbingdown 9 82 0 0 2 9 0 20 | b = climbingup 0 1 16 0 0 0 2 0 | c = jumping 0 2 0 107 7 2 0 0 | d = lying 2 2 0 4 94 43 0 0 | e = standing 1 3 0 3 59 70 0 0 | f = sitting 0 0 0 0 0 0 120 1 | g = running 15 45 0 0 1 1 1 65 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 605 68.5164 % Incorrectly Classified Instances 278 31.4836 % Kappa statistic 0.6339 Mean absolute error 0.0898 Root mean squared error 0.2276 Relative absolute error 41.734 % Root relative squared error 69.3801 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.019 0.81 0.681 0.74 0.967 climbingdown 0.648 0.112 0.482 0.648 0.552 0.887 climbingup 0.9 0 1 0.9 0.947 0.947 jumping 0.89 0.014 0.905 0.89 0.897 0.971 lying 0.586 0.1 0.535 0.586 0.559 0.903 standing 0.537 0.086 0.533 0.537 0.535 0.905 sitting 0.983 0.001 0.992 0.983 0.987 0.986 running 0.492 0.037 0.692 0.492 0.575 0.922 walking Weighted Avg. 0.685 0.055 0.701 0.685 0.688 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 64 22 0 0 2 1 0 5 | a = climbingdown 10 79 0 0 3 7 0 23 | b = climbingup 0 1 18 0 0 0 1 0 | c = jumping 0 0 0 105 7 6 0 0 | d = lying 0 4 0 6 85 50 0 0 | e = standing 0 3 0 4 56 73 0 0 | f = sitting 0 0 0 0 2 0 118 0 | g = running 5 55 0 1 4 0 0 63 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 619 70.1019 % Incorrectly Classified Instances 264 29.8981 % Kappa statistic 0.6525 Mean absolute error 0.0874 Root mean squared error 0.223 Relative absolute error 40.6064 % Root relative squared error 67.9842 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.029 0.733 0.677 0.704 0.924 climbingdown 0.713 0.101 0.53 0.713 0.608 0.9 climbingup 0.9 0.001 0.947 0.9 0.923 0.979 jumping 0.924 0.007 0.956 0.924 0.94 0.959 lying 0.623 0.1 0.552 0.623 0.585 0.901 standing 0.507 0.087 0.515 0.507 0.511 0.887 sitting 1 0.004 0.976 1 0.988 1 running 0.48 0.021 0.792 0.48 0.598 0.936 walking Weighted Avg. 0.701 0.052 0.718 0.701 0.702 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 63 18 0 0 3 4 0 5 | a = climbingdown 14 87 0 0 4 8 0 9 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 0 0 109 4 4 0 1 | d = lying 0 3 1 5 91 46 0 0 | e = standing 1 3 0 0 62 69 0 1 | f = sitting 0 0 0 0 0 0 121 0 | g = running 8 53 0 0 1 3 1 61 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 625 70.7814 % Incorrectly Classified Instances 258 29.2186 % Kappa statistic 0.6605 Mean absolute error 0.0893 Root mean squared error 0.2256 Relative absolute error 41.5041 % Root relative squared error 68.7706 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.041 0.683 0.742 0.711 0.945 climbingdown 0.68 0.097 0.529 0.68 0.595 0.901 climbingup 0.85 0 1 0.85 0.919 0.949 jumping 0.958 0.008 0.95 0.958 0.954 0.989 lying 0.699 0.096 0.59 0.699 0.639 0.896 standing 0.463 0.067 0.558 0.463 0.506 0.875 sitting 0.983 0.005 0.967 0.983 0.975 0.995 running 0.465 0.028 0.738 0.465 0.57 0.931 walking Weighted Avg. 0.708 0.05 0.717 0.708 0.705 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 69 18 0 0 1 1 0 4 | a = climbingdown 12 83 0 0 6 7 0 14 | b = climbingup 1 0 17 0 0 0 2 0 | c = jumping 0 0 0 113 4 1 0 0 | d = lying 2 2 0 0 102 38 1 1 | e = standing 3 4 0 6 57 63 1 2 | f = sitting 1 0 0 0 1 0 119 0 | g = running 13 50 0 0 2 3 0 59 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 599 67.8369 % Incorrectly Classified Instances 284 32.1631 % Kappa statistic 0.6266 Mean absolute error 0.091 Root mean squared error 0.2266 Relative absolute error 42.2846 % Root relative squared error 69.0703 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.039 0.659 0.645 0.652 0.933 climbingdown 0.639 0.099 0.51 0.639 0.567 0.907 climbingup 0.95 0 1 0.95 0.974 0.951 jumping 0.933 0.009 0.941 0.933 0.937 0.983 lying 0.432 0.065 0.568 0.432 0.49 0.909 standing 0.607 0.116 0.485 0.607 0.539 0.866 sitting 0.992 0.004 0.976 0.992 0.984 0.996 running 0.52 0.044 0.667 0.52 0.584 0.929 walking Weighted Avg. 0.678 0.054 0.687 0.678 0.678 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 60 16 0 0 2 1 1 13 | a = climbingdown 18 78 0 0 3 3 1 19 | b = climbingup 0 0 19 0 1 0 0 0 | c = jumping 1 0 0 111 4 3 0 0 | d = lying 3 2 0 3 63 74 0 1 | e = standing 2 8 0 4 38 82 1 0 | f = sitting 0 0 0 0 0 1 120 0 | g = running 7 49 0 0 0 5 0 66 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 609 68.9694 % Incorrectly Classified Instances 274 31.0306 % Kappa statistic 0.6392 Mean absolute error 0.0935 Root mean squared error 0.2269 Relative absolute error 43.4198 % Root relative squared error 69.1638 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.049 0.636 0.731 0.68 0.955 climbingdown 0.656 0.085 0.552 0.656 0.599 0.904 climbingup 0.85 0 1 0.85 0.919 0.946 jumping 0.84 0.01 0.926 0.84 0.881 0.931 lying 0.767 0.132 0.536 0.767 0.631 0.909 standing 0.363 0.055 0.544 0.363 0.436 0.886 sitting 0.975 0.003 0.983 0.975 0.979 0.989 running 0.512 0.029 0.747 0.512 0.607 0.936 walking Weighted Avg. 0.69 0.053 0.705 0.69 0.686 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 68 17 0 0 2 2 0 4 | a = climbingdown 17 80 0 0 6 3 0 16 | b = climbingup 0 1 17 0 0 0 2 0 | c = jumping 2 1 0 100 7 8 0 1 | d = lying 1 1 0 6 112 26 0 0 | e = standing 1 2 0 2 80 49 0 1 | f = sitting 0 0 0 0 2 1 118 0 | g = running 18 43 0 0 0 1 0 65 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 611 69.1959 % Incorrectly Classified Instances 272 30.8041 % Kappa statistic 0.6421 Mean absolute error 0.0902 Root mean squared error 0.2275 Relative absolute error 41.8924 % Root relative squared error 69.3495 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.046 0.66 0.753 0.704 0.959 climbingdown 0.631 0.088 0.535 0.631 0.579 0.899 climbingup 0.8 0.001 0.941 0.8 0.865 0.957 jumping 0.941 0.009 0.941 0.941 0.941 0.966 lying 0.692 0.115 0.543 0.692 0.608 0.901 standing 0.422 0.068 0.528 0.422 0.469 0.89 sitting 0.992 0.004 0.976 0.992 0.984 1 running 0.457 0.029 0.725 0.457 0.56 0.912 walking Weighted Avg. 0.692 0.052 0.7 0.692 0.688 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 70 15 0 0 3 2 0 3 | a = climbingdown 14 77 0 0 7 5 0 19 | b = climbingup 0 0 16 0 1 0 3 0 | c = jumping 1 1 0 112 1 4 0 0 | d = lying 2 3 0 4 101 36 0 0 | e = standing 0 3 0 3 72 57 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 19 45 0 0 1 4 0 58 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 628 71.1212 % Incorrectly Classified Instances 255 28.8788 % Kappa statistic 0.6645 Mean absolute error 0.0898 Root mean squared error 0.2223 Relative absolute error 41.7313 % Root relative squared error 67.7617 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.051 0.626 0.72 0.67 0.941 climbingdown 0.639 0.093 0.523 0.639 0.576 0.896 climbingup 0.9 0 1 0.9 0.947 0.958 jumping 0.899 0.008 0.947 0.899 0.922 0.971 lying 0.767 0.106 0.589 0.767 0.667 0.911 standing 0.481 0.043 0.67 0.481 0.56 0.923 sitting 0.983 0.008 0.952 0.983 0.967 0.991 running 0.488 0.029 0.738 0.488 0.588 0.932 walking Weighted Avg. 0.711 0.049 0.725 0.711 0.709 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 67 15 0 0 3 1 0 7 | a = climbingdown 21 78 0 0 5 4 1 13 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 1 0 107 9 2 0 0 | d = lying 2 3 0 2 112 25 1 1 | e = standing 3 3 0 4 60 65 0 0 | f = sitting 0 0 0 0 1 0 119 1 | g = running 14 49 0 0 0 0 2 62 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 660 78.478 % Incorrectly Classified Instances 181 21.522 % Kappa statistic 0.75 Mean absolute error 0.067 Root mean squared error 0.1975 Relative absolute error 31.1544 % Root relative squared error 60.2118 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.843 0.016 0.854 0.843 0.848 0.981 climbingdown 0.688 0.027 0.794 0.688 0.737 0.946 climbingup 1 0.002 0.909 1 0.952 1 jumping 0.936 0.078 0.676 0.936 0.785 0.966 lying 0.674 0.038 0.771 0.674 0.719 0.948 standing 0.492 0.044 0.644 0.492 0.558 0.918 sitting 0.983 0 1 0.983 0.992 0.993 running 0.85 0.045 0.771 0.85 0.809 0.971 walking Weighted Avg. 0.785 0.036 0.787 0.785 0.78 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 70 5 0 0 1 0 0 7 | a = climbingdown 4 77 2 0 3 2 0 24 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 1 0 117 4 3 0 0 | d = lying 1 1 0 14 91 27 0 1 | e = standing 1 0 0 42 17 58 0 0 | f = sitting 1 1 0 0 0 0 119 0 | g = running 5 12 0 0 2 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 654 77.7646 % Incorrectly Classified Instances 187 22.2354 % Kappa statistic 0.7413 Mean absolute error 0.0716 Root mean squared error 0.2082 Relative absolute error 33.2705 % Root relative squared error 63.4823 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.783 0.011 0.89 0.783 0.833 0.964 climbingdown 0.759 0.034 0.773 0.759 0.766 0.947 climbingup 0.947 0.002 0.9 0.947 0.923 0.968 jumping 0.872 0.084 0.645 0.872 0.741 0.963 lying 0.756 0.052 0.734 0.756 0.745 0.95 standing 0.432 0.032 0.689 0.432 0.531 0.909 sitting 0.984 0.001 0.992 0.984 0.988 0.998 running 0.819 0.043 0.77 0.819 0.794 0.953 walking Weighted Avg. 0.778 0.038 0.782 0.778 0.773 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 65 7 0 0 0 1 0 10 | a = climbingdown 4 85 0 0 3 0 0 20 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 109 11 5 0 0 | d = lying 0 3 0 15 102 14 0 1 | e = standing 0 1 0 45 21 51 0 0 | f = sitting 1 0 1 0 0 0 120 0 | g = running 3 14 1 0 2 3 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 653 77.6457 % Incorrectly Classified Instances 188 22.3543 % Kappa statistic 0.7397 Mean absolute error 0.0695 Root mean squared error 0.2029 Relative absolute error 32.3237 % Root relative squared error 61.8697 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.807 0.012 0.882 0.807 0.843 0.99 climbingdown 0.768 0.023 0.835 0.768 0.8 0.965 climbingup 0.895 0 1 0.895 0.944 0.959 jumping 0.888 0.094 0.624 0.888 0.733 0.955 lying 0.778 0.061 0.709 0.778 0.742 0.959 standing 0.297 0.019 0.714 0.297 0.419 0.886 sitting 0.984 0.004 0.976 0.984 0.98 0.998 running 0.882 0.049 0.762 0.882 0.818 0.975 walking Weighted Avg. 0.776 0.039 0.784 0.776 0.763 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 67 3 0 0 0 0 0 13 | a = climbingdown 5 86 0 0 0 0 2 19 | b = climbingup 1 1 17 0 0 0 0 0 | c = jumping 0 0 0 111 9 5 0 0 | d = lying 0 0 0 20 105 9 0 1 | e = standing 0 2 0 47 34 35 0 0 | f = sitting 0 0 0 0 0 0 120 2 | g = running 3 11 0 0 0 0 1 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 679 80.8333 % Incorrectly Classified Instances 161 19.1667 % Kappa statistic 0.7771 Mean absolute error 0.0648 Root mean squared error 0.1906 Relative absolute error 30.1313 % Root relative squared error 58.1114 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.017 0.819 0.702 0.756 0.962 climbingdown 0.748 0.034 0.769 0.748 0.758 0.966 climbingup 1 0.002 0.905 1 0.95 1 jumping 0.856 0.021 0.877 0.856 0.866 0.982 lying 0.867 0.058 0.741 0.867 0.799 0.969 standing 0.593 0.036 0.729 0.593 0.654 0.933 sitting 0.992 0 1 0.992 0.996 1 running 0.817 0.055 0.725 0.817 0.769 0.967 walking Weighted Avg. 0.808 0.032 0.81 0.808 0.806 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 59 11 0 0 0 1 0 13 | a = climbingdown 2 83 0 0 2 0 0 24 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 107 6 11 0 0 | d = lying 0 0 0 2 117 14 0 2 | e = standing 1 0 1 13 33 70 0 0 | f = sitting 0 0 1 0 0 0 121 0 | g = running 10 13 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 676 80.4762 % Incorrectly Classified Instances 164 19.5238 % Kappa statistic 0.7728 Mean absolute error 0.0666 Root mean squared error 0.1938 Relative absolute error 30.9737 % Root relative squared error 59.096 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.009 0.907 0.81 0.855 0.974 climbingdown 0.865 0.049 0.727 0.865 0.79 0.961 climbingup 0.895 0 1 0.895 0.944 0.999 jumping 0.792 0.035 0.798 0.792 0.795 0.971 lying 0.867 0.075 0.688 0.867 0.767 0.96 standing 0.525 0.03 0.738 0.525 0.614 0.922 sitting 0.992 0.003 0.984 0.992 0.988 0.998 running 0.762 0.027 0.835 0.762 0.797 0.97 walking Weighted Avg. 0.805 0.033 0.811 0.805 0.802 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 68 7 0 0 0 0 1 8 | a = climbingdown 4 96 0 0 1 0 0 10 | b = climbingup 0 1 17 0 0 0 1 0 | c = jumping 0 0 0 99 15 11 0 0 | d = lying 0 1 0 6 117 11 0 0 | e = standing 0 0 0 19 37 62 0 0 | f = sitting 0 0 0 0 0 0 121 1 | g = running 3 27 0 0 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 656 78.0952 % Incorrectly Classified Instances 184 21.9048 % Kappa statistic 0.745 Mean absolute error 0.0718 Root mean squared error 0.203 Relative absolute error 33.3657 % Root relative squared error 61.8752 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.022 0.773 0.69 0.73 0.95 climbingdown 0.604 0.021 0.817 0.604 0.694 0.95 climbingup 1 0 1 1 1 1 jumping 0.768 0.036 0.787 0.768 0.777 0.969 lying 0.897 0.058 0.748 0.897 0.816 0.976 standing 0.534 0.047 0.649 0.534 0.586 0.911 sitting 0.975 0.004 0.975 0.975 0.975 0.983 running 0.897 0.067 0.702 0.897 0.787 0.963 walking Weighted Avg. 0.781 0.037 0.783 0.781 0.776 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 58 9 0 0 0 1 0 16 | a = climbingdown 8 67 0 2 0 2 1 31 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 96 11 18 0 0 | d = lying 0 0 0 1 122 13 0 0 | e = standing 1 1 0 23 28 63 1 1 | f = sitting 1 1 0 0 1 0 118 0 | g = running 7 4 0 0 1 0 1 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 662 78.8095 % Incorrectly Classified Instances 178 21.1905 % Kappa statistic 0.7531 Mean absolute error 0.0703 Root mean squared error 0.1952 Relative absolute error 32.6788 % Root relative squared error 59.5201 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.011 0.875 0.667 0.757 0.968 climbingdown 0.757 0.027 0.808 0.757 0.781 0.959 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.832 0.042 0.776 0.832 0.803 0.97 lying 0.868 0.084 0.667 0.868 0.754 0.967 standing 0.466 0.025 0.753 0.466 0.576 0.935 sitting 0.967 0 1 0.967 0.983 0.998 running 0.865 0.059 0.722 0.865 0.787 0.954 walking Weighted Avg. 0.788 0.037 0.797 0.788 0.783 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 56 6 0 0 0 1 0 21 | a = climbingdown 4 84 0 0 1 1 0 21 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 104 15 5 0 0 | d = lying 0 0 0 8 118 10 0 0 | e = standing 2 0 0 22 39 55 0 0 | f = sitting 1 0 1 0 2 0 117 0 | g = running 1 13 0 0 2 1 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 680 80.9524 % Incorrectly Classified Instances 160 19.0476 % Kappa statistic 0.778 Mean absolute error 0.0667 Root mean squared error 0.1923 Relative absolute error 31.0171 % Root relative squared error 58.6244 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.59 0.005 0.925 0.59 0.721 0.964 climbingdown 0.829 0.021 0.86 0.829 0.844 0.969 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.704 0.015 0.889 0.704 0.786 0.977 lying 0.926 0.071 0.716 0.926 0.808 0.977 standing 0.602 0.051 0.657 0.602 0.628 0.937 sitting 0.983 0 1 0.983 0.992 0.991 running 0.913 0.059 0.734 0.913 0.814 0.968 walking Weighted Avg. 0.81 0.033 0.822 0.81 0.807 0.97 === Confusion Matrix === a b c d e f g h <-- classified as 49 6 0 0 0 2 0 26 | a = climbingdown 1 92 0 0 1 1 0 16 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 88 12 25 0 0 | d = lying 0 0 0 1 126 9 0 0 | e = standing 1 0 0 10 36 71 0 0 | f = sitting 0 2 0 0 0 0 119 0 | g = running 2 7 1 0 1 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 676 80.4762 % Incorrectly Classified Instances 164 19.5238 % Kappa statistic 0.7727 Mean absolute error 0.0686 Root mean squared error 0.1906 Relative absolute error 31.8906 % Root relative squared error 58.1229 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.783 0.012 0.878 0.783 0.828 0.981 climbingdown 0.73 0.022 0.835 0.73 0.779 0.959 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.832 0.021 0.874 0.832 0.852 0.979 lying 0.801 0.07 0.69 0.801 0.741 0.953 standing 0.61 0.046 0.686 0.61 0.646 0.937 sitting 0.975 0 1 0.975 0.987 0.995 running 0.858 0.059 0.722 0.858 0.784 0.966 walking Weighted Avg. 0.805 0.034 0.811 0.805 0.805 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 65 2 0 0 0 1 0 15 | a = climbingdown 1 81 0 0 4 0 0 25 | b = climbingup 0 0 18 0 0 0 0 1 | c = jumping 0 1 0 104 8 12 0 0 | d = lying 0 2 0 6 109 19 0 0 | e = standing 0 0 0 9 37 72 0 0 | f = sitting 1 1 0 0 0 0 118 1 | g = running 7 10 0 0 0 1 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 666 79.2857 % Incorrectly Classified Instances 174 20.7143 % Kappa statistic 0.7589 Mean absolute error 0.0693 Root mean squared error 0.1975 Relative absolute error 32.2152 % Root relative squared error 60.2026 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.013 0.851 0.687 0.76 0.966 climbingdown 0.757 0.037 0.757 0.757 0.757 0.955 climbingup 0.895 0 1 0.895 0.944 1 jumping 0.857 0.046 0.766 0.857 0.809 0.975 lying 0.748 0.045 0.759 0.748 0.754 0.96 standing 0.593 0.053 0.648 0.593 0.619 0.923 sitting 0.983 0.003 0.983 0.983 0.983 0.998 running 0.866 0.045 0.775 0.866 0.818 0.978 walking Weighted Avg. 0.793 0.035 0.793 0.793 0.791 0.966 === Confusion Matrix === a b c d e f g h <-- classified as 57 13 0 0 1 0 1 11 | a = climbingdown 4 84 0 0 2 1 0 20 | b = climbingup 0 1 17 0 0 0 1 0 | c = jumping 0 0 0 108 4 14 0 0 | d = lying 0 0 0 10 101 23 0 1 | e = standing 0 0 0 23 25 70 0 0 | f = sitting 0 2 0 0 0 0 119 0 | g = running 6 11 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 692 78.5471 % Incorrectly Classified Instances 189 21.4529 % Kappa statistic 0.7496 Mean absolute error 0.0683 Root mean squared error 0.1975 Relative absolute error 31.8082 % Root relative squared error 60.2788 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.023 0.76 0.606 0.675 0.937 climbingdown 0.798 0.028 0.79 0.798 0.794 0.971 climbingup 1 0 1 1 1 1 jumping 0.935 0.051 0.747 0.935 0.83 0.973 lying 0.902 0.089 0.698 0.902 0.787 0.967 standing 0.326 0.016 0.782 0.326 0.46 0.917 sitting 1 0 1 1 1 1 running 0.855 0.045 0.757 0.855 0.803 0.976 walking Weighted Avg. 0.785 0.038 0.791 0.785 0.769 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 57 15 0 0 2 0 0 20 | a = climbingdown 5 83 0 0 2 0 0 14 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 0 0 115 4 3 0 0 | d = lying 1 0 0 6 148 9 0 0 | e = standing 1 0 0 33 55 43 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 10 7 0 0 1 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 670 76.0499 % Incorrectly Classified Instances 211 23.9501 % Kappa statistic 0.721 Mean absolute error 0.0736 Root mean squared error 0.2102 Relative absolute error 34.2772 % Root relative squared error 64.1404 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.029 0.736 0.681 0.707 0.955 climbingdown 0.827 0.03 0.789 0.827 0.808 0.965 climbingup 0.947 0.001 0.947 0.947 0.947 0.953 jumping 0.854 0.082 0.629 0.854 0.724 0.963 lying 0.787 0.081 0.69 0.787 0.735 0.95 standing 0.386 0.021 0.761 0.386 0.513 0.915 sitting 0.992 0.001 0.992 0.992 0.992 0.999 running 0.782 0.036 0.782 0.782 0.782 0.963 walking Weighted Avg. 0.76 0.042 0.769 0.76 0.752 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 64 13 0 0 0 0 0 17 | a = climbingdown 6 86 0 0 2 0 0 10 | b = climbingup 1 0 18 0 0 0 0 0 | c = jumping 0 0 0 105 12 6 0 0 | d = lying 0 0 0 25 129 10 0 0 | e = standing 0 0 0 37 44 51 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 16 10 0 0 0 0 1 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 681 77.2985 % Incorrectly Classified Instances 200 22.7015 % Kappa statistic 0.7355 Mean absolute error 0.0704 Root mean squared error 0.2056 Relative absolute error 32.7915 % Root relative squared error 62.7543 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.585 0.022 0.764 0.585 0.663 0.954 climbingdown 0.808 0.03 0.785 0.808 0.796 0.956 climbingup 1 0.002 0.905 1 0.95 1 jumping 0.903 0.075 0.663 0.903 0.765 0.962 lying 0.811 0.061 0.751 0.811 0.78 0.952 standing 0.409 0.028 0.72 0.409 0.522 0.919 sitting 0.992 0 1 0.992 0.996 1 running 0.846 0.047 0.743 0.846 0.791 0.976 walking Weighted Avg. 0.773 0.039 0.776 0.773 0.763 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 55 14 0 0 0 1 0 24 | a = climbingdown 4 84 0 0 4 0 0 12 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 0 0 112 4 7 0 0 | d = lying 1 0 1 16 133 13 0 0 | e = standing 1 0 0 41 36 54 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 10 9 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 696 79.0011 % Incorrectly Classified Instances 185 20.9989 % Kappa statistic 0.7552 Mean absolute error 0.067 Root mean squared error 0.1954 Relative absolute error 31.2156 % Root relative squared error 59.6451 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.02 0.81 0.723 0.764 0.969 climbingdown 0.837 0.032 0.777 0.837 0.806 0.97 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.911 0.071 0.677 0.911 0.777 0.967 lying 0.86 0.081 0.709 0.86 0.777 0.96 standing 0.338 0.012 0.833 0.338 0.481 0.93 sitting 1 0.001 0.992 1 0.996 1 running 0.846 0.029 0.825 0.846 0.835 0.977 walking Weighted Avg. 0.79 0.037 0.803 0.79 0.776 0.967 === Confusion Matrix === a b c d e f g h <-- classified as 68 11 0 0 0 0 0 15 | a = climbingdown 10 87 0 0 0 0 0 7 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 113 8 2 0 0 | d = lying 0 1 0 15 141 7 0 0 | e = standing 0 0 0 39 49 45 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 6 12 0 0 1 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 694 78.8636 % Incorrectly Classified Instances 186 21.1364 % Kappa statistic 0.7528 Mean absolute error 0.0703 Root mean squared error 0.1964 Relative absolute error 32.756 % Root relative squared error 59.9439 % Total Number of Instances 880 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.596 0.011 0.862 0.596 0.704 0.964 climbingdown 0.808 0.036 0.75 0.808 0.778 0.96 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.855 0.028 0.835 0.855 0.845 0.977 lying 0.933 0.12 0.64 0.933 0.759 0.963 standing 0.323 0.016 0.782 0.323 0.457 0.917 sitting 0.992 0 1 0.992 0.996 1 running 0.935 0.038 0.799 0.935 0.861 0.977 walking Weighted Avg. 0.789 0.04 0.803 0.789 0.773 0.965 === Confusion Matrix === a b c d e f g h <-- classified as 56 21 0 0 1 0 0 16 | a = climbingdown 4 84 0 0 4 0 0 12 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 106 13 4 0 0 | d = lying 1 1 0 1 153 8 0 0 | e = standing 0 1 0 20 68 43 0 1 | f = sitting 0 0 1 0 0 0 119 0 | g = running 4 4 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 695 78.9773 % Incorrectly Classified Instances 185 21.0227 % Kappa statistic 0.754 Mean absolute error 0.0689 Root mean squared error 0.1991 Relative absolute error 32.1161 % Root relative squared error 60.7774 % Total Number of Instances 880 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.013 0.851 0.613 0.713 0.97 climbingdown 0.738 0.023 0.809 0.738 0.772 0.951 climbingup 1 0 1 1 1 1 jumping 0.871 0.029 0.831 0.871 0.85 0.974 lying 0.909 0.115 0.645 0.909 0.754 0.947 standing 0.383 0.016 0.81 0.383 0.52 0.916 sitting 0.992 0 1 0.992 0.996 1 running 0.935 0.054 0.739 0.935 0.826 0.972 walking Weighted Avg. 0.79 0.04 0.806 0.79 0.778 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 57 12 0 0 0 0 0 24 | a = climbingdown 6 76 0 0 5 1 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 108 14 2 0 0 | d = lying 2 1 0 3 149 9 0 0 | e = standing 0 0 0 19 62 51 0 1 | f = sitting 0 0 0 0 0 0 120 1 | g = running 2 5 0 0 1 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 709 80.5682 % Incorrectly Classified Instances 171 19.4318 % Kappa statistic 0.773 Mean absolute error 0.067 Root mean squared error 0.1926 Relative absolute error 31.2048 % Root relative squared error 58.7878 % Total Number of Instances 880 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.017 0.838 0.72 0.775 0.956 climbingdown 0.854 0.03 0.793 0.854 0.822 0.973 climbingup 1 0 1 1 1 1 jumping 0.944 0.046 0.77 0.944 0.848 0.982 lying 0.939 0.095 0.694 0.939 0.798 0.966 standing 0.323 0.011 0.843 0.323 0.467 0.898 sitting 1 0.001 0.992 1 0.996 1 running 0.815 0.03 0.815 0.815 0.815 0.959 walking Weighted Avg. 0.806 0.036 0.818 0.806 0.789 0.962 === Confusion Matrix === a b c d e f g h <-- classified as 67 9 0 0 0 0 1 16 | a = climbingdown 6 88 0 0 2 0 0 7 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 117 5 2 0 0 | d = lying 0 0 0 4 154 6 0 0 | e = standing 0 0 0 31 59 43 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 7 14 0 0 2 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 674 76.5909 % Incorrectly Classified Instances 206 23.4091 % Kappa statistic 0.7268 Mean absolute error 0.0745 Root mean squared error 0.2079 Relative absolute error 34.7121 % Root relative squared error 63.4697 % Total Number of Instances 880 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.02 0.775 0.591 0.671 0.952 climbingdown 0.786 0.028 0.786 0.786 0.786 0.953 climbingup 1 0 1 1 1 1 jumping 0.871 0.074 0.659 0.871 0.75 0.956 lying 0.841 0.075 0.719 0.841 0.775 0.958 standing 0.346 0.031 0.667 0.346 0.455 0.904 sitting 1 0.003 0.984 1 0.992 1 running 0.863 0.044 0.764 0.863 0.811 0.975 walking Weighted Avg. 0.766 0.041 0.765 0.766 0.753 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 55 16 0 0 1 0 0 21 | a = climbingdown 7 81 0 0 1 2 0 12 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 108 9 7 0 0 | d = lying 0 0 0 12 138 14 0 0 | e = standing 0 0 0 44 43 46 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 9 6 0 0 0 0 2 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 686 77.9545 % Incorrectly Classified Instances 194 22.0455 % Kappa statistic 0.7428 Mean absolute error 0.0694 Root mean squared error 0.2004 Relative absolute error 32.3069 % Root relative squared error 61.1697 % Total Number of Instances 880 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.022 0.77 0.613 0.683 0.943 climbingdown 0.788 0.043 0.713 0.788 0.749 0.944 climbingup 0.944 0.001 0.944 0.944 0.944 0.953 jumping 0.952 0.061 0.72 0.952 0.819 0.983 lying 0.878 0.075 0.727 0.878 0.796 0.969 standing 0.394 0.016 0.813 0.394 0.531 0.924 sitting 0.983 0 1 0.983 0.992 1 running 0.782 0.041 0.758 0.782 0.77 0.975 walking Weighted Avg. 0.78 0.038 0.788 0.78 0.768 0.963 === Confusion Matrix === a b c d e f g h <-- classified as 57 17 0 0 0 0 0 19 | a = climbingdown 4 82 0 0 8 1 0 9 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 0 0 118 4 2 0 0 | d = lying 0 1 0 10 144 9 0 0 | e = standing 0 0 0 36 42 52 0 2 | f = sitting 0 0 1 0 0 0 119 1 | g = running 12 15 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 690 78.4091 % Incorrectly Classified Instances 190 21.5909 % Kappa statistic 0.7485 Mean absolute error 0.073 Root mean squared error 0.1986 Relative absolute error 33.9911 % Root relative squared error 60.6138 % Total Number of Instances 880 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.022 0.79 0.681 0.731 0.97 climbingdown 0.827 0.036 0.754 0.827 0.789 0.969 climbingup 1 0 1 1 1 1 jumping 0.911 0.067 0.689 0.911 0.785 0.971 lying 0.798 0.059 0.756 0.798 0.776 0.954 standing 0.424 0.035 0.683 0.424 0.523 0.892 sitting 1 0.001 0.992 1 0.996 1 running 0.823 0.033 0.803 0.823 0.813 0.979 walking Weighted Avg. 0.784 0.037 0.783 0.784 0.776 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 64 14 0 0 0 0 0 16 | a = climbingdown 6 86 0 0 4 0 0 8 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 113 2 9 0 0 | d = lying 3 0 0 13 130 17 0 0 | e = standing 0 1 0 38 36 56 0 1 | f = sitting 0 0 0 0 0 0 121 0 | g = running 8 13 0 0 0 0 1 102 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 587 72.2906 % Incorrectly Classified Instances 225 27.7094 % Kappa statistic 0.6781 Mean absolute error 0.0885 Root mean squared error 0.2171 Relative absolute error 41.1353 % Root relative squared error 66.2027 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.658 0.038 0.65 0.658 0.654 0.948 climbingdown 0.427 0.054 0.589 0.427 0.495 0.9 climbingup 1 0 1 1 1 1 jumping 0.975 0.009 0.95 0.975 0.962 0.986 lying 0.613 0.042 0.724 0.613 0.664 0.953 standing 0.663 0.077 0.542 0.663 0.596 0.898 sitting 1 0 1 1 1 1 running 0.674 0.103 0.56 0.674 0.612 0.901 walking Weighted Avg. 0.723 0.046 0.727 0.723 0.721 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 52 7 0 0 0 0 0 20 | a = climbingdown 15 53 0 0 3 5 0 48 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 115 1 1 0 0 | d = lying 2 0 0 1 76 45 0 0 | e = standing 1 1 0 5 24 65 0 2 | f = sitting 0 0 0 0 0 0 118 0 | g = running 10 28 0 0 1 4 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 566 69.7044 % Incorrectly Classified Instances 246 30.2956 % Kappa statistic 0.6478 Mean absolute error 0.0901 Root mean squared error 0.2183 Relative absolute error 41.8905 % Root relative squared error 66.5776 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.031 0.671 0.595 0.631 0.923 climbingdown 0.419 0.073 0.51 0.419 0.46 0.89 climbingup 0.947 0 1 0.947 0.973 0.965 jumping 0.941 0.001 0.991 0.941 0.965 0.978 lying 0.532 0.054 0.641 0.532 0.581 0.942 standing 0.643 0.092 0.488 0.643 0.555 0.92 sitting 1 0 1 1 1 1 running 0.689 0.101 0.569 0.689 0.623 0.909 walking Weighted Avg. 0.697 0.05 0.705 0.697 0.697 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 47 15 0 0 0 0 0 17 | a = climbingdown 17 52 0 0 3 2 0 50 | b = climbingup 0 0 18 0 0 1 0 0 | c = jumping 0 1 0 111 2 2 0 2 | d = lying 1 0 0 0 66 57 0 0 | e = standing 0 2 0 1 32 63 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 5 32 0 0 0 4 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 585 72.0443 % Incorrectly Classified Instances 227 27.9557 % Kappa statistic 0.6754 Mean absolute error 0.0855 Root mean squared error 0.2145 Relative absolute error 39.7795 % Root relative squared error 65.428 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.027 0.737 0.709 0.723 0.956 climbingdown 0.476 0.07 0.551 0.476 0.511 0.886 climbingup 1 0 1 1 1 1 jumping 0.941 0.007 0.957 0.941 0.949 0.982 lying 0.496 0.038 0.701 0.496 0.581 0.935 standing 0.724 0.095 0.511 0.724 0.599 0.918 sitting 0.992 0.001 0.992 0.992 0.992 0.998 running 0.684 0.087 0.607 0.684 0.643 0.919 walking Weighted Avg. 0.72 0.046 0.73 0.72 0.719 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 56 10 0 0 0 2 0 11 | a = climbingdown 11 59 0 0 4 6 0 44 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 1 0 111 1 3 0 1 | d = lying 0 2 0 4 61 54 0 2 | e = standing 1 3 0 1 20 71 1 1 | f = sitting 0 0 0 0 0 1 117 0 | g = running 7 32 0 0 1 2 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 569 70.0739 % Incorrectly Classified Instances 243 29.9261 % Kappa statistic 0.6524 Mean absolute error 0.0916 Root mean squared error 0.223 Relative absolute error 42.5756 % Root relative squared error 68.0186 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.03 0.676 0.582 0.626 0.897 climbingdown 0.565 0.1 0.504 0.565 0.532 0.871 climbingup 1 0 1 1 1 1 jumping 0.941 0.007 0.957 0.941 0.949 0.984 lying 0.569 0.049 0.673 0.569 0.617 0.942 standing 0.633 0.098 0.47 0.633 0.539 0.906 sitting 0.983 0.001 0.991 0.983 0.987 0.996 running 0.564 0.062 0.641 0.564 0.6 0.927 walking Weighted Avg. 0.701 0.049 0.713 0.701 0.704 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 46 16 0 0 0 5 1 11 | a = climbingdown 12 70 0 0 2 10 0 30 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 0 0 111 3 3 0 0 | d = lying 0 1 0 2 70 50 0 0 | e = standing 1 2 0 3 29 62 0 1 | f = sitting 1 0 0 0 0 1 116 0 | g = running 7 50 0 0 0 1 0 75 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 561 69.0887 % Incorrectly Classified Instances 251 30.9113 % Kappa statistic 0.6406 Mean absolute error 0.0892 Root mean squared error 0.2202 Relative absolute error 41.4769 % Root relative squared error 67.1396 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.016 0.789 0.57 0.662 0.928 climbingdown 0.484 0.076 0.536 0.484 0.508 0.889 climbingup 1 0.001 0.952 1 0.976 0.999 jumping 0.949 0.01 0.941 0.949 0.945 0.987 lying 0.528 0.055 0.631 0.528 0.575 0.931 standing 0.622 0.097 0.469 0.622 0.535 0.904 sitting 0.983 0.004 0.975 0.983 0.979 0.992 running 0.624 0.102 0.546 0.624 0.582 0.915 walking Weighted Avg. 0.691 0.052 0.701 0.691 0.692 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 45 12 0 0 0 3 2 17 | a = climbingdown 5 60 0 1 1 8 0 49 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 112 3 3 0 0 | d = lying 0 0 0 1 65 54 0 3 | e = standing 0 1 0 5 31 61 0 0 | f = sitting 0 0 1 0 0 1 115 0 | g = running 7 39 0 0 3 0 1 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 554 68.2266 % Incorrectly Classified Instances 258 31.7734 % Kappa statistic 0.6308 Mean absolute error 0.0905 Root mean squared error 0.2236 Relative absolute error 42.069 % Root relative squared error 68.1866 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.029 0.682 0.57 0.621 0.942 climbingdown 0.5 0.089 0.504 0.5 0.502 0.891 climbingup 0.95 0 1 0.95 0.974 0.973 jumping 0.932 0.012 0.932 0.932 0.932 0.98 lying 0.488 0.048 0.645 0.488 0.556 0.933 standing 0.643 0.098 0.474 0.643 0.545 0.904 sitting 0.991 0 1 0.991 0.996 0.997 running 0.594 0.096 0.549 0.594 0.57 0.916 walking Weighted Avg. 0.682 0.053 0.692 0.682 0.683 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 45 17 0 0 0 2 0 15 | a = climbingdown 10 62 0 0 2 3 0 47 | b = climbingup 0 0 19 0 0 1 0 0 | c = jumping 0 1 0 110 1 6 0 0 | d = lying 0 1 0 5 60 57 0 0 | e = standing 1 0 0 3 29 63 0 2 | f = sitting 0 0 0 0 0 0 116 1 | g = running 10 42 0 0 1 1 0 79 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 577 71.0591 % Incorrectly Classified Instances 235 28.9409 % Kappa statistic 0.6633 Mean absolute error 0.0889 Root mean squared error 0.2207 Relative absolute error 41.3455 % Root relative squared error 67.3039 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.468 0.014 0.787 0.468 0.587 0.906 climbingdown 0.565 0.089 0.534 0.565 0.549 0.889 climbingup 1 0 1 1 1 1 jumping 0.949 0.004 0.974 0.949 0.961 0.985 lying 0.537 0.044 0.688 0.537 0.603 0.942 standing 0.694 0.101 0.486 0.694 0.571 0.913 sitting 1 0.001 0.992 1 0.996 1 running 0.654 0.085 0.6 0.654 0.626 0.917 walking Weighted Avg. 0.711 0.048 0.728 0.711 0.712 0.939 === Confusion Matrix === a b c d e f g h <-- classified as 37 15 0 0 1 7 1 18 | a = climbingdown 7 70 0 0 2 6 0 39 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 1 0 112 1 3 0 1 | d = lying 0 0 0 1 66 56 0 0 | e = standing 0 3 0 2 25 68 0 0 | f = sitting 0 0 0 0 0 0 117 0 | g = running 3 42 0 0 1 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 569 70.0739 % Incorrectly Classified Instances 243 29.9261 % Kappa statistic 0.6526 Mean absolute error 0.0906 Root mean squared error 0.2219 Relative absolute error 42.1182 % Root relative squared error 67.6687 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.02 0.75 0.57 0.647 0.931 climbingdown 0.508 0.076 0.548 0.508 0.527 0.88 climbingup 1 0.001 0.952 1 0.976 1 jumping 0.958 0.003 0.983 0.958 0.97 0.995 lying 0.374 0.039 0.63 0.374 0.469 0.924 standing 0.776 0.115 0.481 0.776 0.594 0.923 sitting 0.991 0.006 0.967 0.991 0.979 0.999 running 0.677 0.088 0.6 0.677 0.636 0.908 walking Weighted Avg. 0.701 0.049 0.714 0.701 0.696 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 45 17 1 0 0 2 1 13 | a = climbingdown 7 63 0 0 4 4 0 46 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 113 2 3 0 0 | d = lying 0 3 0 1 46 71 2 0 | e = standing 0 0 0 1 20 76 0 1 | f = sitting 0 0 0 0 0 1 116 0 | g = running 8 32 0 0 1 1 1 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 584 71.9212 % Incorrectly Classified Instances 228 28.0788 % Kappa statistic 0.6737 Mean absolute error 0.084 Root mean squared error 0.2116 Relative absolute error 39.0538 % Root relative squared error 64.5265 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.608 0.01 0.873 0.608 0.716 0.937 climbingdown 0.544 0.073 0.576 0.544 0.56 0.918 climbingup 0.947 0.001 0.947 0.947 0.947 1 jumping 0.957 0.01 0.941 0.957 0.949 0.989 lying 0.35 0.025 0.717 0.35 0.47 0.937 standing 0.796 0.119 0.479 0.796 0.598 0.917 sitting 0.983 0 1 0.983 0.991 0.997 running 0.759 0.09 0.623 0.759 0.685 0.934 walking Weighted Avg. 0.719 0.046 0.745 0.719 0.714 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 48 18 0 0 0 4 0 9 | a = climbingdown 4 68 0 0 1 2 0 50 | b = climbingup 1 0 18 0 0 0 0 0 | c = jumping 0 0 0 112 1 4 0 0 | d = lying 0 1 0 5 43 73 0 1 | e = standing 0 2 0 2 15 78 0 1 | f = sitting 0 1 1 0 0 0 116 0 | g = running 2 28 0 0 0 2 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 535 65.9679 % Incorrectly Classified Instances 276 34.0321 % Kappa statistic 0.6044 Mean absolute error 0.0959 Root mean squared error 0.2233 Relative absolute error 44.5961 % Root relative squared error 68.1158 % Total Number of Instances 811 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.015 0.804 0.57 0.667 0.936 climbingdown 0.616 0.155 0.421 0.616 0.5 0.867 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.897 0.003 0.981 0.897 0.938 0.984 lying 0.488 0.06 0.594 0.488 0.536 0.921 standing 0.649 0.101 0.467 0.649 0.543 0.901 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.376 0.063 0.538 0.376 0.442 0.923 walking Weighted Avg. 0.66 0.057 0.686 0.66 0.663 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 45 22 0 0 0 1 0 11 | a = climbingdown 8 77 0 0 2 6 0 32 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 1 0 0 105 7 4 0 0 | d = lying 0 3 0 0 60 60 0 0 | e = standing 0 1 0 2 31 63 0 0 | f = sitting 0 0 0 0 0 1 117 0 | g = running 2 80 0 0 1 0 0 50 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 655 76.6082 % Incorrectly Classified Instances 200 23.3918 % Kappa statistic 0.7273 Mean absolute error 0.0739 Root mean squared error 0.2065 Relative absolute error 34.3896 % Root relative squared error 62.9932 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.039 0.647 0.671 0.659 0.931 climbingdown 0.5 0.023 0.757 0.5 0.602 0.921 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.92 0.026 0.858 0.92 0.888 0.993 lying 0.639 0.044 0.726 0.639 0.68 0.937 standing 0.715 0.059 0.672 0.715 0.693 0.951 sitting 1 0.004 0.976 1 0.988 0.999 running 0.823 0.079 0.684 0.823 0.747 0.959 walking Weighted Avg. 0.766 0.04 0.768 0.766 0.762 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 55 8 0 0 2 0 1 16 | a = climbingdown 13 53 0 1 2 0 0 37 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 115 3 7 0 0 | d = lying 0 0 0 10 85 35 1 2 | e = standing 0 1 0 8 25 88 0 1 | f = sitting 0 0 0 0 0 0 120 0 | g = running 17 8 0 0 0 1 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 654 76.4912 % Incorrectly Classified Instances 201 23.5088 % Kappa statistic 0.7261 Mean absolute error 0.0698 Root mean squared error 0.202 Relative absolute error 32.4943 % Root relative squared error 61.6204 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.027 0.75 0.768 0.759 0.976 climbingdown 0.594 0.021 0.797 0.594 0.681 0.939 climbingup 1 0 1 1 1 1 jumping 0.896 0.03 0.836 0.896 0.865 0.981 lying 0.564 0.053 0.664 0.564 0.61 0.933 standing 0.65 0.072 0.602 0.65 0.625 0.935 sitting 0.992 0 1 0.992 0.996 0.998 running 0.837 0.072 0.707 0.837 0.766 0.964 walking Weighted Avg. 0.765 0.041 0.767 0.765 0.762 0.961 === Confusion Matrix === a b c d e f g h <-- classified as 63 4 0 0 0 0 0 15 | a = climbingdown 6 63 0 1 2 0 0 34 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 112 5 8 0 0 | d = lying 0 1 0 11 75 45 0 1 | e = standing 1 0 0 10 31 80 0 1 | f = sitting 1 0 0 0 0 0 119 0 | g = running 13 11 0 0 0 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 673 78.7135 % Incorrectly Classified Instances 182 21.2865 % Kappa statistic 0.7518 Mean absolute error 0.0679 Root mean squared error 0.1965 Relative absolute error 31.6275 % Root relative squared error 59.9534 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.017 0.822 0.732 0.774 0.953 climbingdown 0.642 0.024 0.791 0.642 0.708 0.961 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.88 0.011 0.932 0.88 0.905 0.984 lying 0.617 0.053 0.683 0.617 0.648 0.943 standing 0.724 0.077 0.614 0.724 0.664 0.942 sitting 0.967 0 1 0.967 0.983 0.984 running 0.878 0.068 0.729 0.878 0.796 0.971 walking Weighted Avg. 0.787 0.037 0.795 0.787 0.787 0.964 === Confusion Matrix === a b c d e f g h <-- classified as 60 8 0 0 0 0 0 14 | a = climbingdown 4 68 0 0 1 2 0 31 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 110 7 8 0 0 | d = lying 0 0 0 4 82 46 0 1 | e = standing 1 0 0 4 28 89 0 1 | f = sitting 0 0 1 0 2 0 116 1 | g = running 8 10 0 0 0 0 0 129 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 662 77.4269 % Incorrectly Classified Instances 193 22.5731 % Kappa statistic 0.7365 Mean absolute error 0.0722 Root mean squared error 0.2036 Relative absolute error 33.5858 % Root relative squared error 62.1145 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.013 0.841 0.646 0.731 0.952 climbingdown 0.698 0.036 0.733 0.698 0.715 0.948 climbingup 0.895 0 1 0.895 0.944 0.973 jumping 0.848 0.016 0.898 0.848 0.872 0.98 lying 0.805 0.098 0.601 0.805 0.688 0.934 standing 0.504 0.037 0.697 0.504 0.585 0.938 sitting 0.975 0 1 0.975 0.987 0.984 running 0.857 0.065 0.733 0.857 0.79 0.965 walking Weighted Avg. 0.774 0.04 0.785 0.774 0.773 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 53 9 0 0 1 0 0 19 | a = climbingdown 6 74 0 0 2 1 0 23 | b = climbingup 0 0 17 0 0 1 0 1 | c = jumping 0 0 0 106 11 7 0 1 | d = lying 0 0 0 8 107 17 0 1 | e = standing 1 1 0 4 54 62 0 1 | f = sitting 0 0 0 0 2 1 117 0 | g = running 3 17 0 0 1 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 678 79.3911 % Incorrectly Classified Instances 176 20.6089 % Kappa statistic 0.7596 Mean absolute error 0.0669 Root mean squared error 0.1946 Relative absolute error 31.1515 % Root relative squared error 59.3982 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.023 0.766 0.72 0.742 0.95 climbingdown 0.708 0.025 0.798 0.708 0.75 0.948 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.919 0.015 0.912 0.919 0.916 0.99 lying 0.881 0.11 0.599 0.881 0.713 0.943 standing 0.407 0.019 0.781 0.407 0.535 0.935 sitting 0.983 0 1 0.983 0.992 0.99 running 0.857 0.048 0.788 0.857 0.821 0.954 walking Weighted Avg. 0.794 0.036 0.808 0.794 0.787 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 59 6 1 0 2 0 0 14 | a = climbingdown 8 75 0 1 3 0 0 19 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 114 6 4 0 0 | d = lying 1 0 0 5 118 10 0 0 | e = standing 1 0 0 5 66 50 0 1 | f = sitting 0 0 0 0 2 0 118 0 | g = running 8 13 0 0 0 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 652 76.3466 % Incorrectly Classified Instances 202 23.6534 % Kappa statistic 0.7239 Mean absolute error 0.0702 Root mean squared error 0.1998 Relative absolute error 32.689 % Root relative squared error 60.9795 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.023 0.766 0.72 0.742 0.972 climbingdown 0.623 0.028 0.759 0.623 0.684 0.937 climbingup 1 0 1 1 1 1 jumping 0.904 0.018 0.897 0.904 0.9 0.985 lying 0.813 0.121 0.556 0.813 0.661 0.932 standing 0.344 0.029 0.667 0.344 0.454 0.924 sitting 1 0 1 1 1 1 running 0.85 0.059 0.749 0.85 0.796 0.962 walking Weighted Avg. 0.763 0.042 0.772 0.763 0.755 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 59 7 0 0 0 1 0 15 | a = climbingdown 8 66 0 1 4 2 0 25 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 113 8 4 0 0 | d = lying 2 0 0 8 109 14 0 1 | e = standing 0 1 0 3 75 42 0 1 | f = sitting 0 0 0 0 0 0 120 0 | g = running 8 13 0 1 0 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 663 77.6347 % Incorrectly Classified Instances 191 22.3653 % Kappa statistic 0.739 Mean absolute error 0.072 Root mean squared error 0.2037 Relative absolute error 33.4955 % Root relative squared error 62.1582 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.019 0.795 0.716 0.753 0.954 climbingdown 0.623 0.024 0.786 0.623 0.695 0.942 climbingup 1 0 1 1 1 1 jumping 0.944 0.048 0.771 0.944 0.849 0.984 lying 0.662 0.071 0.633 0.662 0.647 0.928 standing 0.508 0.037 0.697 0.508 0.588 0.929 sitting 0.992 0 1 0.992 0.996 0.998 running 0.899 0.064 0.747 0.899 0.816 0.974 walking Weighted Avg. 0.776 0.039 0.776 0.776 0.77 0.96 === Confusion Matrix === a b c d e f g h <-- classified as 58 7 0 0 1 0 0 15 | a = climbingdown 8 66 0 0 3 0 0 29 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 118 5 2 0 0 | d = lying 3 0 0 18 88 24 0 0 | e = standing 1 0 0 17 41 62 0 1 | f = sitting 0 0 0 0 0 1 119 0 | g = running 3 11 0 0 1 0 0 133 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 660 77.2834 % Incorrectly Classified Instances 194 22.7166 % Kappa statistic 0.7349 Mean absolute error 0.0727 Root mean squared error 0.2035 Relative absolute error 33.8289 % Root relative squared error 62.0878 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.023 0.757 0.691 0.723 0.949 climbingdown 0.585 0.029 0.738 0.585 0.653 0.934 climbingup 1 0 1 1 1 1 jumping 0.952 0.036 0.821 0.952 0.881 0.989 lying 0.85 0.093 0.628 0.85 0.722 0.948 standing 0.374 0.015 0.807 0.374 0.511 0.919 sitting 1 0 1 1 1 1 running 0.85 0.071 0.714 0.85 0.776 0.963 walking Weighted Avg. 0.773 0.04 0.783 0.773 0.761 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 56 8 0 0 1 1 0 15 | a = climbingdown 8 62 0 0 2 0 0 34 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 119 4 2 0 0 | d = lying 0 0 0 12 113 8 0 0 | e = standing 1 1 0 14 60 46 0 1 | f = sitting 0 0 0 0 0 0 120 0 | g = running 9 13 0 0 0 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 651 76.2295 % Incorrectly Classified Instances 203 23.7705 % Kappa statistic 0.7222 Mean absolute error 0.0732 Root mean squared error 0.2082 Relative absolute error 34.0638 % Root relative squared error 63.5296 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.017 0.8 0.642 0.712 0.949 climbingdown 0.585 0.031 0.729 0.585 0.649 0.91 climbingup 1 0 1 1 1 1 jumping 0.776 0.003 0.98 0.776 0.866 0.988 lying 0.925 0.137 0.554 0.925 0.693 0.942 standing 0.431 0.018 0.803 0.431 0.561 0.953 sitting 0.992 0.003 0.983 0.992 0.988 0.998 running 0.857 0.072 0.712 0.857 0.778 0.951 walking Weighted Avg. 0.762 0.043 0.795 0.762 0.759 0.958 === Confusion Matrix === a b c d e f g h <-- classified as 52 7 0 0 3 0 0 19 | a = climbingdown 6 62 0 0 6 0 0 32 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 97 23 5 0 0 | d = lying 0 1 0 0 123 8 1 0 | e = standing 0 1 0 2 67 53 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 7 13 0 0 0 0 1 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 656 76.815 % Incorrectly Classified Instances 198 23.185 % Kappa statistic 0.729 Mean absolute error 0.0762 Root mean squared error 0.2051 Relative absolute error 35.4563 % Root relative squared error 62.5929 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.013 0.853 0.707 0.773 0.954 climbingdown 0.59 0.017 0.827 0.59 0.689 0.921 climbingup 0.947 0.001 0.947 0.947 0.947 1 jumping 0.816 0.005 0.962 0.816 0.883 0.983 lying 0.872 0.133 0.547 0.872 0.672 0.934 standing 0.39 0.029 0.696 0.39 0.5 0.928 sitting 1 0.001 0.992 1 0.996 1 running 0.898 0.074 0.717 0.898 0.798 0.967 walking Weighted Avg. 0.768 0.042 0.794 0.768 0.763 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 58 3 0 0 0 1 0 20 | a = climbingdown 5 62 1 0 7 1 0 29 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 102 18 5 0 0 | d = lying 0 0 0 2 116 14 0 1 | e = standing 0 1 0 2 70 48 0 2 | f = sitting 0 0 0 0 0 0 120 0 | g = running 5 9 0 0 1 0 0 132 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 4 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 755 73.301 % Incorrectly Classified Instances 275 26.699 % Kappa statistic 0.6884 Mean absolute error 0.0848 Root mean squared error 0.2152 Relative absolute error 39.5902 % Root relative squared error 65.7687 % Total Number of Instances 1030 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.784 0.018 0.882 0.784 0.83 0.958 climbingdown 0.793 0.028 0.816 0.793 0.804 0.981 climbingup 1 0 1 1 1 1 jumping 0.909 0.081 0.622 0.909 0.738 0.951 lying 0.734 0.099 0.537 0.734 0.62 0.929 standing 0.105 0.011 0.545 0.105 0.176 0.861 sitting 0.718 0.04 0.818 0.718 0.765 0.936 running 0.969 0.033 0.806 0.969 0.88 0.992 walking Weighted Avg. 0.733 0.044 0.736 0.733 0.71 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 120 17 0 0 0 0 4 12 | a = climbingdown 10 111 0 0 0 0 1 18 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 0 120 4 2 4 0 | d = lying 1 0 0 18 102 4 14 0 | e = standing 0 1 0 38 53 12 10 0 | f = sitting 3 3 0 17 31 4 148 0 | g = running 2 2 0 0 0 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 740 71.8447 % Incorrectly Classified Instances 290 28.1553 % Kappa statistic 0.6715 Mean absolute error 0.0876 Root mean squared error 0.2203 Relative absolute error 40.9223 % Root relative squared error 67.3115 % Total Number of Instances 1030 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.817 0.03 0.828 0.817 0.822 0.957 climbingdown 0.829 0.028 0.823 0.829 0.826 0.974 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.871 0.062 0.673 0.871 0.759 0.959 lying 0.799 0.148 0.457 0.799 0.581 0.904 standing 0.026 0.003 0.5 0.026 0.05 0.857 sitting 0.636 0.038 0.809 0.636 0.712 0.925 running 0.953 0.019 0.879 0.953 0.914 0.992 walking Weighted Avg. 0.718 0.046 0.726 0.718 0.689 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 125 15 0 0 0 0 4 9 | a = climbingdown 16 116 0 0 0 0 1 7 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 115 11 0 6 0 | d = lying 5 0 0 12 111 1 10 0 | e = standing 0 1 0 33 68 3 9 0 | f = sitting 5 4 0 11 52 2 131 1 | g = running 0 5 0 0 1 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 726 70.4854 % Incorrectly Classified Instances 304 29.5146 % Kappa statistic 0.6562 Mean absolute error 0.0882 Root mean squared error 0.2232 Relative absolute error 41.1711 % Root relative squared error 68.2117 % Total Number of Instances 1030 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.027 0.842 0.837 0.839 0.966 climbingdown 0.814 0.03 0.809 0.814 0.811 0.982 climbingup 1 0 1 1 1 1 jumping 0.856 0.056 0.693 0.856 0.766 0.954 lying 0.755 0.153 0.436 0.755 0.553 0.898 standing 0.07 0.014 0.381 0.07 0.119 0.853 sitting 0.587 0.034 0.812 0.587 0.682 0.907 running 0.93 0.029 0.822 0.93 0.873 0.993 walking Weighted Avg. 0.705 0.048 0.707 0.705 0.683 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 128 15 0 0 0 0 2 8 | a = climbingdown 8 114 0 0 0 0 1 17 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 113 11 3 5 0 | d = lying 1 0 0 13 105 7 13 0 | e = standing 3 1 0 26 69 8 7 0 | f = sitting 7 7 0 11 56 3 121 1 | g = running 5 4 0 0 0 0 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 725 70.4568 % Incorrectly Classified Instances 304 29.5432 % Kappa statistic 0.6523 Mean absolute error 0.0924 Root mean squared error 0.2236 Relative absolute error 43.1529 % Root relative squared error 68.3336 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.013 0.912 0.745 0.82 0.966 climbingdown 0.857 0.048 0.736 0.857 0.792 0.973 climbingup 0.938 0 1 0.938 0.968 0.983 jumping 0.871 0.054 0.706 0.871 0.78 0.957 lying 0.345 0.031 0.632 0.345 0.447 0.903 standing 0.193 0.032 0.431 0.193 0.267 0.877 sitting 0.836 0.147 0.588 0.836 0.691 0.931 running 0.922 0.027 0.831 0.922 0.874 0.982 walking Weighted Avg. 0.705 0.056 0.697 0.705 0.682 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 114 31 0 0 0 0 1 7 | a = climbingdown 3 120 0 0 0 0 1 16 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 2 0 0 115 5 2 8 0 | d = lying 0 0 0 17 48 20 54 0 | e = standing 0 2 0 24 11 22 55 0 | f = sitting 1 6 0 7 12 7 173 1 | g = running 5 4 0 0 0 0 1 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 753 73.1778 % Incorrectly Classified Instances 276 26.8222 % Kappa statistic 0.6873 Mean absolute error 0.0873 Root mean squared error 0.2153 Relative absolute error 40.7887 % Root relative squared error 65.8164 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.876 0.021 0.882 0.876 0.879 0.982 climbingdown 0.893 0.017 0.893 0.893 0.893 0.989 climbingup 0.938 0.001 0.938 0.938 0.938 1 jumping 0.894 0.068 0.659 0.894 0.759 0.956 lying 0.453 0.053 0.573 0.453 0.506 0.906 standing 0.342 0.084 0.336 0.342 0.339 0.845 sitting 0.686 0.055 0.759 0.686 0.721 0.925 running 0.914 0.013 0.907 0.914 0.911 0.986 walking Weighted Avg. 0.732 0.043 0.732 0.732 0.728 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 134 12 1 0 0 0 0 6 | a = climbingdown 8 125 0 0 0 1 0 6 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 118 2 8 4 0 | d = lying 0 0 0 15 63 39 22 0 | e = standing 1 0 0 33 24 39 17 0 | f = sitting 3 0 0 13 20 29 142 0 | g = running 6 3 0 0 1 0 1 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 746 72.4976 % Incorrectly Classified Instances 283 27.5024 % Kappa statistic 0.6792 Mean absolute error 0.088 Root mean squared error 0.2209 Relative absolute error 41.093 % Root relative squared error 67.5304 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.024 0.859 0.837 0.848 0.975 climbingdown 0.864 0.034 0.801 0.864 0.832 0.976 climbingup 0.938 0.001 0.938 0.938 0.938 0.949 jumping 0.833 0.066 0.651 0.833 0.731 0.933 lying 0.614 0.08 0.548 0.614 0.579 0.918 standing 0.254 0.044 0.42 0.254 0.317 0.831 sitting 0.67 0.052 0.762 0.67 0.713 0.917 running 0.93 0.02 0.869 0.93 0.898 0.99 walking Weighted Avg. 0.725 0.045 0.717 0.725 0.716 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 128 15 0 0 0 0 2 8 | a = climbingdown 10 121 0 0 0 0 0 9 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 3 0 110 4 7 8 0 | d = lying 0 0 0 20 86 18 16 0 | e = standing 2 1 0 33 33 29 16 0 | f = sitting 4 7 1 6 34 15 138 1 | g = running 5 4 0 0 0 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 743 72.206 % Incorrectly Classified Instances 286 27.794 % Kappa statistic 0.6758 Mean absolute error 0.0887 Root mean squared error 0.2216 Relative absolute error 41.4062 % Root relative squared error 67.7363 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.026 0.844 0.81 0.827 0.957 climbingdown 0.814 0.025 0.838 0.814 0.826 0.978 climbingup 0.813 0 1 0.813 0.897 0.983 jumping 0.773 0.027 0.81 0.773 0.791 0.958 lying 0.571 0.083 0.519 0.571 0.544 0.913 standing 0.412 0.077 0.402 0.412 0.407 0.872 sitting 0.689 0.06 0.743 0.689 0.715 0.918 running 0.945 0.027 0.834 0.945 0.886 0.992 walking Weighted Avg. 0.722 0.046 0.727 0.722 0.723 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 124 13 0 0 0 0 2 14 | a = climbingdown 16 114 0 0 0 0 1 9 | b = climbingup 0 0 13 0 0 0 3 0 | c = jumping 0 1 0 102 7 15 7 0 | d = lying 0 1 0 3 80 35 21 0 | e = standing 0 0 0 12 40 47 15 0 | f = sitting 4 3 0 9 27 20 142 1 | g = running 3 4 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 740 71.9145 % Incorrectly Classified Instances 289 28.0855 % Kappa statistic 0.6709 Mean absolute error 0.088 Root mean squared error 0.2158 Relative absolute error 41.1106 % Root relative squared error 65.9684 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.85 0.018 0.89 0.85 0.87 0.976 climbingdown 0.836 0.028 0.824 0.836 0.83 0.979 climbingup 0.813 0 1 0.813 0.897 1 jumping 0.809 0.023 0.835 0.809 0.822 0.954 lying 0.479 0.075 0.5 0.479 0.489 0.907 standing 0.325 0.058 0.411 0.325 0.363 0.883 sitting 0.723 0.109 0.623 0.723 0.67 0.919 running 0.938 0.019 0.877 0.938 0.906 0.983 walking Weighted Avg. 0.719 0.05 0.715 0.719 0.715 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 130 16 0 0 0 0 2 5 | a = climbingdown 10 117 0 0 0 0 2 11 | b = climbingup 1 0 13 0 0 0 2 0 | c = jumping 1 0 0 106 3 13 8 0 | d = lying 0 0 0 8 67 20 45 0 | e = standing 1 0 0 9 37 37 30 0 | f = sitting 1 4 0 4 27 20 149 1 | g = running 2 5 0 0 0 0 1 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 734 71.3314 % Incorrectly Classified Instances 295 28.6686 % Kappa statistic 0.6652 Mean absolute error 0.0878 Root mean squared error 0.2176 Relative absolute error 41.0259 % Root relative squared error 66.5209 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.016 0.9 0.824 0.86 0.97 climbingdown 0.887 0.025 0.85 0.887 0.868 0.982 climbingup 1 0 1 1 1 1 jumping 0.748 0.049 0.69 0.748 0.718 0.952 lying 0.507 0.078 0.507 0.507 0.507 0.907 standing 0.319 0.073 0.35 0.319 0.333 0.848 sitting 0.704 0.077 0.697 0.704 0.7 0.926 running 0.907 0.018 0.88 0.907 0.893 0.973 walking Weighted Avg. 0.713 0.048 0.711 0.713 0.712 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 126 14 0 0 1 0 1 11 | a = climbingdown 7 125 0 0 0 0 4 5 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 0 0 98 6 22 4 0 | d = lying 0 0 0 6 71 29 34 0 | e = standing 0 0 0 26 31 36 20 0 | f = sitting 0 4 0 12 29 16 145 0 | g = running 6 4 0 0 2 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 732 71.137 % Incorrectly Classified Instances 297 28.863 % Kappa statistic 0.663 Mean absolute error 0.0898 Root mean squared error 0.2226 Relative absolute error 41.9336 % Root relative squared error 68.0143 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.836 0.024 0.858 0.836 0.847 0.975 climbingdown 0.879 0.046 0.75 0.879 0.809 0.977 climbingup 0.765 0 1 0.765 0.867 0.956 jumping 0.765 0.026 0.815 0.765 0.789 0.936 lying 0.479 0.072 0.511 0.479 0.494 0.894 standing 0.398 0.084 0.369 0.398 0.383 0.867 sitting 0.689 0.074 0.7 0.689 0.694 0.91 running 0.884 0.011 0.919 0.884 0.901 0.987 walking Weighted Avg. 0.711 0.048 0.715 0.711 0.712 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 127 21 0 0 0 0 0 4 | a = climbingdown 10 123 0 0 0 0 1 6 | b = climbingup 0 0 13 0 0 0 4 0 | c = jumping 1 0 0 101 6 14 10 0 | d = lying 1 0 0 10 67 34 28 0 | e = standing 0 3 0 10 38 45 17 0 | f = sitting 4 9 0 3 20 28 142 0 | g = running 5 8 0 0 0 1 1 114 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 584 59.7748 % Incorrectly Classified Instances 393 40.2252 % Kappa statistic 0.529 Mean absolute error 0.1205 Root mean squared error 0.2606 Relative absolute error 56.4099 % Root relative squared error 79.7269 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.475 0.047 0.592 0.475 0.527 0.875 climbingdown 0.662 0.065 0.662 0.662 0.662 0.934 climbingup 0.917 0.002 0.846 0.917 0.88 0.991 jumping 0.652 0.074 0.597 0.652 0.624 0.875 lying 0.542 0.082 0.419 0.542 0.473 0.886 standing 0.426 0.024 0.75 0.426 0.543 0.903 sitting 0.592 0.141 0.504 0.592 0.545 0.845 running 0.803 0.038 0.74 0.803 0.77 0.935 walking Weighted Avg. 0.598 0.071 0.614 0.598 0.597 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 58 28 1 1 1 0 22 11 | a = climbingdown 21 104 0 0 0 0 12 20 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 1 3 0 92 19 5 21 0 | d = lying 1 0 0 24 52 6 13 0 | e = standing 0 0 0 19 24 60 38 0 | f = sitting 13 8 1 17 28 9 113 2 | g = running 4 14 0 1 0 0 4 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 604 61.8219 % Incorrectly Classified Instances 373 38.1781 % Kappa statistic 0.5529 Mean absolute error 0.1207 Root mean squared error 0.2517 Relative absolute error 56.4729 % Root relative squared error 77.0078 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.443 0.027 0.701 0.443 0.543 0.908 climbingdown 0.758 0.073 0.665 0.758 0.708 0.922 climbingup 1 0 1 1 1 1 jumping 0.592 0.062 0.618 0.592 0.604 0.895 lying 0.677 0.094 0.439 0.677 0.533 0.899 standing 0.364 0.019 0.761 0.364 0.493 0.9 sitting 0.613 0.144 0.509 0.613 0.556 0.855 running 0.872 0.03 0.797 0.872 0.833 0.959 walking Weighted Avg. 0.618 0.068 0.644 0.618 0.613 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 54 37 0 1 0 0 21 9 | a = climbingdown 10 119 0 2 0 1 10 15 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 5 2 0 84 23 3 25 0 | d = lying 1 1 0 15 65 3 11 0 | e = standing 1 1 0 22 22 51 43 0 | f = sitting 2 11 0 12 38 9 117 2 | g = running 4 8 0 0 0 0 3 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 616 63.0502 % Incorrectly Classified Instances 361 36.9498 % Kappa statistic 0.5676 Mean absolute error 0.1219 Root mean squared error 0.2513 Relative absolute error 57.0597 % Root relative squared error 76.8972 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.566 0.04 0.67 0.566 0.613 0.891 climbingdown 0.643 0.06 0.673 0.643 0.658 0.919 climbingup 0.75 0.001 0.9 0.75 0.818 0.999 jumping 0.585 0.043 0.697 0.585 0.636 0.898 lying 0.74 0.099 0.449 0.74 0.559 0.91 standing 0.379 0.011 0.855 0.379 0.525 0.918 sitting 0.665 0.146 0.525 0.665 0.587 0.867 running 0.88 0.035 0.774 0.88 0.824 0.953 walking Weighted Avg. 0.631 0.065 0.666 0.631 0.628 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 69 25 0 0 0 0 20 8 | a = climbingdown 19 101 1 1 0 0 14 21 | b = climbingup 0 1 9 0 0 0 2 0 | c = jumping 5 2 0 83 30 3 19 0 | d = lying 0 1 0 10 71 1 13 0 | e = standing 1 0 0 17 24 53 45 0 | f = sitting 7 10 0 8 33 5 127 1 | g = running 2 10 0 0 0 0 2 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 571 58.4442 % Incorrectly Classified Instances 406 41.5558 % Kappa statistic 0.514 Mean absolute error 0.1256 Root mean squared error 0.2573 Relative absolute error 58.7844 % Root relative squared error 78.7389 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.049 0.592 0.5 0.542 0.899 climbingdown 0.631 0.072 0.627 0.631 0.629 0.921 climbingup 0.667 0.002 0.8 0.667 0.727 0.998 jumping 0.535 0.062 0.594 0.535 0.563 0.885 lying 0.674 0.108 0.403 0.674 0.504 0.901 standing 0.393 0.012 0.846 0.393 0.537 0.908 sitting 0.571 0.151 0.478 0.571 0.52 0.833 running 0.839 0.031 0.786 0.839 0.811 0.943 walking Weighted Avg. 0.584 0.072 0.62 0.584 0.585 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 61 33 0 0 0 0 22 6 | a = climbingdown 21 99 1 1 1 0 13 21 | b = climbingup 2 0 8 0 0 0 2 0 | c = jumping 4 5 1 76 23 3 30 0 | d = lying 0 1 0 14 64 1 15 0 | e = standing 0 0 0 25 27 55 33 0 | f = sitting 9 12 0 12 43 6 109 0 | g = running 6 8 0 0 1 0 4 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 585 59.8772 % Incorrectly Classified Instances 392 40.1228 % Kappa statistic 0.5295 Mean absolute error 0.1183 Root mean squared error 0.2517 Relative absolute error 55.3846 % Root relative squared error 76.9971 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.549 0.053 0.598 0.549 0.573 0.923 climbingdown 0.633 0.061 0.667 0.633 0.649 0.938 climbingup 1 0.001 0.929 1 0.963 1 jumping 0.695 0.104 0.53 0.695 0.601 0.906 lying 0.411 0.06 0.424 0.411 0.417 0.892 standing 0.407 0.016 0.814 0.407 0.543 0.918 sitting 0.613 0.142 0.511 0.613 0.557 0.861 running 0.803 0.036 0.752 0.803 0.777 0.95 walking Weighted Avg. 0.599 0.072 0.619 0.599 0.596 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 67 28 0 1 1 1 19 5 | a = climbingdown 22 100 0 1 0 0 13 22 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 3 3 0 98 9 4 24 0 | d = lying 1 1 0 36 39 3 14 1 | e = standing 0 0 0 26 17 57 40 0 | f = sitting 9 7 1 23 26 5 117 3 | g = running 10 11 0 0 0 0 2 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 592 60.5937 % Incorrectly Classified Instances 385 39.4063 % Kappa statistic 0.5386 Mean absolute error 0.1172 Root mean squared error 0.252 Relative absolute error 54.8378 % Root relative squared error 77.1005 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.525 0.068 0.525 0.525 0.525 0.883 climbingdown 0.627 0.055 0.688 0.627 0.656 0.929 climbingup 1 0.002 0.867 1 0.929 1 jumping 0.709 0.086 0.581 0.709 0.639 0.906 lying 0.432 0.082 0.363 0.432 0.394 0.867 standing 0.429 0.019 0.789 0.429 0.556 0.912 sitting 0.644 0.13 0.547 0.644 0.591 0.856 running 0.786 0.021 0.836 0.786 0.811 0.966 walking Weighted Avg. 0.606 0.068 0.628 0.606 0.607 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 64 29 0 1 4 1 17 6 | a = climbingdown 32 99 0 3 0 0 12 12 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 6 1 0 100 14 6 14 0 | d = lying 0 1 0 30 41 2 21 0 | e = standing 1 0 0 18 26 60 35 0 | f = sitting 7 6 0 20 28 7 123 0 | g = running 12 8 2 0 0 0 3 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 622 63.6643 % Incorrectly Classified Instances 355 36.3357 % Kappa statistic 0.5765 Mean absolute error 0.1145 Root mean squared error 0.2451 Relative absolute error 53.5703 % Root relative squared error 74.9769 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.574 0.048 0.631 0.574 0.601 0.905 climbingdown 0.728 0.071 0.665 0.728 0.695 0.943 climbingup 0.923 0.001 0.923 0.923 0.923 0.999 jumping 0.582 0.073 0.573 0.582 0.577 0.889 lying 0.621 0.084 0.444 0.621 0.518 0.915 standing 0.593 0.075 0.568 0.593 0.58 0.897 sitting 0.565 0.055 0.715 0.565 0.632 0.887 running 0.795 0.016 0.869 0.795 0.83 0.97 walking Weighted Avg. 0.637 0.06 0.65 0.637 0.639 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 70 27 0 1 3 7 9 5 | a = climbingdown 23 115 0 0 1 1 9 9 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 2 4 0 82 24 18 11 0 | d = lying 0 0 0 25 59 7 4 0 | e = standing 2 2 0 26 19 83 8 0 | f = sitting 5 11 1 9 27 30 108 0 | g = running 9 14 0 0 0 0 1 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 610 62.436 % Incorrectly Classified Instances 367 37.564 % Kappa statistic 0.5626 Mean absolute error 0.1191 Root mean squared error 0.2478 Relative absolute error 55.7214 % Root relative squared error 75.8035 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.516 0.048 0.606 0.516 0.558 0.893 climbingdown 0.722 0.06 0.699 0.722 0.71 0.942 climbingup 1 0 1 1 1 1 jumping 0.56 0.047 0.669 0.56 0.61 0.893 lying 0.726 0.127 0.381 0.726 0.5 0.889 standing 0.529 0.045 0.661 0.529 0.587 0.915 sitting 0.545 0.095 0.581 0.545 0.562 0.857 running 0.803 0.015 0.879 0.803 0.839 0.962 walking Weighted Avg. 0.624 0.062 0.649 0.624 0.629 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 63 29 0 2 1 2 20 5 | a = climbingdown 23 114 0 0 0 1 12 8 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 2 2 0 79 37 7 14 0 | d = lying 1 0 0 8 69 8 9 0 | e = standing 0 0 0 19 29 74 18 0 | f = sitting 5 8 0 9 45 20 104 0 | g = running 10 10 0 1 0 0 2 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 612 62.7049 % Incorrectly Classified Instances 364 37.2951 % Kappa statistic 0.5617 Mean absolute error 0.1221 Root mean squared error 0.2539 Relative absolute error 57.1378 % Root relative squared error 77.6814 % Total Number of Instances 976 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.479 0.034 0.667 0.479 0.558 0.903 climbingdown 0.885 0.133 0.56 0.885 0.686 0.934 climbingup 1 0.002 0.857 1 0.923 1 jumping 0.681 0.068 0.627 0.681 0.653 0.91 lying 0.469 0.031 0.625 0.469 0.536 0.903 standing 0.624 0.077 0.579 0.624 0.601 0.915 sitting 0.571 0.09 0.606 0.571 0.588 0.86 running 0.556 0.006 0.929 0.556 0.695 0.953 walking Weighted Avg. 0.627 0.068 0.649 0.627 0.623 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 58 48 2 0 0 3 10 0 | a = climbingdown 10 139 0 0 0 1 4 3 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 3 1 0 96 8 16 17 0 | d = lying 1 1 0 25 45 11 13 0 | e = standing 1 1 0 18 9 88 24 0 | f = sitting 8 15 0 14 10 33 109 2 | g = running 6 43 0 0 0 0 3 65 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 599 61.373 % Incorrectly Classified Instances 377 38.627 % Kappa statistic 0.5474 Mean absolute error 0.1254 Root mean squared error 0.2532 Relative absolute error 58.6757 % Root relative squared error 77.4727 % Total Number of Instances 976 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.446 0.057 0.524 0.446 0.482 0.866 climbingdown 0.815 0.109 0.59 0.815 0.684 0.924 climbingup 0.917 0 1 0.917 0.957 0.997 jumping 0.674 0.087 0.565 0.674 0.615 0.907 lying 0.521 0.081 0.413 0.521 0.461 0.896 standing 0.504 0.023 0.789 0.504 0.615 0.907 sitting 0.586 0.094 0.602 0.586 0.594 0.872 running 0.667 0.002 0.975 0.667 0.792 0.966 walking Weighted Avg. 0.614 0.067 0.643 0.614 0.616 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 54 45 0 0 3 3 16 0 | a = climbingdown 20 128 0 0 1 1 6 1 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 5 1 0 95 16 4 20 0 | d = lying 0 1 0 33 50 2 10 0 | e = standing 2 1 0 22 24 71 21 0 | f = sitting 12 13 0 17 27 9 112 1 | g = running 10 28 0 1 0 0 0 78 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 734 72.6014 % Incorrectly Classified Instances 277 27.3986 % Kappa statistic 0.6747 Mean absolute error 0.0847 Root mean squared error 0.2202 Relative absolute error 40.0623 % Root relative squared error 67.7137 % Total Number of Instances 1011 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.028 0.777 0.68 0.725 0.934 climbingdown 0.82 0.055 0.724 0.82 0.769 0.97 climbingup 0.882 0.001 0.938 0.882 0.909 1 jumping 0.802 0.013 0.89 0.802 0.843 0.948 lying 0.516 0.031 0.636 0.516 0.57 0.944 standing 0.644 0.06 0.616 0.644 0.63 0.92 sitting 0.726 0.121 0.665 0.726 0.694 0.904 running 0.819 0.021 0.833 0.819 0.826 0.968 walking Weighted Avg. 0.726 0.057 0.73 0.726 0.726 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 87 26 0 0 0 1 9 5 | a = climbingdown 9 123 0 0 0 0 4 14 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 3 0 97 3 11 7 0 | d = lying 0 0 0 4 49 9 33 0 | e = standing 0 3 0 1 8 85 35 0 | f = sitting 3 9 1 7 17 32 183 0 | g = running 13 6 0 0 0 0 2 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 761 75.3465 % Incorrectly Classified Instances 249 24.6535 % Kappa statistic 0.708 Mean absolute error 0.0821 Root mean squared error 0.2133 Relative absolute error 38.8413 % Root relative squared error 65.6155 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.023 0.813 0.685 0.744 0.927 climbingdown 0.82 0.045 0.759 0.82 0.788 0.961 climbingup 0.875 0.002 0.875 0.875 0.875 0.984 jumping 0.826 0.009 0.926 0.826 0.873 0.941 lying 0.811 0.066 0.562 0.811 0.664 0.942 standing 0.485 0.015 0.831 0.485 0.612 0.944 sitting 0.767 0.108 0.703 0.767 0.733 0.916 running 0.879 0.028 0.803 0.879 0.84 0.979 walking Weighted Avg. 0.753 0.049 0.77 0.753 0.752 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 87 20 0 0 1 0 8 11 | a = climbingdown 9 123 0 0 0 0 5 13 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 0 3 0 100 4 3 11 0 | d = lying 1 0 0 4 77 2 11 0 | e = standing 0 2 0 1 22 64 43 0 | f = sitting 5 7 2 3 33 8 194 1 | g = running 5 7 0 0 0 0 2 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 753 74.5545 % Incorrectly Classified Instances 257 25.4455 % Kappa statistic 0.6981 Mean absolute error 0.0825 Root mean squared error 0.2176 Relative absolute error 39.0013 % Root relative squared error 66.9306 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.025 0.788 0.646 0.71 0.906 climbingdown 0.86 0.065 0.697 0.86 0.77 0.962 climbingup 0.875 0.003 0.824 0.875 0.848 0.999 jumping 0.835 0.013 0.894 0.835 0.863 0.939 lying 0.632 0.047 0.583 0.632 0.606 0.932 standing 0.545 0.032 0.72 0.545 0.621 0.91 sitting 0.775 0.103 0.715 0.775 0.744 0.923 running 0.853 0.017 0.868 0.853 0.861 0.974 walking Weighted Avg. 0.746 0.051 0.751 0.746 0.744 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 82 33 1 0 0 1 4 6 | a = climbingdown 11 129 0 0 0 0 1 9 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 0 3 0 101 8 2 7 0 | d = lying 1 2 0 5 60 7 20 0 | e = standing 3 3 0 1 11 72 42 0 | f = sitting 3 4 2 6 24 18 196 0 | g = running 4 11 0 0 0 0 2 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 775 76.7327 % Incorrectly Classified Instances 235 23.2673 % Kappa statistic 0.7255 Mean absolute error 0.0803 Root mean squared error 0.2087 Relative absolute error 37.9843 % Root relative squared error 64.1814 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.02 0.83 0.693 0.755 0.962 climbingdown 0.887 0.053 0.743 0.887 0.809 0.966 climbingup 0.938 0 1 0.938 0.968 1 jumping 0.835 0.01 0.918 0.835 0.874 0.935 lying 0.758 0.064 0.55 0.758 0.637 0.928 standing 0.644 0.034 0.739 0.644 0.688 0.923 sitting 0.688 0.086 0.728 0.688 0.707 0.904 running 0.922 0.009 0.93 0.922 0.926 0.986 walking Weighted Avg. 0.767 0.045 0.778 0.767 0.769 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 88 29 0 0 0 0 4 6 | a = climbingdown 8 133 0 0 0 0 7 2 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 1 0 101 7 0 11 0 | d = lying 1 0 0 3 72 11 8 0 | e = standing 4 3 0 0 8 85 32 0 | f = sitting 1 9 0 6 44 19 174 0 | g = running 3 4 0 0 0 0 2 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 758 75.0495 % Incorrectly Classified Instances 252 24.9505 % Kappa statistic 0.705 Mean absolute error 0.0832 Root mean squared error 0.217 Relative absolute error 39.3502 % Root relative squared error 66.7393 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.024 0.794 0.638 0.707 0.94 climbingdown 0.807 0.049 0.742 0.807 0.773 0.95 climbingup 0.938 0.001 0.938 0.938 0.938 0.999 jumping 0.835 0.011 0.91 0.835 0.871 0.924 lying 0.758 0.058 0.576 0.758 0.655 0.945 standing 0.629 0.039 0.709 0.629 0.667 0.925 sitting 0.719 0.1 0.705 0.719 0.712 0.912 running 0.888 0.017 0.873 0.888 0.88 0.985 walking Weighted Avg. 0.75 0.049 0.758 0.75 0.751 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 81 28 0 0 0 2 9 7 | a = climbingdown 15 121 0 0 0 0 8 6 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 2 0 101 5 1 11 1 | d = lying 1 0 0 2 72 7 13 0 | e = standing 1 0 0 3 11 83 34 0 | f = sitting 0 3 1 5 37 24 182 1 | g = running 4 9 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 745 73.7624 % Incorrectly Classified Instances 265 26.2376 % Kappa statistic 0.6891 Mean absolute error 0.0807 Root mean squared error 0.2172 Relative absolute error 38.1416 % Root relative squared error 66.805 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.017 0.848 0.656 0.74 0.939 climbingdown 0.867 0.063 0.707 0.867 0.778 0.975 climbingup 1 0.002 0.889 1 0.941 1 jumping 0.875 0.027 0.814 0.875 0.843 0.944 lying 0.589 0.051 0.544 0.589 0.566 0.903 standing 0.523 0.03 0.726 0.523 0.608 0.922 sitting 0.727 0.11 0.689 0.727 0.708 0.906 running 0.871 0.016 0.878 0.871 0.874 0.978 walking Weighted Avg. 0.738 0.053 0.743 0.738 0.735 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 84 33 0 0 0 0 5 6 | a = climbingdown 6 130 0 0 0 0 6 8 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 3 0 105 2 3 7 0 | d = lying 0 2 0 6 56 8 23 0 | e = standing 1 1 0 0 20 69 41 0 | f = sitting 3 7 2 18 24 15 184 0 | g = running 5 8 0 0 1 0 1 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 759 75.1485 % Incorrectly Classified Instances 251 24.8515 % Kappa statistic 0.705 Mean absolute error 0.0818 Root mean squared error 0.2164 Relative absolute error 38.6958 % Root relative squared error 66.5386 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.016 0.846 0.602 0.703 0.908 climbingdown 0.886 0.067 0.695 0.886 0.779 0.969 climbingup 0.941 0.002 0.889 0.941 0.914 1 jumping 0.842 0.018 0.863 0.842 0.852 0.965 lying 0.663 0.031 0.692 0.663 0.677 0.954 standing 0.609 0.033 0.736 0.609 0.667 0.935 sitting 0.766 0.109 0.699 0.766 0.731 0.902 running 0.828 0.023 0.821 0.828 0.824 0.972 walking Weighted Avg. 0.751 0.051 0.758 0.751 0.749 0.939 === Confusion Matrix === a b c d e f g h <-- classified as 77 31 1 0 1 1 6 11 | a = climbingdown 6 132 0 0 0 0 1 10 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 101 9 2 8 0 | d = lying 0 0 0 5 63 7 20 0 | e = standing 0 2 0 2 3 81 45 0 | f = sitting 5 11 1 9 15 18 193 0 | g = running 3 14 0 0 0 1 2 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 783 77.5248 % Incorrectly Classified Instances 227 22.4752 % Kappa statistic 0.7331 Mean absolute error 0.0787 Root mean squared error 0.2076 Relative absolute error 37.2118 % Root relative squared error 63.8435 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.018 0.832 0.617 0.709 0.937 climbingdown 0.899 0.064 0.709 0.899 0.793 0.961 climbingup 0.882 0.001 0.938 0.882 0.909 0.991 jumping 0.818 0.006 0.952 0.818 0.88 0.941 lying 0.611 0.028 0.69 0.611 0.648 0.941 standing 0.699 0.04 0.727 0.699 0.713 0.925 sitting 0.786 0.102 0.72 0.786 0.751 0.922 running 0.93 0.013 0.899 0.93 0.915 0.994 walking Weighted Avg. 0.775 0.047 0.782 0.775 0.774 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 79 33 0 0 0 0 9 7 | a = climbingdown 4 134 0 0 0 0 8 3 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 1 6 0 99 3 5 7 0 | d = lying 0 1 0 1 58 10 25 0 | e = standing 1 5 0 1 5 93 26 2 | f = sitting 6 6 1 3 18 20 198 0 | g = running 4 4 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 772 76.4356 % Incorrectly Classified Instances 238 23.5644 % Kappa statistic 0.72 Mean absolute error 0.0774 Root mean squared error 0.21 Relative absolute error 36.5905 % Root relative squared error 64.586 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.015 0.88 0.742 0.805 0.942 climbingdown 0.906 0.044 0.78 0.906 0.839 0.966 climbingup 0.941 0.001 0.941 0.941 0.941 1 jumping 0.86 0.018 0.867 0.86 0.863 0.933 lying 0.505 0.027 0.658 0.505 0.571 0.922 standing 0.662 0.051 0.662 0.662 0.662 0.931 sitting 0.758 0.115 0.687 0.758 0.721 0.917 running 0.826 0.015 0.88 0.826 0.852 0.981 walking Weighted Avg. 0.764 0.05 0.767 0.764 0.763 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 95 17 1 0 0 0 6 9 | a = climbingdown 4 135 0 0 0 1 6 3 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 2 0 104 2 3 10 0 | d = lying 0 0 0 7 48 12 28 0 | e = standing 0 1 0 3 5 88 36 0 | f = sitting 3 4 0 6 18 29 191 1 | g = running 6 14 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 768 76.0396 % Incorrectly Classified Instances 242 23.9604 % Kappa statistic 0.7148 Mean absolute error 0.0775 Root mean squared error 0.2104 Relative absolute error 36.6263 % Root relative squared error 64.6809 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.037 0.727 0.688 0.707 0.918 climbingdown 0.832 0.049 0.747 0.832 0.787 0.963 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.893 0.01 0.923 0.893 0.908 0.945 lying 0.442 0.02 0.7 0.442 0.542 0.947 standing 0.699 0.041 0.721 0.699 0.71 0.944 sitting 0.786 0.12 0.685 0.786 0.732 0.912 running 0.852 0.013 0.891 0.852 0.871 0.978 walking Weighted Avg. 0.76 0.052 0.762 0.76 0.757 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 88 25 0 0 1 2 6 6 | a = climbingdown 15 124 0 0 0 0 4 6 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 2 2 0 108 0 2 7 0 | d = lying 0 0 0 4 42 7 42 0 | e = standing 1 1 0 2 4 93 32 0 | f = sitting 6 6 1 3 13 25 198 0 | g = running 9 8 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 680 70.3934 % Incorrectly Classified Instances 286 29.6066 % Kappa statistic 0.656 Mean absolute error 0.0913 Root mean squared error 0.225 Relative absolute error 42.5637 % Root relative squared error 68.7246 % Total Number of Instances 966 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.817 0.031 0.798 0.817 0.808 0.955 climbingdown 0.834 0.036 0.813 0.834 0.824 0.967 climbingup 1 0.005 0.75 1 0.857 0.998 jumping 0.827 0.094 0.585 0.827 0.685 0.943 lying 0.725 0.106 0.492 0.725 0.586 0.92 standing 0.222 0.034 0.473 0.222 0.302 0.867 sitting 0.596 0.026 0.845 0.596 0.699 0.923 running 0.86 0.011 0.92 0.86 0.889 0.986 walking Weighted Avg. 0.704 0.046 0.717 0.704 0.695 0.939 === Confusion Matrix === a b c d e f g h <-- classified as 103 13 2 0 1 0 4 3 | a = climbingdown 15 126 0 0 1 0 3 6 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 110 9 14 0 0 | d = lying 0 0 0 13 87 11 9 0 | e = standing 0 0 0 61 26 26 4 0 | f = sitting 6 4 3 4 53 4 109 0 | g = running 5 12 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 682 70.6004 % Incorrectly Classified Instances 284 29.3996 % Kappa statistic 0.6575 Mean absolute error 0.0903 Root mean squared error 0.2243 Relative absolute error 42.1002 % Root relative squared error 68.5032 % Total Number of Instances 966 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.027 0.81 0.778 0.794 0.959 climbingdown 0.907 0.043 0.797 0.907 0.848 0.98 climbingup 0.933 0.002 0.875 0.933 0.903 1 jumping 0.857 0.116 0.54 0.857 0.663 0.938 lying 0.658 0.079 0.541 0.658 0.594 0.927 standing 0.205 0.022 0.558 0.205 0.3 0.897 sitting 0.623 0.04 0.786 0.623 0.695 0.919 running 0.843 0.012 0.911 0.843 0.876 0.972 walking Weighted Avg. 0.706 0.048 0.716 0.706 0.693 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 98 19 1 0 1 0 4 3 | a = climbingdown 9 137 0 0 0 0 0 5 | b = climbingup 1 0 14 0 0 0 0 0 | c = jumping 1 0 0 114 8 9 1 0 | d = lying 0 0 0 15 79 5 21 0 | e = standing 0 0 0 75 13 24 5 0 | f = sitting 5 4 1 7 45 5 114 2 | g = running 7 12 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 697 72.1532 % Incorrectly Classified Instances 269 27.8468 % Kappa statistic 0.6751 Mean absolute error 0.0869 Root mean squared error 0.2173 Relative absolute error 40.5179 % Root relative squared error 66.3817 % Total Number of Instances 966 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.905 0.029 0.826 0.905 0.864 0.984 climbingdown 0.854 0.029 0.843 0.854 0.849 0.981 climbingup 0.933 0 1 0.933 0.966 1 jumping 0.888 0.115 0.553 0.888 0.682 0.942 lying 0.675 0.074 0.563 0.675 0.614 0.94 standing 0.138 0.013 0.593 0.138 0.224 0.896 sitting 0.661 0.054 0.742 0.661 0.699 0.924 running 0.851 0.011 0.92 0.851 0.884 0.979 walking Weighted Avg. 0.722 0.047 0.729 0.722 0.701 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 114 8 0 0 0 0 1 3 | a = climbingdown 15 129 0 0 0 1 1 5 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 119 7 4 4 0 | d = lying 0 0 0 9 81 4 26 0 | e = standing 0 0 0 79 13 16 8 0 | f = sitting 4 6 0 8 41 2 121 1 | g = running 5 10 0 0 2 0 1 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 616 63.8342 % Incorrectly Classified Instances 349 36.1658 % Kappa statistic 0.5802 Mean absolute error 0.0986 Root mean squared error 0.2402 Relative absolute error 46.0002 % Root relative squared error 73.3614 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.752 0.024 0.825 0.752 0.787 0.955 climbingdown 0.888 0.032 0.839 0.888 0.863 0.982 climbingup 1 0.001 0.938 1 0.968 1 jumping 0.194 0.014 0.684 0.194 0.302 0.917 lying 0.942 0.292 0.314 0.942 0.471 0.913 standing 0.095 0.009 0.579 0.095 0.163 0.876 sitting 0.612 0.032 0.818 0.612 0.7 0.918 running 0.917 0.012 0.917 0.917 0.917 0.98 walking Weighted Avg. 0.638 0.055 0.726 0.638 0.62 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 94 16 1 0 0 0 8 6 | a = climbingdown 12 135 0 0 0 0 1 4 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 1 0 26 95 6 5 0 | d = lying 0 0 0 0 113 0 7 0 | e = standing 0 1 0 10 91 11 3 0 | f = sitting 3 3 0 2 61 2 112 0 | g = running 4 5 0 0 0 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 630 65.285 % Incorrectly Classified Instances 335 34.715 % Kappa statistic 0.5968 Mean absolute error 0.0969 Root mean squared error 0.2352 Relative absolute error 45.1893 % Root relative squared error 71.846 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.019 0.866 0.824 0.844 0.981 climbingdown 0.895 0.032 0.84 0.895 0.866 0.98 climbingup 0.933 0.001 0.933 0.933 0.933 1 jumping 0.343 0.036 0.605 0.343 0.438 0.935 lying 0.908 0.265 0.327 0.908 0.481 0.917 standing 0.017 0.002 0.5 0.017 0.033 0.879 sitting 0.59 0.032 0.812 0.59 0.684 0.915 running 0.933 0.013 0.911 0.933 0.922 0.992 walking Weighted Avg. 0.653 0.053 0.711 0.653 0.629 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 103 14 0 0 0 0 2 6 | a = climbingdown 11 136 0 0 0 0 1 4 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 46 85 2 1 0 | d = lying 0 0 0 0 109 0 11 0 | e = standing 0 0 0 28 77 2 9 0 | f = sitting 2 7 1 2 62 0 108 1 | g = running 3 5 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 665 68.9119 % Incorrectly Classified Instances 300 31.0881 % Kappa statistic 0.6383 Mean absolute error 0.0918 Root mean squared error 0.2277 Relative absolute error 42.8121 % Root relative squared error 69.5455 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.021 0.854 0.84 0.847 0.97 climbingdown 0.901 0.032 0.84 0.901 0.869 0.981 climbingup 0.733 0.003 0.786 0.733 0.759 0.867 jumping 0.541 0.034 0.72 0.541 0.618 0.938 lying 0.883 0.213 0.371 0.883 0.522 0.925 standing 0.077 0.004 0.75 0.077 0.14 0.918 sitting 0.656 0.041 0.789 0.656 0.716 0.925 running 0.876 0.012 0.914 0.876 0.895 0.977 walking Weighted Avg. 0.689 0.049 0.755 0.689 0.673 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 105 15 0 0 0 0 0 5 | a = climbingdown 7 136 0 0 0 0 3 5 | b = climbingup 0 0 11 0 0 0 4 0 | c = jumping 1 0 0 72 56 3 1 0 | d = lying 0 0 0 1 106 0 13 0 | e = standing 0 0 0 26 71 9 11 0 | f = sitting 5 2 3 1 52 0 120 0 | g = running 5 9 0 0 1 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 638 66.114 % Incorrectly Classified Instances 327 33.886 % Kappa statistic 0.6059 Mean absolute error 0.0945 Root mean squared error 0.2343 Relative absolute error 44.0568 % Root relative squared error 71.5689 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.816 0.021 0.85 0.816 0.833 0.952 climbingdown 0.887 0.031 0.843 0.887 0.865 0.971 climbingup 0.933 0 1 0.933 0.966 0.999 jumping 0.406 0.025 0.72 0.406 0.519 0.925 lying 0.892 0.257 0.33 0.892 0.482 0.912 standing 0.034 0.001 0.8 0.034 0.066 0.866 sitting 0.639 0.046 0.765 0.639 0.696 0.927 running 0.876 0.011 0.922 0.876 0.898 0.986 walking Weighted Avg. 0.661 0.053 0.755 0.661 0.642 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 102 15 0 0 2 0 3 3 | a = climbingdown 9 134 0 0 1 0 1 6 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 1 0 54 73 1 4 0 | d = lying 0 0 0 0 107 0 13 0 | e = standing 0 0 0 17 83 4 13 0 | f = sitting 4 0 0 4 58 0 117 0 | g = running 5 9 0 0 0 0 1 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 648 67.1503 % Incorrectly Classified Instances 317 32.8497 % Kappa statistic 0.6181 Mean absolute error 0.0961 Root mean squared error 0.2341 Relative absolute error 44.7985 % Root relative squared error 71.4864 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.027 0.81 0.778 0.794 0.978 climbingdown 0.874 0.053 0.754 0.874 0.81 0.961 climbingup 0.933 0.004 0.778 0.933 0.848 0.949 jumping 0.699 0.087 0.564 0.699 0.624 0.921 lying 0.807 0.151 0.429 0.807 0.56 0.919 standing 0.103 0.007 0.667 0.103 0.178 0.887 sitting 0.546 0.038 0.769 0.546 0.639 0.9 running 0.851 0.013 0.904 0.851 0.877 0.982 walking Weighted Avg. 0.672 0.052 0.706 0.672 0.651 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 98 24 1 0 0 0 0 3 | a = climbingdown 11 132 1 0 0 0 2 5 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 2 0 0 93 31 4 3 0 | d = lying 0 0 0 2 96 2 19 0 | e = standing 0 0 0 65 36 12 4 0 | f = sitting 6 6 2 5 61 0 100 3 | g = running 4 13 0 0 0 0 1 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 659 68.2902 % Incorrectly Classified Instances 306 31.7098 % Kappa statistic 0.6316 Mean absolute error 0.0962 Root mean squared error 0.2371 Relative absolute error 44.8605 % Root relative squared error 72.4003 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.032 0.791 0.81 0.8 0.971 climbingdown 0.894 0.058 0.742 0.894 0.811 0.964 climbingup 1 0.002 0.882 1 0.938 1 jumping 0.684 0.063 0.636 0.684 0.659 0.923 lying 0.908 0.17 0.429 0.908 0.582 0.933 standing 0.162 0.007 0.76 0.162 0.268 0.889 sitting 0.536 0.029 0.81 0.536 0.645 0.895 running 0.752 0.006 0.948 0.752 0.839 0.973 walking Weighted Avg. 0.683 0.05 0.738 0.683 0.668 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 102 19 0 0 0 0 3 2 | a = climbingdown 10 135 0 0 1 0 3 2 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 1 0 91 31 6 3 0 | d = lying 0 1 0 2 108 0 8 0 | e = standing 0 0 0 46 47 19 5 0 | f = sitting 7 6 2 4 65 0 98 1 | g = running 9 20 0 0 0 0 1 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 658 68.1865 % Incorrectly Classified Instances 307 31.8135 % Kappa statistic 0.63 Mean absolute error 0.0956 Root mean squared error 0.2358 Relative absolute error 44.6064 % Root relative squared error 72.0128 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.007 0.933 0.667 0.778 0.966 climbingdown 0.94 0.081 0.683 0.94 0.791 0.978 climbingup 1 0.001 0.938 1 0.968 1 jumping 0.722 0.06 0.658 0.722 0.688 0.926 lying 0.941 0.176 0.429 0.941 0.589 0.935 standing 0.103 0.011 0.571 0.103 0.174 0.882 sitting 0.557 0.028 0.823 0.557 0.664 0.927 running 0.785 0.005 0.96 0.785 0.864 0.991 walking Weighted Avg. 0.682 0.051 0.732 0.682 0.663 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 84 36 0 0 0 0 4 2 | a = climbingdown 5 142 0 0 0 0 2 2 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 96 27 7 3 0 | d = lying 0 0 0 2 112 0 5 0 | e = standing 0 0 0 48 49 12 8 0 | f = sitting 0 5 1 0 73 2 102 0 | g = running 1 25 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 716 73.5113 % Incorrectly Classified Instances 258 26.4887 % Kappa statistic 0.6921 Mean absolute error 0.087 Root mean squared error 0.2178 Relative absolute error 40.5879 % Root relative squared error 66.5262 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.037 0.754 0.748 0.751 0.956 climbingdown 0.803 0.042 0.788 0.803 0.795 0.965 climbingup 0.867 0.001 0.929 0.867 0.897 1 jumping 0.954 0.1 0.596 0.954 0.734 0.953 lying 0.817 0.073 0.599 0.817 0.691 0.953 standing 0.344 0.015 0.764 0.344 0.475 0.905 sitting 0.589 0.03 0.82 0.589 0.686 0.915 running 0.919 0.009 0.934 0.919 0.926 0.98 walking Weighted Avg. 0.735 0.042 0.759 0.735 0.726 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 95 23 0 0 0 0 5 4 | a = climbingdown 24 126 0 0 0 1 5 1 | b = climbingup 0 0 13 0 0 0 1 1 | c = jumping 0 1 0 124 2 3 0 0 | d = lying 0 1 0 13 94 1 6 0 | e = standing 0 0 0 59 16 42 5 0 | f = sitting 3 6 0 12 45 8 109 2 | g = running 4 3 1 0 0 0 2 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 687 70.5339 % Incorrectly Classified Instances 287 29.4661 % Kappa statistic 0.6573 Mean absolute error 0.0881 Root mean squared error 0.22 Relative absolute error 41.1137 % Root relative squared error 67.1947 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.035 0.752 0.717 0.734 0.965 climbingdown 0.822 0.047 0.772 0.822 0.796 0.977 climbingup 0.933 0.001 0.933 0.933 0.933 0.999 jumping 0.847 0.1 0.569 0.847 0.681 0.947 lying 0.817 0.081 0.573 0.817 0.674 0.951 standing 0.262 0.032 0.542 0.262 0.354 0.894 sitting 0.562 0.044 0.748 0.562 0.642 0.924 running 0.918 0.002 0.982 0.918 0.949 0.983 walking Weighted Avg. 0.705 0.048 0.714 0.705 0.695 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 91 29 0 0 2 0 4 1 | a = climbingdown 22 129 1 0 0 0 5 0 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 111 4 15 1 0 | d = lying 0 2 0 3 94 1 15 0 | e = standing 2 0 0 71 9 32 8 0 | f = sitting 0 6 0 10 53 11 104 1 | g = running 6 1 0 0 2 0 1 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 702 72.0739 % Incorrectly Classified Instances 272 27.9261 % Kappa statistic 0.6748 Mean absolute error 0.0881 Root mean squared error 0.2206 Relative absolute error 41.0932 % Root relative squared error 67.3945 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.614 0.028 0.765 0.614 0.681 0.966 climbingdown 0.885 0.07 0.709 0.885 0.788 0.971 climbingup 1 0 1 1 1 1 jumping 0.84 0.093 0.585 0.84 0.69 0.938 lying 0.887 0.065 0.646 0.887 0.747 0.972 standing 0.32 0.027 0.629 0.32 0.424 0.912 sitting 0.589 0.041 0.773 0.589 0.669 0.902 running 0.902 0.002 0.982 0.902 0.94 0.99 walking Weighted Avg. 0.721 0.046 0.733 0.721 0.71 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 78 45 0 0 0 0 4 0 | a = climbingdown 15 139 0 0 0 0 3 0 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 1 0 110 3 14 3 0 | d = lying 0 0 0 4 102 1 8 0 | e = standing 0 0 0 61 10 39 12 0 | f = sitting 3 8 0 13 42 8 109 2 | g = running 6 3 0 0 1 0 2 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 695 71.3552 % Incorrectly Classified Instances 279 28.6448 % Kappa statistic 0.6667 Mean absolute error 0.0874 Root mean squared error 0.2246 Relative absolute error 40.8015 % Root relative squared error 68.6228 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.045 0.716 0.756 0.736 0.955 climbingdown 0.804 0.047 0.77 0.804 0.786 0.972 climbingup 1 0.002 0.882 1 0.938 1 jumping 0.893 0.1 0.582 0.893 0.705 0.943 lying 0.878 0.075 0.612 0.878 0.721 0.968 standing 0.182 0.015 0.629 0.182 0.282 0.883 sitting 0.6 0.043 0.766 0.6 0.673 0.921 running 0.869 0.007 0.946 0.869 0.906 0.975 walking Weighted Avg. 0.714 0.047 0.724 0.714 0.694 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 96 24 0 0 0 0 5 2 | a = climbingdown 28 127 0 0 0 0 0 3 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 0 0 117 5 4 4 0 | d = lying 0 0 0 3 101 0 11 0 | e = standing 0 3 0 69 17 22 10 0 | f = sitting 2 7 2 12 41 9 111 1 | g = running 7 4 0 0 1 0 4 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 708 72.6899 % Incorrectly Classified Instances 266 27.3101 % Kappa statistic 0.6817 Mean absolute error 0.0848 Root mean squared error 0.2193 Relative absolute error 39.5529 % Root relative squared error 67.0055 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.764 0.035 0.764 0.764 0.764 0.972 climbingdown 0.823 0.051 0.756 0.823 0.788 0.967 climbingup 1 0 1 1 1 1 jumping 0.916 0.098 0.591 0.916 0.719 0.94 lying 0.739 0.058 0.63 0.739 0.68 0.962 standing 0.298 0.02 0.679 0.298 0.414 0.902 sitting 0.622 0.051 0.742 0.622 0.676 0.916 running 0.902 0.005 0.965 0.902 0.932 0.991 walking Weighted Avg. 0.727 0.046 0.738 0.727 0.716 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 97 26 0 0 0 0 1 3 | a = climbingdown 23 130 0 0 0 0 4 1 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 3 0 120 3 3 2 0 | d = lying 0 0 0 7 85 0 23 0 | e = standing 0 1 0 60 14 36 10 0 | f = sitting 2 5 0 16 33 14 115 0 | g = running 5 7 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 714 73.306 % Incorrectly Classified Instances 260 26.694 % Kappa statistic 0.6891 Mean absolute error 0.0845 Root mean squared error 0.2187 Relative absolute error 39.446 % Root relative squared error 66.8157 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.041 0.733 0.756 0.744 0.963 climbingdown 0.842 0.045 0.782 0.842 0.811 0.969 climbingup 1 0 1 1 1 1 jumping 0.916 0.11 0.563 0.916 0.698 0.952 lying 0.791 0.045 0.7 0.791 0.743 0.968 standing 0.281 0.026 0.607 0.281 0.384 0.899 sitting 0.638 0.037 0.803 0.638 0.711 0.923 running 0.877 0.006 0.955 0.877 0.915 0.989 walking Weighted Avg. 0.733 0.044 0.744 0.733 0.723 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 96 24 0 0 0 0 3 4 | a = climbingdown 22 133 0 0 0 0 3 0 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 120 1 10 0 0 | d = lying 0 1 0 6 91 2 15 0 | e = standing 2 2 0 66 10 34 7 0 | f = sitting 2 5 0 21 28 10 118 1 | g = running 9 5 0 0 0 0 1 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 740 75.9754 % Incorrectly Classified Instances 234 24.0246 % Kappa statistic 0.7201 Mean absolute error 0.0798 Root mean squared error 0.2131 Relative absolute error 37.2136 % Root relative squared error 65.1038 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.817 0.033 0.786 0.817 0.802 0.97 climbingdown 0.842 0.042 0.796 0.842 0.818 0.969 climbingup 0.933 0 1 0.933 0.966 1 jumping 0.824 0.083 0.607 0.824 0.699 0.933 lying 0.835 0.049 0.696 0.835 0.759 0.964 standing 0.38 0.03 0.639 0.38 0.477 0.917 sitting 0.686 0.035 0.819 0.686 0.747 0.925 running 0.919 0.007 0.95 0.919 0.934 0.986 walking Weighted Avg. 0.76 0.039 0.765 0.76 0.754 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 103 16 0 0 0 0 4 3 | a = climbingdown 23 133 0 0 0 0 0 2 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 2 0 108 2 13 6 0 | d = lying 0 0 0 2 96 7 10 0 | e = standing 0 1 0 58 10 46 6 0 | f = sitting 3 8 0 10 30 6 127 1 | g = running 2 7 0 0 0 0 1 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 697 71.5606 % Incorrectly Classified Instances 277 28.4394 % Kappa statistic 0.6691 Mean absolute error 0.0865 Root mean squared error 0.2263 Relative absolute error 40.3582 % Root relative squared error 69.1224 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.045 0.71 0.738 0.724 0.959 climbingdown 0.835 0.049 0.767 0.835 0.8 0.969 climbingup 1 0 1 1 1 1 jumping 0.877 0.089 0.603 0.877 0.715 0.953 lying 0.826 0.076 0.594 0.826 0.691 0.949 standing 0.248 0.019 0.652 0.248 0.359 0.887 sitting 0.584 0.046 0.75 0.584 0.657 0.891 running 0.886 0.008 0.94 0.886 0.912 0.988 walking Weighted Avg. 0.716 0.047 0.726 0.716 0.701 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 93 22 0 0 0 0 5 6 | a = climbingdown 22 132 0 0 0 0 3 1 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 114 3 12 1 0 | d = lying 1 0 0 3 95 3 13 0 | e = standing 0 3 0 59 16 30 13 0 | f = sitting 7 10 0 13 46 1 108 0 | g = running 8 5 0 0 0 0 1 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 737 75.7451 % Incorrectly Classified Instances 236 24.2549 % Kappa statistic 0.7181 Mean absolute error 0.0832 Root mean squared error 0.2085 Relative absolute error 38.8047 % Root relative squared error 63.7111 % Total Number of Instances 973 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.825 0.04 0.754 0.825 0.788 0.975 climbingdown 0.834 0.042 0.794 0.834 0.814 0.972 climbingup 1 0 1 1 1 1 jumping 0.808 0.074 0.629 0.808 0.707 0.939 lying 0.851 0.068 0.626 0.851 0.721 0.954 standing 0.418 0.033 0.646 0.418 0.507 0.913 sitting 0.634 0.017 0.901 0.634 0.744 0.924 running 0.943 0.008 0.943 0.943 0.943 0.992 walking Weighted Avg. 0.757 0.038 0.771 0.757 0.753 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 104 20 0 0 0 0 0 2 | a = climbingdown 21 131 0 0 0 0 3 2 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 2 0 105 8 14 0 0 | d = lying 1 1 0 3 97 3 9 0 | e = standing 2 0 0 53 15 51 1 0 | f = sitting 5 8 0 6 35 11 118 3 | g = running 4 3 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 694 71.3258 % Incorrectly Classified Instances 279 28.6742 % Kappa statistic 0.6667 Mean absolute error 0.0905 Root mean squared error 0.2229 Relative absolute error 42.2344 % Root relative squared error 68.0981 % Total Number of Instances 973 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.046 0.698 0.709 0.703 0.953 climbingdown 0.758 0.05 0.744 0.758 0.751 0.957 climbingup 0.867 0 1 0.867 0.929 0.988 jumping 0.808 0.081 0.607 0.808 0.693 0.947 lying 0.895 0.066 0.642 0.895 0.747 0.97 standing 0.377 0.042 0.561 0.377 0.451 0.911 sitting 0.6 0.03 0.822 0.6 0.694 0.913 running 0.878 0.016 0.885 0.878 0.882 0.988 walking Weighted Avg. 0.713 0.046 0.721 0.713 0.707 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 90 28 0 0 0 0 5 4 | a = climbingdown 28 119 0 0 0 0 5 5 | b = climbingup 0 0 13 0 0 0 2 0 | c = jumping 0 0 0 105 2 21 2 0 | d = lying 0 0 0 1 102 3 8 0 | e = standing 3 0 0 60 12 46 1 0 | f = sitting 2 5 0 7 43 12 111 5 | g = running 6 8 0 0 0 0 1 108 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 677 68.1772 % Incorrectly Classified Instances 316 31.8228 % Kappa statistic 0.6277 Mean absolute error 0.0992 Root mean squared error 0.2312 Relative absolute error 46.5367 % Root relative squared error 70.8078 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.039 0.712 0.689 0.7 0.939 climbingdown 0.768 0.037 0.789 0.768 0.779 0.953 climbingup 1 0.001 0.929 1 0.963 1 jumping 0.863 0.03 0.813 0.863 0.837 0.948 lying 0.399 0.058 0.524 0.399 0.453 0.904 standing 0.481 0.085 0.397 0.481 0.435 0.877 sitting 0.656 0.084 0.684 0.656 0.67 0.887 running 0.882 0.038 0.761 0.882 0.817 0.986 walking Weighted Avg. 0.682 0.054 0.681 0.682 0.679 0.926 === Confusion Matrix === a b c d e f g h <-- classified as 84 17 0 0 1 0 4 16 | a = climbingdown 17 116 0 0 1 0 2 15 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 1 2 0 113 1 6 8 0 | d = lying 0 0 0 8 55 42 33 0 | e = standing 1 0 0 14 21 50 18 0 | f = sitting 8 5 1 4 26 28 141 2 | g = running 7 7 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 709 71.3998 % Incorrectly Classified Instances 284 28.6002 % Kappa statistic 0.6644 Mean absolute error 0.0951 Root mean squared error 0.2198 Relative absolute error 44.6028 % Root relative squared error 67.322 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.025 0.782 0.648 0.709 0.947 climbingdown 0.783 0.04 0.778 0.783 0.78 0.972 climbingup 1 0.001 0.929 1 0.963 1 jumping 0.924 0.028 0.834 0.924 0.877 0.969 lying 0.58 0.071 0.567 0.58 0.573 0.919 standing 0.462 0.039 0.578 0.462 0.513 0.919 sitting 0.664 0.095 0.657 0.664 0.66 0.907 running 0.899 0.038 0.764 0.899 0.826 0.977 walking Weighted Avg. 0.714 0.052 0.71 0.714 0.71 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 79 20 1 0 1 0 2 19 | a = climbingdown 14 119 0 0 0 1 4 14 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 1 0 121 1 3 5 0 | d = lying 0 0 0 4 80 15 39 0 | e = standing 1 0 0 14 18 48 23 0 | f = sitting 3 6 0 6 41 16 142 0 | g = running 4 7 0 0 0 0 1 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 711 71.6012 % Incorrectly Classified Instances 282 28.3988 % Kappa statistic 0.666 Mean absolute error 0.0921 Root mean squared error 0.2196 Relative absolute error 43.2087 % Root relative squared error 67.2584 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.039 0.717 0.705 0.711 0.93 climbingdown 0.77 0.036 0.796 0.77 0.783 0.969 climbingup 0.846 0 1 0.846 0.917 1 jumping 0.893 0.021 0.867 0.893 0.88 0.953 lying 0.63 0.09 0.53 0.63 0.576 0.928 standing 0.385 0.033 0.58 0.385 0.462 0.896 sitting 0.715 0.096 0.671 0.715 0.692 0.927 running 0.84 0.022 0.84 0.84 0.84 0.986 walking Weighted Avg. 0.716 0.052 0.717 0.716 0.714 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 86 16 0 0 0 0 10 10 | a = climbingdown 21 117 0 0 0 2 3 9 | b = climbingup 0 0 11 0 0 0 2 0 | c = jumping 1 0 0 117 3 6 4 0 | d = lying 0 0 0 3 87 12 36 0 | e = standing 1 0 0 11 32 40 20 0 | f = sitting 2 4 0 4 42 9 153 0 | g = running 9 10 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 697 70.1913 % Incorrectly Classified Instances 296 29.8087 % Kappa statistic 0.6509 Mean absolute error 0.0968 Root mean squared error 0.226 Relative absolute error 45.389 % Root relative squared error 69.2313 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.036 0.723 0.664 0.692 0.925 climbingdown 0.737 0.043 0.757 0.737 0.747 0.954 climbingup 1 0 1 1 1 1 jumping 0.886 0.027 0.836 0.886 0.86 0.96 lying 0.783 0.117 0.519 0.783 0.624 0.931 standing 0.327 0.042 0.479 0.327 0.389 0.884 sitting 0.626 0.064 0.728 0.626 0.673 0.915 running 0.831 0.022 0.838 0.831 0.834 0.974 walking Weighted Avg. 0.702 0.052 0.708 0.702 0.698 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 81 19 0 0 0 2 11 9 | a = climbingdown 24 112 0 0 0 3 4 9 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 3 0 117 2 6 4 0 | d = lying 0 0 0 5 108 8 17 0 | e = standing 0 0 0 16 43 34 11 0 | f = sitting 0 4 0 2 55 18 134 1 | g = running 7 10 0 0 0 0 3 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 689 69.3857 % Incorrectly Classified Instances 304 30.6143 % Kappa statistic 0.641 Mean absolute error 0.0973 Root mean squared error 0.23 Relative absolute error 45.6292 % Root relative squared error 70.4386 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.038 0.716 0.68 0.697 0.927 climbingdown 0.808 0.03 0.83 0.808 0.819 0.972 climbingup 0.846 0 1 0.846 0.917 0.999 jumping 0.909 0.035 0.8 0.909 0.851 0.964 lying 0.659 0.125 0.46 0.659 0.542 0.896 standing 0.295 0.027 0.564 0.295 0.388 0.881 sitting 0.584 0.086 0.651 0.584 0.616 0.893 running 0.898 0.021 0.855 0.898 0.876 0.964 walking Weighted Avg. 0.694 0.055 0.699 0.694 0.688 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 83 20 0 0 1 0 9 9 | a = climbingdown 18 122 0 0 0 0 2 9 | b = climbingup 0 0 11 0 0 0 2 0 | c = jumping 1 0 0 120 4 3 4 0 | d = lying 0 0 0 9 91 8 30 0 | e = standing 1 0 0 11 45 31 17 0 | f = sitting 10 2 0 10 55 12 125 0 | g = running 3 3 0 0 2 1 3 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 708 71.2991 % Incorrectly Classified Instances 285 28.7009 % Kappa statistic 0.6619 Mean absolute error 0.1002 Root mean squared error 0.2272 Relative absolute error 46.9774 % Root relative squared error 69.5837 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.029 0.777 0.719 0.747 0.94 climbingdown 0.801 0.039 0.786 0.801 0.793 0.969 climbingup 0.923 0 1 0.923 0.96 0.997 jumping 0.871 0.005 0.966 0.871 0.916 0.983 lying 0.64 0.116 0.473 0.64 0.544 0.903 standing 0.238 0.024 0.543 0.238 0.331 0.885 sitting 0.734 0.1 0.668 0.734 0.699 0.902 running 0.864 0.029 0.803 0.864 0.833 0.964 walking Weighted Avg. 0.713 0.054 0.719 0.713 0.707 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 87 22 0 0 1 0 4 7 | a = climbingdown 10 121 0 0 0 0 4 16 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 1 0 0 115 9 5 2 0 | d = lying 0 0 0 1 89 9 40 0 | e = standing 0 1 0 2 53 25 24 0 | f = sitting 9 3 0 1 36 6 157 2 | g = running 5 7 0 0 0 1 3 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 709 71.3998 % Incorrectly Classified Instances 284 28.6002 % Kappa statistic 0.6648 Mean absolute error 0.0967 Root mean squared error 0.2224 Relative absolute error 45.3647 % Root relative squared error 68.1108 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.037 0.722 0.686 0.703 0.925 climbingdown 0.768 0.04 0.773 0.768 0.771 0.966 climbingup 0.857 0 1 0.857 0.923 0.994 jumping 0.909 0.012 0.923 0.909 0.916 0.975 lying 0.797 0.132 0.493 0.797 0.609 0.93 standing 0.248 0.029 0.5 0.248 0.331 0.89 sitting 0.645 0.063 0.738 0.645 0.688 0.931 running 0.881 0.023 0.839 0.881 0.86 0.975 walking Weighted Avg. 0.714 0.05 0.722 0.714 0.708 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 83 21 0 0 0 0 7 10 | a = climbingdown 20 116 0 0 0 0 5 10 | b = climbingup 0 0 12 0 0 0 2 0 | c = jumping 3 0 0 120 1 6 2 0 | d = lying 0 0 0 2 110 9 17 0 | e = standing 2 1 0 5 57 26 14 0 | f = sitting 4 3 0 3 55 11 138 0 | g = running 3 9 0 0 0 0 2 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 695 69.9899 % Incorrectly Classified Instances 298 30.0101 % Kappa statistic 0.6481 Mean absolute error 0.1008 Root mean squared error 0.2304 Relative absolute error 47.2871 % Root relative squared error 70.5627 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.631 0.036 0.713 0.631 0.67 0.918 climbingdown 0.748 0.044 0.753 0.748 0.751 0.953 climbingup 1 0 1 1 1 1 jumping 0.856 0.022 0.856 0.856 0.856 0.966 lying 0.58 0.078 0.544 0.58 0.561 0.914 standing 0.442 0.052 0.5 0.442 0.469 0.873 sitting 0.687 0.087 0.684 0.687 0.685 0.921 running 0.89 0.034 0.778 0.89 0.83 0.976 walking Weighted Avg. 0.7 0.053 0.698 0.7 0.698 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 77 23 0 0 0 0 7 15 | a = climbingdown 17 113 0 0 0 0 6 15 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 1 1 0 113 3 9 5 0 | d = lying 0 0 0 8 80 24 26 0 | e = standing 0 3 0 9 23 46 23 0 | f = sitting 7 4 0 2 41 13 147 0 | g = running 6 6 0 0 0 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 706 71.0977 % Incorrectly Classified Instances 287 28.9023 % Kappa statistic 0.6619 Mean absolute error 0.0911 Root mean squared error 0.2198 Relative absolute error 42.7037 % Root relative squared error 67.3087 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.032 0.759 0.721 0.739 0.957 climbingdown 0.728 0.027 0.827 0.728 0.775 0.972 climbingup 1 0 1 1 1 1 jumping 0.924 0.048 0.747 0.924 0.826 0.968 lying 0.543 0.076 0.536 0.543 0.54 0.919 standing 0.49 0.043 0.573 0.49 0.528 0.913 sitting 0.656 0.071 0.719 0.656 0.686 0.93 running 0.898 0.042 0.741 0.898 0.812 0.967 walking Weighted Avg. 0.711 0.05 0.71 0.711 0.707 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 88 13 0 0 0 0 7 14 | a = climbingdown 15 110 0 0 0 0 4 22 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 2 0 121 1 3 4 0 | d = lying 0 0 0 13 75 24 26 0 | e = standing 0 0 0 25 16 51 12 0 | f = sitting 8 3 0 3 48 11 141 1 | g = running 5 5 0 0 0 0 2 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 697 70.2621 % Incorrectly Classified Instances 295 29.7379 % Kappa statistic 0.6528 Mean absolute error 0.0951 Root mean squared error 0.2263 Relative absolute error 44.6015 % Root relative squared error 69.3133 % Total Number of Instances 992 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.779 0.052 0.679 0.779 0.725 0.953 climbingdown 0.689 0.026 0.825 0.689 0.751 0.966 climbingup 1 0 1 1 1 1 jumping 0.962 0.06 0.708 0.962 0.816 0.977 lying 0.551 0.061 0.594 0.551 0.571 0.921 standing 0.462 0.062 0.466 0.462 0.464 0.881 sitting 0.609 0.062 0.732 0.609 0.665 0.913 running 0.881 0.024 0.832 0.881 0.856 0.965 walking Weighted Avg. 0.703 0.05 0.705 0.703 0.698 0.939 === Confusion Matrix === a b c d e f g h <-- classified as 95 12 0 0 0 0 7 8 | a = climbingdown 30 104 0 0 0 1 4 12 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 1 0 0 126 0 0 4 0 | d = lying 0 0 0 20 76 25 17 0 | e = standing 3 0 0 25 13 48 14 1 | f = sitting 6 4 0 7 39 28 131 0 | g = running 5 6 0 0 0 1 2 104 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 701 68.6582 % Incorrectly Classified Instances 320 31.3418 % Kappa statistic 0.6324 Mean absolute error 0.0932 Root mean squared error 0.2279 Relative absolute error 43.5181 % Root relative squared error 69.6512 % Total Number of Instances 1021 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.046 0.661 0.606 0.632 0.94 climbingdown 0.78 0.056 0.732 0.78 0.755 0.955 climbingup 0 0 0 0 0 0.873 jumping 0.885 0.113 0.535 0.885 0.667 0.943 lying 0.483 0.029 0.69 0.483 0.569 0.943 standing 0.343 0.025 0.681 0.343 0.456 0.936 sitting 0.791 0.087 0.683 0.791 0.733 0.935 running 0.934 0.011 0.919 0.934 0.927 0.99 walking Weighted Avg. 0.687 0.055 0.688 0.687 0.671 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 80 41 0 0 1 0 4 6 | a = climbingdown 33 131 0 0 0 0 1 3 | b = climbingup 0 1 0 0 0 11 3 0 | c = jumping 0 1 0 116 2 8 4 0 | d = lying 0 1 0 16 58 2 43 0 | e = standing 0 0 0 73 1 47 16 0 | f = sitting 3 2 0 12 22 1 155 1 | g = running 5 2 0 0 0 0 1 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 772 75.6121 % Incorrectly Classified Instances 249 24.3879 % Kappa statistic 0.7144 Mean absolute error 0.0852 Root mean squared error 0.207 Relative absolute error 39.8083 % Root relative squared error 63.2736 % Total Number of Instances 1021 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.027 0.802 0.735 0.767 0.961 climbingdown 0.893 0.043 0.802 0.893 0.845 0.977 climbingup 1 0 1 1 1 1 jumping 0.809 0.089 0.573 0.809 0.671 0.941 lying 0.6 0.026 0.758 0.6 0.67 0.96 standing 0.409 0.016 0.8 0.409 0.541 0.94 sitting 0.827 0.081 0.707 0.827 0.762 0.944 running 0.934 0.006 0.958 0.934 0.946 0.986 walking Weighted Avg. 0.756 0.043 0.771 0.756 0.75 0.959 === Confusion Matrix === a b c d e f g h <-- classified as 97 30 0 0 0 0 2 3 | a = climbingdown 16 150 0 0 0 0 2 0 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 0 0 106 3 8 13 0 | d = lying 0 0 0 11 72 3 34 0 | e = standing 0 0 0 65 1 56 15 0 | f = sitting 1 6 0 3 19 3 162 2 | g = running 6 1 0 0 0 0 1 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 742 72.6738 % Incorrectly Classified Instances 279 27.3262 % Kappa statistic 0.6809 Mean absolute error 0.0868 Root mean squared error 0.2131 Relative absolute error 40.5433 % Root relative squared error 65.1058 % Total Number of Instances 1021 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.029 0.787 0.727 0.756 0.959 climbingdown 0.851 0.053 0.761 0.851 0.803 0.974 climbingup 1 0.001 0.938 1 0.968 1 jumping 0.803 0.088 0.576 0.803 0.671 0.947 lying 0.692 0.05 0.648 0.692 0.669 0.964 standing 0.35 0.014 0.8 0.35 0.487 0.931 sitting 0.697 0.076 0.683 0.697 0.69 0.931 running 0.943 0.01 0.927 0.943 0.935 0.988 walking Weighted Avg. 0.727 0.047 0.74 0.727 0.718 0.956 === Confusion Matrix === a b c d e f g h <-- classified as 96 29 0 0 0 0 1 6 | a = climbingdown 24 143 0 0 0 0 0 1 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 106 2 9 15 0 | d = lying 0 0 0 1 83 2 34 0 | e = standing 0 1 0 71 5 48 12 0 | f = sitting 0 11 1 6 38 1 136 2 | g = running 2 4 0 0 0 0 1 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 725 71.0088 % Incorrectly Classified Instances 296 28.9912 % Kappa statistic 0.6617 Mean absolute error 0.0899 Root mean squared error 0.2213 Relative absolute error 41.997 % Root relative squared error 67.6233 % Total Number of Instances 1021 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.049 0.659 0.644 0.651 0.941 climbingdown 0.732 0.061 0.703 0.732 0.717 0.954 climbingup 0.933 0 1 0.933 0.966 0.975 jumping 0.795 0.089 0.571 0.795 0.665 0.935 lying 0.742 0.048 0.674 0.742 0.706 0.968 standing 0.38 0.02 0.743 0.38 0.502 0.936 sitting 0.703 0.067 0.714 0.703 0.708 0.936 running 0.984 0.006 0.96 0.984 0.972 0.992 walking Weighted Avg. 0.71 0.05 0.719 0.71 0.704 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 85 43 0 0 0 0 1 3 | a = climbingdown 42 123 0 0 0 0 1 2 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 105 3 12 12 0 | d = lying 0 0 0 7 89 2 22 0 | e = standing 0 1 0 66 1 52 17 0 | f = sitting 2 7 0 6 39 4 137 0 | g = running 0 1 0 0 0 0 1 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 745 72.9677 % Incorrectly Classified Instances 276 27.0323 % Kappa statistic 0.684 Mean absolute error 0.0899 Root mean squared error 0.2179 Relative absolute error 41.9874 % Root relative squared error 66.5854 % Total Number of Instances 1021 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.036 0.726 0.644 0.683 0.95 climbingdown 0.786 0.046 0.772 0.786 0.779 0.96 climbingup 0.933 0.001 0.933 0.933 0.933 1 jumping 0.788 0.085 0.578 0.788 0.667 0.938 lying 0.725 0.04 0.707 0.725 0.716 0.964 standing 0.38 0.017 0.776 0.38 0.51 0.927 sitting 0.785 0.081 0.695 0.785 0.737 0.938 running 0.967 0.011 0.922 0.967 0.944 0.977 walking Weighted Avg. 0.73 0.047 0.74 0.73 0.723 0.95 === Confusion Matrix === a b c d e f g h <-- classified as 85 34 1 0 0 0 7 5 | a = climbingdown 26 132 0 0 1 0 4 5 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 1 0 104 6 9 12 0 | d = lying 0 0 0 4 87 2 27 0 | e = standing 1 0 0 66 3 52 15 0 | f = sitting 3 3 0 6 26 4 153 0 | g = running 2 1 0 0 0 0 1 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 748 73.3333 % Incorrectly Classified Instances 272 26.6667 % Kappa statistic 0.6873 Mean absolute error 0.0892 Root mean squared error 0.2184 Relative absolute error 41.6615 % Root relative squared error 66.7681 % Total Number of Instances 1020 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.576 0.019 0.817 0.576 0.676 0.946 climbingdown 0.911 0.075 0.705 0.911 0.795 0.971 climbingup 0.929 0.002 0.867 0.929 0.897 1 jumping 0.682 0.051 0.667 0.682 0.674 0.935 lying 0.642 0.036 0.706 0.642 0.672 0.954 standing 0.515 0.043 0.648 0.515 0.574 0.916 sitting 0.811 0.081 0.704 0.811 0.754 0.949 running 0.902 0.008 0.94 0.902 0.921 0.994 walking Weighted Avg. 0.733 0.048 0.737 0.733 0.728 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 76 50 0 0 0 0 4 2 | a = climbingdown 10 153 0 0 0 0 0 5 | b = climbingup 0 0 13 0 0 0 1 0 | c = jumping 0 2 0 90 3 29 8 0 | d = lying 0 0 0 4 77 7 32 0 | e = standing 0 2 0 40 4 70 20 0 | f = sitting 1 6 2 1 25 2 159 0 | g = running 6 4 0 0 0 0 2 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 753 73.8235 % Incorrectly Classified Instances 267 26.1765 % Kappa statistic 0.6933 Mean absolute error 0.0848 Root mean squared error 0.2122 Relative absolute error 39.6204 % Root relative squared error 64.8646 % Total Number of Instances 1020 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.553 0.012 0.869 0.553 0.676 0.952 climbingdown 0.893 0.07 0.714 0.893 0.794 0.972 climbingup 0.8 0.001 0.923 0.8 0.857 0.992 jumping 0.735 0.06 0.647 0.735 0.688 0.95 lying 0.689 0.041 0.689 0.689 0.689 0.964 standing 0.493 0.037 0.67 0.493 0.568 0.928 sitting 0.781 0.08 0.699 0.781 0.737 0.944 running 0.975 0.007 0.952 0.975 0.964 0.995 walking Weighted Avg. 0.738 0.047 0.745 0.738 0.733 0.957 === Confusion Matrix === a b c d e f g h <-- classified as 73 52 0 0 0 0 5 2 | a = climbingdown 11 150 0 0 0 0 3 4 | b = climbingup 0 0 12 0 0 0 3 0 | c = jumping 0 0 0 97 5 22 8 0 | d = lying 0 0 0 0 82 2 35 0 | e = standing 0 2 0 49 6 67 12 0 | f = sitting 0 3 1 4 26 9 153 0 | g = running 0 3 0 0 0 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 762 74.7059 % Incorrectly Classified Instances 258 25.2941 % Kappa statistic 0.7036 Mean absolute error 0.0858 Root mean squared error 0.2171 Relative absolute error 40.0764 % Root relative squared error 66.3511 % Total Number of Instances 1020 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.561 0.021 0.796 0.561 0.658 0.931 climbingdown 0.845 0.065 0.721 0.845 0.778 0.955 climbingup 0.933 0 1 0.933 0.966 1 jumping 0.697 0.038 0.73 0.697 0.713 0.933 lying 0.655 0.03 0.743 0.655 0.696 0.969 standing 0.632 0.037 0.723 0.632 0.675 0.935 sitting 0.811 0.087 0.688 0.811 0.745 0.943 running 0.959 0.02 0.867 0.959 0.911 0.98 walking Weighted Avg. 0.747 0.046 0.75 0.747 0.743 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 74 43 0 0 1 0 4 10 | a = climbingdown 17 142 0 0 0 0 3 6 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 1 0 92 2 25 12 0 | d = lying 0 0 0 1 78 4 36 0 | e = standing 0 1 0 30 3 86 16 0 | f = sitting 1 6 0 3 21 4 159 2 | g = running 1 4 0 0 0 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 749 73.4314 % Incorrectly Classified Instances 271 26.5686 % Kappa statistic 0.6883 Mean absolute error 0.0844 Root mean squared error 0.2147 Relative absolute error 39.433 % Root relative squared error 65.6241 % Total Number of Instances 1020 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.02 0.82 0.621 0.707 0.953 climbingdown 0.839 0.067 0.712 0.839 0.77 0.955 climbingup 0.933 0.002 0.875 0.933 0.903 0.999 jumping 0.636 0.053 0.641 0.636 0.639 0.927 lying 0.58 0.023 0.767 0.58 0.66 0.962 standing 0.559 0.041 0.679 0.559 0.613 0.944 sitting 0.842 0.096 0.676 0.842 0.75 0.942 running 0.967 0.012 0.915 0.967 0.94 0.994 walking Weighted Avg. 0.734 0.049 0.739 0.734 0.73 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 82 45 0 0 1 0 2 2 | a = climbingdown 16 141 1 0 0 0 3 7 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 1 0 84 4 30 13 0 | d = lying 0 0 0 0 69 4 46 0 | e = standing 0 0 0 43 3 76 14 0 | f = sitting 1 8 1 4 13 2 165 2 | g = running 1 3 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 747 73.2353 % Incorrectly Classified Instances 273 26.7647 % Kappa statistic 0.6862 Mean absolute error 0.0867 Root mean squared error 0.2185 Relative absolute error 40.4839 % Root relative squared error 66.7688 % Total Number of Instances 1020 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.579 0.016 0.846 0.579 0.688 0.955 climbingdown 0.904 0.076 0.699 0.904 0.789 0.959 climbingup 0.867 0.001 0.929 0.867 0.897 0.998 jumping 0.664 0.052 0.654 0.664 0.659 0.936 lying 0.642 0.04 0.681 0.642 0.661 0.952 standing 0.537 0.033 0.716 0.537 0.613 0.933 sitting 0.77 0.093 0.662 0.77 0.712 0.936 running 0.967 0.006 0.959 0.967 0.963 0.996 walking Weighted Avg. 0.732 0.049 0.74 0.732 0.728 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 77 53 0 0 0 0 1 2 | a = climbingdown 11 151 0 0 0 0 3 2 | b = climbingup 0 0 13 0 0 0 2 0 | c = jumping 0 0 0 87 7 19 18 0 | d = lying 0 0 0 6 77 3 34 0 | e = standing 0 1 0 38 5 73 19 0 | f = sitting 2 9 1 2 23 7 151 1 | g = running 1 2 0 0 1 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------