SUBJECT: 1 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 691 80.6301 % Incorrectly Classified Instances 166 19.3699 % Kappa statistic 0.7745 Mean absolute error 0.0524 Root mean squared error 0.1988 Relative absolute error 24.397 % Root relative squared error 60.6701 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.012 0.892 0.851 0.871 0.932 climbingdown 0.803 0.028 0.817 0.803 0.81 0.919 climbingup 1 0 1 1 1 1 jumping 0.917 0.01 0.941 0.917 0.929 0.958 lying 0.558 0.067 0.616 0.558 0.586 0.862 standing 0.688 0.088 0.606 0.688 0.645 0.852 sitting 1 0 1 1 1 1 running 0.874 0.024 0.852 0.874 0.863 0.942 walking Weighted Avg. 0.806 0.035 0.809 0.806 0.807 0.921 === Confusion Matrix === a b c d e f g h <-- classified as 74 9 0 0 0 1 0 3 | a = climbingdown 5 94 0 0 4 0 0 14 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 111 6 4 0 0 | d = lying 0 0 0 3 77 58 0 0 | e = standing 1 1 0 4 37 97 0 1 | f = sitting 0 0 0 0 0 0 119 0 | g = running 3 11 0 0 1 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 678 79.1132 % Incorrectly Classified Instances 179 20.8868 % Kappa statistic 0.7571 Mean absolute error 0.0583 Root mean squared error 0.2144 Relative absolute error 27.139 % Root relative squared error 65.4136 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.862 0.019 0.833 0.862 0.847 0.924 climbingdown 0.752 0.042 0.739 0.752 0.746 0.879 climbingup 1 0 1 1 1 1 jumping 0.975 0.016 0.908 0.975 0.94 0.98 lying 0.645 0.071 0.636 0.645 0.64 0.832 standing 0.589 0.061 0.654 0.589 0.619 0.83 sitting 0.966 0.001 0.991 0.966 0.979 0.983 running 0.798 0.034 0.792 0.798 0.795 0.89 walking Weighted Avg. 0.791 0.036 0.789 0.791 0.789 0.9 === Confusion Matrix === a b c d e f g h <-- classified as 75 6 0 0 2 0 0 4 | a = climbingdown 6 88 0 0 1 1 1 20 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 118 1 2 0 0 | d = lying 2 0 0 7 89 40 0 0 | e = standing 1 5 0 5 46 83 0 1 | f = sitting 1 2 0 0 1 0 115 0 | g = running 5 18 0 0 0 1 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 705 82.2637 % Incorrectly Classified Instances 152 17.7363 % Kappa statistic 0.7936 Mean absolute error 0.0507 Root mean squared error 0.1944 Relative absolute error 23.5928 % Root relative squared error 59.3262 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.908 0.016 0.868 0.908 0.888 0.947 climbingdown 0.838 0.026 0.838 0.838 0.838 0.92 climbingup 0.933 0 1 0.933 0.966 0.967 jumping 0.917 0.012 0.925 0.917 0.921 0.955 lying 0.587 0.057 0.664 0.587 0.623 0.854 standing 0.69 0.078 0.636 0.69 0.662 0.862 sitting 0.992 0.001 0.992 0.992 0.992 0.994 running 0.898 0.019 0.883 0.898 0.891 0.944 walking Weighted Avg. 0.823 0.032 0.822 0.823 0.822 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 79 6 0 0 1 0 0 1 | a = climbingdown 5 98 0 0 1 3 0 10 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 111 4 5 0 1 | d = lying 1 2 0 5 81 48 0 1 | e = standing 2 2 0 4 35 98 0 1 | f = sitting 1 0 0 0 0 0 118 0 | g = running 3 9 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 705 82.2637 % Incorrectly Classified Instances 152 17.7363 % Kappa statistic 0.7936 Mean absolute error 0.0502 Root mean squared error 0.1926 Relative absolute error 23.3605 % Root relative squared error 58.7696 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.016 0.86 0.851 0.855 0.917 climbingdown 0.846 0.023 0.853 0.846 0.85 0.918 climbingup 1 0.002 0.882 1 0.938 0.999 jumping 0.95 0.007 0.958 0.95 0.954 0.974 lying 0.536 0.046 0.692 0.536 0.604 0.869 standing 0.754 0.092 0.618 0.754 0.679 0.885 sitting 0.983 0.003 0.983 0.983 0.983 0.999 running 0.881 0.02 0.874 0.881 0.878 0.935 walking Weighted Avg. 0.823 0.032 0.825 0.823 0.821 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 74 5 0 0 2 3 0 3 | a = climbingdown 5 99 0 0 0 0 2 11 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 115 1 5 0 0 | d = lying 3 1 0 3 74 56 0 1 | e = standing 0 4 0 2 29 107 0 0 | f = sitting 0 0 2 0 0 0 117 0 | g = running 4 7 0 0 1 2 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 683 79.7897 % Incorrectly Classified Instances 173 20.2103 % Kappa statistic 0.7648 Mean absolute error 0.0556 Root mean squared error 0.2097 Relative absolute error 25.9032 % Root relative squared error 64.003 % Total Number of Instances 856 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.023 0.809 0.874 0.84 0.955 climbingdown 0.744 0.038 0.757 0.744 0.75 0.877 climbingup 0.929 0 1 0.929 0.963 0.964 jumping 0.959 0.007 0.959 0.959 0.959 0.982 lying 0.594 0.063 0.646 0.594 0.619 0.83 standing 0.652 0.076 0.63 0.652 0.641 0.833 sitting 0.992 0.004 0.975 0.992 0.983 0.995 running 0.831 0.027 0.831 0.831 0.831 0.884 walking Weighted Avg. 0.798 0.035 0.797 0.798 0.797 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 76 8 0 0 0 1 1 1 | a = climbingdown 10 87 0 0 2 3 1 14 | b = climbingup 0 0 13 0 0 0 1 0 | c = jumping 0 0 0 117 2 3 0 0 | d = lying 1 3 0 3 82 47 0 2 | e = standing 1 3 0 2 40 92 0 3 | f = sitting 0 1 0 0 0 0 118 0 | g = running 6 13 0 0 1 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 676 78.972 % Incorrectly Classified Instances 180 21.028 % Kappa statistic 0.755 Mean absolute error 0.0535 Root mean squared error 0.209 Relative absolute error 24.899 % Root relative squared error 63.7763 % Total Number of Instances 856 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.014 0.871 0.851 0.86 0.933 climbingdown 0.812 0.028 0.819 0.812 0.815 0.907 climbingup 0.929 0 1 0.929 0.963 0.964 jumping 0.902 0.005 0.965 0.902 0.932 0.956 lying 0.529 0.089 0.533 0.529 0.531 0.805 standing 0.638 0.092 0.577 0.638 0.606 0.838 sitting 1 0.001 0.992 1 0.996 0.999 running 0.864 0.018 0.887 0.864 0.876 0.939 walking Weighted Avg. 0.79 0.038 0.795 0.79 0.792 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 74 4 0 0 3 3 0 3 | a = climbingdown 6 95 0 0 6 1 0 9 | b = climbingup 0 0 13 0 0 0 1 0 | c = jumping 0 0 0 110 8 4 0 0 | d = lying 1 5 0 2 73 56 0 1 | e = standing 0 2 0 2 47 90 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 4 10 0 0 0 2 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 679 79.3224 % Incorrectly Classified Instances 177 20.6776 % Kappa statistic 0.7592 Mean absolute error 0.0562 Root mean squared error 0.206 Relative absolute error 26.1741 % Root relative squared error 62.8632 % Total Number of Instances 856 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.826 0.019 0.826 0.826 0.826 0.916 climbingdown 0.767 0.038 0.761 0.767 0.764 0.863 climbingup 1 0 1 1 1 1 jumping 0.942 0.003 0.983 0.942 0.962 0.972 lying 0.525 0.052 0.664 0.525 0.586 0.837 standing 0.723 0.102 0.583 0.723 0.646 0.885 sitting 0.992 0.004 0.975 0.992 0.983 0.994 running 0.815 0.026 0.836 0.815 0.826 0.918 walking Weighted Avg. 0.793 0.037 0.798 0.793 0.793 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 71 7 0 0 2 3 0 3 | a = climbingdown 8 89 0 0 0 3 1 15 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 114 3 4 0 0 | d = lying 0 4 0 0 73 61 0 1 | e = standing 3 2 0 1 32 102 1 0 | f = sitting 1 0 0 0 0 0 119 0 | g = running 3 15 0 1 0 2 1 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 683 79.7897 % Incorrectly Classified Instances 173 20.2103 % Kappa statistic 0.7648 Mean absolute error 0.0538 Root mean squared error 0.2074 Relative absolute error 25.0376 % Root relative squared error 63.2806 % Total Number of Instances 856 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.872 0.021 0.824 0.872 0.847 0.942 climbingdown 0.776 0.036 0.769 0.776 0.773 0.899 climbingup 0.933 0 1 0.933 0.966 0.962 jumping 0.95 0.005 0.966 0.95 0.958 0.976 lying 0.59 0.067 0.631 0.59 0.61 0.837 standing 0.645 0.08 0.615 0.645 0.63 0.863 sitting 1 0.001 0.992 1 0.996 1 running 0.815 0.027 0.829 0.815 0.822 0.911 walking Weighted Avg. 0.798 0.036 0.798 0.798 0.798 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 75 5 0 0 1 0 0 5 | a = climbingdown 8 90 0 0 1 3 0 14 | b = climbingup 0 0 14 0 0 1 0 0 | c = jumping 0 1 0 115 2 3 0 0 | d = lying 1 4 0 2 82 50 0 0 | e = standing 1 1 0 2 44 91 1 1 | f = sitting 0 0 0 0 0 0 119 0 | g = running 6 16 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 667 77.9206 % Incorrectly Classified Instances 189 22.0794 % Kappa statistic 0.7431 Mean absolute error 0.0589 Root mean squared error 0.2188 Relative absolute error 27.4405 % Root relative squared error 66.778 % Total Number of Instances 856 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.814 0.021 0.814 0.814 0.814 0.897 climbingdown 0.836 0.043 0.752 0.836 0.792 0.908 climbingup 0.933 0.002 0.875 0.933 0.903 0.999 jumping 0.942 0.01 0.942 0.942 0.942 0.98 lying 0.511 0.073 0.577 0.511 0.542 0.856 standing 0.624 0.088 0.583 0.624 0.603 0.822 sitting 0.983 0.003 0.983 0.983 0.983 0.991 running 0.807 0.02 0.865 0.807 0.835 0.905 walking Weighted Avg. 0.779 0.039 0.779 0.779 0.778 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 70 10 0 0 1 2 0 3 | a = climbingdown 8 97 0 0 1 0 0 10 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 1 0 0 114 5 1 0 0 | d = lying 2 1 0 4 71 60 0 1 | e = standing 1 3 0 3 45 88 0 1 | f = sitting 0 0 2 0 0 0 117 0 | g = running 4 18 0 0 0 0 1 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 680 79.4393 % Incorrectly Classified Instances 176 20.5607 % Kappa statistic 0.7608 Mean absolute error 0.055 Root mean squared error 0.2114 Relative absolute error 25.6096 % Root relative squared error 64.5095 % Total Number of Instances 856 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.026 0.783 0.837 0.809 0.935 climbingdown 0.716 0.03 0.79 0.716 0.751 0.875 climbingup 1 0 1 1 1 1 jumping 0.95 0.015 0.913 0.95 0.931 0.97 lying 0.583 0.07 0.618 0.583 0.6 0.818 standing 0.617 0.078 0.608 0.617 0.613 0.81 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.916 0.022 0.872 0.916 0.893 0.961 walking Weighted Avg. 0.794 0.036 0.792 0.794 0.793 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 72 9 0 0 0 0 0 5 | a = climbingdown 15 83 0 0 4 4 1 9 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 115 3 3 0 0 | d = lying 1 1 0 6 81 49 0 1 | e = standing 1 4 0 5 43 87 0 1 | f = sitting 0 1 0 0 0 0 118 0 | g = running 3 7 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 619 74.9395 % Incorrectly Classified Instances 207 25.0605 % Kappa statistic 0.7088 Mean absolute error 0.0685 Root mean squared error 0.2388 Relative absolute error 31.8607 % Root relative squared error 72.8076 % Total Number of Instances 826 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.03 0.766 0.75 0.758 0.879 climbingdown 0.654 0.061 0.614 0.654 0.633 0.835 climbingup 1 0 1 1 1 1 jumping 0.858 0.02 0.886 0.858 0.872 0.915 lying 0.664 0.077 0.632 0.664 0.648 0.832 standing 0.598 0.068 0.566 0.598 0.582 0.773 sitting 0.974 0 1 0.974 0.987 0.987 running 0.697 0.035 0.769 0.697 0.731 0.884 walking Weighted Avg. 0.749 0.041 0.755 0.749 0.752 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 72 11 0 1 5 3 0 4 | a = climbingdown 12 70 0 1 3 3 0 18 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 109 15 2 0 0 | d = lying 2 4 0 6 91 34 0 0 | e = standing 2 5 0 6 27 64 0 3 | f = sitting 0 0 0 0 2 1 114 0 | g = running 6 23 0 0 1 6 0 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 591 71.5496 % Incorrectly Classified Instances 235 28.4504 % Kappa statistic 0.6695 Mean absolute error 0.0737 Root mean squared error 0.2486 Relative absolute error 34.2392 % Root relative squared error 75.7958 % Total Number of Instances 826 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.042 0.687 0.708 0.697 0.878 climbingdown 0.477 0.061 0.537 0.477 0.505 0.78 climbingup 0.938 0 1 0.938 0.968 0.996 jumping 0.921 0.023 0.88 0.921 0.9 0.953 lying 0.591 0.06 0.664 0.591 0.625 0.832 standing 0.598 0.076 0.538 0.598 0.566 0.809 sitting 0.966 0.001 0.991 0.966 0.978 0.986 running 0.689 0.066 0.636 0.689 0.661 0.828 walking Weighted Avg. 0.715 0.046 0.716 0.715 0.715 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 68 15 0 0 6 1 0 6 | a = climbingdown 18 51 0 1 2 4 0 31 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 0 0 117 6 3 0 0 | d = lying 0 3 0 12 81 41 0 0 | e = standing 2 3 0 3 26 64 0 9 | f = sitting 0 0 0 0 0 3 113 1 | g = running 10 23 0 0 1 3 0 82 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 593 71.7918 % Incorrectly Classified Instances 233 28.2082 % Kappa statistic 0.6723 Mean absolute error 0.0738 Root mean squared error 0.2506 Relative absolute error 34.2864 % Root relative squared error 76.4024 % Total Number of Instances 826 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.038 0.699 0.677 0.688 0.843 climbingdown 0.551 0.06 0.578 0.551 0.565 0.779 climbingup 1 0 1 1 1 1 jumping 0.883 0.023 0.876 0.883 0.879 0.926 lying 0.606 0.065 0.648 0.606 0.626 0.832 standing 0.557 0.074 0.527 0.557 0.541 0.782 sitting 0.991 0.001 0.991 0.991 0.991 0.996 running 0.689 0.066 0.636 0.689 0.661 0.84 walking Weighted Avg. 0.718 0.046 0.718 0.718 0.718 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 65 11 0 1 2 3 0 14 | a = climbingdown 11 59 0 1 1 5 0 30 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 113 11 4 0 0 | d = lying 3 0 0 12 83 38 0 1 | e = standing 7 4 0 2 31 59 1 2 | f = sitting 1 0 0 0 0 0 116 0 | g = running 6 28 0 0 0 3 0 82 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 600 72.7273 % Incorrectly Classified Instances 225 27.2727 % Kappa statistic 0.6828 Mean absolute error 0.0711 Root mean squared error 0.2491 Relative absolute error 33.0653 % Root relative squared error 75.9665 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.03 0.756 0.708 0.731 0.867 climbingdown 0.589 0.058 0.6 0.589 0.594 0.805 climbingup 0.867 0 1 0.867 0.929 0.957 jumping 0.875 0.024 0.868 0.875 0.872 0.945 lying 0.635 0.071 0.64 0.635 0.637 0.817 standing 0.594 0.072 0.548 0.594 0.57 0.833 sitting 1 0.001 0.992 1 0.996 0.999 running 0.647 0.059 0.647 0.647 0.647 0.81 walking Weighted Avg. 0.727 0.045 0.729 0.727 0.728 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 68 10 0 0 2 7 0 9 | a = climbingdown 11 63 0 0 4 3 0 26 | b = climbingup 0 0 13 0 0 1 1 0 | c = jumping 1 0 0 112 11 3 0 1 | d = lying 2 5 0 11 87 31 0 1 | e = standing 1 4 0 4 29 63 0 5 | f = sitting 0 0 0 0 0 0 117 0 | g = running 7 23 0 2 3 7 0 77 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 606 73.4545 % Incorrectly Classified Instances 219 26.5455 % Kappa statistic 0.6915 Mean absolute error 0.0703 Root mean squared error 0.2475 Relative absolute error 32.6737 % Root relative squared error 75.46 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.038 0.714 0.722 0.718 0.849 climbingdown 0.626 0.078 0.545 0.626 0.583 0.797 climbingup 0.8 0 1 0.8 0.889 0.995 jumping 0.906 0.011 0.935 0.906 0.92 0.949 lying 0.65 0.065 0.664 0.65 0.657 0.814 standing 0.613 0.061 0.596 0.613 0.605 0.813 sitting 0.974 0.007 0.958 0.974 0.966 0.985 running 0.622 0.047 0.692 0.622 0.655 0.798 walking Weighted Avg. 0.735 0.043 0.739 0.735 0.736 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 70 17 0 1 3 2 0 4 | a = climbingdown 8 67 0 1 3 2 0 26 | b = climbingup 0 0 12 0 0 0 3 0 | c = jumping 0 0 0 115 8 3 0 1 | d = lying 6 3 0 4 89 35 0 0 | e = standing 6 5 0 1 27 65 1 1 | f = sitting 0 1 0 0 1 0 114 1 | g = running 8 30 0 1 3 2 1 74 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 621 75.2727 % Incorrectly Classified Instances 204 24.7273 % Kappa statistic 0.7127 Mean absolute error 0.0671 Root mean squared error 0.2359 Relative absolute error 31.1766 % Root relative squared error 71.9392 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.029 0.756 0.67 0.71 0.813 climbingdown 0.689 0.064 0.613 0.689 0.649 0.835 climbingup 0.933 0 1 0.933 0.966 0.998 jumping 0.898 0.023 0.877 0.898 0.887 0.939 lying 0.635 0.052 0.707 0.635 0.669 0.85 standing 0.66 0.067 0.593 0.66 0.625 0.858 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.681 0.051 0.692 0.681 0.686 0.846 walking Weighted Avg. 0.753 0.04 0.756 0.753 0.753 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 65 13 0 1 3 4 0 11 | a = climbingdown 10 73 0 1 2 2 0 18 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 114 7 5 0 1 | d = lying 4 0 0 10 87 34 0 2 | e = standing 2 3 0 4 23 70 0 4 | f = sitting 0 0 0 0 1 0 117 0 | g = running 5 30 0 0 0 3 0 81 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 604 73.2121 % Incorrectly Classified Instances 221 26.7879 % Kappa statistic 0.6889 Mean absolute error 0.0692 Root mean squared error 0.2444 Relative absolute error 32.1865 % Root relative squared error 74.5041 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.036 0.732 0.74 0.736 0.89 climbingdown 0.617 0.06 0.606 0.617 0.611 0.805 climbingup 1 0.002 0.889 1 0.941 0.998 jumping 0.906 0.024 0.871 0.906 0.888 0.959 lying 0.625 0.064 0.659 0.625 0.642 0.826 standing 0.519 0.067 0.534 0.519 0.526 0.8 sitting 0.983 0.004 0.975 0.983 0.979 0.99 running 0.675 0.054 0.681 0.675 0.678 0.816 walking Weighted Avg. 0.732 0.043 0.73 0.732 0.731 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 71 10 0 0 3 2 0 10 | a = climbingdown 14 66 0 0 1 4 0 22 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 0 0 115 5 6 0 0 | d = lying 0 3 0 11 85 33 1 3 | e = standing 5 4 0 6 33 55 0 3 | f = sitting 0 0 2 0 0 0 115 0 | g = running 6 26 0 0 2 3 2 81 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 616 74.6667 % Incorrectly Classified Instances 209 25.3333 % Kappa statistic 0.7056 Mean absolute error 0.068 Root mean squared error 0.2392 Relative absolute error 31.597 % Root relative squared error 72.9343 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.036 0.714 0.677 0.695 0.865 climbingdown 0.617 0.057 0.617 0.617 0.617 0.806 climbingup 1 0 1 1 1 1 jumping 0.89 0.019 0.897 0.89 0.893 0.94 lying 0.618 0.07 0.636 0.618 0.627 0.798 standing 0.594 0.061 0.589 0.594 0.592 0.785 sitting 1 0.001 0.992 1 0.996 0.999 running 0.767 0.051 0.719 0.767 0.742 0.872 walking Weighted Avg. 0.747 0.041 0.746 0.747 0.746 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 65 17 0 0 4 1 0 9 | a = climbingdown 13 66 0 0 3 6 0 19 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 2 2 0 113 9 1 0 0 | d = lying 4 2 0 8 84 33 1 4 | e = standing 3 2 0 5 29 63 0 4 | f = sitting 0 0 0 0 0 0 117 0 | g = running 4 18 0 0 3 3 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 606 73.4545 % Incorrectly Classified Instances 219 26.5455 % Kappa statistic 0.6917 Mean absolute error 0.0686 Root mean squared error 0.2441 Relative absolute error 31.899 % Root relative squared error 74.4109 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.823 0.03 0.782 0.823 0.802 0.916 climbingdown 0.514 0.068 0.529 0.514 0.521 0.797 climbingup 0.938 0.002 0.882 0.938 0.909 0.968 jumping 0.874 0.011 0.933 0.874 0.902 0.943 lying 0.662 0.067 0.662 0.662 0.662 0.84 standing 0.604 0.061 0.593 0.604 0.598 0.814 sitting 0.991 0.004 0.975 0.991 0.983 0.994 running 0.633 0.064 0.628 0.633 0.631 0.819 walking Weighted Avg. 0.735 0.043 0.735 0.735 0.735 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 79 9 0 0 2 1 0 5 | a = climbingdown 13 55 0 0 2 3 0 34 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 2 0 111 8 6 0 0 | d = lying 3 4 1 6 90 30 0 2 | e = standing 3 2 0 1 31 64 1 4 | f = sitting 0 0 0 0 0 1 116 0 | g = running 3 32 1 1 3 3 1 76 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 629 76.2424 % Incorrectly Classified Instances 196 23.7576 % Kappa statistic 0.7237 Mean absolute error 0.0628 Root mean squared error 0.2328 Relative absolute error 29.1686 % Root relative squared error 70.9626 % Total Number of Instances 825 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.04 0.713 0.75 0.731 0.872 climbingdown 0.617 0.042 0.688 0.617 0.65 0.849 climbingup 0.813 0 1 0.813 0.897 0.987 jumping 0.921 0.019 0.9 0.921 0.911 0.945 lying 0.728 0.067 0.683 0.728 0.705 0.845 standing 0.533 0.052 0.606 0.533 0.567 0.76 sitting 1 0.006 0.967 1 0.983 0.998 running 0.739 0.052 0.704 0.739 0.721 0.868 walking Weighted Avg. 0.762 0.039 0.76 0.762 0.76 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 72 5 0 0 7 3 1 8 | a = climbingdown 13 66 0 1 3 1 0 23 | b = climbingup 0 0 13 0 0 0 3 0 | c = jumping 0 0 0 117 5 5 0 0 | d = lying 2 2 0 7 99 24 0 2 | e = standing 5 6 0 4 31 57 0 4 | f = sitting 0 0 0 0 0 0 117 0 | g = running 9 17 0 1 0 4 0 88 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 642 71.1752 % Incorrectly Classified Instances 260 28.8248 % Kappa statistic 0.6648 Mean absolute error 0.0756 Root mean squared error 0.2499 Relative absolute error 35.1657 % Root relative squared error 76.2241 % Total Number of Instances 902 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.056 0.587 0.674 0.627 0.877 climbingdown 0.623 0.058 0.662 0.623 0.642 0.821 climbingup 1 0 1 1 1 1 jumping 0.959 0.006 0.959 0.959 0.959 0.976 lying 0.608 0.097 0.552 0.608 0.579 0.82 standing 0.445 0.068 0.518 0.445 0.479 0.806 sitting 0.967 0.001 0.991 0.967 0.979 0.983 running 0.713 0.051 0.713 0.713 0.713 0.844 walking Weighted Avg. 0.712 0.049 0.713 0.712 0.711 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 64 17 0 0 1 2 0 11 | a = climbingdown 20 86 0 1 5 2 1 23 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 116 4 1 0 0 | d = lying 0 6 0 4 90 45 0 3 | e = standing 5 2 0 0 62 57 0 2 | f = sitting 3 0 0 0 0 1 116 0 | g = running 17 19 0 0 1 2 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 681 75.4989 % Incorrectly Classified Instances 221 24.5011 % Kappa statistic 0.7151 Mean absolute error 0.0678 Root mean squared error 0.2317 Relative absolute error 31.5635 % Root relative squared error 70.6807 % Total Number of Instances 902 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.051 0.624 0.716 0.667 0.838 climbingdown 0.652 0.051 0.698 0.652 0.674 0.803 climbingup 1 0 1 1 1 1 jumping 0.959 0.003 0.983 0.959 0.971 0.982 lying 0.703 0.081 0.63 0.703 0.665 0.873 standing 0.563 0.059 0.61 0.563 0.585 0.834 sitting 0.983 0.003 0.983 0.983 0.983 0.99 running 0.713 0.039 0.764 0.713 0.738 0.869 walking Weighted Avg. 0.755 0.041 0.758 0.755 0.755 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 68 14 0 0 2 1 1 9 | a = climbingdown 20 90 0 0 5 3 1 19 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 116 4 1 0 0 | d = lying 2 0 0 2 104 40 0 0 | e = standing 2 4 0 0 48 72 0 2 | f = sitting 1 1 0 0 0 0 118 0 | g = running 16 20 0 0 2 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 648 71.8404 % Incorrectly Classified Instances 254 28.1596 % Kappa statistic 0.672 Mean absolute error 0.0738 Root mean squared error 0.2455 Relative absolute error 34.3323 % Root relative squared error 74.9059 % Total Number of Instances 902 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.038 0.603 0.495 0.543 0.778 climbingdown 0.681 0.068 0.644 0.681 0.662 0.835 climbingup 1 0.001 0.941 1 0.97 0.999 jumping 0.983 0.009 0.944 0.983 0.964 0.991 lying 0.644 0.093 0.578 0.644 0.61 0.84 standing 0.469 0.068 0.531 0.469 0.498 0.805 sitting 0.983 0 1 0.983 0.992 0.996 running 0.728 0.052 0.712 0.728 0.72 0.863 walking Weighted Avg. 0.718 0.049 0.716 0.718 0.716 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 47 25 0 0 5 2 0 16 | a = climbingdown 18 94 0 1 0 3 0 22 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 119 2 0 0 0 | d = lying 1 4 0 3 96 45 0 0 | e = standing 2 3 0 2 59 60 0 2 | f = sitting 1 0 1 0 0 0 117 0 | g = running 9 20 0 1 4 3 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 668 74.0576 % Incorrectly Classified Instances 234 25.9424 % Kappa statistic 0.6984 Mean absolute error 0.0701 Root mean squared error 0.238 Relative absolute error 32.5995 % Root relative squared error 72.5873 % Total Number of Instances 902 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.037 0.684 0.677 0.681 0.85 climbingdown 0.63 0.06 0.654 0.63 0.642 0.809 climbingup 1 0 1 1 1 1 jumping 0.992 0.006 0.96 0.992 0.975 0.994 lying 0.57 0.061 0.649 0.57 0.607 0.831 standing 0.633 0.078 0.574 0.633 0.602 0.831 sitting 0.975 0.001 0.991 0.975 0.983 0.987 running 0.728 0.06 0.683 0.728 0.705 0.865 walking Weighted Avg. 0.741 0.044 0.741 0.741 0.74 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 65 19 0 0 3 0 1 8 | a = climbingdown 18 87 0 0 1 1 0 31 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 119 0 0 0 1 | d = lying 1 3 0 2 85 55 0 3 | e = standing 1 2 0 3 38 81 0 3 | f = sitting 0 0 0 0 1 2 116 0 | g = running 10 22 0 0 3 2 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 628 69.6231 % Incorrectly Classified Instances 274 30.3769 % Kappa statistic 0.6466 Mean absolute error 0.076 Root mean squared error 0.25 Relative absolute error 35.355 % Root relative squared error 76.2567 % Total Number of Instances 902 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.625 0.046 0.619 0.625 0.622 0.808 climbingdown 0.601 0.068 0.615 0.601 0.608 0.805 climbingup 1 0 1 1 1 1 jumping 0.958 0.008 0.95 0.958 0.954 0.982 lying 0.564 0.09 0.553 0.564 0.558 0.836 standing 0.469 0.079 0.496 0.469 0.482 0.818 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.676 0.064 0.652 0.676 0.664 0.85 walking Weighted Avg. 0.696 0.052 0.695 0.696 0.695 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 60 20 0 0 0 4 1 11 | a = climbingdown 15 83 0 0 3 3 0 34 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 115 4 0 0 0 | d = lying 5 1 0 5 84 52 0 2 | e = standing 6 1 0 1 58 60 0 2 | f = sitting 0 0 0 0 1 0 118 0 | g = running 11 29 0 0 2 2 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 663 73.5849 % Incorrectly Classified Instances 238 26.4151 % Kappa statistic 0.6924 Mean absolute error 0.0704 Root mean squared error 0.2386 Relative absolute error 32.7707 % Root relative squared error 72.7869 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.632 0.035 0.682 0.632 0.656 0.844 climbingdown 0.681 0.055 0.691 0.681 0.686 0.822 climbingup 1 0 1 1 1 1 jumping 0.992 0.001 0.992 0.992 0.992 0.995 lying 0.631 0.089 0.584 0.631 0.606 0.828 standing 0.434 0.065 0.528 0.434 0.477 0.818 sitting 0.992 0.005 0.967 0.992 0.979 0.994 running 0.787 0.06 0.699 0.787 0.74 0.886 walking Weighted Avg. 0.736 0.046 0.732 0.736 0.733 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 60 19 0 0 2 1 1 12 | a = climbingdown 14 94 0 0 2 3 1 24 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 0 0 119 0 0 0 0 | d = lying 1 3 0 0 94 44 1 6 | e = standing 4 1 0 1 63 56 1 3 | f = sitting 0 0 0 0 0 0 118 1 | g = running 8 19 0 0 0 2 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 645 71.5871 % Incorrectly Classified Instances 256 28.4129 % Kappa statistic 0.6693 Mean absolute error 0.075 Root mean squared error 0.2451 Relative absolute error 34.9166 % Root relative squared error 74.7863 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.035 0.696 0.674 0.684 0.838 climbingdown 0.63 0.067 0.63 0.63 0.63 0.8 climbingup 1 0 1 1 1 1 jumping 0.967 0.003 0.983 0.967 0.975 0.982 lying 0.557 0.086 0.561 0.557 0.559 0.789 standing 0.512 0.079 0.52 0.512 0.516 0.814 sitting 0.983 0 1 0.983 0.992 0.992 running 0.713 0.064 0.664 0.713 0.688 0.833 walking Weighted Avg. 0.716 0.05 0.717 0.716 0.716 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 64 13 0 0 4 4 0 10 | a = climbingdown 11 87 0 0 2 4 0 34 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 116 2 2 0 0 | d = lying 3 8 0 1 83 51 0 3 | e = standing 0 5 0 1 55 66 0 2 | f = sitting 2 0 0 0 0 0 117 0 | g = running 12 25 0 0 2 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 650 72.1421 % Incorrectly Classified Instances 251 27.8579 % Kappa statistic 0.6765 Mean absolute error 0.0733 Root mean squared error 0.2428 Relative absolute error 34.1298 % Root relative squared error 74.0872 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.066 0.573 0.747 0.648 0.873 climbingdown 0.522 0.052 0.643 0.522 0.576 0.737 climbingup 1 0 1 1 1 1 jumping 0.95 0.001 0.991 0.95 0.97 0.978 lying 0.577 0.065 0.637 0.577 0.606 0.848 standing 0.597 0.088 0.531 0.597 0.562 0.844 sitting 1 0.001 0.992 1 0.996 0.999 running 0.706 0.051 0.711 0.706 0.708 0.835 walking Weighted Avg. 0.721 0.046 0.727 0.721 0.722 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 71 11 0 0 3 1 1 8 | a = climbingdown 32 72 0 0 0 6 0 28 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 1 0 114 2 3 0 0 | d = lying 3 2 0 1 86 54 0 3 | e = standing 3 5 0 0 44 77 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 15 21 0 0 0 4 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 642 71.2542 % Incorrectly Classified Instances 259 28.7458 % Kappa statistic 0.6657 Mean absolute error 0.0771 Root mean squared error 0.2491 Relative absolute error 35.8689 % Root relative squared error 76.0058 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.042 0.646 0.653 0.649 0.81 climbingdown 0.674 0.066 0.65 0.674 0.662 0.806 climbingup 1 0 1 1 1 1 jumping 0.958 0.008 0.95 0.958 0.954 0.974 lying 0.523 0.089 0.538 0.523 0.531 0.796 standing 0.508 0.097 0.464 0.508 0.485 0.805 sitting 0.992 0 1 0.992 0.996 0.996 running 0.699 0.035 0.779 0.699 0.736 0.851 walking Weighted Avg. 0.713 0.049 0.717 0.713 0.714 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 62 18 0 0 4 1 0 10 | a = climbingdown 17 93 0 1 2 8 0 17 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 115 3 1 0 0 | d = lying 3 2 0 4 78 62 0 0 | e = standing 3 3 0 1 56 65 0 0 | f = sitting 0 0 0 0 0 1 118 0 | g = running 11 26 0 0 2 2 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 650 72.1421 % Incorrectly Classified Instances 251 27.8579 % Kappa statistic 0.6756 Mean absolute error 0.0711 Root mean squared error 0.2441 Relative absolute error 33.0673 % Root relative squared error 74.4662 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.036 0.67 0.621 0.645 0.827 climbingdown 0.681 0.079 0.61 0.681 0.644 0.836 climbingup 1 0 1 1 1 1 jumping 0.975 0.006 0.959 0.975 0.967 0.982 lying 0.655 0.097 0.571 0.655 0.61 0.819 standing 0.438 0.058 0.554 0.438 0.489 0.798 sitting 0.983 0.003 0.983 0.983 0.983 0.99 running 0.684 0.048 0.715 0.684 0.699 0.849 walking Weighted Avg. 0.721 0.049 0.721 0.721 0.719 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 59 20 0 0 3 0 1 12 | a = climbingdown 12 94 0 0 7 1 0 24 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 118 1 1 0 0 | d = lying 2 3 0 4 97 42 0 0 | e = standing 3 4 0 1 62 56 1 1 | f = sitting 0 2 0 0 0 0 117 0 | g = running 12 30 0 0 0 1 0 93 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 682 81.7746 % Incorrectly Classified Instances 152 18.2254 % Kappa statistic 0.7883 Mean absolute error 0.0522 Root mean squared error 0.2037 Relative absolute error 24.2389 % Root relative squared error 62.1108 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.033 0.747 0.703 0.724 0.846 climbingdown 0.785 0.032 0.805 0.785 0.795 0.902 climbingup 0.933 0.002 0.875 0.933 0.903 0.965 jumping 0.924 0.018 0.894 0.924 0.909 0.956 lying 0.729 0.049 0.74 0.729 0.735 0.885 standing 0.73 0.04 0.716 0.73 0.723 0.883 sitting 0.992 0.004 0.976 0.992 0.984 0.999 running 0.823 0.034 0.81 0.823 0.816 0.927 walking Weighted Avg. 0.818 0.029 0.816 0.818 0.817 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 71 6 1 0 2 4 2 15 | a = climbingdown 14 95 0 0 1 3 0 8 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 110 9 0 0 0 | d = lying 1 0 0 13 97 22 0 0 | e = standing 0 4 0 0 22 73 0 1 | f = sitting 0 0 1 0 0 0 120 0 | g = running 9 13 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 686 82.2542 % Incorrectly Classified Instances 148 17.7458 % Kappa statistic 0.7938 Mean absolute error 0.0503 Root mean squared error 0.2024 Relative absolute error 23.3814 % Root relative squared error 61.7237 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.782 0.034 0.76 0.782 0.771 0.867 climbingdown 0.802 0.042 0.764 0.802 0.782 0.892 climbingup 0.933 0 1 0.933 0.966 0.967 jumping 0.966 0.01 0.943 0.966 0.954 0.978 lying 0.752 0.044 0.763 0.752 0.758 0.891 standing 0.68 0.035 0.723 0.68 0.701 0.886 sitting 0.95 0.001 0.991 0.95 0.97 0.986 running 0.79 0.039 0.778 0.79 0.784 0.891 walking Weighted Avg. 0.823 0.029 0.823 0.823 0.823 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 79 10 0 0 0 1 0 11 | a = climbingdown 8 97 0 0 1 0 0 15 | b = climbingup 1 0 14 0 0 0 0 0 | c = jumping 0 0 0 115 4 0 0 0 | d = lying 0 3 0 6 100 24 0 0 | e = standing 0 3 0 1 26 68 0 2 | f = sitting 5 1 0 0 0 0 115 0 | g = running 11 13 0 0 0 1 1 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 670 80.3357 % Incorrectly Classified Instances 164 19.6643 % Kappa statistic 0.7716 Mean absolute error 0.0531 Root mean squared error 0.2135 Relative absolute error 24.661 % Root relative squared error 65.0881 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.034 0.764 0.81 0.786 0.897 climbingdown 0.769 0.028 0.823 0.769 0.795 0.907 climbingup 0.867 0 1 0.867 0.929 0.933 jumping 0.933 0.021 0.882 0.933 0.907 0.961 lying 0.632 0.051 0.7 0.632 0.664 0.826 standing 0.7 0.054 0.636 0.7 0.667 0.862 sitting 0.975 0.004 0.975 0.975 0.975 0.989 running 0.798 0.035 0.798 0.798 0.798 0.901 walking Weighted Avg. 0.803 0.032 0.804 0.803 0.803 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 81 6 0 0 1 1 2 9 | a = climbingdown 6 93 0 0 2 4 0 16 | b = climbingup 0 1 13 0 0 0 1 0 | c = jumping 0 0 0 112 6 2 0 0 | d = lying 1 3 0 13 84 32 0 0 | e = standing 0 2 0 2 26 70 0 0 | f = sitting 1 1 0 0 1 0 118 0 | g = running 17 7 0 0 0 1 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 702 84.1727 % Incorrectly Classified Instances 132 15.8273 % Kappa statistic 0.8163 Mean absolute error 0.0455 Root mean squared error 0.1918 Relative absolute error 21.1542 % Root relative squared error 58.4708 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.035 0.77 0.87 0.817 0.913 climbingdown 0.81 0.024 0.852 0.81 0.831 0.916 climbingup 1 0 1 1 1 1 jumping 0.9 0.017 0.9 0.9 0.9 0.959 lying 0.684 0.044 0.746 0.684 0.714 0.869 standing 0.81 0.045 0.711 0.81 0.757 0.912 sitting 0.975 0.001 0.992 0.975 0.983 0.986 running 0.839 0.017 0.897 0.839 0.867 0.908 walking Weighted Avg. 0.842 0.025 0.845 0.842 0.842 0.924 === Confusion Matrix === a b c d e f g h <-- classified as 87 8 0 0 0 1 1 3 | a = climbingdown 11 98 0 0 2 1 0 9 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 108 12 0 0 0 | d = lying 1 1 0 10 91 30 0 0 | e = standing 0 0 0 2 17 81 0 0 | f = sitting 3 0 0 0 0 0 118 0 | g = running 11 8 0 0 0 1 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 672 80.5755 % Incorrectly Classified Instances 162 19.4245 % Kappa statistic 0.7742 Mean absolute error 0.0538 Root mean squared error 0.2119 Relative absolute error 25.0261 % Root relative squared error 64.5956 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.029 0.784 0.76 0.772 0.891 climbingdown 0.785 0.039 0.772 0.785 0.779 0.908 climbingup 1 0 1 1 1 1 jumping 0.95 0.018 0.898 0.95 0.923 0.969 lying 0.722 0.058 0.701 0.722 0.711 0.851 standing 0.66 0.042 0.68 0.66 0.67 0.853 sitting 0.967 0.004 0.975 0.967 0.971 0.982 running 0.75 0.035 0.788 0.75 0.769 0.88 walking Weighted Avg. 0.806 0.032 0.805 0.806 0.805 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 76 10 0 0 1 0 1 12 | a = climbingdown 6 95 0 0 3 4 0 13 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 114 5 1 0 0 | d = lying 0 0 0 12 96 25 0 0 | e = standing 0 1 0 1 32 66 0 0 | f = sitting 3 1 0 0 0 0 117 0 | g = running 12 16 0 0 0 1 2 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 682 81.7746 % Incorrectly Classified Instances 152 18.2254 % Kappa statistic 0.7883 Mean absolute error 0.0488 Root mean squared error 0.2014 Relative absolute error 22.6822 % 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 0.792 0.035 0.755 0.792 0.773 0.915 climbingdown 0.808 0.032 0.808 0.808 0.808 0.924 climbingup 0.8 0.001 0.923 0.8 0.857 0.886 jumping 0.9 0.02 0.885 0.9 0.893 0.942 lying 0.659 0.046 0.731 0.659 0.693 0.876 standing 0.752 0.048 0.685 0.752 0.717 0.895 sitting 0.975 0.003 0.983 0.975 0.979 0.986 running 0.839 0.027 0.846 0.839 0.842 0.939 walking Weighted Avg. 0.818 0.029 0.819 0.818 0.818 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 80 12 0 0 2 0 1 6 | a = climbingdown 6 97 0 0 2 2 0 13 | b = climbingup 2 0 12 0 0 0 1 0 | c = jumping 0 1 0 108 6 5 0 0 | d = lying 1 2 0 14 87 28 0 0 | e = standing 0 3 0 0 22 76 0 0 | f = sitting 2 0 1 0 0 0 118 0 | g = running 15 5 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 672 80.6723 % Incorrectly Classified Instances 161 19.3277 % Kappa statistic 0.7754 Mean absolute error 0.0504 Root mean squared error 0.205 Relative absolute error 23.4204 % Root relative squared error 62.5025 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.782 0.033 0.767 0.782 0.775 0.887 climbingdown 0.758 0.045 0.74 0.758 0.749 0.878 climbingup 1 0 1 1 1 1 jumping 0.867 0.01 0.937 0.867 0.9 0.953 lying 0.735 0.056 0.713 0.735 0.724 0.879 standing 0.693 0.048 0.667 0.693 0.68 0.894 sitting 0.975 0.003 0.983 0.975 0.979 0.987 running 0.798 0.031 0.818 0.798 0.808 0.921 walking Weighted Avg. 0.807 0.031 0.81 0.807 0.808 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 79 10 0 0 0 0 2 10 | a = climbingdown 10 91 0 0 2 5 0 12 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 1 0 104 13 2 0 0 | d = lying 0 4 0 5 97 26 0 0 | e = standing 1 4 0 2 24 70 0 0 | f = sitting 3 0 0 0 0 0 118 0 | g = running 10 13 0 0 0 2 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 669 80.3121 % Incorrectly Classified Instances 164 19.6879 % Kappa statistic 0.7712 Mean absolute error 0.0529 Root mean squared error 0.2118 Relative absolute error 24.6111 % Root relative squared error 64.5964 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.034 0.747 0.733 0.74 0.87 climbingdown 0.717 0.029 0.804 0.717 0.758 0.878 climbingup 0.857 0.001 0.923 0.857 0.889 0.928 jumping 0.95 0.029 0.844 0.95 0.894 0.973 lying 0.659 0.039 0.763 0.659 0.707 0.841 standing 0.713 0.041 0.706 0.713 0.709 0.847 sitting 0.975 0.003 0.983 0.975 0.979 0.987 running 0.855 0.052 0.741 0.855 0.794 0.929 walking Weighted Avg. 0.803 0.032 0.803 0.803 0.801 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 74 9 1 0 1 1 0 15 | a = climbingdown 6 86 0 1 5 2 0 20 | b = climbingup 0 0 12 0 0 0 2 0 | c = jumping 0 1 0 114 4 1 0 0 | d = lying 1 3 0 17 87 24 0 0 | e = standing 4 4 0 2 17 72 0 2 | f = sitting 3 0 0 0 0 0 118 0 | g = running 11 4 0 1 0 2 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 689 82.7131 % Incorrectly Classified Instances 144 17.2869 % Kappa statistic 0.799 Mean absolute error 0.0504 Root mean squared error 0.2016 Relative absolute error 23.4292 % Root relative squared error 61.4853 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.034 0.742 0.713 0.727 0.848 climbingdown 0.85 0.035 0.803 0.85 0.826 0.926 climbingup 0.929 0.001 0.929 0.929 0.929 0.964 jumping 0.975 0.022 0.88 0.975 0.925 0.974 lying 0.742 0.04 0.778 0.742 0.76 0.881 standing 0.653 0.023 0.795 0.653 0.717 0.844 sitting 0.967 0.008 0.951 0.967 0.959 0.983 running 0.839 0.037 0.8 0.839 0.819 0.916 walking Weighted Avg. 0.827 0.028 0.825 0.827 0.825 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 72 9 0 0 1 0 4 15 | a = climbingdown 5 102 0 0 1 1 1 10 | b = climbingup 0 0 13 0 0 0 1 0 | c = jumping 0 0 0 117 3 0 0 0 | d = lying 2 2 0 14 98 16 0 0 | e = standing 5 4 0 2 23 66 0 1 | f = sitting 3 1 0 0 0 0 117 0 | g = running 10 9 1 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 668 80.1921 % Incorrectly Classified Instances 165 19.8079 % Kappa statistic 0.77 Mean absolute error 0.0533 Root mean squared error 0.2129 Relative absolute error 24.7878 % Root relative squared error 64.9148 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.038 0.75 0.832 0.789 0.904 climbingdown 0.76 0.037 0.78 0.76 0.77 0.887 climbingup 1 0 1 1 1 1 jumping 0.941 0.022 0.875 0.941 0.907 0.968 lying 0.652 0.054 0.694 0.652 0.672 0.848 standing 0.64 0.045 0.66 0.64 0.65 0.866 sitting 0.975 0.004 0.975 0.975 0.975 0.986 running 0.78 0.03 0.821 0.78 0.8 0.916 walking Weighted Avg. 0.802 0.032 0.8 0.802 0.8 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 84 6 0 0 0 1 2 8 | a = climbingdown 11 92 0 0 2 2 1 13 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 112 7 0 0 0 | d = lying 0 1 0 15 86 30 0 0 | e = standing 1 5 0 1 29 64 0 0 | f = sitting 2 1 0 0 0 0 119 0 | g = running 14 13 0 0 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 708 83.6879 % Incorrectly Classified Instances 138 16.3121 % Kappa statistic 0.8095 Mean absolute error 0.0428 Root mean squared error 0.1931 Relative absolute error 19.9731 % Root relative squared error 58.9891 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.021 0.805 0.702 0.75 0.83 climbingdown 0.836 0.044 0.783 0.836 0.809 0.921 climbingup 0.933 0 1 0.933 0.966 0.967 jumping 0.893 0.012 0.924 0.893 0.908 0.964 lying 0.718 0.029 0.735 0.718 0.726 0.89 standing 0.821 0.049 0.785 0.821 0.803 0.901 sitting 0.975 0.005 0.966 0.975 0.97 0.993 running 0.843 0.031 0.829 0.843 0.836 0.907 walking Weighted Avg. 0.837 0.028 0.838 0.837 0.837 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 66 12 0 0 2 2 3 9 | a = climbingdown 5 112 0 1 1 3 0 12 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 1 2 0 109 1 9 0 0 | d = lying 0 2 0 2 61 19 0 1 | e = standing 1 2 0 6 18 124 0 0 | f = sitting 1 2 0 0 0 0 115 0 | g = running 8 11 0 0 0 1 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 713 84.279 % Incorrectly Classified Instances 133 15.721 % Kappa statistic 0.8167 Mean absolute error 0.0426 Root mean squared error 0.1912 Relative absolute error 19.8456 % Root relative squared error 58.4049 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.766 0.02 0.828 0.766 0.796 0.869 climbingdown 0.813 0.046 0.768 0.813 0.79 0.901 climbingup 1 0.001 0.938 1 0.968 1 jumping 0.934 0.008 0.95 0.934 0.942 0.967 lying 0.8 0.032 0.739 0.8 0.768 0.928 standing 0.801 0.032 0.846 0.801 0.823 0.907 sitting 0.958 0.001 0.991 0.958 0.974 0.986 running 0.795 0.043 0.765 0.795 0.78 0.898 walking Weighted Avg. 0.843 0.026 0.846 0.843 0.844 0.924 === Confusion Matrix === a b c d e f g h <-- classified as 72 7 0 1 0 1 1 12 | a = climbingdown 6 109 0 0 0 1 0 18 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 114 3 5 0 0 | d = lying 1 0 0 1 68 15 0 0 | e = standing 0 4 0 4 21 121 0 1 | f = sitting 3 1 1 0 0 0 113 0 | g = running 5 21 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 706 83.4515 % Incorrectly Classified Instances 140 16.5485 % Kappa statistic 0.8071 Mean absolute error 0.0426 Root mean squared error 0.1932 Relative absolute error 19.8841 % Root relative squared error 58.9882 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.039 0.704 0.734 0.719 0.866 climbingdown 0.789 0.034 0.814 0.789 0.802 0.887 climbingup 1 0 1 1 1 1 jumping 0.959 0.018 0.9 0.959 0.929 0.987 lying 0.679 0.028 0.731 0.679 0.704 0.853 standing 0.801 0.035 0.834 0.801 0.818 0.906 sitting 1 0.001 0.992 1 0.996 0.999 running 0.803 0.039 0.785 0.803 0.794 0.906 walking Weighted Avg. 0.835 0.027 0.834 0.835 0.834 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 69 9 0 0 0 3 1 12 | a = climbingdown 11 105 0 0 1 2 0 14 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 117 2 3 0 0 | d = lying 1 1 0 7 57 16 0 2 | e = standing 3 3 0 6 18 121 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 14 11 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 710 83.9243 % Incorrectly Classified Instances 136 16.0757 % Kappa statistic 0.8127 Mean absolute error 0.0418 Root mean squared error 0.1919 Relative absolute error 19.4904 % Root relative squared error 58.5901 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.037 0.728 0.798 0.761 0.872 climbingdown 0.782 0.035 0.806 0.782 0.794 0.878 climbingup 0.938 0.001 0.938 0.938 0.938 0.968 jumping 0.934 0.018 0.898 0.934 0.916 0.972 lying 0.741 0.024 0.778 0.741 0.759 0.912 standing 0.834 0.037 0.829 0.834 0.832 0.902 sitting 0.975 0.01 0.943 0.975 0.958 0.984 running 0.772 0.025 0.845 0.772 0.807 0.902 walking Weighted Avg. 0.839 0.026 0.839 0.839 0.839 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 75 6 0 1 0 1 5 6 | a = climbingdown 10 104 0 1 3 2 1 12 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 114 3 5 0 0 | d = lying 0 2 0 2 63 18 0 0 | e = standing 1 2 1 9 12 126 0 0 | f = sitting 3 0 0 0 0 0 115 0 | g = running 14 15 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 712 84.1608 % Incorrectly Classified Instances 134 15.8392 % Kappa statistic 0.8151 Mean absolute error 0.0415 Root mean squared error 0.1901 Relative absolute error 19.3435 % Root relative squared error 58.0574 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.024 0.788 0.713 0.749 0.838 climbingdown 0.812 0.034 0.818 0.812 0.815 0.908 climbingup 0.938 0 1 0.938 0.968 0.968 jumping 0.893 0.017 0.901 0.893 0.897 0.948 lying 0.706 0.026 0.75 0.706 0.727 0.878 standing 0.854 0.042 0.816 0.854 0.835 0.925 sitting 0.983 0.011 0.935 0.983 0.959 0.986 running 0.85 0.032 0.824 0.85 0.837 0.913 walking Weighted Avg. 0.842 0.027 0.84 0.842 0.84 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 67 9 0 0 1 2 6 9 | a = climbingdown 5 108 0 1 2 2 1 14 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 1 0 109 3 8 0 0 | d = lying 0 1 0 7 60 17 0 0 | e = standing 2 3 0 4 13 129 0 0 | f = sitting 2 0 0 0 0 0 116 0 | g = running 8 10 0 0 1 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 711 84.0426 % Incorrectly Classified Instances 135 15.9574 % Kappa statistic 0.8139 Mean absolute error 0.0425 Root mean squared error 0.1928 Relative absolute error 19.8162 % Root relative squared error 58.8705 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.035 0.752 0.84 0.794 0.923 climbingdown 0.789 0.039 0.789 0.789 0.789 0.899 climbingup 0.875 0.001 0.933 0.875 0.903 0.968 jumping 0.902 0.008 0.948 0.902 0.924 0.966 lying 0.718 0.025 0.763 0.718 0.739 0.87 standing 0.86 0.045 0.806 0.86 0.832 0.928 sitting 0.975 0.004 0.975 0.975 0.975 0.985 running 0.766 0.029 0.824 0.766 0.794 0.889 walking Weighted Avg. 0.84 0.027 0.842 0.84 0.841 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 79 7 0 0 1 0 1 6 | a = climbingdown 11 105 0 0 0 4 0 13 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 0 1 0 110 3 8 0 0 | d = lying 0 3 0 3 61 17 0 1 | e = standing 0 2 0 3 15 129 0 1 | f = sitting 2 0 1 0 0 0 115 0 | g = running 13 15 0 0 0 2 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 713 84.279 % Incorrectly Classified Instances 133 15.721 % Kappa statistic 0.8167 Mean absolute error 0.0439 Root mean squared error 0.1909 Relative absolute error 20.4477 % Root relative squared error 58.2969 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.787 0.024 0.804 0.787 0.796 0.912 climbingdown 0.842 0.041 0.794 0.842 0.818 0.925 climbingup 1 0 1 1 1 1 jumping 0.943 0.011 0.935 0.943 0.939 0.969 lying 0.682 0.032 0.707 0.682 0.695 0.888 standing 0.8 0.039 0.816 0.8 0.808 0.886 sitting 0.992 0.003 0.983 0.992 0.987 0.995 running 0.789 0.035 0.802 0.789 0.795 0.899 walking Weighted Avg. 0.843 0.026 0.842 0.843 0.842 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 74 8 0 1 0 0 1 10 | a = climbingdown 3 112 0 0 3 1 0 14 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 0 0 115 4 2 0 0 | d = lying 1 0 0 2 58 24 0 0 | e = standing 2 5 0 5 17 120 0 1 | f = sitting 1 0 0 0 0 0 117 0 | g = running 10 16 0 0 0 0 1 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 695 82.1513 % Incorrectly Classified Instances 151 17.8487 % Kappa statistic 0.7921 Mean absolute error 0.0468 Root mean squared error 0.2003 Relative absolute error 21.8269 % Root relative squared error 61.1647 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.037 0.708 0.723 0.716 0.893 climbingdown 0.797 0.042 0.779 0.797 0.788 0.906 climbingup 1 0 1 1 1 1 jumping 0.918 0.017 0.903 0.918 0.911 0.956 lying 0.706 0.032 0.714 0.706 0.71 0.87 standing 0.773 0.03 0.847 0.773 0.808 0.897 sitting 0.975 0.003 0.983 0.975 0.979 0.987 running 0.797 0.047 0.75 0.797 0.773 0.879 walking Weighted Avg. 0.822 0.029 0.823 0.822 0.822 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 68 9 0 2 1 0 0 14 | a = climbingdown 7 106 0 0 0 0 1 19 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 112 6 4 0 0 | d = lying 1 4 0 3 60 17 0 0 | e = standing 5 4 0 7 17 116 0 1 | f = sitting 3 0 0 0 0 0 115 0 | g = running 12 13 0 0 0 0 1 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 718 84.9704 % Incorrectly Classified Instances 127 15.0296 % Kappa statistic 0.8247 Mean absolute error 0.0397 Root mean squared error 0.1839 Relative absolute error 18.5149 % Root relative squared error 56.1797 % Total Number of Instances 845 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.037 0.711 0.742 0.726 0.872 climbingdown 0.827 0.051 0.753 0.827 0.789 0.912 climbingup 0.933 0 1 0.933 0.966 0.967 jumping 0.934 0.01 0.942 0.934 0.938 0.973 lying 0.812 0.017 0.841 0.812 0.826 0.9 standing 0.861 0.022 0.897 0.861 0.878 0.93 sitting 0.983 0.007 0.959 0.983 0.971 0.995 running 0.75 0.032 0.807 0.75 0.777 0.892 walking Weighted Avg. 0.85 0.025 0.852 0.85 0.85 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 69 11 0 1 0 0 3 9 | a = climbingdown 9 110 0 0 2 0 1 11 | b = climbingup 0 1 14 0 0 0 0 0 | c = jumping 1 0 0 114 2 5 0 0 | d = lying 3 1 0 1 69 10 0 1 | e = standing 1 4 0 5 9 130 0 2 | f = sitting 1 1 0 0 0 0 116 0 | g = running 13 18 0 0 0 0 1 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 707 83.6686 % Incorrectly Classified Instances 138 16.3314 % Kappa statistic 0.8094 Mean absolute error 0.0434 Root mean squared error 0.1931 Relative absolute error 20.2361 % Root relative squared error 58.992 % Total Number of Instances 845 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.024 0.791 0.731 0.76 0.864 climbingdown 0.752 0.042 0.769 0.752 0.76 0.892 climbingup 0.933 0 1 0.933 0.966 0.995 jumping 0.926 0.014 0.919 0.926 0.922 0.971 lying 0.788 0.02 0.817 0.788 0.802 0.905 standing 0.848 0.032 0.853 0.848 0.85 0.935 sitting 0.992 0.006 0.967 0.992 0.979 0.998 running 0.781 0.054 0.719 0.781 0.749 0.874 walking Weighted Avg. 0.837 0.028 0.837 0.837 0.837 0.923 === Confusion Matrix === a b c d e f g h <-- classified as 68 4 0 0 1 2 2 16 | a = climbingdown 5 100 0 1 3 1 0 23 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 113 1 8 0 0 | d = lying 1 3 0 3 67 11 0 0 | e = standing 0 7 0 6 10 128 0 0 | f = sitting 1 0 0 0 0 0 117 0 | g = running 11 16 0 0 0 0 1 100 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 671 78.8484 % Incorrectly Classified Instances 180 21.1516 % Kappa statistic 0.7541 Mean absolute error 0.058 Root mean squared error 0.216 Relative absolute error 26.9715 % Root relative squared error 65.8631 % Total Number of Instances 851 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.782 0.035 0.752 0.782 0.767 0.921 climbingdown 0.813 0.047 0.754 0.813 0.782 0.892 climbingup 1 0.002 0.875 1 0.933 1 jumping 0.917 0.018 0.894 0.917 0.905 0.956 lying 0.5 0.057 0.567 0.5 0.531 0.795 standing 0.705 0.074 0.649 0.705 0.676 0.87 sitting 0.983 0 1 0.983 0.992 0.992 running 0.782 0.014 0.903 0.782 0.838 0.908 walking Weighted Avg. 0.788 0.035 0.79 0.788 0.788 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 79 18 0 0 1 1 0 2 | a = climbingdown 14 104 0 0 1 2 0 7 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 110 7 3 0 0 | d = lying 1 2 0 6 55 46 0 0 | e = standing 2 0 1 7 30 98 0 1 | f = sitting 0 0 1 0 1 0 118 0 | g = running 9 14 0 0 2 1 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 667 78.3784 % Incorrectly Classified Instances 184 21.6216 % Kappa statistic 0.7487 Mean absolute error 0.058 Root mean squared error 0.2205 Relative absolute error 26.9674 % Root relative squared error 67.2532 % Total Number of Instances 851 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.036 0.724 0.703 0.714 0.849 climbingdown 0.68 0.044 0.731 0.68 0.704 0.831 climbingup 1 0 1 1 1 1 jumping 0.95 0.01 0.942 0.95 0.946 0.975 lying 0.655 0.058 0.626 0.655 0.64 0.843 standing 0.676 0.059 0.691 0.676 0.684 0.884 sitting 0.983 0 1 0.983 0.992 0.992 running 0.815 0.045 0.746 0.815 0.779 0.894 walking Weighted Avg. 0.784 0.036 0.784 0.784 0.784 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 71 17 0 0 1 3 0 9 | a = climbingdown 14 87 0 0 2 2 0 23 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 1 0 0 114 3 2 0 0 | d = lying 1 0 0 3 72 33 0 1 | e = standing 2 2 0 4 37 94 0 0 | f = sitting 0 0 0 0 0 2 118 0 | g = running 9 13 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 681 80.0235 % Incorrectly Classified Instances 170 19.9765 % Kappa statistic 0.7678 Mean absolute error 0.054 Root mean squared error 0.2143 Relative absolute error 25.1084 % Root relative squared error 65.3433 % Total Number of Instances 851 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.683 0.033 0.734 0.683 0.708 0.836 climbingdown 0.75 0.058 0.696 0.75 0.722 0.86 climbingup 1 0.001 0.933 1 0.966 0.999 jumping 0.925 0.012 0.925 0.925 0.925 0.964 lying 0.673 0.049 0.673 0.673 0.673 0.845 standing 0.748 0.048 0.754 0.748 0.751 0.892 sitting 0.992 0 1 0.992 0.996 0.996 running 0.792 0.031 0.805 0.792 0.798 0.903 walking Weighted Avg. 0.8 0.033 0.801 0.8 0.8 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 69 20 0 0 2 2 0 8 | a = climbingdown 18 96 0 0 2 0 0 12 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 1 0 111 6 2 0 0 | d = lying 0 0 0 5 74 29 0 2 | e = standing 2 2 0 4 26 104 0 1 | f = sitting 0 0 1 0 0 0 118 0 | g = running 5 19 0 0 0 1 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 661 77.6733 % Incorrectly Classified Instances 190 22.3267 % Kappa statistic 0.7403 Mean absolute error 0.0589 Root mean squared error 0.2217 Relative absolute error 27.3763 % Root relative squared error 67.6163 % Total Number of Instances 851 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.031 0.765 0.743 0.754 0.887 climbingdown 0.727 0.044 0.744 0.727 0.735 0.853 climbingup 1 0 1 1 1 1 jumping 0.917 0.008 0.948 0.917 0.932 0.959 lying 0.527 0.055 0.586 0.527 0.555 0.837 standing 0.705 0.077 0.641 0.705 0.671 0.855 sitting 0.992 0.001 0.992 0.992 0.992 0.994 running 0.792 0.044 0.748 0.792 0.769 0.896 walking Weighted Avg. 0.777 0.038 0.777 0.777 0.776 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 75 13 0 0 0 1 0 12 | a = climbingdown 12 93 0 0 0 4 0 19 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 110 7 3 0 0 | d = lying 2 0 0 4 58 46 0 0 | e = standing 2 1 0 2 34 98 1 1 | f = sitting 1 0 0 0 0 0 118 0 | g = running 6 18 0 0 0 1 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 683 80.3529 % Incorrectly Classified Instances 167 19.6471 % Kappa statistic 0.7716 Mean absolute error 0.0533 Root mean squared error 0.207 Relative absolute error 24.7646 % Root relative squared error 63.1355 % Total Number of Instances 850 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.782 0.029 0.782 0.782 0.782 0.903 climbingdown 0.719 0.04 0.76 0.719 0.739 0.861 climbingup 0.923 0 1 0.923 0.96 0.956 jumping 0.942 0.01 0.942 0.942 0.942 0.968 lying 0.691 0.057 0.644 0.691 0.667 0.889 standing 0.676 0.051 0.723 0.676 0.699 0.865 sitting 1 0.003 0.983 1 0.992 1 running 0.817 0.04 0.772 0.817 0.794 0.892 walking Weighted Avg. 0.804 0.033 0.804 0.804 0.803 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 79 12 0 0 0 2 0 8 | a = climbingdown 13 92 0 0 0 2 0 21 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 0 0 0 113 5 2 0 0 | d = lying 0 0 0 4 76 30 0 0 | e = standing 2 2 0 3 37 94 1 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 7 15 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 649 76.3529 % Incorrectly Classified Instances 201 23.6471 % Kappa statistic 0.725 Mean absolute error 0.0632 Root mean squared error 0.2256 Relative absolute error 29.4096 % Root relative squared error 68.7952 % Total Number of Instances 850 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.048 0.676 0.743 0.708 0.885 climbingdown 0.695 0.061 0.669 0.695 0.682 0.824 climbingup 0.769 0 1 0.769 0.87 0.945 jumping 0.925 0.011 0.933 0.925 0.929 0.968 lying 0.582 0.058 0.598 0.582 0.59 0.855 standing 0.676 0.062 0.681 0.676 0.679 0.891 sitting 1 0.004 0.975 1 0.988 0.997 running 0.725 0.032 0.791 0.725 0.757 0.869 walking Weighted Avg. 0.764 0.039 0.765 0.764 0.764 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 75 18 0 1 1 0 0 6 | a = climbingdown 21 89 0 0 0 2 0 16 | b = climbingup 0 0 10 0 0 0 3 0 | c = jumping 1 0 0 111 5 3 0 0 | d = lying 2 0 0 5 64 39 0 0 | e = standing 3 2 0 2 37 94 0 1 | f = sitting 0 0 0 0 0 0 119 0 | g = running 9 24 0 0 0 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 654 76.9412 % Incorrectly Classified Instances 196 23.0588 % Kappa statistic 0.7318 Mean absolute error 0.0638 Root mean squared error 0.2294 Relative absolute error 29.6721 % Root relative squared error 69.9673 % Total Number of Instances 850 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.052 0.652 0.716 0.682 0.841 climbingdown 0.648 0.047 0.709 0.648 0.678 0.817 climbingup 0.923 0 1 0.923 0.96 0.962 jumping 0.909 0.011 0.932 0.909 0.921 0.956 lying 0.596 0.046 0.657 0.596 0.625 0.822 standing 0.754 0.069 0.68 0.754 0.715 0.875 sitting 1 0.001 0.992 1 0.996 0.999 running 0.733 0.042 0.739 0.733 0.736 0.885 walking Weighted Avg. 0.769 0.038 0.771 0.769 0.769 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 73 14 0 0 0 6 0 9 | a = climbingdown 20 83 0 0 1 2 0 22 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 1 0 0 110 5 5 0 0 | d = lying 2 2 0 4 65 36 0 0 | e = standing 3 0 0 4 27 104 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 13 18 0 0 1 0 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 676 79.5294 % Incorrectly Classified Instances 174 20.4706 % Kappa statistic 0.7621 Mean absolute error 0.0549 Root mean squared error 0.2112 Relative absolute error 25.5049 % Root relative squared error 64.3975 % Total Number of Instances 850 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.024 0.806 0.735 0.769 0.895 climbingdown 0.764 0.041 0.764 0.764 0.764 0.899 climbingup 0.929 0.001 0.929 0.929 0.929 0.964 jumping 0.934 0.012 0.926 0.934 0.93 0.964 lying 0.606 0.062 0.589 0.606 0.597 0.849 standing 0.688 0.056 0.704 0.688 0.696 0.9 sitting 0.992 0.001 0.992 0.992 0.992 0.999 running 0.824 0.04 0.772 0.824 0.797 0.915 walking Weighted Avg. 0.795 0.034 0.796 0.795 0.795 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 75 14 0 0 1 0 0 12 | a = climbingdown 10 97 0 0 2 1 0 17 | b = climbingup 0 0 13 0 0 0 1 0 | c = jumping 0 0 0 113 4 4 0 0 | d = lying 0 1 0 7 66 35 0 0 | e = standing 2 1 0 2 38 95 0 0 | f = sitting 0 0 1 0 0 0 119 0 | g = running 6 14 0 0 1 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 650 76.4706 % Incorrectly Classified Instances 200 23.5294 % Kappa statistic 0.7265 Mean absolute error 0.0609 Root mean squared error 0.2327 Relative absolute error 28.3237 % Root relative squared error 70.9666 % Total Number of Instances 850 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.037 0.731 0.745 0.738 0.89 climbingdown 0.78 0.065 0.678 0.78 0.725 0.879 climbingup 1 0 1 1 1 1 jumping 0.926 0.012 0.926 0.926 0.926 0.966 lying 0.56 0.07 0.54 0.56 0.55 0.781 standing 0.645 0.06 0.674 0.645 0.659 0.826 sitting 0.983 0 1 0.983 0.992 0.992 running 0.681 0.029 0.794 0.681 0.733 0.88 walking Weighted Avg. 0.765 0.039 0.768 0.765 0.765 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 76 15 0 0 2 0 0 9 | a = climbingdown 14 99 0 0 0 2 0 12 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 112 8 1 0 0 | d = lying 0 2 0 7 61 39 0 0 | e = standing 3 2 0 2 42 89 0 0 | f = sitting 2 0 0 0 0 0 118 0 | g = running 9 28 0 0 0 1 0 81 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 680 80 % Incorrectly Classified Instances 170 20 % Kappa statistic 0.7676 Mean absolute error 0.0549 Root mean squared error 0.2107 Relative absolute error 25.5331 % Root relative squared error 64.2544 % Total Number of Instances 850 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.033 0.745 0.723 0.734 0.865 climbingdown 0.813 0.047 0.754 0.813 0.782 0.895 climbingup 1 0 1 1 1 1 jumping 0.934 0.015 0.911 0.934 0.922 0.963 lying 0.651 0.059 0.617 0.651 0.634 0.853 standing 0.667 0.051 0.719 0.667 0.692 0.886 sitting 0.992 0 1 0.992 0.996 0.996 running 0.79 0.027 0.825 0.79 0.807 0.924 walking Weighted Avg. 0.8 0.033 0.801 0.8 0.8 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 73 18 0 0 1 1 0 8 | a = climbingdown 11 104 0 0 1 0 0 12 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 113 3 5 0 0 | d = lying 0 2 0 6 71 30 0 0 | e = standing 2 1 0 5 38 92 0 0 | f = sitting 1 0 0 0 0 0 119 0 | g = running 11 13 0 0 1 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 725 82.574 % Incorrectly Classified Instances 153 17.426 % Kappa statistic 0.7978 Mean absolute error 0.0484 Root mean squared error 0.201 Relative absolute error 22.4741 % Root relative squared error 61.2506 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.795 0.035 0.775 0.795 0.785 0.884 climbingdown 0.714 0.031 0.796 0.714 0.753 0.862 climbingup 1 0 1 1 1 1 jumping 0.919 0.009 0.942 0.919 0.93 0.956 lying 0.756 0.052 0.705 0.756 0.729 0.894 standing 0.75 0.036 0.78 0.75 0.765 0.897 sitting 1 0.001 0.992 1 0.996 1 running 0.835 0.039 0.785 0.835 0.809 0.913 walking Weighted Avg. 0.826 0.029 0.827 0.826 0.826 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 93 10 0 0 1 1 1 11 | a = climbingdown 13 90 0 1 5 1 0 16 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 113 5 5 0 0 | d = lying 4 2 0 3 93 20 0 1 | e = standing 0 1 0 3 27 96 0 1 | f = sitting 0 0 0 0 0 0 119 0 | g = running 10 10 0 0 1 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 711 80.9795 % Incorrectly Classified Instances 167 19.0205 % Kappa statistic 0.7792 Mean absolute error 0.0507 Root mean squared error 0.2079 Relative absolute error 23.5361 % Root relative squared error 63.3604 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.042 0.712 0.681 0.696 0.839 climbingdown 0.738 0.044 0.738 0.738 0.738 0.877 climbingup 0.933 0 1 0.933 0.966 0.967 jumping 0.919 0.011 0.934 0.919 0.927 0.954 lying 0.707 0.041 0.737 0.707 0.722 0.88 standing 0.806 0.037 0.788 0.806 0.797 0.906 sitting 1 0.005 0.967 1 0.983 0.997 running 0.802 0.041 0.765 0.802 0.783 0.9 walking Weighted Avg. 0.81 0.031 0.809 0.81 0.809 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 79 16 0 0 4 0 2 15 | a = climbingdown 14 93 0 0 3 0 1 15 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 1 0 0 114 3 6 0 0 | d = lying 3 5 0 6 87 22 0 0 | e = standing 2 0 0 2 20 104 0 1 | f = sitting 0 0 0 0 0 0 119 0 | g = running 12 12 0 0 1 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 716 81.549 % Incorrectly Classified Instances 162 18.451 % Kappa statistic 0.7859 Mean absolute error 0.0491 Root mean squared error 0.2006 Relative absolute error 22.7927 % Root relative squared error 61.1414 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.047 0.7 0.724 0.712 0.892 climbingdown 0.794 0.044 0.752 0.794 0.772 0.879 climbingup 1 0 1 1 1 1 jumping 0.927 0.02 0.885 0.927 0.906 0.979 lying 0.724 0.04 0.748 0.724 0.736 0.87 standing 0.744 0.028 0.821 0.744 0.78 0.897 sitting 0.975 0.007 0.959 0.975 0.967 0.994 running 0.802 0.029 0.821 0.802 0.811 0.91 walking Weighted Avg. 0.815 0.03 0.816 0.815 0.815 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 84 13 0 0 0 1 5 13 | a = climbingdown 14 100 0 0 3 0 0 9 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 1 0 115 6 2 0 0 | d = lying 6 6 0 4 89 18 0 0 | e = standing 3 1 0 11 18 96 0 0 | f = sitting 2 0 0 0 1 0 116 0 | g = running 11 12 0 0 2 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 725 82.574 % Incorrectly Classified Instances 153 17.426 % Kappa statistic 0.7978 Mean absolute error 0.0478 Root mean squared error 0.1967 Relative absolute error 22.1676 % Root relative squared error 59.933 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.819 0.043 0.742 0.819 0.779 0.906 climbingdown 0.738 0.037 0.769 0.738 0.753 0.889 climbingup 0.938 0 1 0.938 0.968 0.969 jumping 0.935 0.012 0.927 0.935 0.931 0.974 lying 0.683 0.029 0.792 0.683 0.734 0.889 standing 0.806 0.044 0.759 0.806 0.782 0.904 sitting 0.975 0.004 0.975 0.975 0.975 0.987 running 0.817 0.033 0.805 0.817 0.811 0.907 walking Weighted Avg. 0.826 0.029 0.827 0.826 0.825 0.923 === Confusion Matrix === a b c d e f g h <-- classified as 95 10 0 0 0 1 2 8 | a = climbingdown 18 93 0 0 1 1 0 13 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 115 7 1 0 0 | d = lying 2 2 0 4 84 29 0 2 | e = standing 1 3 0 5 14 104 0 2 | f = sitting 3 0 0 0 0 0 116 0 | g = running 9 13 0 0 0 1 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 718 81.87 % Incorrectly Classified Instances 159 18.13 % Kappa statistic 0.7895 Mean absolute error 0.0482 Root mean squared error 0.2006 Relative absolute error 22.3843 % Root relative squared error 61.1249 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.759 0.034 0.772 0.759 0.765 0.866 climbingdown 0.825 0.04 0.776 0.825 0.8 0.937 climbingup 0.933 0.001 0.933 0.933 0.933 0.966 jumping 0.935 0.008 0.95 0.935 0.943 0.962 lying 0.639 0.048 0.684 0.639 0.661 0.829 standing 0.752 0.049 0.724 0.752 0.738 0.891 sitting 0.967 0.003 0.983 0.967 0.975 0.984 running 0.841 0.028 0.835 0.841 0.838 0.928 walking Weighted Avg. 0.819 0.03 0.819 0.819 0.819 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 88 12 0 0 2 0 1 13 | a = climbingdown 11 104 0 0 2 1 0 8 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 2 0 115 5 1 0 0 | d = lying 2 3 0 4 78 35 0 0 | e = standing 1 3 0 1 27 97 0 0 | f = sitting 3 0 1 0 0 0 116 0 | g = running 9 10 0 1 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 717 81.756 % Incorrectly Classified Instances 160 18.244 % Kappa statistic 0.7883 Mean absolute error 0.0491 Root mean squared error 0.203 Relative absolute error 22.8116 % Root relative squared error 61.863 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.776 0.035 0.769 0.776 0.773 0.88 climbingdown 0.69 0.047 0.713 0.69 0.702 0.827 climbingup 0.867 0.002 0.867 0.867 0.867 0.933 jumping 0.943 0.004 0.975 0.943 0.959 0.972 lying 0.787 0.056 0.696 0.787 0.738 0.903 standing 0.752 0.028 0.822 0.752 0.785 0.892 sitting 0.967 0.004 0.975 0.967 0.971 0.983 running 0.81 0.036 0.791 0.81 0.8 0.901 walking Weighted Avg. 0.818 0.03 0.82 0.818 0.818 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 90 12 0 0 3 0 1 10 | a = climbingdown 16 87 0 0 5 1 0 17 | b = climbingup 0 0 13 0 0 0 2 0 | c = jumping 0 0 0 116 4 3 0 0 | d = lying 2 5 0 3 96 16 0 0 | e = standing 0 3 0 0 29 97 0 0 | f = sitting 1 0 2 0 1 0 116 0 | g = running 8 15 0 0 0 1 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 705 80.3877 % Incorrectly Classified Instances 172 19.6123 % Kappa statistic 0.7723 Mean absolute error 0.0537 Root mean squared error 0.212 Relative absolute error 24.9182 % Root relative squared error 64.6084 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.03 0.791 0.75 0.77 0.878 climbingdown 0.706 0.045 0.724 0.706 0.715 0.853 climbingup 1 0 1 1 1 1 jumping 0.894 0.015 0.909 0.894 0.902 0.966 lying 0.705 0.054 0.677 0.705 0.691 0.855 standing 0.767 0.047 0.739 0.767 0.753 0.902 sitting 0.992 0 1 0.992 0.996 0.995 running 0.795 0.037 0.783 0.795 0.789 0.896 walking Weighted Avg. 0.804 0.032 0.805 0.804 0.804 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 87 15 0 0 1 2 0 11 | a = climbingdown 16 89 0 1 4 1 0 15 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 110 8 5 0 0 | d = lying 0 1 0 8 86 27 0 0 | e = standing 0 2 0 2 24 99 0 2 | f = sitting 0 0 0 0 1 0 118 0 | g = running 7 16 0 0 3 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 700 79.8176 % Incorrectly Classified Instances 177 20.1824 % Kappa statistic 0.7658 Mean absolute error 0.0531 Root mean squared error 0.2138 Relative absolute error 24.6505 % Root relative squared error 65.1544 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.054 0.64 0.629 0.635 0.824 climbingdown 0.754 0.047 0.731 0.754 0.742 0.891 climbingup 1 0.001 0.938 1 0.968 0.999 jumping 0.951 0.009 0.944 0.951 0.947 0.987 lying 0.721 0.044 0.727 0.721 0.724 0.867 standing 0.775 0.036 0.787 0.775 0.781 0.888 sitting 0.975 0.003 0.983 0.975 0.979 0.988 running 0.756 0.041 0.756 0.756 0.756 0.883 walking Weighted Avg. 0.798 0.033 0.798 0.798 0.798 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 73 21 0 0 4 1 1 16 | a = climbingdown 13 95 0 0 2 1 0 15 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 0 0 117 3 2 0 0 | d = lying 4 1 0 7 88 22 0 0 | e = standing 1 3 0 0 24 100 1 0 | f = sitting 2 0 1 0 0 0 116 0 | g = running 20 10 0 0 0 1 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 728 83.0103 % Incorrectly Classified Instances 149 16.9897 % Kappa statistic 0.8028 Mean absolute error 0.0472 Root mean squared error 0.1985 Relative absolute error 21.8928 % Root relative squared error 60.4861 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.026 0.811 0.741 0.775 0.867 climbingdown 0.778 0.036 0.784 0.778 0.781 0.879 climbingup 1 0 1 1 1 1 jumping 0.943 0.012 0.928 0.943 0.935 0.966 lying 0.707 0.044 0.725 0.707 0.716 0.854 standing 0.781 0.041 0.763 0.781 0.772 0.905 sitting 0.992 0.005 0.967 0.992 0.979 0.992 running 0.85 0.033 0.812 0.85 0.831 0.913 walking Weighted Avg. 0.83 0.028 0.829 0.83 0.829 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 86 11 0 1 3 2 2 11 | a = climbingdown 9 98 0 0 5 1 1 12 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 1 0 116 3 3 0 0 | d = lying 0 5 0 4 87 24 1 2 | e = standing 1 2 0 4 21 100 0 0 | f = sitting 1 0 0 0 0 0 118 0 | g = running 9 8 0 0 1 1 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 729 83.1243 % Incorrectly Classified Instances 148 16.8757 % Kappa statistic 0.8041 Mean absolute error 0.0459 Root mean squared error 0.1946 Relative absolute error 21.3031 % Root relative squared error 59.2929 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.759 0.03 0.793 0.759 0.775 0.892 climbingdown 0.754 0.037 0.772 0.754 0.763 0.895 climbingup 1 0 1 1 1 1 jumping 0.951 0.012 0.929 0.951 0.94 0.984 lying 0.764 0.046 0.729 0.764 0.746 0.891 standing 0.773 0.035 0.792 0.773 0.783 0.922 sitting 0.992 0.003 0.983 0.992 0.987 0.995 running 0.811 0.033 0.805 0.811 0.808 0.913 walking Weighted Avg. 0.831 0.028 0.831 0.831 0.831 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 88 11 0 0 6 0 0 11 | a = climbingdown 14 95 0 0 4 2 0 11 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 117 4 2 0 0 | d = lying 1 1 0 4 94 22 0 1 | e = standing 0 1 0 5 20 99 1 2 | f = sitting 0 1 0 0 0 0 118 0 | g = running 8 14 0 0 1 0 1 103 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 12 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 659 76.2731 % Incorrectly Classified Instances 205 23.7269 % Kappa statistic 0.7245 Mean absolute error 0.0629 Root mean squared error 0.2305 Relative absolute error 29.2167 % Root relative squared error 70.2491 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.035 0.7 0.692 0.696 0.875 climbingdown 0.654 0.054 0.631 0.654 0.642 0.841 climbingup 0.826 0.006 0.792 0.826 0.809 0.939 jumping 0.924 0.011 0.932 0.924 0.928 0.956 lying 0.602 0.059 0.65 0.602 0.625 0.843 standing 0.696 0.075 0.656 0.696 0.675 0.873 sitting 0.959 0.004 0.975 0.959 0.967 0.981 running 0.805 0.032 0.805 0.805 0.805 0.914 walking Weighted Avg. 0.763 0.039 0.764 0.763 0.763 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 63 21 0 0 2 0 0 5 | a = climbingdown 17 70 0 0 0 1 0 19 | b = climbingup 1 0 19 0 0 0 3 0 | c = jumping 0 2 0 109 3 4 0 0 | d = lying 3 0 0 2 80 48 0 0 | e = standing 2 0 0 6 37 103 0 0 | f = sitting 0 0 5 0 0 0 116 0 | g = running 4 18 0 0 1 1 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 669 77.4306 % Incorrectly Classified Instances 195 22.5694 % Kappa statistic 0.738 Mean absolute error 0.0612 Root mean squared error 0.2221 Relative absolute error 28.4469 % Root relative squared error 67.702 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.04 0.667 0.681 0.674 0.843 climbingdown 0.636 0.052 0.636 0.636 0.636 0.819 climbingup 0.87 0.004 0.87 0.87 0.87 0.949 jumping 0.932 0.012 0.924 0.932 0.928 0.969 lying 0.714 0.064 0.669 0.714 0.691 0.884 standing 0.703 0.053 0.732 0.703 0.717 0.884 sitting 0.967 0.004 0.975 0.967 0.971 0.985 running 0.756 0.034 0.788 0.756 0.772 0.899 walking Weighted Avg. 0.774 0.037 0.775 0.774 0.775 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 62 19 0 0 4 0 0 6 | a = climbingdown 16 68 0 2 0 3 0 18 | b = climbingup 0 0 20 0 0 0 3 0 | c = jumping 1 0 0 110 3 4 0 0 | d = lying 3 0 0 4 95 31 0 0 | e = standing 1 2 0 3 38 104 0 0 | f = sitting 0 0 3 0 0 0 117 1 | g = running 10 18 0 0 2 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 670 77.5463 % Incorrectly Classified Instances 194 22.4537 % Kappa statistic 0.739 Mean absolute error 0.06 Root mean squared error 0.2243 Relative absolute error 27.8799 % Root relative squared error 68.3735 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.736 0.025 0.779 0.736 0.757 0.897 climbingdown 0.729 0.049 0.678 0.729 0.703 0.867 climbingup 0.696 0.004 0.842 0.696 0.762 0.914 jumping 0.906 0.008 0.946 0.906 0.926 0.945 lying 0.59 0.052 0.675 0.59 0.629 0.848 standing 0.743 0.081 0.655 0.743 0.696 0.869 sitting 0.967 0.011 0.936 0.967 0.951 0.984 running 0.789 0.034 0.795 0.789 0.792 0.913 walking Weighted Avg. 0.775 0.038 0.778 0.775 0.775 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 67 15 0 0 1 0 0 8 | a = climbingdown 11 78 0 0 0 0 1 17 | b = climbingup 0 0 16 0 0 0 7 0 | c = jumping 0 1 0 106 2 8 0 0 | d = lying 2 0 0 3 79 50 0 0 | e = standing 0 0 0 3 35 110 0 0 | f = sitting 1 0 3 0 0 0 117 0 | g = running 5 21 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 656 75.9259 % Incorrectly Classified Instances 208 24.0741 % Kappa statistic 0.7206 Mean absolute error 0.0638 Root mean squared error 0.2285 Relative absolute error 29.6477 % Root relative squared error 69.6375 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.039 0.694 0.747 0.72 0.886 climbingdown 0.626 0.046 0.657 0.626 0.641 0.836 climbingup 0.913 0.002 0.913 0.913 0.913 0.993 jumping 0.923 0.012 0.923 0.923 0.923 0.956 lying 0.642 0.071 0.623 0.642 0.632 0.863 standing 0.644 0.066 0.671 0.644 0.658 0.888 sitting 0.983 0.005 0.967 0.983 0.975 0.993 running 0.748 0.039 0.76 0.748 0.754 0.878 walking Weighted Avg. 0.759 0.04 0.759 0.759 0.759 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 68 13 0 0 0 0 1 9 | a = climbingdown 20 67 0 0 0 1 1 18 | b = climbingup 0 0 21 0 0 0 2 0 | c = jumping 1 0 0 108 4 4 0 0 | d = lying 1 0 0 4 86 42 0 1 | e = standing 0 0 0 5 47 96 0 1 | f = sitting 0 0 2 0 0 0 118 0 | g = running 8 22 0 0 1 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 660 76.4774 % Incorrectly Classified Instances 203 23.5226 % Kappa statistic 0.7269 Mean absolute error 0.0637 Root mean squared error 0.2272 Relative absolute error 29.585 % Root relative squared error 69.2606 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.615 0.034 0.683 0.615 0.647 0.802 climbingdown 0.71 0.05 0.667 0.71 0.688 0.852 climbingup 0.909 0.002 0.909 0.909 0.909 0.993 jumping 0.915 0.024 0.856 0.915 0.884 0.956 lying 0.709 0.066 0.664 0.709 0.686 0.873 standing 0.617 0.057 0.692 0.617 0.652 0.877 sitting 0.983 0.004 0.975 0.983 0.979 0.994 running 0.78 0.036 0.78 0.78 0.78 0.882 walking Weighted Avg. 0.765 0.039 0.763 0.765 0.763 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 56 20 0 2 1 0 1 11 | a = climbingdown 15 76 0 0 0 0 0 16 | b = climbingup 0 0 20 0 0 0 2 0 | c = jumping 0 0 0 107 4 6 0 0 | d = lying 1 0 0 3 95 35 0 0 | e = standing 1 0 0 13 43 92 0 0 | f = sitting 0 0 2 0 0 0 118 0 | g = running 9 18 0 0 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 666 77.1727 % Incorrectly Classified Instances 197 22.8273 % Kappa statistic 0.735 Mean absolute error 0.0604 Root mean squared error 0.2229 Relative absolute error 28.0586 % Root relative squared error 67.9529 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.035 0.703 0.711 0.707 0.872 climbingdown 0.748 0.045 0.702 0.748 0.724 0.881 climbingup 0.818 0.008 0.72 0.818 0.766 0.903 jumping 0.957 0.015 0.911 0.957 0.933 0.973 lying 0.634 0.06 0.659 0.634 0.646 0.841 standing 0.664 0.07 0.664 0.664 0.664 0.863 sitting 0.942 0.005 0.966 0.942 0.954 0.976 running 0.764 0.027 0.825 0.764 0.793 0.898 walking Weighted Avg. 0.772 0.038 0.772 0.772 0.771 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 64 17 0 0 1 1 0 7 | a = climbingdown 14 80 0 0 0 0 0 13 | b = climbingup 0 0 18 0 0 0 4 0 | c = jumping 0 0 0 112 2 3 0 0 | d = lying 2 0 0 2 85 45 0 0 | e = standing 0 1 0 9 40 99 0 0 | f = sitting 0 0 7 0 0 0 114 0 | g = running 11 16 0 0 1 1 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 686 79.4902 % Incorrectly Classified Instances 177 20.5098 % Kappa statistic 0.7618 Mean absolute error 0.0575 Root mean squared error 0.214 Relative absolute error 26.6947 % Root relative squared error 65.2496 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.03 0.733 0.692 0.712 0.857 climbingdown 0.708 0.052 0.658 0.708 0.682 0.863 climbingup 0.955 0.004 0.875 0.955 0.913 0.999 jumping 0.957 0.011 0.933 0.957 0.945 0.983 lying 0.634 0.051 0.697 0.634 0.664 0.877 standing 0.772 0.064 0.714 0.772 0.742 0.894 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.772 0.027 0.826 0.772 0.798 0.898 walking Weighted Avg. 0.795 0.034 0.795 0.795 0.794 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 63 18 2 0 2 2 0 4 | a = climbingdown 15 75 0 0 1 0 0 15 | b = climbingup 0 0 21 0 0 0 1 0 | c = jumping 0 1 0 112 2 2 0 0 | d = lying 0 1 0 5 85 42 0 1 | e = standing 0 0 0 3 31 115 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 8 19 0 0 1 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 682 79.0267 % Incorrectly Classified Instances 181 20.9733 % Kappa statistic 0.7565 Mean absolute error 0.0565 Root mean squared error 0.2091 Relative absolute error 26.2705 % Root relative squared error 63.7469 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.769 0.03 0.753 0.769 0.761 0.885 climbingdown 0.748 0.037 0.741 0.748 0.744 0.887 climbingup 0.864 0 1 0.864 0.927 0.976 jumping 0.949 0.013 0.917 0.949 0.933 0.969 lying 0.714 0.082 0.613 0.714 0.66 0.868 standing 0.577 0.053 0.694 0.577 0.63 0.88 sitting 0.992 0.004 0.976 0.992 0.984 0.995 running 0.821 0.026 0.842 0.821 0.831 0.932 walking Weighted Avg. 0.79 0.036 0.792 0.79 0.789 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 70 13 0 1 2 1 0 4 | a = climbingdown 13 80 0 0 0 0 0 14 | b = climbingup 0 0 19 0 0 0 3 0 | c = jumping 0 0 0 111 2 4 0 0 | d = lying 2 0 0 3 95 32 0 1 | e = standing 0 2 0 6 55 86 0 0 | f = sitting 1 0 0 0 0 0 120 0 | g = running 7 13 0 0 1 1 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 663 76.825 % Incorrectly Classified Instances 200 23.175 % Kappa statistic 0.7305 Mean absolute error 0.0623 Root mean squared error 0.224 Relative absolute error 28.9535 % Root relative squared error 68.2748 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.637 0.035 0.682 0.637 0.659 0.873 climbingdown 0.636 0.05 0.642 0.636 0.638 0.828 climbingup 0.727 0.002 0.889 0.727 0.8 0.904 jumping 0.915 0.013 0.915 0.915 0.915 0.961 lying 0.639 0.049 0.702 0.639 0.669 0.897 standing 0.732 0.07 0.686 0.732 0.708 0.885 sitting 0.975 0.009 0.944 0.975 0.959 0.984 running 0.829 0.041 0.773 0.829 0.8 0.911 walking Weighted Avg. 0.768 0.039 0.767 0.768 0.767 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 58 21 0 0 1 1 1 9 | a = climbingdown 18 68 0 2 0 0 0 19 | b = climbingup 0 0 16 0 0 0 6 0 | c = jumping 1 1 0 107 2 6 0 0 | d = lying 2 1 0 2 85 42 0 1 | e = standing 0 0 0 6 33 109 0 1 | f = sitting 0 0 2 0 0 1 118 0 | g = running 6 15 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 657 76.1298 % Incorrectly Classified Instances 206 23.8702 % Kappa statistic 0.7229 Mean absolute error 0.0644 Root mean squared error 0.2266 Relative absolute error 29.9207 % Root relative squared error 69.0614 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.04 0.667 0.681 0.674 0.879 climbingdown 0.682 0.057 0.629 0.682 0.655 0.852 climbingup 0.909 0.008 0.741 0.909 0.816 0.952 jumping 0.915 0.009 0.939 0.915 0.927 0.976 lying 0.639 0.056 0.675 0.639 0.656 0.901 standing 0.718 0.076 0.665 0.718 0.69 0.879 sitting 0.917 0.004 0.974 0.917 0.945 0.977 running 0.746 0.027 0.82 0.746 0.781 0.885 walking Weighted Avg. 0.761 0.039 0.767 0.761 0.763 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 62 17 0 0 0 3 1 8 | a = climbingdown 21 73 0 0 0 1 0 12 | b = climbingup 0 0 20 0 0 0 2 0 | c = jumping 0 0 0 108 2 8 0 0 | d = lying 2 1 0 3 85 42 0 0 | e = standing 1 0 0 4 37 107 0 0 | f = sitting 1 2 7 0 0 0 111 0 | g = running 6 23 0 0 2 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 579 73.1061 % Incorrectly Classified Instances 213 26.8939 % Kappa statistic 0.688 Mean absolute error 0.0693 Root mean squared error 0.2458 Relative absolute error 32.1658 % Root relative squared error 74.9187 % Total Number of Instances 792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.061 0.594 0.7 0.643 0.874 climbingdown 0.641 0.064 0.6 0.641 0.62 0.823 climbingup 0.824 0.004 0.824 0.824 0.824 0.967 jumping 0.778 0.039 0.79 0.778 0.784 0.884 lying 0.583 0.052 0.625 0.583 0.603 0.819 standing 0.746 0.052 0.708 0.746 0.726 0.908 sitting 0.966 0.004 0.975 0.966 0.97 0.986 running 0.65 0.034 0.772 0.65 0.706 0.793 walking Weighted Avg. 0.731 0.042 0.736 0.731 0.732 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 63 15 0 3 3 0 1 5 | a = climbingdown 15 66 0 3 2 2 0 15 | b = climbingup 1 0 14 0 0 0 2 0 | c = jumping 3 4 0 98 12 8 0 1 | d = lying 4 6 0 10 60 22 0 1 | e = standing 4 0 0 6 18 85 0 1 | f = sitting 0 0 2 2 0 0 115 0 | g = running 16 19 1 2 1 3 0 78 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 591 74.6212 % Incorrectly Classified Instances 201 25.3788 % Kappa statistic 0.7054 Mean absolute error 0.0659 Root mean squared error 0.2403 Relative absolute error 30.6 % Root relative squared error 73.2372 % Total Number of Instances 792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.044 0.667 0.689 0.678 0.85 climbingdown 0.621 0.061 0.604 0.621 0.612 0.816 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.833 0.029 0.847 0.833 0.84 0.908 lying 0.612 0.057 0.618 0.612 0.615 0.798 standing 0.702 0.043 0.734 0.702 0.717 0.861 sitting 0.992 0.004 0.975 0.992 0.983 0.994 running 0.683 0.055 0.689 0.683 0.686 0.866 walking Weighted Avg. 0.746 0.04 0.746 0.746 0.746 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 62 10 0 2 2 0 2 12 | a = climbingdown 19 64 0 0 2 0 0 18 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 2 3 0 105 10 4 0 2 | d = lying 2 0 0 11 63 25 1 1 | e = standing 1 2 0 6 21 80 0 4 | f = sitting 0 0 1 0 0 0 118 0 | g = running 7 27 0 0 4 0 0 82 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 576 72.8192 % Incorrectly Classified Instances 215 27.1808 % Kappa statistic 0.6839 Mean absolute error 0.0693 Root mean squared error 0.2481 Relative absolute error 32.2114 % Root relative squared error 75.619 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.611 0.04 0.663 0.611 0.636 0.802 climbingdown 0.637 0.054 0.637 0.637 0.637 0.835 climbingup 0.813 0 1 0.813 0.897 0.988 jumping 0.889 0.042 0.8 0.889 0.842 0.938 lying 0.583 0.065 0.571 0.583 0.577 0.782 standing 0.588 0.056 0.638 0.588 0.612 0.797 sitting 0.992 0.007 0.959 0.992 0.975 0.991 running 0.711 0.051 0.717 0.711 0.714 0.864 walking Weighted Avg. 0.728 0.044 0.726 0.728 0.726 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 55 17 0 0 1 2 1 14 | a = climbingdown 15 65 0 3 0 1 0 18 | b = climbingup 0 0 13 0 0 0 3 0 | c = jumping 1 1 0 112 7 5 0 0 | d = lying 0 1 0 15 60 26 0 1 | e = standing 1 1 0 10 34 67 0 1 | f = sitting 1 0 0 0 0 0 118 0 | g = running 10 17 0 0 3 4 1 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 599 75.7269 % Incorrectly Classified Instances 192 24.2731 % Kappa statistic 0.718 Mean absolute error 0.0631 Root mean squared error 0.2309 Relative absolute error 29.2968 % Root relative squared error 70.3782 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.054 0.608 0.656 0.631 0.855 climbingdown 0.569 0.058 0.592 0.569 0.58 0.786 climbingup 1 0.001 0.941 1 0.97 0.999 jumping 0.913 0.026 0.871 0.913 0.891 0.954 lying 0.573 0.035 0.711 0.573 0.634 0.813 standing 0.754 0.052 0.711 0.754 0.732 0.876 sitting 0.983 0 1 0.983 0.992 0.992 running 0.736 0.055 0.706 0.736 0.721 0.868 walking Weighted Avg. 0.757 0.038 0.757 0.757 0.756 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 59 15 0 0 1 2 0 13 | a = climbingdown 21 58 0 0 1 4 0 18 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 1 0 115 3 5 0 1 | d = lying 3 4 0 11 59 24 0 2 | e = standing 2 1 0 5 17 86 0 3 | f = sitting 1 0 1 0 0 0 117 0 | g = running 10 19 0 1 2 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 581 73.4513 % Incorrectly Classified Instances 210 26.5487 % Kappa statistic 0.6916 Mean absolute error 0.0701 Root mean squared error 0.2465 Relative absolute error 32.5472 % Root relative squared error 75.1259 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.047 0.656 0.708 0.681 0.832 climbingdown 0.583 0.057 0.606 0.583 0.594 0.819 climbingup 0.882 0 1 0.882 0.938 0.969 jumping 0.816 0.038 0.803 0.816 0.81 0.907 lying 0.544 0.055 0.596 0.544 0.569 0.79 standing 0.684 0.066 0.634 0.684 0.658 0.834 sitting 0.983 0.004 0.975 0.983 0.979 0.989 running 0.744 0.04 0.769 0.744 0.756 0.86 walking Weighted Avg. 0.735 0.042 0.734 0.735 0.734 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 63 15 0 2 1 4 1 3 | a = climbingdown 19 60 0 1 4 1 0 18 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 2 5 0 102 9 6 0 1 | d = lying 1 0 0 13 56 31 0 2 | e = standing 2 2 0 9 21 78 0 2 | f = sitting 1 0 0 0 0 0 117 1 | g = running 8 17 0 0 3 3 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 578 73.0721 % Incorrectly Classified Instances 213 26.9279 % Kappa statistic 0.6872 Mean absolute error 0.0686 Root mean squared error 0.243 Relative absolute error 31.8478 % Root relative squared error 74.0741 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.596 0.036 0.679 0.596 0.635 0.818 climbingdown 0.641 0.068 0.584 0.641 0.611 0.826 climbingup 0.941 0 1 0.941 0.97 0.967 jumping 0.84 0.038 0.808 0.84 0.824 0.919 lying 0.592 0.067 0.57 0.592 0.581 0.795 standing 0.632 0.058 0.649 0.632 0.64 0.863 sitting 0.992 0.004 0.975 0.992 0.983 0.996 running 0.719 0.042 0.757 0.719 0.737 0.884 walking Weighted Avg. 0.731 0.043 0.732 0.731 0.731 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 53 21 0 3 3 0 0 9 | a = climbingdown 14 66 0 2 0 3 3 15 | b = climbingup 0 0 16 0 0 0 0 1 | c = jumping 0 2 0 105 10 7 0 1 | d = lying 0 2 0 14 61 26 0 0 | e = standing 2 2 0 6 31 72 0 1 | f = sitting 0 0 0 0 0 0 118 1 | g = running 9 20 0 0 2 3 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 592 74.842 % Incorrectly Classified Instances 199 25.158 % Kappa statistic 0.7078 Mean absolute error 0.0646 Root mean squared error 0.2347 Relative absolute error 30.0241 % Root relative squared error 71.5262 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.041 0.67 0.656 0.663 0.85 climbingdown 0.631 0.061 0.607 0.631 0.619 0.823 climbingup 0.941 0.001 0.941 0.941 0.941 0.969 jumping 0.872 0.036 0.82 0.872 0.845 0.93 lying 0.578 0.052 0.621 0.578 0.599 0.845 standing 0.693 0.05 0.699 0.693 0.696 0.874 sitting 0.95 0.001 0.991 0.95 0.97 0.974 running 0.76 0.048 0.742 0.76 0.751 0.889 walking Weighted Avg. 0.748 0.04 0.749 0.748 0.748 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 59 21 0 0 3 1 0 6 | a = climbingdown 12 65 0 3 2 1 0 20 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 109 12 3 0 0 | d = lying 0 1 0 13 59 27 0 2 | e = standing 2 3 0 8 19 79 0 3 | f = sitting 1 2 1 0 0 1 113 1 | g = running 14 14 0 0 0 1 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 591 74.7155 % Incorrectly Classified Instances 200 25.2845 % Kappa statistic 0.7064 Mean absolute error 0.0655 Root mean squared error 0.2369 Relative absolute error 30.4296 % Root relative squared error 72.1869 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.034 0.707 0.644 0.674 0.826 climbingdown 0.689 0.063 0.623 0.689 0.654 0.854 climbingup 0.941 0.003 0.889 0.941 0.914 0.967 jumping 0.848 0.041 0.797 0.848 0.822 0.912 lying 0.588 0.06 0.594 0.588 0.591 0.79 standing 0.649 0.056 0.661 0.649 0.655 0.848 sitting 0.983 0 1 0.983 0.992 1 running 0.736 0.037 0.781 0.736 0.757 0.89 walking Weighted Avg. 0.747 0.04 0.748 0.747 0.747 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 58 18 0 3 3 1 0 7 | a = climbingdown 12 71 0 2 1 0 0 17 | b = climbingup 0 1 16 0 0 0 0 0 | c = jumping 0 1 0 106 10 8 0 0 | d = lying 2 0 0 12 60 27 0 1 | e = standing 3 2 0 8 27 74 0 0 | f = sitting 0 0 2 0 0 0 117 0 | g = running 7 21 0 2 0 2 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 596 75.3477 % Incorrectly Classified Instances 195 24.6523 % Kappa statistic 0.7136 Mean absolute error 0.0647 Root mean squared error 0.2355 Relative absolute error 30.0472 % Root relative squared error 71.7615 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.039 0.697 0.689 0.693 0.828 climbingdown 0.583 0.052 0.625 0.583 0.603 0.787 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.888 0.053 0.76 0.888 0.819 0.935 lying 0.657 0.061 0.615 0.657 0.635 0.84 standing 0.667 0.022 0.835 0.667 0.741 0.88 sitting 0.992 0.006 0.967 0.992 0.979 0.994 running 0.711 0.054 0.705 0.711 0.708 0.834 walking Weighted Avg. 0.753 0.04 0.755 0.753 0.752 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 62 14 0 1 2 1 0 10 | a = climbingdown 17 60 0 3 1 0 1 21 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 111 12 1 0 0 | d = lying 2 0 0 20 67 11 0 2 | e = standing 0 1 0 9 25 76 0 3 | f = sitting 1 0 0 0 0 0 118 0 | g = running 7 20 0 2 2 2 2 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 596 75.3477 % Incorrectly Classified Instances 195 24.6523 % Kappa statistic 0.714 Mean absolute error 0.0662 Root mean squared error 0.235 Relative absolute error 30.76 % Root relative squared error 71.6331 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.061 0.602 0.722 0.657 0.868 climbingdown 0.612 0.055 0.624 0.612 0.618 0.818 climbingup 0.824 0.004 0.824 0.824 0.824 0.91 jumping 0.856 0.021 0.884 0.856 0.87 0.934 lying 0.608 0.048 0.653 0.608 0.629 0.812 standing 0.696 0.049 0.708 0.696 0.702 0.855 sitting 0.966 0.004 0.975 0.966 0.97 0.983 running 0.75 0.042 0.763 0.75 0.756 0.865 walking Weighted Avg. 0.753 0.038 0.757 0.753 0.754 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 65 14 0 0 0 1 0 10 | a = climbingdown 21 63 1 1 0 2 0 15 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 1 1 0 107 7 9 0 0 | d = lying 8 2 0 9 62 19 0 2 | e = standing 4 2 0 4 24 80 0 1 | f = sitting 0 1 2 0 0 1 115 0 | g = running 9 18 0 0 2 1 0 90 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 634 75.2969 % Incorrectly Classified Instances 208 24.7031 % Kappa statistic 0.7132 Mean absolute error 0.0652 Root mean squared error 0.2368 Relative absolute error 30.2702 % Root relative squared error 72.1786 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.043 0.66 0.667 0.663 0.813 climbingdown 0.612 0.067 0.592 0.612 0.602 0.82 climbingup 0.944 0.004 0.85 0.944 0.895 0.969 jumping 0.95 0.014 0.919 0.95 0.934 0.973 lying 0.693 0.062 0.683 0.693 0.688 0.856 standing 0.611 0.049 0.657 0.611 0.633 0.829 sitting 0.975 0.001 0.992 0.975 0.983 0.987 running 0.714 0.046 0.732 0.714 0.723 0.859 walking Weighted Avg. 0.753 0.04 0.753 0.753 0.753 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 62 18 1 0 1 3 0 8 | a = climbingdown 18 71 1 0 1 1 0 24 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 2 0 113 2 2 0 0 | d = lying 5 1 0 7 95 29 0 0 | e = standing 3 0 0 2 38 69 0 1 | f = sitting 2 0 1 0 0 0 117 0 | g = running 4 28 0 1 2 1 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 637 75.7432 % Incorrectly Classified Instances 204 24.2568 % Kappa statistic 0.7183 Mean absolute error 0.0637 Root mean squared error 0.2328 Relative absolute error 29.5617 % Root relative squared error 70.9475 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.045 0.657 0.699 0.677 0.829 climbingdown 0.609 0.052 0.648 0.609 0.628 0.823 climbingup 0.889 0.001 0.941 0.889 0.914 0.972 jumping 0.941 0.01 0.941 0.941 0.941 0.968 lying 0.715 0.068 0.671 0.715 0.693 0.862 standing 0.602 0.055 0.63 0.602 0.615 0.846 sitting 0.992 0.003 0.983 0.992 0.988 0.999 running 0.706 0.048 0.724 0.706 0.715 0.869 walking Weighted Avg. 0.757 0.04 0.757 0.757 0.757 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 65 9 0 0 7 1 0 11 | a = climbingdown 20 70 0 0 0 2 0 23 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 1 0 112 2 4 0 0 | d = lying 3 0 0 3 98 33 0 0 | e = standing 1 2 0 4 38 68 0 0 | f = sitting 0 0 1 0 0 0 119 0 | g = running 10 26 0 0 1 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 638 75.8621 % Incorrectly Classified Instances 203 24.1379 % Kappa statistic 0.7198 Mean absolute error 0.0646 Root mean squared error 0.228 Relative absolute error 29.9817 % Root relative squared error 69.4864 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.04 0.694 0.731 0.712 0.873 climbingdown 0.704 0.056 0.664 0.704 0.684 0.893 climbingup 0.889 0.004 0.842 0.889 0.865 0.969 jumping 0.933 0.008 0.949 0.933 0.941 0.969 lying 0.672 0.072 0.643 0.672 0.657 0.861 standing 0.584 0.058 0.611 0.584 0.597 0.814 sitting 0.975 0.003 0.983 0.975 0.979 0.985 running 0.69 0.039 0.757 0.69 0.722 0.877 walking Weighted Avg. 0.759 0.039 0.76 0.759 0.759 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 68 14 0 0 4 2 0 5 | a = climbingdown 13 81 0 0 1 0 0 20 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 2 0 111 4 2 0 0 | d = lying 2 1 0 3 92 36 0 3 | e = standing 2 0 0 3 42 66 0 0 | f = sitting 0 0 2 0 0 1 117 0 | g = running 13 24 1 0 0 1 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 644 76.5755 % Incorrectly Classified Instances 197 23.4245 % Kappa statistic 0.7282 Mean absolute error 0.0631 Root mean squared error 0.2256 Relative absolute error 29.2922 % Root relative squared error 68.7451 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.024 0.793 0.742 0.767 0.874 climbingdown 0.739 0.065 0.644 0.739 0.688 0.877 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.916 0.01 0.94 0.916 0.928 0.966 lying 0.613 0.058 0.672 0.613 0.641 0.854 standing 0.646 0.073 0.579 0.646 0.611 0.846 sitting 0.992 0.004 0.975 0.992 0.983 0.996 running 0.69 0.038 0.763 0.69 0.725 0.9 walking Weighted Avg. 0.766 0.038 0.77 0.766 0.766 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 69 11 0 0 0 3 1 9 | a = climbingdown 11 85 0 1 1 1 1 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 109 6 2 0 2 | d = lying 1 1 0 3 84 47 0 1 | e = standing 1 2 0 3 34 73 0 0 | f = sitting 0 0 1 0 0 0 119 0 | g = running 5 33 0 0 0 0 1 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 607 72.176 % Incorrectly Classified Instances 234 27.824 % Kappa statistic 0.677 Mean absolute error 0.0693 Root mean squared error 0.2401 Relative absolute error 32.1997 % Root relative squared error 73.1671 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.04 0.647 0.591 0.618 0.817 climbingdown 0.73 0.079 0.596 0.73 0.656 0.827 climbingup 0.778 0 1 0.778 0.875 0.889 jumping 0.966 0.01 0.943 0.966 0.954 0.977 lying 0.504 0.058 0.627 0.504 0.559 0.86 standing 0.593 0.082 0.528 0.593 0.558 0.865 sitting 0.983 0.004 0.975 0.983 0.979 0.994 running 0.675 0.05 0.702 0.675 0.688 0.868 walking Weighted Avg. 0.722 0.045 0.725 0.722 0.721 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 55 23 0 0 3 0 0 12 | a = climbingdown 9 84 0 0 1 1 0 20 | b = climbingup 1 0 14 0 0 0 3 0 | c = jumping 1 1 0 115 2 0 0 0 | d = lying 4 2 0 3 69 59 0 0 | e = standing 2 1 0 4 35 67 0 4 | f = sitting 2 0 0 0 0 0 118 0 | g = running 11 30 0 0 0 0 0 85 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 647 76.9322 % Incorrectly Classified Instances 194 23.0678 % Kappa statistic 0.7322 Mean absolute error 0.0615 Root mean squared error 0.2247 Relative absolute error 28.5799 % Root relative squared error 68.4863 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.774 0.033 0.742 0.774 0.758 0.88 climbingdown 0.635 0.052 0.658 0.635 0.646 0.841 climbingup 0.842 0.002 0.889 0.842 0.865 0.921 jumping 0.933 0.006 0.966 0.933 0.949 0.972 lying 0.686 0.063 0.681 0.686 0.684 0.875 standing 0.628 0.063 0.607 0.628 0.617 0.874 sitting 0.983 0.004 0.975 0.983 0.979 0.999 running 0.736 0.045 0.742 0.736 0.739 0.877 walking Weighted Avg. 0.769 0.038 0.771 0.769 0.77 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 72 13 0 2 2 0 0 4 | a = climbingdown 13 73 0 0 1 1 0 27 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 0 1 0 112 4 3 0 0 | d = lying 1 1 0 0 94 40 0 1 | e = standing 2 2 0 2 36 71 0 0 | f = sitting 0 0 2 0 0 0 117 0 | g = running 9 21 0 0 1 2 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 650 77.2889 % Incorrectly Classified Instances 191 22.7111 % Kappa statistic 0.7362 Mean absolute error 0.06 Root mean squared error 0.2205 Relative absolute error 27.8726 % Root relative squared error 67.1851 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.777 0.031 0.76 0.777 0.768 0.891 climbingdown 0.643 0.047 0.685 0.643 0.664 0.862 climbingup 1 0 1 1 1 1 jumping 0.983 0.008 0.952 0.983 0.967 0.99 lying 0.723 0.08 0.639 0.723 0.678 0.89 standing 0.5 0.047 0.622 0.5 0.554 0.868 sitting 1 0 1 1 1 1 running 0.736 0.053 0.708 0.736 0.722 0.85 walking Weighted Avg. 0.773 0.038 0.771 0.773 0.77 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 73 12 0 1 1 0 0 7 | a = climbingdown 8 74 0 0 1 1 0 31 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 118 1 0 0 0 | d = lying 3 0 0 3 99 32 0 0 | e = standing 3 2 0 2 49 56 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 9 19 0 0 4 1 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 650 77.2889 % Incorrectly Classified Instances 191 22.7111 % Kappa statistic 0.7364 Mean absolute error 0.0598 Root mean squared error 0.2257 Relative absolute error 27.7819 % Root relative squared error 68.787 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.039 0.704 0.734 0.719 0.867 climbingdown 0.609 0.044 0.686 0.609 0.645 0.845 climbingup 1 0 1 1 1 1 jumping 0.958 0.003 0.983 0.958 0.97 0.983 lying 0.662 0.068 0.652 0.662 0.657 0.818 standing 0.646 0.055 0.646 0.646 0.646 0.839 sitting 0.992 0 1 0.992 0.996 0.999 running 0.768 0.056 0.706 0.768 0.736 0.879 walking Weighted Avg. 0.773 0.037 0.774 0.773 0.773 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 69 9 0 0 4 3 0 9 | a = climbingdown 12 70 0 0 2 0 0 31 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 0 0 115 4 0 0 0 | d = lying 7 2 0 1 90 36 0 0 | e = standing 1 2 0 1 36 73 0 0 | f = sitting 1 0 0 0 0 0 118 0 | g = running 7 19 0 0 2 1 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 637 75.7432 % Incorrectly Classified Instances 204 24.2568 % Kappa statistic 0.7184 Mean absolute error 0.0633 Root mean squared error 0.2312 Relative absolute error 29.3999 % Root relative squared error 70.4585 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.028 0.769 0.745 0.757 0.901 climbingdown 0.681 0.069 0.612 0.681 0.645 0.852 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.942 0.006 0.966 0.942 0.954 0.966 lying 0.647 0.065 0.657 0.647 0.652 0.824 standing 0.637 0.07 0.585 0.637 0.61 0.853 sitting 1 0.001 0.992 1 0.996 1 running 0.632 0.043 0.718 0.632 0.672 0.821 walking Weighted Avg. 0.757 0.04 0.762 0.757 0.759 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 70 15 0 0 1 3 0 5 | a = climbingdown 12 79 0 0 0 1 0 24 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 113 4 3 0 0 | d = lying 1 0 0 2 88 44 0 1 | e = standing 0 1 0 1 38 72 0 1 | f = sitting 0 0 0 0 0 0 119 0 | g = running 8 34 0 1 3 0 0 79 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 643 76.4566 % Incorrectly Classified Instances 198 23.5434 % Kappa statistic 0.7264 Mean absolute error 0.0627 Root mean squared error 0.2318 Relative absolute error 29.1327 % Root relative squared error 70.6356 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.028 0.753 0.681 0.715 0.851 climbingdown 0.672 0.063 0.629 0.672 0.65 0.825 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.975 0.007 0.959 0.975 0.967 0.982 lying 0.721 0.07 0.667 0.721 0.693 0.846 standing 0.558 0.052 0.624 0.558 0.589 0.811 sitting 0.992 0.004 0.975 0.992 0.983 0.994 running 0.704 0.05 0.71 0.704 0.707 0.858 walking Weighted Avg. 0.765 0.039 0.764 0.765 0.764 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 64 13 0 0 5 3 1 8 | a = climbingdown 9 78 0 0 0 1 1 27 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 117 1 1 0 1 | d = lying 3 1 0 2 98 32 0 0 | e = standing 4 2 0 2 42 63 0 0 | f = sitting 0 0 0 0 0 1 118 0 | g = running 5 30 0 1 1 0 0 88 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 663 81.1506 % Incorrectly Classified Instances 154 18.8494 % Kappa statistic 0.7814 Mean absolute error 0.0503 Root mean squared error 0.2072 Relative absolute error 23.3468 % Root relative squared error 63.1107 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.033 0.724 0.649 0.685 0.87 climbingdown 0.781 0.039 0.745 0.781 0.763 0.889 climbingup 0.9 0.003 0.9 0.9 0.9 0.974 jumping 0.85 0.016 0.903 0.85 0.876 0.94 lying 0.847 0.036 0.8 0.847 0.823 0.939 standing 0.743 0.048 0.712 0.743 0.727 0.878 sitting 0.951 0.001 0.991 0.951 0.971 0.978 running 0.803 0.042 0.772 0.803 0.787 0.922 walking Weighted Avg. 0.812 0.03 0.814 0.812 0.812 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 63 11 0 0 1 3 1 18 | a = climbingdown 9 82 0 1 1 2 0 10 | b = climbingup 2 0 18 0 0 0 0 0 | c = jumping 0 0 0 102 4 13 0 1 | d = lying 0 0 0 2 100 16 0 0 | e = standing 0 3 0 8 18 84 0 0 | f = sitting 3 1 2 0 0 0 116 0 | g = running 10 13 0 0 1 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 668 81.7625 % Incorrectly Classified Instances 149 18.2375 % Kappa statistic 0.7885 Mean absolute error 0.0499 Root mean squared error 0.2061 Relative absolute error 23.1356 % Root relative squared error 62.7747 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.026 0.782 0.694 0.735 0.864 climbingdown 0.781 0.048 0.707 0.781 0.742 0.896 climbingup 0.895 0.004 0.85 0.895 0.872 0.944 jumping 0.893 0.023 0.871 0.893 0.882 0.94 lying 0.814 0.034 0.8 0.814 0.807 0.916 standing 0.726 0.036 0.766 0.726 0.745 0.878 sitting 0.959 0.001 0.991 0.959 0.975 0.977 running 0.811 0.039 0.786 0.811 0.798 0.901 walking Weighted Avg. 0.818 0.029 0.819 0.818 0.818 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 68 12 0 0 2 2 0 14 | a = climbingdown 9 82 0 1 0 0 0 13 | b = climbingup 0 1 17 0 0 0 1 0 | c = jumping 0 0 0 108 8 5 0 0 | d = lying 1 2 0 1 96 18 0 0 | e = standing 1 3 0 13 14 82 0 0 | f = sitting 1 1 3 0 0 0 116 0 | g = running 7 15 0 1 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 657 80.4162 % Incorrectly Classified Instances 160 19.5838 % Kappa statistic 0.773 Mean absolute error 0.0514 Root mean squared error 0.2099 Relative absolute error 23.8582 % Root relative squared error 63.9429 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.046 0.68 0.722 0.7 0.864 climbingdown 0.745 0.045 0.712 0.745 0.728 0.87 climbingup 0.947 0.003 0.9 0.947 0.923 0.995 jumping 0.86 0.013 0.92 0.86 0.889 0.944 lying 0.831 0.036 0.797 0.831 0.813 0.924 standing 0.69 0.044 0.716 0.69 0.703 0.859 sitting 0.959 0.006 0.967 0.959 0.963 0.983 running 0.77 0.035 0.797 0.77 0.783 0.896 walking Weighted Avg. 0.804 0.031 0.806 0.804 0.805 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 70 11 1 0 2 0 2 11 | a = climbingdown 13 79 0 0 1 0 1 12 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 104 3 14 0 0 | d = lying 2 0 0 0 98 17 0 1 | e = standing 4 3 0 9 19 78 0 0 | f = sitting 2 2 1 0 0 0 116 0 | g = running 12 16 0 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 641 78.4578 % Incorrectly Classified Instances 176 21.5422 % Kappa statistic 0.7501 Mean absolute error 0.0558 Root mean squared error 0.2207 Relative absolute error 25.8844 % Root relative squared error 67.22 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.046 0.692 0.763 0.725 0.878 climbingdown 0.705 0.042 0.712 0.705 0.708 0.865 climbingup 0.737 0.003 0.875 0.737 0.8 0.894 jumping 0.893 0.023 0.871 0.893 0.882 0.949 lying 0.798 0.037 0.785 0.798 0.792 0.911 standing 0.655 0.045 0.698 0.655 0.676 0.83 sitting 0.942 0.009 0.95 0.942 0.946 0.979 running 0.721 0.045 0.739 0.721 0.73 0.88 walking Weighted Avg. 0.785 0.034 0.785 0.785 0.784 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 74 10 0 0 2 1 1 9 | a = climbingdown 11 74 0 0 0 0 0 20 | b = climbingup 0 0 14 0 0 0 5 0 | c = jumping 0 0 0 108 1 12 0 0 | d = lying 1 0 0 3 95 19 0 1 | e = standing 0 2 0 13 23 74 0 1 | f = sitting 5 0 2 0 0 0 114 0 | g = running 16 18 0 0 0 0 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 652 79.8042 % Incorrectly Classified Instances 165 20.1958 % Kappa statistic 0.766 Mean absolute error 0.0538 Root mean squared error 0.2138 Relative absolute error 24.9634 % Root relative squared error 65.1017 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.046 0.68 0.722 0.7 0.863 climbingdown 0.771 0.049 0.698 0.771 0.733 0.893 climbingup 0.95 0 1 0.95 0.974 0.975 jumping 0.85 0.022 0.872 0.85 0.861 0.928 lying 0.815 0.042 0.77 0.815 0.792 0.913 standing 0.673 0.047 0.697 0.673 0.685 0.855 sitting 0.983 0.001 0.992 0.983 0.988 0.991 running 0.721 0.027 0.822 0.721 0.769 0.882 walking Weighted Avg. 0.798 0.032 0.801 0.798 0.799 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 70 15 0 0 1 2 0 9 | a = climbingdown 14 81 0 0 0 1 1 8 | b = climbingup 1 0 19 0 0 0 0 0 | c = jumping 1 0 0 102 6 11 0 0 | d = lying 2 0 0 2 97 18 0 0 | e = standing 1 0 0 13 21 76 0 2 | f = sitting 2 0 0 0 0 0 119 0 | g = running 12 20 0 0 1 1 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 654 80.049 % Incorrectly Classified Instances 163 19.951 % Kappa statistic 0.7686 Mean absolute error 0.0518 Root mean squared error 0.2123 Relative absolute error 24.0112 % Root relative squared error 64.6569 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.043 0.684 0.691 0.687 0.846 climbingdown 0.667 0.022 0.814 0.667 0.733 0.889 climbingup 0.95 0.001 0.95 0.95 0.95 0.999 jumping 0.917 0.026 0.859 0.917 0.887 0.969 lying 0.763 0.027 0.826 0.763 0.793 0.892 standing 0.708 0.048 0.702 0.708 0.705 0.871 sitting 0.967 0.007 0.959 0.967 0.963 0.982 running 0.821 0.056 0.721 0.821 0.768 0.892 walking Weighted Avg. 0.8 0.032 0.802 0.8 0.8 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 67 6 1 0 0 2 2 19 | a = climbingdown 13 70 0 0 0 1 2 19 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 110 1 9 0 0 | d = lying 2 0 0 6 90 20 0 0 | e = standing 3 0 0 12 17 80 0 1 | f = sitting 3 1 0 0 0 0 117 0 | g = running 10 9 0 0 1 2 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 658 80.5386 % Incorrectly Classified Instances 159 19.4614 % Kappa statistic 0.7744 Mean absolute error 0.0518 Root mean squared error 0.2122 Relative absolute error 24.0247 % Root relative squared error 64.6304 % Total Number of Instances 817 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.04 0.718 0.763 0.74 0.865 climbingdown 0.733 0.038 0.74 0.733 0.737 0.872 climbingup 0.9 0.001 0.947 0.9 0.923 0.949 jumping 0.867 0.03 0.832 0.867 0.849 0.941 lying 0.847 0.036 0.8 0.847 0.823 0.917 standing 0.673 0.047 0.697 0.673 0.685 0.839 sitting 0.992 0.007 0.96 0.992 0.976 0.993 running 0.724 0.026 0.832 0.724 0.774 0.873 walking Weighted Avg. 0.805 0.031 0.805 0.805 0.804 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 74 11 0 0 3 3 1 5 | a = climbingdown 13 77 0 1 0 0 2 12 | b = climbingup 1 0 18 0 0 0 1 0 | c = jumping 0 0 0 104 3 12 0 1 | d = lying 1 0 0 1 100 16 0 0 | e = standing 2 0 0 19 16 76 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 12 16 0 0 3 2 1 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 662 81.1275 % Incorrectly Classified Instances 154 18.8725 % Kappa statistic 0.7811 Mean absolute error 0.0507 Root mean squared error 0.2069 Relative absolute error 23.5114 % Root relative squared error 62.9996 % Total Number of Instances 816 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.039 0.717 0.732 0.724 0.892 climbingdown 0.819 0.042 0.741 0.819 0.778 0.921 climbingup 0.85 0 1 0.85 0.919 0.975 jumping 0.917 0.033 0.827 0.917 0.87 0.953 lying 0.788 0.027 0.83 0.788 0.809 0.91 standing 0.661 0.036 0.747 0.661 0.701 0.867 sitting 0.959 0.009 0.951 0.959 0.955 0.977 running 0.772 0.033 0.805 0.772 0.788 0.885 walking Weighted Avg. 0.811 0.03 0.812 0.811 0.81 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 71 9 0 0 0 2 3 12 | a = climbingdown 9 86 0 0 0 0 0 10 | b = climbingup 1 0 17 0 0 0 2 0 | c = jumping 0 0 0 110 3 7 0 0 | d = lying 2 0 0 6 93 16 0 1 | e = standing 3 2 0 17 16 74 0 0 | f = sitting 3 2 0 0 0 0 116 0 | g = running 10 17 0 0 0 0 1 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 665 81.4951 % Incorrectly Classified Instances 151 18.5049 % Kappa statistic 0.7854 Mean absolute error 0.0491 Root mean squared error 0.2062 Relative absolute error 22.7879 % Root relative squared error 62.7889 % Total Number of Instances 816 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.045 0.686 0.722 0.704 0.854 climbingdown 0.705 0.03 0.779 0.705 0.74 0.887 climbingup 0.95 0 1 0.95 0.974 0.996 jumping 0.883 0.026 0.855 0.883 0.869 0.932 lying 0.847 0.026 0.847 0.847 0.847 0.936 standing 0.723 0.044 0.723 0.723 0.723 0.87 sitting 0.992 0.004 0.976 0.992 0.984 0.992 running 0.772 0.04 0.772 0.772 0.772 0.891 walking Weighted Avg. 0.815 0.029 0.815 0.815 0.815 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 70 10 0 0 3 5 1 8 | a = climbingdown 10 74 0 0 0 0 1 20 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 106 3 11 0 0 | d = lying 1 0 0 3 100 14 0 0 | e = standing 2 2 0 15 12 81 0 0 | f = sitting 1 0 0 0 0 0 120 0 | g = running 18 9 0 0 0 1 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 650 79.6569 % Incorrectly Classified Instances 166 20.3431 % Kappa statistic 0.7643 Mean absolute error 0.0544 Root mean squared error 0.2168 Relative absolute error 25.2172 % Root relative squared error 66.0294 % Total Number of Instances 816 === 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 0.877 climbingdown 0.714 0.028 0.789 0.714 0.75 0.866 climbingup 0.85 0.008 0.739 0.85 0.791 0.921 jumping 0.808 0.019 0.882 0.808 0.843 0.912 lying 0.771 0.033 0.798 0.771 0.784 0.887 standing 0.768 0.057 0.683 0.768 0.723 0.89 sitting 0.959 0.009 0.951 0.959 0.955 0.978 running 0.797 0.042 0.772 0.797 0.784 0.889 walking Weighted Avg. 0.797 0.031 0.8 0.797 0.797 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 70 8 1 1 0 1 2 14 | a = climbingdown 10 75 2 0 0 2 2 14 | b = climbingup 0 1 17 0 0 0 1 1 | c = jumping 0 0 0 97 7 16 0 0 | d = lying 2 0 0 4 91 21 0 0 | e = standing 3 0 0 8 15 86 0 0 | f = sitting 2 0 3 0 0 0 116 0 | g = running 12 11 0 0 1 0 1 98 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 655 77.9762 % Incorrectly Classified Instances 185 22.0238 % Kappa statistic 0.7443 Mean absolute error 0.0585 Root mean squared error 0.2247 Relative absolute error 27.1498 % Root relative squared error 68.4699 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.04 0.721 0.694 0.708 0.862 climbingdown 0.786 0.034 0.779 0.786 0.782 0.906 climbingup 0.889 0 1 0.889 0.941 0.944 jumping 0.871 0.014 0.915 0.871 0.893 0.935 lying 0.588 0.054 0.6 0.588 0.594 0.827 standing 0.701 0.071 0.653 0.701 0.676 0.841 sitting 1 0.004 0.976 1 0.988 0.998 running 0.769 0.039 0.769 0.769 0.769 0.881 walking Weighted Avg. 0.78 0.036 0.781 0.78 0.78 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 75 15 0 0 1 2 1 14 | a = climbingdown 10 88 0 0 0 0 0 14 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 108 5 11 0 0 | d = lying 1 1 0 4 60 36 0 0 | e = standing 1 0 0 5 34 94 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 17 9 0 1 0 1 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 638 75.9524 % Incorrectly Classified Instances 202 24.0476 % Kappa statistic 0.7211 Mean absolute error 0.0609 Root mean squared error 0.2287 Relative absolute error 28.2502 % Root relative squared error 69.6693 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.796 0.051 0.699 0.796 0.745 0.902 climbingdown 0.732 0.044 0.719 0.732 0.726 0.879 climbingup 0.889 0 1 0.889 0.941 0.964 jumping 0.871 0.029 0.837 0.871 0.854 0.953 lying 0.657 0.06 0.604 0.657 0.629 0.858 standing 0.59 0.052 0.681 0.59 0.632 0.88 sitting 0.992 0.006 0.968 0.992 0.98 0.993 running 0.661 0.038 0.748 0.661 0.702 0.847 walking Weighted Avg. 0.76 0.038 0.76 0.76 0.758 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 86 9 0 0 0 0 0 13 | a = climbingdown 16 82 0 0 0 0 1 13 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 1 0 108 4 10 1 0 | d = lying 2 0 0 6 67 26 0 1 | e = standing 1 0 0 14 40 79 0 0 | f = sitting 1 0 0 0 0 0 120 0 | g = running 17 22 0 1 0 1 0 80 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 664 79.0476 % Incorrectly Classified Instances 176 20.9524 % Kappa statistic 0.7568 Mean absolute error 0.0546 Root mean squared error 0.2117 Relative absolute error 25.3328 % Root relative squared error 64.498 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.04 0.736 0.743 0.74 0.847 climbingdown 0.848 0.034 0.792 0.848 0.819 0.918 climbingup 0.889 0.001 0.941 0.889 0.914 0.964 jumping 0.903 0.017 0.903 0.903 0.903 0.951 lying 0.627 0.045 0.66 0.627 0.643 0.903 standing 0.701 0.069 0.657 0.701 0.679 0.894 sitting 0.983 0.003 0.983 0.983 0.983 0.99 running 0.692 0.035 0.769 0.692 0.728 0.868 walking Weighted Avg. 0.79 0.034 0.791 0.79 0.79 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 81 12 1 0 1 1 0 13 | a = climbingdown 4 95 0 0 0 1 0 12 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 112 2 10 0 0 | d = lying 0 0 0 2 64 36 0 0 | e = standing 0 0 0 10 30 94 0 0 | f = sitting 1 1 0 0 0 0 119 0 | g = running 24 12 0 0 0 1 0 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 661 78.6905 % Incorrectly Classified Instances 179 21.3095 % Kappa statistic 0.7528 Mean absolute error 0.0566 Root mean squared error 0.2207 Relative absolute error 26.262 % Root relative squared error 67.2348 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.049 0.692 0.743 0.717 0.849 climbingdown 0.768 0.04 0.748 0.768 0.758 0.889 climbingup 0.889 0.002 0.889 0.889 0.889 0.943 jumping 0.903 0.022 0.875 0.903 0.889 0.958 lying 0.706 0.043 0.692 0.706 0.699 0.872 standing 0.672 0.048 0.726 0.672 0.698 0.873 sitting 0.967 0.003 0.983 0.967 0.975 0.986 running 0.725 0.039 0.757 0.725 0.74 0.839 walking Weighted Avg. 0.787 0.034 0.787 0.787 0.787 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 81 14 0 0 0 0 0 14 | a = climbingdown 12 86 0 0 0 0 0 14 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 1 1 0 112 3 7 0 0 | d = lying 2 1 0 1 72 26 0 0 | e = standing 0 0 0 15 29 90 0 0 | f = sitting 2 0 2 0 0 0 117 0 | g = running 19 13 0 0 0 1 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 643 76.6389 % Incorrectly Classified Instances 196 23.3611 % Kappa statistic 0.729 Mean absolute error 0.0621 Root mean squared error 0.2279 Relative absolute error 28.8478 % Root relative squared error 69.4458 % Total Number of Instances 839 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.037 0.733 0.679 0.705 0.858 climbingdown 0.732 0.047 0.707 0.732 0.719 0.891 climbingup 0.941 0.007 0.727 0.941 0.821 0.992 jumping 0.871 0.011 0.931 0.871 0.9 0.936 lying 0.667 0.05 0.648 0.667 0.657 0.872 standing 0.739 0.058 0.707 0.739 0.723 0.875 sitting 0.942 0.003 0.983 0.942 0.962 0.971 running 0.683 0.057 0.667 0.683 0.675 0.862 walking Weighted Avg. 0.766 0.037 0.771 0.766 0.768 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 74 13 2 1 3 0 0 16 | a = climbingdown 7 82 0 0 0 1 1 21 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 108 6 10 0 0 | d = lying 1 0 0 1 68 30 0 2 | e = standing 1 0 0 6 27 99 0 1 | f = sitting 1 1 4 0 0 0 114 1 | g = running 17 20 0 0 1 0 0 82 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 654 77.9499 % Incorrectly Classified Instances 185 22.0501 % Kappa statistic 0.7441 Mean absolute error 0.0579 Root mean squared error 0.223 Relative absolute error 26.8659 % Root relative squared error 67.9501 % Total Number of Instances 839 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.761 0.042 0.728 0.761 0.744 0.9 climbingdown 0.768 0.041 0.741 0.768 0.754 0.871 climbingup 0.824 0.001 0.933 0.824 0.875 0.969 jumping 0.879 0.025 0.858 0.879 0.869 0.945 lying 0.647 0.056 0.617 0.647 0.632 0.85 standing 0.649 0.055 0.69 0.649 0.669 0.835 sitting 0.975 0.006 0.967 0.975 0.971 0.987 running 0.76 0.029 0.814 0.76 0.786 0.902 walking Weighted Avg. 0.779 0.035 0.78 0.779 0.779 0.9 === Confusion Matrix === a b c d e f g h <-- classified as 83 12 0 0 0 0 0 14 | a = climbingdown 16 86 0 0 1 1 1 7 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 0 2 0 109 7 6 0 0 | d = lying 1 0 0 4 66 31 0 0 | e = standing 0 0 0 14 33 87 0 0 | f = sitting 2 0 1 0 0 0 117 0 | g = running 12 16 0 0 0 1 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 646 76.9964 % Incorrectly Classified Instances 193 23.0036 % Kappa statistic 0.7328 Mean absolute error 0.061 Root mean squared error 0.2265 Relative absolute error 28.3354 % Root relative squared error 69.0138 % Total Number of Instances 839 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.052 0.675 0.725 0.699 0.862 climbingdown 0.732 0.036 0.759 0.732 0.745 0.882 climbingup 0.765 0.004 0.813 0.765 0.788 0.911 jumping 0.895 0.028 0.847 0.895 0.871 0.938 lying 0.598 0.039 0.678 0.598 0.635 0.868 standing 0.672 0.064 0.667 0.672 0.669 0.853 sitting 0.975 0.006 0.967 0.975 0.971 0.989 running 0.769 0.039 0.769 0.769 0.769 0.885 walking Weighted Avg. 0.77 0.037 0.769 0.77 0.769 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 79 13 0 0 0 0 1 16 | a = climbingdown 18 82 0 0 0 0 0 12 | b = climbingup 1 0 13 0 0 0 3 0 | c = jumping 0 0 0 111 2 11 0 0 | d = lying 1 0 0 6 61 34 0 0 | e = standing 2 1 0 14 27 90 0 0 | f = sitting 0 0 3 0 0 0 117 0 | g = running 16 12 0 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 665 79.261 % Incorrectly Classified Instances 174 20.739 % Kappa statistic 0.7594 Mean absolute error 0.0555 Root mean squared error 0.2155 Relative absolute error 25.7875 % Root relative squared error 65.6724 % Total Number of Instances 839 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.034 0.737 0.642 0.686 0.841 climbingdown 0.848 0.033 0.798 0.848 0.823 0.936 climbingup 0.941 0.004 0.842 0.941 0.889 0.992 jumping 0.903 0.027 0.855 0.903 0.878 0.953 lying 0.696 0.046 0.676 0.696 0.686 0.897 standing 0.634 0.054 0.691 0.634 0.661 0.865 sitting 0.975 0.006 0.967 0.975 0.971 0.991 running 0.818 0.038 0.786 0.818 0.802 0.902 walking Weighted Avg. 0.793 0.033 0.79 0.793 0.79 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 70 16 0 1 0 1 2 19 | a = climbingdown 10 95 0 0 0 0 0 7 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 112 2 9 0 1 | d = lying 0 1 0 2 71 28 0 0 | e = standing 0 1 0 16 32 85 0 0 | f = sitting 0 0 3 0 0 0 117 0 | g = running 15 6 0 0 0 0 1 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 646 76.9964 % Incorrectly Classified Instances 193 23.0036 % Kappa statistic 0.7334 Mean absolute error 0.0605 Root mean squared error 0.2312 Relative absolute error 28.061 % Root relative squared error 70.4292 % Total Number of Instances 839 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.78 0.038 0.752 0.78 0.766 0.913 climbingdown 0.766 0.036 0.766 0.766 0.766 0.887 climbingup 1 0.006 0.783 1 0.878 0.998 jumping 0.895 0.038 0.804 0.895 0.847 0.929 lying 0.676 0.05 0.651 0.676 0.663 0.826 standing 0.579 0.052 0.675 0.579 0.623 0.807 sitting 0.95 0 1 0.95 0.975 0.99 running 0.711 0.046 0.723 0.711 0.717 0.864 walking Weighted Avg. 0.77 0.036 0.769 0.77 0.768 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 85 6 0 0 0 0 0 18 | a = climbingdown 12 85 0 0 1 0 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 111 3 10 0 0 | d = lying 1 1 0 4 69 27 0 0 | e = standing 0 0 0 22 33 77 0 1 | f = sitting 0 0 5 0 0 0 115 1 | g = running 15 19 0 1 0 0 0 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 656 78.1883 % Incorrectly Classified Instances 183 21.8117 % Kappa statistic 0.7468 Mean absolute error 0.0565 Root mean squared error 0.217 Relative absolute error 26.2232 % Root relative squared error 66.1028 % Total Number of Instances 839 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.041 0.744 0.798 0.77 0.891 climbingdown 0.766 0.044 0.726 0.766 0.746 0.913 climbingup 1 0 1 1 1 1 jumping 0.887 0.031 0.833 0.887 0.859 0.943 lying 0.588 0.039 0.674 0.588 0.628 0.871 standing 0.692 0.067 0.662 0.692 0.676 0.875 sitting 0.983 0.004 0.975 0.983 0.979 0.992 running 0.702 0.028 0.81 0.702 0.752 0.88 walking Weighted Avg. 0.782 0.036 0.782 0.782 0.78 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 87 12 0 0 0 1 0 9 | a = climbingdown 15 85 0 1 0 0 0 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 110 1 11 0 1 | d = lying 0 0 0 7 60 35 0 0 | e = standing 0 1 0 13 27 92 0 0 | f = sitting 2 0 0 0 0 0 119 0 | g = running 13 18 0 1 1 0 3 85 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 630 78.9474 % Incorrectly Classified Instances 168 21.0526 % Kappa statistic 0.7547 Mean absolute error 0.0569 Root mean squared error 0.2159 Relative absolute error 26.5005 % Root relative squared error 65.9059 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.039 0.659 0.684 0.671 0.869 climbingdown 0.661 0.057 0.649 0.661 0.655 0.821 climbingup 0.833 0 1 0.833 0.909 0.952 jumping 0.975 0.001 0.992 0.975 0.983 0.987 lying 0.74 0.049 0.746 0.74 0.743 0.903 standing 0.689 0.049 0.676 0.689 0.683 0.868 sitting 1 0.001 0.992 1 0.996 1 running 0.718 0.047 0.736 0.718 0.727 0.861 walking Weighted Avg. 0.789 0.034 0.791 0.789 0.79 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 54 10 0 0 4 1 0 10 | a = climbingdown 14 72 0 1 0 1 0 21 | b = climbingup 0 1 10 0 0 0 1 0 | c = jumping 0 2 0 117 0 1 0 0 | d = lying 3 0 0 0 97 31 0 0 | e = standing 2 0 0 0 29 71 0 1 | f = sitting 0 0 0 0 0 0 120 0 | g = running 9 26 0 0 0 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 622 77.9449 % Incorrectly Classified Instances 176 22.0551 % Kappa statistic 0.7428 Mean absolute error 0.0599 Root mean squared error 0.226 Relative absolute error 27.9262 % Root relative squared error 68.9872 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.031 0.672 0.57 0.616 0.782 climbingdown 0.67 0.051 0.676 0.67 0.673 0.848 climbingup 0.917 0.003 0.846 0.917 0.88 0.999 jumping 1 0.001 0.992 1 0.996 0.999 lying 0.71 0.055 0.715 0.71 0.713 0.87 standing 0.631 0.055 0.631 0.631 0.631 0.824 sitting 0.975 0.001 0.992 0.975 0.983 0.987 running 0.79 0.059 0.71 0.79 0.748 0.904 walking Weighted Avg. 0.779 0.036 0.779 0.779 0.778 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 45 14 0 0 1 2 0 17 | a = climbingdown 14 73 0 0 0 0 0 22 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 0 0 0 120 0 0 0 0 | d = lying 2 0 0 0 93 35 0 1 | e = standing 0 1 0 1 36 65 0 0 | f = sitting 1 0 2 0 0 0 117 0 | g = running 5 20 0 0 0 1 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 618 77.4436 % Incorrectly Classified Instances 180 22.5564 % Kappa statistic 0.7368 Mean absolute error 0.0615 Root mean squared error 0.2234 Relative absolute error 28.6754 % Root relative squared error 68.199 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.032 0.657 0.557 0.603 0.81 climbingdown 0.688 0.06 0.647 0.688 0.667 0.851 climbingup 0.833 0.001 0.909 0.833 0.87 0.916 jumping 0.967 0.001 0.991 0.967 0.979 0.987 lying 0.756 0.066 0.692 0.756 0.723 0.904 standing 0.621 0.045 0.674 0.621 0.646 0.875 sitting 0.975 0.003 0.983 0.975 0.979 0.986 running 0.75 0.055 0.715 0.75 0.732 0.868 walking Weighted Avg. 0.774 0.037 0.776 0.774 0.774 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 44 17 0 0 5 0 0 13 | a = climbingdown 9 75 0 0 1 1 0 23 | b = climbingup 0 0 10 0 0 0 2 0 | c = jumping 1 0 0 116 1 2 0 0 | d = lying 2 0 0 1 99 28 0 1 | e = standing 4 0 0 0 35 64 0 0 | f = sitting 0 2 1 0 0 0 117 0 | g = running 7 22 0 0 2 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 617 77.3183 % Incorrectly Classified Instances 181 22.6817 % Kappa statistic 0.7355 Mean absolute error 0.0631 Root mean squared error 0.2237 Relative absolute error 29.3838 % Root relative squared error 68.2861 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.029 0.7 0.62 0.658 0.836 climbingdown 0.642 0.051 0.667 0.642 0.654 0.843 climbingup 1 0.004 0.8 1 0.889 0.998 jumping 0.992 0.001 0.992 0.992 0.992 0.996 lying 0.779 0.067 0.694 0.779 0.734 0.898 standing 0.612 0.043 0.677 0.612 0.643 0.869 sitting 0.975 0.001 0.992 0.975 0.983 0.987 running 0.685 0.067 0.654 0.685 0.669 0.837 walking Weighted Avg. 0.773 0.037 0.774 0.773 0.772 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 49 11 0 0 1 1 0 17 | a = climbingdown 8 70 0 0 1 2 1 27 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 0 0 0 119 1 0 0 0 | d = lying 4 0 0 0 102 24 0 1 | e = standing 0 1 0 0 39 63 0 0 | f = sitting 0 0 3 0 0 0 117 0 | g = running 9 23 0 1 3 3 0 85 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 624 78.1955 % Incorrectly Classified Instances 174 21.8045 % Kappa statistic 0.7459 Mean absolute error 0.0575 Root mean squared error 0.2192 Relative absolute error 26.8071 % Root relative squared error 66.9176 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.032 0.701 0.684 0.692 0.855 climbingdown 0.725 0.045 0.718 0.725 0.721 0.866 climbingup 0.833 0 1 0.833 0.909 0.946 jumping 0.983 0.004 0.975 0.983 0.979 0.99 lying 0.672 0.064 0.672 0.672 0.672 0.876 standing 0.592 0.063 0.581 0.592 0.587 0.85 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.766 0.043 0.766 0.766 0.766 0.863 walking Weighted Avg. 0.782 0.036 0.783 0.782 0.782 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 54 14 0 0 2 4 0 5 | a = climbingdown 8 79 0 0 0 0 0 22 | b = climbingup 0 1 10 0 0 0 1 0 | c = jumping 0 0 0 118 1 1 0 0 | d = lying 1 0 0 2 88 39 0 1 | e = standing 1 1 0 1 38 61 0 1 | f = sitting 1 0 0 0 0 0 119 0 | g = running 12 15 0 0 2 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 632 79.198 % Incorrectly Classified Instances 166 20.802 % Kappa statistic 0.7576 Mean absolute error 0.0573 Root mean squared error 0.2166 Relative absolute error 26.7114 % Root relative squared error 66.125 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.04 0.618 0.595 0.606 0.792 climbingdown 0.725 0.045 0.718 0.725 0.721 0.872 climbingup 1 0.001 0.923 1 0.96 1 jumping 0.975 0.003 0.983 0.975 0.979 0.989 lying 0.733 0.06 0.706 0.733 0.719 0.886 standing 0.621 0.049 0.653 0.621 0.637 0.872 sitting 1 0 1 1 1 1 running 0.782 0.043 0.77 0.782 0.776 0.894 walking Weighted Avg. 0.792 0.033 0.791 0.792 0.791 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 47 13 0 1 3 0 0 15 | a = climbingdown 14 79 1 0 0 1 0 14 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 1 2 0 117 0 0 0 0 | d = lying 3 0 0 0 96 32 0 0 | e = standing 1 1 0 1 36 64 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 10 15 0 0 1 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 634 79.4486 % Incorrectly Classified Instances 164 20.5514 % Kappa statistic 0.7605 Mean absolute error 0.0561 Root mean squared error 0.2142 Relative absolute error 26.1566 % Root relative squared error 65.3981 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.031 0.722 0.722 0.722 0.851 climbingdown 0.734 0.057 0.672 0.734 0.702 0.848 climbingup 0.833 0.001 0.909 0.833 0.87 0.983 jumping 1 0.003 0.983 1 0.992 1 lying 0.742 0.057 0.721 0.742 0.731 0.888 standing 0.625 0.05 0.65 0.625 0.637 0.884 sitting 0.992 0.003 0.983 0.992 0.987 0.994 running 0.702 0.037 0.777 0.702 0.737 0.848 walking Weighted Avg. 0.794 0.033 0.795 0.794 0.794 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 57 12 0 0 1 2 0 7 | a = climbingdown 9 80 0 1 1 1 0 17 | b = climbingup 0 0 10 0 0 0 2 0 | c = jumping 0 0 0 119 0 0 0 0 | d = lying 1 0 0 1 98 32 0 0 | e = standing 2 0 0 0 36 65 0 1 | f = sitting 0 0 1 0 0 0 118 0 | g = running 10 27 0 0 0 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 615 77.0677 % Incorrectly Classified Instances 183 22.9323 % Kappa statistic 0.7329 Mean absolute error 0.0617 Root mean squared error 0.2263 Relative absolute error 28.7696 % Root relative squared error 69.0835 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.047 0.6 0.654 0.626 0.845 climbingdown 0.706 0.052 0.681 0.706 0.694 0.86 climbingup 0.923 0 1 0.923 0.96 0.956 jumping 0.958 0 1 0.958 0.979 0.983 lying 0.735 0.069 0.678 0.735 0.705 0.885 standing 0.577 0.048 0.645 0.577 0.609 0.839 sitting 1 0.003 0.983 1 0.992 0.997 running 0.685 0.047 0.726 0.685 0.705 0.831 walking Weighted Avg. 0.771 0.037 0.773 0.771 0.771 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 51 12 0 0 1 0 0 14 | a = climbingdown 14 77 0 0 0 0 0 18 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 0 1 0 114 3 1 0 0 | d = lying 4 0 0 0 97 31 0 0 | e = standing 2 3 0 0 39 60 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 14 20 0 0 3 1 1 85 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 613 76.817 % Incorrectly Classified Instances 185 23.183 % Kappa statistic 0.7301 Mean absolute error 0.0624 Root mean squared error 0.2282 Relative absolute error 29.0751 % Root relative squared error 69.6426 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.039 0.611 0.557 0.583 0.759 climbingdown 0.734 0.058 0.667 0.734 0.699 0.851 climbingup 0.846 0.006 0.688 0.846 0.759 0.921 jumping 0.966 0.003 0.983 0.966 0.975 0.981 lying 0.72 0.059 0.709 0.72 0.714 0.905 standing 0.621 0.058 0.615 0.621 0.618 0.832 sitting 0.958 0.004 0.974 0.958 0.966 0.981 running 0.726 0.042 0.763 0.726 0.744 0.854 walking Weighted Avg. 0.768 0.037 0.77 0.768 0.768 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 44 18 1 0 1 2 0 13 | a = climbingdown 12 80 1 0 0 1 1 14 | b = climbingup 0 0 11 0 0 0 2 0 | c = jumping 2 0 0 115 0 1 0 1 | d = lying 0 1 0 1 95 35 0 0 | e = standing 2 0 0 1 36 64 0 0 | f = sitting 0 1 3 0 0 1 114 0 | g = running 12 20 0 0 2 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 635 79.5739 % Incorrectly Classified Instances 163 20.4261 % Kappa statistic 0.762 Mean absolute error 0.0559 Root mean squared error 0.2143 Relative absolute error 26.0238 % Root relative squared error 65.4141 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.033 0.692 0.684 0.688 0.839 climbingdown 0.706 0.048 0.7 0.706 0.703 0.839 climbingup 0.846 0 1 0.846 0.917 0.923 jumping 0.983 0.001 0.992 0.983 0.987 0.994 lying 0.742 0.059 0.715 0.742 0.729 0.902 standing 0.65 0.047 0.67 0.65 0.66 0.874 sitting 1 0.003 0.983 1 0.992 0.998 running 0.742 0.046 0.748 0.742 0.745 0.838 walking Weighted Avg. 0.796 0.033 0.796 0.796 0.796 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 54 12 0 0 1 1 0 11 | a = climbingdown 12 77 0 0 0 1 0 19 | b = climbingup 0 0 11 0 0 0 2 0 | c = jumping 0 1 0 117 0 0 0 1 | d = lying 2 1 0 1 98 30 0 0 | e = standing 0 0 0 0 36 67 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 10 19 0 0 2 1 0 92 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 698 82.8979 % Incorrectly Classified Instances 144 17.1021 % Kappa statistic 0.8018 Mean absolute error 0.0457 Root mean squared error 0.1948 Relative absolute error 21.2196 % Root relative squared error 59.3268 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.019 0.86 0.851 0.856 0.933 climbingdown 0.881 0.042 0.756 0.881 0.814 0.936 climbingup 0.947 0.002 0.9 0.947 0.923 0.972 jumping 0.927 0.015 0.913 0.927 0.92 0.962 lying 0.737 0.043 0.73 0.737 0.734 0.905 standing 0.693 0.046 0.727 0.693 0.71 0.901 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.719 0.029 0.814 0.719 0.763 0.887 walking Weighted Avg. 0.829 0.027 0.829 0.829 0.828 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 86 6 0 0 1 0 0 8 | a = climbingdown 2 96 0 0 0 0 0 11 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 115 2 7 0 0 | d = lying 1 1 0 1 84 26 0 1 | e = standing 0 0 0 10 28 88 0 1 | f = sitting 0 0 1 0 0 0 119 0 | g = running 11 24 1 0 0 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 710 84.323 % Incorrectly Classified Instances 132 15.677 % Kappa statistic 0.8181 Mean absolute error 0.0419 Root mean squared error 0.1887 Relative absolute error 19.4401 % Root relative squared error 57.4872 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.812 0.013 0.891 0.812 0.85 0.911 climbingdown 0.752 0.037 0.752 0.752 0.752 0.875 climbingup 0.947 0.001 0.947 0.947 0.947 0.973 jumping 0.944 0.017 0.907 0.944 0.925 0.966 lying 0.816 0.03 0.809 0.816 0.812 0.921 standing 0.78 0.035 0.798 0.78 0.789 0.9 sitting 0.983 0.003 0.983 0.983 0.983 0.99 running 0.789 0.046 0.754 0.789 0.771 0.898 walking Weighted Avg. 0.843 0.026 0.844 0.843 0.843 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 82 6 0 0 1 0 0 12 | a = climbingdown 4 82 0 0 1 0 1 21 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 117 1 6 0 0 | d = lying 0 0 0 3 93 18 0 0 | e = standing 0 0 0 9 19 99 0 0 | f = sitting 0 1 1 0 0 0 118 0 | g = running 6 20 0 0 0 1 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 717 85.1544 % Incorrectly Classified Instances 125 14.8456 % Kappa statistic 0.8278 Mean absolute error 0.04 Root mean squared error 0.1826 Relative absolute error 18.5476 % Root relative squared error 55.6363 % Total Number of Instances 842 === 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 0.939 climbingdown 0.798 0.046 0.719 0.798 0.757 0.888 climbingup 0.947 0.001 0.947 0.947 0.947 0.974 jumping 0.911 0.008 0.95 0.911 0.93 0.955 lying 0.825 0.034 0.79 0.825 0.807 0.922 standing 0.819 0.028 0.839 0.819 0.829 0.926 sitting 0.992 0.003 0.983 0.992 0.988 0.994 running 0.758 0.036 0.789 0.758 0.773 0.888 walking Weighted Avg. 0.852 0.024 0.854 0.852 0.852 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 85 9 0 0 0 0 0 7 | a = climbingdown 3 87 0 0 1 0 0 18 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 113 6 5 0 0 | d = lying 1 1 0 2 94 15 1 0 | e = standing 1 0 0 4 17 104 0 1 | f = sitting 0 0 1 0 0 0 119 0 | g = running 6 24 0 0 1 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 729 86.5796 % Incorrectly Classified Instances 113 13.4204 % Kappa statistic 0.8443 Mean absolute error 0.0375 Root mean squared error 0.1745 Relative absolute error 17.404 % Root relative squared error 53.1526 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.019 0.861 0.87 0.866 0.939 climbingdown 0.78 0.034 0.773 0.78 0.776 0.88 climbingup 0.947 0 1 0.947 0.973 0.974 jumping 0.928 0.006 0.967 0.928 0.947 0.97 lying 0.833 0.026 0.833 0.833 0.833 0.931 standing 0.817 0.036 0.798 0.817 0.808 0.922 sitting 0.983 0.001 0.992 0.983 0.988 1 running 0.828 0.034 0.815 0.828 0.822 0.913 walking Weighted Avg. 0.866 0.022 0.867 0.866 0.866 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 87 7 0 0 0 2 0 4 | a = climbingdown 5 85 0 0 0 0 0 19 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 1 1 0 116 1 6 0 0 | d = lying 0 0 0 1 95 17 0 1 | e = standing 1 1 0 3 18 103 0 0 | f = sitting 1 1 0 0 0 0 119 0 | g = running 6 15 0 0 0 1 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 708 84.0855 % Incorrectly Classified Instances 134 15.9145 % Kappa statistic 0.8153 Mean absolute error 0.0431 Root mean squared error 0.1919 Relative absolute error 19.9787 % Root relative squared error 58.4614 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.79 0.028 0.79 0.79 0.79 0.886 climbingdown 0.734 0.027 0.8 0.734 0.766 0.887 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.864 0.01 0.939 0.864 0.9 0.954 lying 0.807 0.034 0.786 0.807 0.797 0.92 standing 0.825 0.045 0.765 0.825 0.794 0.908 sitting 1 0.001 0.992 1 0.996 1 running 0.828 0.039 0.791 0.828 0.809 0.908 walking Weighted Avg. 0.841 0.026 0.843 0.841 0.841 0.926 === Confusion Matrix === a b c d e f g h <-- classified as 79 11 0 0 1 0 0 9 | a = climbingdown 10 80 0 0 1 0 0 18 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 108 2 15 0 0 | d = lying 1 0 0 3 92 17 0 1 | e = standing 0 0 0 4 18 104 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 10 9 0 0 3 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 711 84.4418 % Incorrectly Classified Instances 131 15.5582 % Kappa statistic 0.8196 Mean absolute error 0.0419 Root mean squared error 0.1855 Relative absolute error 19.445 % Root relative squared error 56.5182 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.019 0.853 0.81 0.831 0.941 climbingdown 0.807 0.04 0.752 0.807 0.779 0.926 climbingup 0.947 0.001 0.947 0.947 0.947 0.973 jumping 0.936 0.01 0.944 0.936 0.94 0.97 lying 0.851 0.051 0.724 0.851 0.782 0.933 standing 0.706 0.025 0.832 0.706 0.764 0.897 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.789 0.034 0.808 0.789 0.798 0.892 walking Weighted Avg. 0.844 0.025 0.848 0.844 0.844 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 81 7 0 0 1 0 0 11 | a = climbingdown 7 88 1 0 1 1 0 11 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 117 5 3 0 0 | d = lying 0 1 0 2 97 14 0 0 | e = standing 0 0 0 5 30 89 0 2 | f = sitting 1 0 0 0 0 0 120 0 | g = running 6 21 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 704 83.6105 % Incorrectly Classified Instances 138 16.3895 % Kappa statistic 0.8098 Mean absolute error 0.0442 Root mean squared error 0.1906 Relative absolute error 20.5267 % Root relative squared error 58.0678 % Total Number of Instances 842 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.026 0.808 0.8 0.804 0.899 climbingdown 0.716 0.035 0.75 0.716 0.732 0.863 climbingup 1 0 1 1 1 1 jumping 0.984 0.011 0.939 0.984 0.961 0.985 lying 0.739 0.034 0.773 0.739 0.756 0.921 standing 0.77 0.039 0.776 0.77 0.773 0.925 sitting 0.992 0.001 0.992 0.992 0.992 0.999 running 0.803 0.043 0.767 0.803 0.785 0.918 walking Weighted Avg. 0.836 0.027 0.835 0.836 0.835 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 80 7 0 1 1 0 1 10 | a = climbingdown 10 78 0 0 1 0 0 20 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 123 0 2 0 0 | d = lying 0 0 0 4 85 26 0 0 | e = standing 1 1 0 3 23 97 0 1 | f = sitting 0 1 0 0 0 0 120 0 | g = running 8 17 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 723 85.9691 % Incorrectly Classified Instances 118 14.0309 % Kappa statistic 0.8373 Mean absolute error 0.0379 Root mean squared error 0.1761 Relative absolute error 17.5643 % Root relative squared error 53.6302 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.02 0.853 0.87 0.861 0.938 climbingdown 0.716 0.033 0.765 0.716 0.739 0.857 climbingup 0.947 0.002 0.9 0.947 0.923 0.972 jumping 0.944 0.006 0.967 0.944 0.955 0.976 lying 0.826 0.034 0.792 0.826 0.809 0.918 standing 0.802 0.028 0.835 0.802 0.818 0.94 sitting 0.983 0 1 0.983 0.992 0.991 running 0.85 0.039 0.794 0.85 0.821 0.904 walking Weighted Avg. 0.86 0.022 0.861 0.86 0.86 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 87 7 0 0 2 0 0 4 | a = climbingdown 8 78 0 0 1 0 0 22 | b = climbingup 0 1 18 0 0 0 0 0 | c = jumping 0 0 0 117 1 5 0 1 | d = lying 0 3 0 1 95 15 0 1 | e = standing 0 1 0 3 21 101 0 0 | f = sitting 0 0 2 0 0 0 119 0 | g = running 7 12 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 713 84.78 % Incorrectly Classified Instances 128 15.22 % Kappa statistic 0.8236 Mean absolute error 0.0406 Root mean squared error 0.183 Relative absolute error 18.856 % Root relative squared error 55.7593 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.86 0.035 0.768 0.86 0.811 0.91 climbingdown 0.743 0.029 0.794 0.743 0.768 0.917 climbingup 0.895 0.004 0.85 0.895 0.872 0.946 jumping 0.976 0.007 0.96 0.976 0.968 0.992 lying 0.791 0.034 0.784 0.791 0.788 0.909 standing 0.81 0.035 0.803 0.81 0.806 0.939 sitting 0.975 0.001 0.992 0.975 0.983 0.99 running 0.764 0.031 0.815 0.764 0.789 0.895 walking Weighted Avg. 0.848 0.024 0.848 0.848 0.848 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 86 3 0 0 2 1 0 8 | a = climbingdown 11 81 0 1 2 0 0 14 | b = climbingup 0 1 17 0 0 0 1 0 | c = jumping 0 0 0 121 1 2 0 0 | d = lying 0 1 0 1 91 22 0 0 | e = standing 1 2 0 3 18 102 0 0 | f = sitting 0 0 3 0 0 0 118 0 | g = running 14 14 0 0 2 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 718 85.3746 % Incorrectly Classified Instances 123 14.6254 % Kappa statistic 0.8304 Mean absolute error 0.0391 Root mean squared error 0.1813 Relative absolute error 18.1216 % Root relative squared error 55.2189 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.85 0.03 0.794 0.85 0.821 0.931 climbingdown 0.798 0.03 0.798 0.798 0.798 0.911 climbingup 0.947 0.001 0.947 0.947 0.947 0.973 jumping 0.919 0.004 0.974 0.919 0.946 0.959 lying 0.791 0.028 0.82 0.791 0.805 0.91 standing 0.857 0.041 0.788 0.857 0.821 0.933 sitting 0.983 0.001 0.992 0.983 0.987 0.991 running 0.758 0.035 0.795 0.758 0.776 0.881 walking Weighted Avg. 0.854 0.023 0.856 0.854 0.854 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 85 7 0 0 0 0 0 8 | a = climbingdown 4 87 0 1 1 0 0 16 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 1 0 0 114 2 7 0 0 | d = lying 1 1 0 1 91 21 0 0 | e = standing 0 1 0 1 15 108 0 1 | f = sitting 1 0 1 0 0 0 118 0 | g = running 15 13 0 0 2 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 11 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 623 67.5705 % Incorrectly Classified Instances 299 32.4295 % Kappa statistic 0.6229 Mean absolute error 0.0837 Root mean squared error 0.2719 Relative absolute error 38.928 % Root relative squared error 82.9326 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.032 0.723 0.687 0.705 0.849 climbingdown 0.636 0.064 0.617 0.636 0.626 0.809 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.597 0.059 0.621 0.597 0.609 0.792 lying 0.592 0.076 0.562 0.592 0.577 0.815 standing 0.532 0.085 0.558 0.532 0.545 0.801 sitting 0.975 0.005 0.967 0.975 0.971 0.987 running 0.718 0.059 0.689 0.718 0.703 0.849 walking Weighted Avg. 0.676 0.055 0.676 0.676 0.675 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 68 18 0 0 0 2 0 11 | a = climbingdown 10 82 0 0 1 2 1 33 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 1 2 0 77 19 30 0 0 | d = lying 1 4 0 16 77 30 0 2 | e = standing 1 3 0 31 36 82 1 0 | f = sitting 1 1 0 0 0 1 118 0 | g = running 12 23 0 0 4 0 1 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 636 68.9805 % Incorrectly Classified Instances 286 31.0195 % Kappa statistic 0.6394 Mean absolute error 0.0824 Root mean squared error 0.2643 Relative absolute error 38.2969 % Root relative squared error 80.5935 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.034 0.723 0.737 0.73 0.862 climbingdown 0.643 0.052 0.669 0.643 0.656 0.826 climbingup 1 0 1 1 1 1 jumping 0.581 0.057 0.625 0.581 0.602 0.774 lying 0.592 0.088 0.524 0.592 0.556 0.795 standing 0.565 0.081 0.584 0.565 0.574 0.814 sitting 0.967 0 1 0.967 0.983 0.983 running 0.746 0.051 0.726 0.746 0.736 0.883 walking Weighted Avg. 0.69 0.053 0.693 0.69 0.691 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 73 16 0 0 2 0 0 8 | a = climbingdown 13 83 0 2 2 2 0 27 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 75 24 27 0 2 | d = lying 0 0 0 19 77 33 0 1 | e = standing 1 2 0 24 38 87 0 2 | f = sitting 2 1 0 0 1 0 117 0 | g = running 11 22 0 0 3 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 634 68.7636 % Incorrectly Classified Instances 288 31.2364 % Kappa statistic 0.6367 Mean absolute error 0.0819 Root mean squared error 0.2643 Relative absolute error 38.0918 % Root relative squared error 80.5877 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.023 0.796 0.747 0.771 0.889 climbingdown 0.705 0.047 0.711 0.705 0.708 0.887 climbingup 1 0 1 1 1 1 jumping 0.62 0.063 0.615 0.62 0.618 0.834 lying 0.527 0.077 0.527 0.527 0.527 0.777 standing 0.5 0.1 0.5 0.5 0.5 0.745 sitting 0.975 0 1 0.975 0.987 0.987 running 0.755 0.056 0.711 0.755 0.732 0.881 walking Weighted Avg. 0.688 0.054 0.689 0.688 0.688 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 74 14 0 0 0 0 0 11 | a = climbingdown 6 91 0 0 0 1 0 31 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 80 13 35 0 0 | d = lying 0 1 0 20 68 38 0 2 | e = standing 2 3 0 28 44 77 0 0 | f = sitting 0 0 0 0 1 2 118 0 | g = running 10 19 0 2 3 1 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 630 68.3297 % Incorrectly Classified Instances 292 31.6703 % Kappa statistic 0.6322 Mean absolute error 0.0835 Root mean squared error 0.2663 Relative absolute error 38.8209 % Root relative squared error 81.2221 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.043 0.67 0.717 0.693 0.875 climbingdown 0.744 0.057 0.681 0.744 0.711 0.847 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.628 0.068 0.6 0.628 0.614 0.801 lying 0.597 0.079 0.55 0.597 0.572 0.786 standing 0.487 0.085 0.536 0.487 0.51 0.774 sitting 0.983 0.001 0.992 0.983 0.988 0.995 running 0.657 0.037 0.764 0.657 0.707 0.847 walking Weighted Avg. 0.683 0.053 0.686 0.683 0.683 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 71 15 0 0 2 1 0 10 | a = climbingdown 13 96 0 0 1 1 0 18 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 0 0 81 15 33 0 0 | d = lying 0 2 0 20 77 29 0 1 | e = standing 0 3 0 33 42 75 1 0 | f = sitting 1 0 0 1 0 0 119 0 | g = running 20 25 0 0 3 1 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 608 65.9436 % Incorrectly Classified Instances 314 34.0564 % Kappa statistic 0.6046 Mean absolute error 0.0898 Root mean squared error 0.2799 Relative absolute error 41.7758 % Root relative squared error 85.3506 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.047 0.639 0.697 0.667 0.85 climbingdown 0.651 0.062 0.632 0.651 0.641 0.832 climbingup 1 0 1 1 1 1 jumping 0.698 0.071 0.616 0.698 0.655 0.829 lying 0.473 0.095 0.449 0.473 0.46 0.727 standing 0.455 0.079 0.534 0.455 0.491 0.73 sitting 0.975 0.004 0.975 0.975 0.975 0.986 running 0.685 0.04 0.76 0.685 0.721 0.893 walking Weighted Avg. 0.659 0.057 0.661 0.659 0.659 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 69 16 0 0 1 0 1 12 | a = climbingdown 22 84 0 0 1 2 1 19 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 90 20 19 0 0 | d = lying 3 2 0 23 61 39 1 0 | e = standing 1 2 0 33 48 70 0 0 | f = sitting 2 0 0 0 1 0 118 0 | g = running 11 29 0 0 4 1 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 651 70.6074 % Incorrectly Classified Instances 271 29.3926 % Kappa statistic 0.6585 Mean absolute error 0.0767 Root mean squared error 0.2575 Relative absolute error 35.6761 % Root relative squared error 78.5277 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.041 0.691 0.76 0.724 0.885 climbingdown 0.711 0.053 0.684 0.711 0.697 0.858 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.623 0.04 0.717 0.623 0.667 0.798 lying 0.577 0.073 0.564 0.577 0.57 0.775 standing 0.601 0.09 0.571 0.601 0.586 0.798 sitting 1 0.002 0.984 1 0.992 0.999 running 0.683 0.042 0.746 0.683 0.713 0.862 walking Weighted Avg. 0.706 0.05 0.708 0.706 0.706 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 76 10 1 0 0 1 1 11 | a = climbingdown 17 91 0 0 3 1 0 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 81 19 29 0 0 | d = lying 1 1 0 11 75 37 1 4 | e = standing 1 2 0 21 35 92 0 2 | f = sitting 0 0 0 0 0 0 121 0 | g = running 14 29 0 0 1 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 620 67.3181 % Incorrectly Classified Instances 301 32.6819 % Kappa statistic 0.6204 Mean absolute error 0.0844 Root mean squared error 0.271 Relative absolute error 39.2377 % Root relative squared error 82.6616 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.048 0.672 0.8 0.731 0.887 climbingdown 0.664 0.049 0.685 0.664 0.675 0.819 climbingup 0.882 0 1 0.882 0.938 0.941 jumping 0.677 0.08 0.583 0.677 0.626 0.83 lying 0.446 0.071 0.509 0.446 0.475 0.744 standing 0.484 0.085 0.532 0.484 0.507 0.758 sitting 0.983 0.003 0.983 0.983 0.983 0.991 running 0.711 0.047 0.732 0.711 0.721 0.871 walking Weighted Avg. 0.673 0.055 0.671 0.673 0.671 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 80 10 0 0 0 1 0 9 | a = climbingdown 17 85 0 1 2 0 0 23 | b = climbingup 1 0 15 0 0 0 1 0 | c = jumping 1 0 0 88 16 23 0 2 | d = lying 1 2 0 27 58 40 1 1 | e = standing 2 2 0 35 38 74 0 2 | f = sitting 1 1 0 0 0 0 119 0 | g = running 16 24 0 0 0 1 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 609 66.1238 % Incorrectly Classified Instances 312 33.8762 % Kappa statistic 0.6062 Mean absolute error 0.088 Root mean squared error 0.2746 Relative absolute error 40.9427 % Root relative squared error 83.7581 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.027 0.761 0.707 0.733 0.858 climbingdown 0.643 0.056 0.654 0.643 0.648 0.847 climbingup 1 0 1 1 1 1 jumping 0.638 0.081 0.565 0.638 0.599 0.793 lying 0.5 0.085 0.492 0.5 0.496 0.763 standing 0.431 0.087 0.496 0.431 0.462 0.748 sitting 0.992 0.004 0.976 0.992 0.984 0.994 running 0.739 0.058 0.7 0.739 0.719 0.89 walking Weighted Avg. 0.661 0.058 0.66 0.661 0.659 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 70 12 0 0 3 0 1 13 | a = climbingdown 13 83 0 0 0 2 0 31 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 83 18 28 0 1 | d = lying 3 2 0 22 65 36 2 0 | e = standing 0 2 0 41 44 66 0 0 | f = sitting 0 0 0 1 0 0 120 0 | g = running 6 28 0 0 2 1 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 621 67.4267 % Incorrectly Classified Instances 300 32.5733 % Kappa statistic 0.621 Mean absolute error 0.0838 Root mean squared error 0.2718 Relative absolute error 38.9829 % Root relative squared error 82.8933 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.03 0.731 0.687 0.708 0.845 climbingdown 0.698 0.058 0.662 0.698 0.679 0.849 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.6 0.064 0.605 0.6 0.602 0.792 lying 0.523 0.076 0.531 0.523 0.527 0.767 standing 0.539 0.106 0.506 0.539 0.522 0.755 sitting 1 0.004 0.976 1 0.988 0.999 running 0.69 0.044 0.742 0.69 0.715 0.856 walking Weighted Avg. 0.674 0.056 0.676 0.674 0.675 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 68 15 0 1 3 2 1 9 | a = climbingdown 11 90 0 0 1 3 0 24 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 78 18 33 0 0 | d = lying 1 0 0 20 68 41 0 0 | e = standing 1 2 0 30 36 83 1 1 | f = sitting 0 0 0 0 0 0 120 0 | g = running 12 28 0 0 2 2 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 619 67.2096 % Incorrectly Classified Instances 302 32.7904 % Kappa statistic 0.6188 Mean absolute error 0.0858 Root mean squared error 0.2746 Relative absolute error 39.9134 % Root relative squared error 83.7522 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.032 0.729 0.707 0.718 0.853 climbingdown 0.643 0.049 0.68 0.643 0.661 0.84 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.592 0.071 0.579 0.592 0.586 0.79 lying 0.592 0.088 0.524 0.592 0.556 0.795 standing 0.474 0.094 0.503 0.474 0.488 0.719 sitting 0.975 0.004 0.975 0.975 0.975 0.987 running 0.739 0.045 0.75 0.739 0.745 0.855 walking Weighted Avg. 0.672 0.056 0.674 0.672 0.672 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 70 13 0 0 0 3 3 10 | a = climbingdown 15 83 0 0 4 2 0 25 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 77 23 30 0 0 | d = lying 2 0 0 16 77 35 0 0 | e = standing 0 0 0 40 41 73 0 0 | f = sitting 0 1 1 0 1 0 117 0 | g = running 9 25 0 0 1 2 0 105 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 565 68.3192 % Incorrectly Classified Instances 262 31.6808 % Kappa statistic 0.6318 Mean absolute error 0.0837 Root mean squared error 0.2675 Relative absolute error 38.9281 % Root relative squared error 81.5943 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.067 0.55 0.638 0.591 0.81 climbingdown 0.561 0.049 0.646 0.561 0.601 0.804 climbingup 0.875 0 1 0.875 0.933 0.991 jumping 0.713 0.065 0.683 0.713 0.698 0.853 lying 0.633 0.062 0.579 0.633 0.605 0.804 standing 0.594 0.055 0.683 0.594 0.636 0.85 sitting 0.958 0.006 0.966 0.958 0.962 0.98 running 0.64 0.064 0.607 0.64 0.623 0.807 walking Weighted Avg. 0.683 0.051 0.688 0.683 0.684 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 60 13 0 2 0 0 2 17 | a = climbingdown 21 64 0 1 2 0 0 26 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 0 0 0 97 21 17 0 1 | d = lying 0 1 0 13 62 20 0 2 | e = standing 4 2 0 28 22 82 0 0 | f = sitting 3 2 0 0 0 0 115 0 | g = running 21 17 0 1 0 1 0 71 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 545 65.9008 % Incorrectly Classified Instances 282 34.0992 % Kappa statistic 0.6033 Mean absolute error 0.0878 Root mean squared error 0.2783 Relative absolute error 40.8427 % Root relative squared error 84.9056 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.538 0.059 0.538 0.538 0.538 0.766 climbingdown 0.6 0.081 0.543 0.6 0.57 0.793 climbingup 1 0 1 1 1 1 jumping 0.728 0.062 0.697 0.728 0.712 0.864 lying 0.52 0.055 0.56 0.52 0.54 0.751 standing 0.551 0.08 0.58 0.551 0.565 0.782 sitting 0.975 0.003 0.983 0.975 0.979 0.986 running 0.604 0.057 0.62 0.604 0.612 0.818 walking Weighted Avg. 0.659 0.056 0.659 0.659 0.659 0.83 === Confusion Matrix === a b c d e f g h <-- classified as 50 23 0 1 0 2 1 16 | a = climbingdown 22 69 0 0 1 3 0 20 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 2 1 0 99 11 22 0 1 | d = lying 0 2 0 17 51 28 0 0 | e = standing 1 7 0 25 26 76 0 3 | f = sitting 2 0 0 0 0 0 117 1 | g = running 16 25 0 0 2 0 1 67 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 531 64.208 % Incorrectly Classified Instances 296 35.792 % Kappa statistic 0.5842 Mean absolute error 0.0916 Root mean squared error 0.28 Relative absolute error 42.6419 % Root relative squared error 85.4253 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.089 0.463 0.602 0.523 0.748 climbingdown 0.47 0.063 0.545 0.47 0.505 0.771 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.61 0.069 0.634 0.61 0.622 0.818 lying 0.582 0.058 0.576 0.582 0.579 0.814 standing 0.638 0.073 0.638 0.638 0.638 0.83 sitting 0.967 0.003 0.983 0.967 0.975 0.986 running 0.55 0.06 0.587 0.55 0.567 0.814 walking Weighted Avg. 0.642 0.058 0.646 0.642 0.643 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 56 18 0 3 1 2 1 12 | a = climbingdown 32 54 0 0 0 3 0 26 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 3 1 0 83 21 26 0 2 | d = lying 5 0 0 17 57 18 0 1 | e = standing 2 2 0 24 19 88 1 2 | f = sitting 1 0 1 1 0 1 116 0 | g = running 22 24 0 3 1 0 0 61 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 562 67.9565 % Incorrectly Classified Instances 265 32.0435 % Kappa statistic 0.6274 Mean absolute error 0.0817 Root mean squared error 0.2679 Relative absolute error 37.998 % Root relative squared error 81.7183 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.046 0.653 0.688 0.67 0.859 climbingdown 0.548 0.055 0.618 0.548 0.581 0.806 climbingup 0.938 0 1 0.938 0.968 1 jumping 0.676 0.049 0.73 0.676 0.702 0.817 lying 0.531 0.071 0.5 0.531 0.515 0.75 standing 0.601 0.087 0.58 0.601 0.591 0.82 sitting 0.967 0.006 0.967 0.967 0.967 0.982 running 0.694 0.059 0.647 0.694 0.67 0.838 walking Weighted Avg. 0.68 0.053 0.682 0.68 0.68 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 64 16 0 0 0 1 0 12 | a = climbingdown 19 63 0 1 0 3 2 27 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 2 0 92 13 29 0 0 | d = lying 0 0 0 20 52 25 0 1 | e = standing 3 1 0 12 38 83 0 1 | f = sitting 1 1 0 1 0 0 116 1 | g = running 11 19 0 0 1 2 1 77 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 565 68.3192 % Incorrectly Classified Instances 262 31.6808 % Kappa statistic 0.6316 Mean absolute error 0.0845 Root mean squared error 0.2683 Relative absolute error 39.3156 % Root relative squared error 81.8484 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.05 0.615 0.634 0.624 0.796 climbingdown 0.544 0.072 0.549 0.544 0.546 0.781 climbingup 1 0 1 1 1 1 jumping 0.696 0.051 0.729 0.696 0.712 0.838 lying 0.566 0.059 0.566 0.566 0.566 0.824 standing 0.652 0.078 0.625 0.652 0.638 0.799 sitting 0.967 0.001 0.991 0.967 0.979 0.986 running 0.643 0.057 0.637 0.643 0.64 0.835 walking Weighted Avg. 0.683 0.052 0.685 0.683 0.684 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 59 20 0 1 2 0 0 11 | a = climbingdown 23 62 0 0 1 2 0 26 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 2 0 94 16 21 0 1 | d = lying 1 2 0 11 56 28 0 1 | e = standing 1 2 0 21 22 90 1 1 | f = sitting 0 1 0 2 0 0 116 1 | g = running 11 24 0 0 2 3 0 72 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 541 65.4172 % Incorrectly Classified Instances 286 34.5828 % Kappa statistic 0.598 Mean absolute error 0.0878 Root mean squared error 0.2775 Relative absolute error 40.8504 % Root relative squared error 84.6499 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.06 0.577 0.645 0.609 0.809 climbingdown 0.5 0.065 0.553 0.5 0.525 0.784 climbingup 0.938 0.002 0.882 0.938 0.909 0.969 jumping 0.644 0.062 0.669 0.644 0.657 0.802 lying 0.576 0.06 0.564 0.576 0.57 0.81 standing 0.609 0.089 0.579 0.609 0.594 0.79 sitting 0.967 0.004 0.975 0.967 0.971 0.983 running 0.58 0.06 0.602 0.58 0.591 0.816 walking Weighted Avg. 0.654 0.057 0.655 0.654 0.654 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 60 17 0 1 0 2 1 12 | a = climbingdown 22 57 1 0 1 5 0 28 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 2 1 0 87 20 24 0 1 | d = lying 1 0 0 14 57 27 0 0 | e = standing 3 2 0 27 21 84 0 1 | f = sitting 0 2 1 0 0 0 116 1 | g = running 16 24 0 1 2 3 1 65 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 547 66.1427 % Incorrectly Classified Instances 280 33.8573 % Kappa statistic 0.6066 Mean absolute error 0.0876 Root mean squared error 0.2775 Relative absolute error 40.7494 % Root relative squared error 84.647 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.052 0.62 0.667 0.642 0.831 climbingdown 0.553 0.077 0.534 0.553 0.543 0.77 climbingup 0.875 0.005 0.778 0.875 0.824 0.935 jumping 0.681 0.065 0.672 0.681 0.676 0.838 lying 0.535 0.07 0.51 0.535 0.522 0.779 standing 0.609 0.062 0.661 0.609 0.634 0.798 sitting 0.95 0.004 0.974 0.95 0.962 0.981 running 0.58 0.057 0.613 0.58 0.596 0.822 walking Weighted Avg. 0.661 0.054 0.664 0.661 0.662 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 62 19 0 0 0 0 0 12 | a = climbingdown 17 63 1 1 2 3 1 26 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 3 3 0 92 19 17 0 1 | d = lying 1 0 0 22 53 21 0 2 | e = standing 1 4 0 20 29 84 0 0 | f = sitting 2 1 3 0 0 0 114 0 | g = running 14 28 0 2 1 2 0 65 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 556 67.231 % Incorrectly Classified Instances 271 32.769 % Kappa statistic 0.619 Mean absolute error 0.0856 Root mean squared error 0.2697 Relative absolute error 39.8067 % Root relative squared error 82.2578 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.049 0.604 0.591 0.598 0.808 climbingdown 0.605 0.074 0.566 0.605 0.585 0.8 climbingup 0.938 0.001 0.938 0.938 0.938 0.968 jumping 0.696 0.066 0.671 0.696 0.684 0.849 lying 0.596 0.066 0.551 0.596 0.573 0.818 standing 0.565 0.068 0.624 0.565 0.593 0.821 sitting 0.967 0.003 0.983 0.967 0.975 0.982 running 0.625 0.053 0.648 0.625 0.636 0.812 walking Weighted Avg. 0.672 0.054 0.674 0.672 0.673 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 55 25 1 0 0 1 1 10 | a = climbingdown 14 69 0 2 3 0 0 26 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 2 2 0 94 17 20 0 0 | d = lying 1 0 0 15 59 24 0 0 | e = standing 0 5 0 25 28 78 0 2 | f = sitting 3 0 0 1 0 0 116 0 | g = running 16 21 0 3 0 2 0 70 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 535 64.6917 % Incorrectly Classified Instances 292 35.3083 % Kappa statistic 0.5898 Mean absolute error 0.0919 Root mean squared error 0.2843 Relative absolute error 42.7473 % Root relative squared error 86.7208 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.596 0.05 0.602 0.596 0.599 0.766 climbingdown 0.561 0.077 0.538 0.561 0.549 0.782 climbingup 0.938 0.004 0.833 0.938 0.882 0.995 jumping 0.681 0.062 0.681 0.681 0.681 0.828 lying 0.545 0.081 0.478 0.545 0.509 0.761 standing 0.547 0.071 0.605 0.547 0.575 0.78 sitting 0.975 0.007 0.959 0.975 0.967 0.99 running 0.554 0.057 0.602 0.554 0.577 0.784 walking Weighted Avg. 0.647 0.057 0.648 0.647 0.647 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 56 14 2 2 1 5 1 13 | a = climbingdown 16 64 0 1 2 2 2 27 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 2 2 0 92 20 18 0 1 | d = lying 2 3 0 16 54 24 0 0 | e = standing 0 2 0 24 36 75 0 0 | f = sitting 1 1 1 0 0 0 117 0 | g = running 16 33 0 0 0 0 1 62 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 552 66.7473 % Incorrectly Classified Instances 275 33.2527 % Kappa statistic 0.6128 Mean absolute error 0.0855 Root mean squared error 0.2734 Relative absolute error 39.7904 % Root relative squared error 83.3916 % Total Number of Instances 827 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.596 0.059 0.566 0.596 0.58 0.775 climbingdown 0.579 0.086 0.52 0.579 0.548 0.768 climbingup 0.813 0.002 0.867 0.813 0.839 0.905 jumping 0.726 0.064 0.69 0.726 0.708 0.84 lying 0.561 0.045 0.625 0.561 0.591 0.826 standing 0.667 0.083 0.617 0.667 0.641 0.832 sitting 0.95 0.004 0.974 0.95 0.962 0.982 running 0.518 0.045 0.644 0.518 0.574 0.78 walking Weighted Avg. 0.667 0.055 0.671 0.667 0.668 0.833 === Confusion Matrix === a b c d e f g h <-- classified as 56 20 0 1 1 3 2 11 | a = climbingdown 24 66 0 2 0 3 0 19 | b = climbingup 1 2 13 0 0 0 0 0 | c = jumping 1 3 0 98 10 22 1 0 | d = lying 0 0 0 17 55 26 0 0 | e = standing 0 2 0 22 20 92 0 2 | f = sitting 2 0 2 1 1 0 114 0 | g = running 15 34 0 1 1 3 0 58 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 605 67.297 % Incorrectly Classified Instances 294 32.703 % Kappa statistic 0.6193 Mean absolute error 0.0848 Root mean squared error 0.2724 Relative absolute error 39.5233 % Root relative squared error 83.1516 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.046 0.615 0.663 0.638 0.837 climbingdown 0.634 0.058 0.672 0.634 0.652 0.836 climbingup 1 0 1 1 1 1 jumping 0.667 0.045 0.696 0.667 0.681 0.835 lying 0.629 0.077 0.637 0.629 0.633 0.807 standing 0.475 0.073 0.496 0.475 0.485 0.766 sitting 0.992 0.003 0.984 0.992 0.988 0.996 running 0.624 0.081 0.572 0.624 0.597 0.806 walking Weighted Avg. 0.673 0.055 0.673 0.673 0.673 0.842 === Confusion Matrix === a b c d e f g h <-- classified as 59 12 0 0 0 0 0 18 | a = climbingdown 15 90 0 0 2 2 0 33 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 2 1 0 80 16 18 0 3 | d = lying 2 0 0 17 100 35 0 5 | e = standing 1 4 0 16 38 56 1 2 | f = sitting 0 0 0 0 0 0 120 1 | g = running 17 27 0 2 1 2 1 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 594 66.0734 % Incorrectly Classified Instances 305 33.9266 % Kappa statistic 0.6049 Mean absolute error 0.0895 Root mean squared error 0.2754 Relative absolute error 41.6714 % Root relative squared error 84.0796 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.057 0.549 0.629 0.586 0.807 climbingdown 0.599 0.092 0.548 0.599 0.572 0.792 climbingup 1 0 1 1 1 1 jumping 0.775 0.04 0.75 0.775 0.762 0.882 lying 0.623 0.092 0.593 0.623 0.607 0.808 standing 0.449 0.067 0.505 0.449 0.475 0.753 sitting 0.975 0 1 0.975 0.987 0.992 running 0.549 0.05 0.658 0.549 0.598 0.805 walking Weighted Avg. 0.661 0.058 0.663 0.661 0.66 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 56 18 0 0 2 0 0 13 | a = climbingdown 30 85 0 0 3 4 0 20 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 1 0 93 15 10 0 0 | d = lying 0 7 0 13 99 37 0 3 | e = standing 1 1 0 18 43 53 0 2 | f = sitting 0 1 0 0 2 0 118 0 | g = running 14 42 0 0 3 1 0 73 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 585 65.0723 % Incorrectly Classified Instances 314 34.9277 % Kappa statistic 0.5923 Mean absolute error 0.0909 Root mean squared error 0.279 Relative absolute error 42.3604 % Root relative squared error 85.1651 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.511 0.032 0.634 0.511 0.566 0.817 climbingdown 0.577 0.085 0.562 0.577 0.569 0.762 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.686 0.032 0.769 0.686 0.725 0.855 lying 0.673 0.096 0.601 0.673 0.635 0.813 standing 0.441 0.079 0.456 0.441 0.448 0.772 sitting 0.992 0.001 0.992 0.992 0.992 0.996 running 0.594 0.084 0.552 0.594 0.572 0.775 walking Weighted Avg. 0.651 0.061 0.653 0.651 0.651 0.828 === Confusion Matrix === a b c d e f g h <-- classified as 45 20 0 0 2 0 0 21 | a = climbingdown 17 82 0 0 1 2 1 39 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 83 18 20 0 0 | d = lying 0 1 0 12 107 38 0 1 | e = standing 0 3 0 13 47 52 0 3 | f = sitting 0 0 1 0 0 0 120 0 | g = running 9 40 0 0 3 2 0 79 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 613 68.1869 % Incorrectly Classified Instances 286 31.8131 % Kappa statistic 0.6293 Mean absolute error 0.0829 Root mean squared error 0.2692 Relative absolute error 38.6214 % Root relative squared error 82.1675 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.038 0.67 0.716 0.692 0.871 climbingdown 0.676 0.082 0.608 0.676 0.64 0.803 climbingup 1 0 1 1 1 1 jumping 0.719 0.037 0.75 0.719 0.734 0.854 lying 0.648 0.089 0.609 0.648 0.628 0.799 standing 0.441 0.073 0.477 0.441 0.458 0.746 sitting 0.975 0.001 0.992 0.975 0.983 0.991 running 0.579 0.052 0.658 0.579 0.616 0.794 walking Weighted Avg. 0.682 0.055 0.683 0.682 0.681 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 63 15 0 0 0 0 0 10 | a = climbingdown 17 96 0 0 1 4 0 24 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 2 0 87 16 14 0 1 | d = lying 0 1 0 14 103 38 0 3 | e = standing 0 5 0 15 45 52 0 1 | f = sitting 1 1 0 0 0 0 117 1 | g = running 12 38 0 0 4 1 1 77 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 621 69.0768 % Incorrectly Classified Instances 278 30.9232 % Kappa statistic 0.6398 Mean absolute error 0.0833 Root mean squared error 0.2661 Relative absolute error 38.786 % Root relative squared error 81.2309 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.032 0.694 0.67 0.682 0.83 climbingdown 0.641 0.059 0.669 0.641 0.655 0.79 climbingup 1 0 1 1 1 1 jumping 0.719 0.063 0.64 0.719 0.677 0.847 lying 0.642 0.081 0.63 0.642 0.636 0.801 standing 0.402 0.063 0.49 0.402 0.441 0.732 sitting 1 0.004 0.976 1 0.988 1 running 0.722 0.06 0.676 0.722 0.698 0.85 walking Weighted Avg. 0.691 0.053 0.686 0.691 0.687 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 59 15 0 1 0 1 0 12 | a = climbingdown 19 91 0 3 0 2 0 27 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 1 0 87 15 16 1 0 | d = lying 0 1 0 20 102 28 2 6 | e = standing 0 1 0 25 43 47 0 1 | f = sitting 0 0 0 0 0 0 121 0 | g = running 6 27 0 0 2 2 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 579 64.4049 % Incorrectly Classified Instances 320 35.5951 % Kappa statistic 0.585 Mean absolute error 0.0928 Root mean squared error 0.2775 Relative absolute error 43.2352 % Root relative squared error 84.7056 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.049 0.565 0.591 0.578 0.766 climbingdown 0.594 0.079 0.586 0.594 0.59 0.797 climbingup 1 0 1 1 1 1 jumping 0.608 0.044 0.682 0.608 0.643 0.813 lying 0.684 0.1 0.593 0.684 0.635 0.85 standing 0.368 0.081 0.406 0.368 0.386 0.77 sitting 0.983 0.001 0.992 0.983 0.988 0.992 running 0.604 0.063 0.628 0.604 0.616 0.812 walking Weighted Avg. 0.644 0.061 0.644 0.644 0.643 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 52 19 0 0 0 0 0 17 | a = climbingdown 21 85 0 1 2 4 1 29 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 3 0 73 22 22 0 0 | d = lying 2 2 0 13 108 33 0 0 | e = standing 3 4 0 20 45 43 0 2 | f = sitting 0 0 0 0 2 0 119 0 | g = running 14 32 0 0 3 4 0 81 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 617 68.6318 % Incorrectly Classified Instances 282 31.3682 % Kappa statistic 0.635 Mean absolute error 0.0825 Root mean squared error 0.2654 Relative absolute error 38.4488 % Root relative squared error 81.0113 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.046 0.602 0.636 0.619 0.817 climbingdown 0.615 0.079 0.595 0.615 0.605 0.795 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.783 0.04 0.752 0.783 0.767 0.879 lying 0.608 0.066 0.662 0.608 0.634 0.841 standing 0.547 0.078 0.512 0.547 0.529 0.76 sitting 0.967 0.001 0.992 0.967 0.979 0.983 running 0.634 0.056 0.664 0.634 0.649 0.826 walking Weighted Avg. 0.686 0.053 0.689 0.686 0.687 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 56 19 0 0 1 0 0 12 | a = climbingdown 21 88 0 1 3 3 0 27 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 1 0 94 15 10 0 0 | d = lying 1 1 0 15 96 44 0 1 | e = standing 3 4 0 15 28 64 0 3 | f = sitting 1 1 0 0 0 2 117 0 | g = running 10 34 0 0 2 2 1 85 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 587 65.2948 % Incorrectly Classified Instances 312 34.7052 % Kappa statistic 0.5956 Mean absolute error 0.0899 Root mean squared error 0.2804 Relative absolute error 41.8717 % Root relative squared error 85.5921 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.545 0.042 0.585 0.545 0.565 0.781 climbingdown 0.613 0.079 0.592 0.613 0.602 0.78 climbingup 1 0 1 1 1 1 jumping 0.65 0.037 0.729 0.65 0.687 0.835 lying 0.639 0.082 0.623 0.639 0.631 0.807 standing 0.449 0.093 0.421 0.449 0.434 0.759 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.612 0.071 0.603 0.612 0.607 0.81 walking Weighted Avg. 0.653 0.059 0.656 0.653 0.654 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 48 24 0 0 0 2 0 14 | a = climbingdown 16 87 0 1 2 2 1 33 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 78 13 28 0 0 | d = lying 0 2 0 16 101 37 0 2 | e = standing 2 4 0 12 42 53 0 5 | f = sitting 0 0 0 0 0 1 120 0 | g = running 15 30 0 0 4 3 0 82 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 623 69.2992 % Incorrectly Classified Instances 276 30.7008 % Kappa statistic 0.6421 Mean absolute error 0.0812 Root mean squared error 0.2616 Relative absolute error 37.7997 % Root relative squared error 79.839 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.039 0.624 0.602 0.613 0.819 climbingdown 0.655 0.071 0.633 0.655 0.644 0.817 climbingup 1 0 1 1 1 1 jumping 0.775 0.031 0.795 0.775 0.785 0.879 lying 0.696 0.085 0.636 0.696 0.665 0.841 standing 0.483 0.067 0.523 0.483 0.502 0.786 sitting 0.983 0.003 0.983 0.983 0.983 0.99 running 0.597 0.064 0.62 0.597 0.608 0.798 walking Weighted Avg. 0.693 0.053 0.692 0.693 0.692 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 53 20 0 0 0 2 0 13 | a = climbingdown 14 93 0 0 2 2 2 29 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 93 14 11 0 0 | d = lying 0 2 0 9 110 34 0 3 | e = standing 2 1 0 13 41 57 0 4 | f = sitting 0 0 0 0 2 0 119 0 | g = running 16 29 0 2 4 3 0 80 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 591 65.7397 % Incorrectly Classified Instances 308 34.2603 % Kappa statistic 0.6 Mean absolute error 0.089 Root mean squared error 0.2758 Relative absolute error 41.452 % Root relative squared error 84.1682 % Total Number of Instances 899 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.477 0.039 0.568 0.477 0.519 0.768 climbingdown 0.704 0.092 0.588 0.704 0.641 0.825 climbingup 1 0.002 0.9 1 0.947 0.999 jumping 0.667 0.036 0.741 0.667 0.702 0.838 lying 0.665 0.107 0.571 0.665 0.614 0.816 standing 0.39 0.065 0.474 0.39 0.428 0.784 sitting 0.975 0.003 0.983 0.975 0.979 0.986 running 0.612 0.058 0.651 0.612 0.631 0.81 walking Weighted Avg. 0.657 0.06 0.657 0.657 0.655 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 42 27 0 0 1 0 1 17 | a = climbingdown 18 100 0 0 0 3 1 20 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 1 0 80 21 17 0 0 | d = lying 0 3 0 13 105 31 0 6 | e = standing 0 3 0 14 54 46 0 1 | f = sitting 1 1 1 0 0 0 118 0 | g = running 12 35 1 1 3 0 0 82 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 603 75.7538 % Incorrectly Classified Instances 193 24.2462 % Kappa statistic 0.7183 Mean absolute error 0.0643 Root mean squared error 0.2366 Relative absolute error 29.882 % Root relative squared error 72.1194 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.043 0.691 0.698 0.694 0.863 climbingdown 0.75 0.041 0.757 0.75 0.753 0.879 climbingup 0.889 0 1 0.889 0.941 0.972 jumping 0.67 0.055 0.658 0.67 0.664 0.838 lying 0.786 0.044 0.754 0.786 0.77 0.888 standing 0.544 0.054 0.563 0.544 0.554 0.805 sitting 0.975 0.003 0.983 0.975 0.979 0.989 running 0.781 0.04 0.787 0.781 0.784 0.889 walking Weighted Avg. 0.758 0.038 0.758 0.758 0.758 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 67 16 0 1 0 0 1 11 | a = climbingdown 11 87 0 1 1 1 1 14 | b = climbingup 2 0 16 0 0 0 0 0 | c = jumping 1 0 0 73 10 25 0 0 | d = lying 0 2 0 10 92 12 0 1 | e = standing 0 0 0 26 15 49 0 0 | f = sitting 0 0 0 0 2 0 119 1 | g = running 16 10 0 0 2 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 607 76.2563 % Incorrectly Classified Instances 189 23.7437 % Kappa statistic 0.7244 Mean absolute error 0.063 Root mean squared error 0.2339 Relative absolute error 29.2548 % Root relative squared error 71.2906 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.051 0.633 0.653 0.642 0.846 climbingdown 0.733 0.032 0.794 0.733 0.762 0.865 climbingup 0.842 0.006 0.762 0.842 0.8 0.943 jumping 0.716 0.048 0.703 0.716 0.709 0.846 lying 0.805 0.025 0.848 0.805 0.826 0.912 standing 0.539 0.057 0.545 0.539 0.542 0.816 sitting 0.951 0.006 0.967 0.951 0.959 0.973 running 0.836 0.048 0.77 0.836 0.801 0.899 walking Weighted Avg. 0.763 0.036 0.764 0.763 0.763 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 62 12 4 0 0 2 3 12 | a = climbingdown 12 85 1 1 0 0 0 17 | b = climbingup 2 0 16 0 0 0 1 0 | c = jumping 0 1 0 78 6 23 0 1 | d = lying 1 0 0 7 95 14 0 1 | e = standing 4 1 0 25 11 48 0 0 | f = sitting 3 1 0 0 0 1 116 1 | g = running 14 7 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 590 74.1206 % Incorrectly Classified Instances 206 25.8794 % Kappa statistic 0.699 Mean absolute error 0.0691 Root mean squared error 0.2438 Relative absolute error 32.0864 % Root relative squared error 74.2941 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.034 0.73 0.684 0.707 0.834 climbingdown 0.741 0.05 0.717 0.741 0.729 0.902 climbingup 0.789 0.003 0.882 0.789 0.833 0.877 jumping 0.642 0.055 0.648 0.642 0.645 0.801 lying 0.847 0.055 0.73 0.847 0.784 0.918 standing 0.393 0.05 0.5 0.393 0.44 0.722 sitting 0.992 0.003 0.984 0.992 0.988 0.996 running 0.766 0.051 0.742 0.766 0.754 0.878 walking Weighted Avg. 0.741 0.041 0.736 0.741 0.737 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 65 12 2 0 0 1 1 14 | a = climbingdown 13 86 0 0 1 0 0 16 | b = climbingup 1 1 15 0 0 0 1 1 | c = jumping 1 1 0 70 12 24 0 1 | d = lying 0 1 0 6 100 10 0 1 | e = standing 0 0 0 31 23 35 0 0 | f = sitting 0 0 0 0 0 0 121 1 | g = running 9 19 0 1 1 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 604 75.8794 % Incorrectly Classified Instances 192 24.1206 % Kappa statistic 0.72 Mean absolute error 0.0633 Root mean squared error 0.2312 Relative absolute error 29.4194 % Root relative squared error 70.4568 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.046 0.68 0.716 0.697 0.893 climbingdown 0.761 0.041 0.761 0.761 0.761 0.875 climbingup 0.842 0.004 0.842 0.842 0.842 0.906 jumping 0.769 0.063 0.659 0.769 0.709 0.889 lying 0.737 0.025 0.837 0.737 0.784 0.883 standing 0.506 0.051 0.556 0.506 0.529 0.823 sitting 0.951 0.009 0.951 0.951 0.951 0.982 running 0.781 0.04 0.787 0.781 0.784 0.903 walking Weighted Avg. 0.759 0.037 0.761 0.759 0.759 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 68 13 1 0 0 0 1 12 | a = climbingdown 11 89 2 1 2 0 3 9 | b = climbingup 1 1 16 0 0 0 0 1 | c = jumping 0 0 0 83 6 19 0 0 | d = lying 0 1 0 12 87 16 0 2 | e = standing 2 0 0 29 9 45 2 2 | f = sitting 4 1 0 0 0 0 116 1 | g = running 14 12 0 1 0 1 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 601 75.5025 % Incorrectly Classified Instances 195 24.4975 % Kappa statistic 0.7157 Mean absolute error 0.0661 Root mean squared error 0.2376 Relative absolute error 30.6777 % Root relative squared error 72.4234 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.058 0.634 0.747 0.686 0.84 climbingdown 0.769 0.031 0.811 0.769 0.789 0.885 climbingup 0.789 0.003 0.882 0.789 0.833 0.903 jumping 0.731 0.067 0.632 0.731 0.678 0.868 lying 0.746 0.037 0.779 0.746 0.762 0.865 standing 0.506 0.05 0.563 0.506 0.533 0.792 sitting 0.975 0.006 0.967 0.975 0.971 0.989 running 0.734 0.031 0.817 0.734 0.774 0.868 walking Weighted Avg. 0.755 0.038 0.76 0.755 0.756 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 71 11 1 0 0 1 3 8 | a = climbingdown 13 90 1 0 2 1 0 10 | b = climbingup 3 0 15 0 0 0 0 1 | c = jumping 1 2 0 79 6 20 0 0 | d = lying 0 0 0 17 88 13 0 0 | e = standing 2 0 0 28 13 45 0 1 | f = sitting 0 0 0 1 1 0 119 1 | g = running 22 8 0 0 3 0 1 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 607 76.2563 % Incorrectly Classified Instances 189 23.7437 % Kappa statistic 0.7241 Mean absolute error 0.0628 Root mean squared error 0.2318 Relative absolute error 29.1603 % Root relative squared error 70.6668 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.041 0.688 0.674 0.681 0.849 climbingdown 0.709 0.041 0.748 0.709 0.728 0.83 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.731 0.057 0.669 0.731 0.699 0.908 lying 0.822 0.035 0.802 0.822 0.812 0.901 standing 0.506 0.051 0.556 0.506 0.529 0.769 sitting 0.959 0.003 0.983 0.959 0.971 0.981 running 0.814 0.046 0.772 0.814 0.792 0.906 walking Weighted Avg. 0.763 0.038 0.762 0.763 0.762 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 64 13 0 1 1 0 1 15 | a = climbingdown 14 83 0 3 2 3 0 12 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 79 5 23 0 1 | d = lying 1 1 0 8 97 10 0 1 | e = standing 1 6 0 25 11 45 0 1 | f = sitting 1 2 0 1 0 0 117 1 | g = running 12 6 0 1 5 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 591 74.2462 % Incorrectly Classified Instances 205 25.7538 % Kappa statistic 0.7009 Mean absolute error 0.0674 Root mean squared error 0.2429 Relative absolute error 31.3272 % Root relative squared error 74.037 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.039 0.727 0.758 0.742 0.906 climbingdown 0.744 0.047 0.731 0.744 0.737 0.857 climbingup 0.722 0.001 0.929 0.722 0.813 0.865 jumping 0.528 0.057 0.594 0.528 0.559 0.776 lying 0.744 0.034 0.791 0.744 0.767 0.889 standing 0.589 0.076 0.495 0.589 0.538 0.777 sitting 0.975 0.006 0.967 0.975 0.971 0.985 running 0.798 0.037 0.805 0.798 0.802 0.891 walking Weighted Avg. 0.742 0.04 0.747 0.742 0.743 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 72 11 0 1 0 0 1 10 | a = climbingdown 12 87 1 0 0 2 1 14 | b = climbingup 2 2 13 0 0 0 1 0 | c = jumping 1 0 0 57 13 37 0 0 | d = lying 2 0 0 12 87 14 1 1 | e = standing 0 2 0 26 9 53 0 0 | f = sitting 1 2 0 0 0 0 119 0 | g = running 9 15 0 0 1 1 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 621 78.0151 % Incorrectly Classified Instances 175 21.9849 % Kappa statistic 0.7447 Mean absolute error 0.0576 Root mean squared error 0.2214 Relative absolute error 26.7437 % Root relative squared error 67.4694 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.043 0.717 0.8 0.756 0.872 climbingdown 0.726 0.035 0.78 0.726 0.752 0.891 climbingup 0.778 0.001 0.933 0.778 0.848 0.9 jumping 0.676 0.038 0.737 0.676 0.705 0.861 lying 0.829 0.035 0.802 0.829 0.815 0.92 standing 0.656 0.054 0.608 0.656 0.631 0.843 sitting 0.951 0.006 0.967 0.951 0.959 0.974 running 0.783 0.042 0.783 0.783 0.783 0.886 walking Weighted Avg. 0.78 0.034 0.783 0.78 0.781 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 76 8 0 0 0 1 0 10 | a = climbingdown 12 85 0 1 2 2 2 13 | b = climbingup 1 2 14 0 0 0 1 0 | c = jumping 0 1 0 73 7 27 0 0 | d = lying 0 0 0 9 97 7 1 3 | e = standing 0 1 0 16 12 59 0 2 | f = sitting 4 1 1 0 0 0 116 0 | g = running 13 11 0 0 3 1 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 609 76.5075 % Incorrectly Classified Instances 187 23.4925 % Kappa statistic 0.727 Mean absolute error 0.0627 Root mean squared error 0.2335 Relative absolute error 29.1154 % Root relative squared error 71.1679 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.044 0.674 0.674 0.674 0.83 climbingdown 0.769 0.037 0.783 0.769 0.776 0.867 climbingup 0.722 0.005 0.765 0.722 0.743 0.839 jumping 0.731 0.048 0.705 0.731 0.718 0.877 lying 0.872 0.044 0.773 0.872 0.819 0.916 standing 0.478 0.051 0.544 0.478 0.509 0.748 sitting 0.926 0.004 0.974 0.926 0.95 0.971 running 0.814 0.037 0.808 0.814 0.811 0.895 walking Weighted Avg. 0.765 0.036 0.764 0.765 0.764 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 64 10 1 0 1 1 1 17 | a = climbingdown 16 90 0 0 1 4 1 5 | b = climbingup 1 1 13 0 1 0 1 1 | c = jumping 0 0 0 79 7 22 0 0 | d = lying 0 1 0 8 102 6 0 0 | e = standing 2 2 0 25 17 43 0 1 | f = sitting 1 3 3 0 0 1 113 1 | g = running 11 8 0 0 3 2 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 612 76.8844 % Incorrectly Classified Instances 184 23.1156 % Kappa statistic 0.7314 Mean absolute error 0.0614 Root mean squared error 0.2302 Relative absolute error 28.5349 % Root relative squared error 70.168 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.031 0.763 0.747 0.755 0.864 climbingdown 0.786 0.049 0.736 0.786 0.76 0.88 climbingup 0.889 0.003 0.889 0.889 0.889 0.934 jumping 0.639 0.042 0.704 0.639 0.67 0.835 lying 0.863 0.043 0.777 0.863 0.818 0.928 standing 0.511 0.054 0.548 0.511 0.529 0.802 sitting 0.943 0.007 0.958 0.943 0.95 0.973 running 0.791 0.039 0.797 0.791 0.794 0.907 walking Weighted Avg. 0.769 0.036 0.767 0.769 0.767 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 71 14 0 0 0 1 2 7 | a = climbingdown 8 92 0 0 1 0 1 15 | b = climbingup 0 1 16 0 0 0 1 0 | c = jumping 0 1 0 69 11 26 0 1 | d = lying 0 3 0 2 101 10 0 1 | e = standing 0 1 0 26 15 46 1 1 | f = sitting 2 2 2 0 0 0 115 1 | g = running 12 11 0 1 2 1 0 102 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 629 75.4197 % Incorrectly Classified Instances 205 24.5803 % Kappa statistic 0.7148 Mean absolute error 0.0652 Root mean squared error 0.2375 Relative absolute error 30.2568 % Root relative squared error 72.3502 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.63 0.041 0.694 0.63 0.66 0.811 climbingdown 0.77 0.052 0.718 0.77 0.743 0.876 climbingup 0.824 0.004 0.824 0.824 0.824 0.961 jumping 0.726 0.057 0.675 0.726 0.7 0.853 lying 0.872 0.03 0.812 0.872 0.841 0.929 standing 0.558 0.049 0.643 0.558 0.597 0.837 sitting 0.967 0.003 0.983 0.967 0.975 0.995 running 0.734 0.05 0.729 0.734 0.732 0.844 walking Weighted Avg. 0.754 0.04 0.753 0.754 0.752 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 68 19 0 0 2 0 0 19 | a = climbingdown 11 94 0 1 1 0 0 15 | b = climbingup 1 0 14 0 0 0 2 0 | c = jumping 0 0 0 85 6 26 0 0 | d = lying 0 2 0 4 95 8 0 0 | e = standing 0 1 0 36 13 63 0 0 | f = sitting 0 0 3 0 0 0 116 1 | g = running 18 15 0 0 0 1 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 643 77.0983 % Incorrectly Classified Instances 191 22.9017 % Kappa statistic 0.7345 Mean absolute error 0.0606 Root mean squared error 0.2274 Relative absolute error 28.1224 % Root relative squared error 69.2655 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.041 0.714 0.694 0.704 0.879 climbingdown 0.762 0.049 0.727 0.762 0.744 0.879 climbingup 0.882 0.006 0.75 0.882 0.811 0.99 jumping 0.667 0.042 0.722 0.667 0.693 0.86 lying 0.881 0.017 0.889 0.881 0.885 0.945 standing 0.673 0.061 0.633 0.673 0.652 0.832 sitting 0.967 0.004 0.975 0.967 0.971 0.99 running 0.734 0.045 0.746 0.734 0.74 0.843 walking Weighted Avg. 0.771 0.037 0.772 0.771 0.771 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 75 14 1 0 1 0 1 16 | a = climbingdown 14 93 1 0 0 0 0 14 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 1 0 78 2 36 0 0 | d = lying 0 2 0 2 96 8 0 1 | e = standing 1 0 0 27 9 76 0 0 | f = sitting 0 0 3 0 0 0 116 1 | g = running 15 18 0 1 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 666 79.8561 % Incorrectly Classified Instances 168 20.1439 % Kappa statistic 0.7662 Mean absolute error 0.0548 Root mean squared error 0.214 Relative absolute error 25.4175 % Root relative squared error 65.1771 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.039 0.738 0.731 0.735 0.879 climbingdown 0.795 0.028 0.829 0.795 0.812 0.892 climbingup 0.882 0.001 0.938 0.882 0.909 0.999 jumping 0.744 0.05 0.707 0.744 0.725 0.897 lying 0.817 0.025 0.832 0.817 0.824 0.92 standing 0.673 0.047 0.691 0.673 0.682 0.855 sitting 0.967 0.003 0.983 0.967 0.975 0.983 running 0.836 0.041 0.787 0.836 0.811 0.912 walking Weighted Avg. 0.799 0.033 0.8 0.799 0.799 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 79 13 0 0 1 0 0 15 | a = climbingdown 13 97 0 0 1 0 0 11 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 87 7 23 0 0 | d = lying 0 0 0 8 89 11 0 1 | e = standing 1 0 0 27 9 76 0 0 | f = sitting 0 1 1 0 0 0 116 2 | g = running 14 6 0 1 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 605 72.542 % Incorrectly Classified Instances 229 27.458 % Kappa statistic 0.6814 Mean absolute error 0.0709 Root mean squared error 0.2465 Relative absolute error 32.9134 % Root relative squared error 75.0927 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.528 0.059 0.57 0.528 0.548 0.772 climbingdown 0.762 0.055 0.705 0.762 0.732 0.879 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.718 0.06 0.661 0.718 0.689 0.88 lying 0.771 0.023 0.832 0.771 0.8 0.902 standing 0.598 0.057 0.62 0.598 0.609 0.847 sitting 0.983 0.007 0.96 0.983 0.971 0.994 running 0.656 0.057 0.677 0.656 0.667 0.841 walking Weighted Avg. 0.725 0.045 0.724 0.725 0.724 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 57 23 1 0 0 0 3 24 | a = climbingdown 15 93 0 0 0 0 0 14 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 84 6 27 0 0 | d = lying 0 0 0 10 84 14 0 1 | e = standing 0 0 0 33 11 67 0 1 | f = sitting 0 2 0 0 0 0 119 0 | g = running 28 14 0 0 0 0 2 84 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 626 75.1501 % Incorrectly Classified Instances 207 24.8499 % Kappa statistic 0.7118 Mean absolute error 0.0649 Root mean squared error 0.2353 Relative absolute error 30.0959 % Root relative squared error 71.6693 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.046 0.718 0.778 0.747 0.88 climbingdown 0.705 0.044 0.735 0.705 0.72 0.87 climbingup 0.824 0.002 0.875 0.824 0.848 0.96 jumping 0.624 0.054 0.652 0.624 0.638 0.859 lying 0.835 0.03 0.805 0.835 0.82 0.927 standing 0.616 0.062 0.605 0.616 0.611 0.845 sitting 0.959 0.004 0.975 0.959 0.967 0.977 running 0.732 0.045 0.744 0.732 0.738 0.854 walking Weighted Avg. 0.752 0.04 0.752 0.752 0.751 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 84 12 0 0 0 0 0 12 | a = climbingdown 15 86 0 0 3 0 0 18 | b = climbingup 1 0 14 0 0 0 2 0 | c = jumping 0 1 0 73 6 37 0 0 | d = lying 0 1 0 8 91 8 0 1 | e = standing 0 1 0 30 12 69 0 0 | f = sitting 2 0 2 0 0 0 116 1 | g = running 15 16 0 1 1 0 1 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 625 75.03 % Incorrectly Classified Instances 208 24.97 % Kappa statistic 0.7101 Mean absolute error 0.0658 Root mean squared error 0.2368 Relative absolute error 30.5394 % Root relative squared error 72.1503 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.043 0.684 0.62 0.65 0.816 climbingdown 0.803 0.044 0.76 0.803 0.781 0.889 climbingup 0.765 0 1 0.765 0.867 0.879 jumping 0.641 0.046 0.694 0.641 0.667 0.871 lying 0.862 0.036 0.783 0.862 0.821 0.93 standing 0.58 0.067 0.575 0.58 0.578 0.843 sitting 0.975 0.008 0.951 0.975 0.963 0.987 running 0.75 0.047 0.744 0.75 0.747 0.865 walking Weighted Avg. 0.75 0.04 0.749 0.75 0.749 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 67 17 0 0 1 0 3 20 | a = climbingdown 10 98 0 0 2 0 0 12 | b = climbingup 1 0 13 0 0 0 3 0 | c = jumping 1 0 0 75 5 36 0 0 | d = lying 0 1 0 4 94 10 0 0 | e = standing 0 0 0 29 18 65 0 0 | f = sitting 2 0 0 0 0 0 117 1 | g = running 17 13 0 0 0 2 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 627 75.2701 % Incorrectly Classified Instances 206 24.7299 % Kappa statistic 0.7128 Mean absolute error 0.065 Root mean squared error 0.2374 Relative absolute error 30.1575 % Root relative squared error 72.3204 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.047 0.688 0.694 0.691 0.858 climbingdown 0.77 0.039 0.77 0.77 0.77 0.888 climbingup 0.706 0 1 0.706 0.828 0.882 jumping 0.675 0.064 0.632 0.675 0.653 0.847 lying 0.826 0.033 0.789 0.826 0.807 0.916 standing 0.518 0.054 0.598 0.518 0.555 0.806 sitting 0.992 0.006 0.967 0.992 0.979 0.994 running 0.781 0.044 0.763 0.781 0.772 0.879 walking Weighted Avg. 0.753 0.04 0.752 0.753 0.751 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 75 14 0 0 0 0 1 18 | a = climbingdown 17 94 0 0 0 0 0 11 | b = climbingup 2 0 12 0 0 0 3 0 | c = jumping 0 0 0 79 9 29 0 0 | d = lying 1 2 0 5 90 10 0 1 | e = standing 0 0 0 41 13 58 0 0 | f = sitting 0 0 0 0 0 0 119 1 | g = running 14 12 0 0 2 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 633 75.9904 % Incorrectly Classified Instances 200 24.0096 % Kappa statistic 0.7216 Mean absolute error 0.0632 Root mean squared error 0.2333 Relative absolute error 29.3111 % Root relative squared error 71.0828 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.63 0.039 0.708 0.63 0.667 0.817 climbingdown 0.77 0.035 0.79 0.77 0.78 0.887 climbingup 1 0.005 0.81 1 0.895 0.996 jumping 0.658 0.05 0.681 0.658 0.67 0.871 lying 0.807 0.033 0.786 0.807 0.796 0.918 standing 0.607 0.067 0.586 0.607 0.596 0.826 sitting 0.967 0.003 0.983 0.967 0.975 0.981 running 0.82 0.047 0.761 0.82 0.789 0.896 walking Weighted Avg. 0.76 0.038 0.76 0.76 0.759 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 68 17 1 0 1 0 2 19 | a = climbingdown 12 94 0 1 3 0 0 12 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 77 5 34 0 1 | d = lying 0 0 0 7 88 14 0 0 | e = standing 0 0 0 28 15 68 0 1 | f = sitting 1 0 3 0 0 0 116 0 | g = running 15 8 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 636 76.3505 % Incorrectly Classified Instances 197 23.6495 % Kappa statistic 0.7256 Mean absolute error 0.0641 Root mean squared error 0.2318 Relative absolute error 29.7441 % Root relative squared error 70.619 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.05 0.679 0.704 0.691 0.855 climbingdown 0.746 0.038 0.771 0.746 0.758 0.892 climbingup 0.765 0.002 0.867 0.765 0.813 0.927 jumping 0.726 0.054 0.685 0.726 0.705 0.888 lying 0.807 0.032 0.793 0.807 0.8 0.924 standing 0.598 0.049 0.657 0.598 0.626 0.843 sitting 0.95 0.007 0.958 0.95 0.954 0.98 running 0.797 0.043 0.773 0.797 0.785 0.885 walking Weighted Avg. 0.764 0.038 0.764 0.764 0.763 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 76 14 0 0 0 0 3 15 | a = climbingdown 17 91 0 0 0 1 0 13 | b = climbingup 1 0 13 0 0 0 2 1 | c = jumping 0 0 0 85 11 21 0 0 | d = lying 0 1 0 7 88 13 0 0 | e = standing 0 1 0 32 12 67 0 0 | f = sitting 2 1 2 0 0 0 114 1 | g = running 16 10 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 627 75.2701 % Incorrectly Classified Instances 206 24.7299 % Kappa statistic 0.7129 Mean absolute error 0.0665 Root mean squared error 0.2375 Relative absolute error 30.8574 % Root relative squared error 72.3656 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.051 0.661 0.661 0.661 0.805 climbingdown 0.762 0.045 0.744 0.762 0.753 0.88 climbingup 0.75 0.001 0.923 0.75 0.828 0.873 jumping 0.741 0.057 0.677 0.741 0.708 0.879 lying 0.807 0.029 0.807 0.807 0.807 0.901 standing 0.584 0.053 0.635 0.584 0.608 0.827 sitting 0.975 0.008 0.951 0.975 0.963 0.988 running 0.727 0.043 0.756 0.727 0.741 0.856 walking Weighted Avg. 0.753 0.04 0.752 0.753 0.752 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 72 17 0 0 0 0 4 16 | a = climbingdown 14 93 0 2 1 0 0 12 | b = climbingup 2 0 12 0 0 0 2 0 | c = jumping 0 0 0 86 1 29 0 0 | d = lying 0 0 0 11 88 9 0 1 | e = standing 0 1 0 28 18 66 0 0 | f = sitting 0 1 1 0 0 0 117 1 | g = running 21 13 0 0 1 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 627 74.821 % Incorrectly Classified Instances 211 25.179 % Kappa statistic 0.7071 Mean absolute error 0.0676 Root mean squared error 0.2363 Relative absolute error 31.4208 % Root relative squared error 72.0601 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.025 0.756 0.663 0.707 0.851 climbingdown 0.705 0.05 0.667 0.705 0.685 0.864 climbingup 0.882 0 1 0.882 0.938 0.967 jumping 0.961 0.021 0.891 0.961 0.924 0.978 lying 0.654 0.077 0.617 0.654 0.635 0.838 standing 0.488 0.067 0.551 0.488 0.518 0.788 sitting 1 0.004 0.976 1 0.988 0.999 running 0.722 0.049 0.722 0.722 0.722 0.854 walking Weighted Avg. 0.748 0.042 0.745 0.748 0.746 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 59 16 0 0 0 0 1 13 | a = climbingdown 9 74 0 1 0 1 0 20 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 122 1 4 0 0 | d = lying 0 0 0 3 87 42 0 1 | e = standing 0 0 0 10 51 59 0 1 | f = sitting 0 0 0 0 0 0 120 0 | g = running 10 21 0 1 2 1 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 617 73.6277 % Incorrectly Classified Instances 221 26.3723 % Kappa statistic 0.6933 Mean absolute error 0.0694 Root mean squared error 0.2445 Relative absolute error 32.2713 % Root relative squared error 74.5403 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.584 0.036 0.658 0.584 0.619 0.82 climbingdown 0.6 0.068 0.558 0.6 0.578 0.797 climbingup 0.882 0.001 0.938 0.882 0.909 0.939 jumping 0.937 0.011 0.937 0.937 0.937 0.97 lying 0.707 0.071 0.653 0.707 0.679 0.844 standing 0.554 0.057 0.62 0.554 0.585 0.804 sitting 0.992 0.003 0.983 0.992 0.988 0.994 running 0.698 0.059 0.677 0.698 0.688 0.862 walking Weighted Avg. 0.736 0.043 0.737 0.736 0.736 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 52 20 0 0 0 0 0 17 | a = climbingdown 14 63 0 1 2 0 0 25 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 1 0 119 3 4 0 0 | d = lying 0 0 0 2 94 37 0 0 | e = standing 1 3 0 5 45 67 0 0 | f = sitting 0 0 1 0 0 0 119 0 | g = running 12 26 0 0 0 0 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 613 73.1504 % Incorrectly Classified Instances 225 26.8496 % Kappa statistic 0.6879 Mean absolute error 0.0706 Root mean squared error 0.2442 Relative absolute error 32.8293 % Root relative squared error 74.4425 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.04 0.659 0.644 0.652 0.831 climbingdown 0.567 0.054 0.596 0.567 0.581 0.817 climbingup 0.882 0.002 0.882 0.882 0.882 0.992 jumping 0.937 0.01 0.944 0.937 0.941 0.969 lying 0.624 0.064 0.648 0.624 0.636 0.854 standing 0.628 0.073 0.594 0.628 0.61 0.866 sitting 0.983 0.004 0.975 0.983 0.979 0.998 running 0.675 0.065 0.649 0.675 0.661 0.82 walking Weighted Avg. 0.732 0.044 0.732 0.732 0.731 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 58 15 0 0 0 0 1 16 | a = climbingdown 14 59 0 0 1 1 0 29 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 1 0 119 1 6 0 0 | d = lying 0 1 0 5 83 44 0 0 | e = standing 0 0 0 1 43 76 0 1 | f = sitting 0 0 2 0 0 0 118 0 | g = running 16 23 0 1 0 1 0 85 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 627 74.821 % Incorrectly Classified Instances 211 25.179 % Kappa statistic 0.7077 Mean absolute error 0.0685 Root mean squared error 0.2396 Relative absolute error 31.8444 % Root relative squared error 73.027 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.041 0.652 0.644 0.648 0.841 climbingdown 0.567 0.083 0.492 0.567 0.527 0.783 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.944 0.01 0.944 0.944 0.944 0.97 lying 0.699 0.051 0.721 0.699 0.71 0.864 standing 0.736 0.059 0.679 0.736 0.706 0.877 sitting 0.967 0 1 0.967 0.983 0.983 running 0.595 0.046 0.694 0.595 0.641 0.792 walking Weighted Avg. 0.748 0.04 0.753 0.748 0.75 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 58 20 0 0 1 0 0 11 | a = climbingdown 19 59 0 3 0 2 0 21 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 119 3 3 0 0 | d = lying 1 1 0 1 93 36 0 1 | e = standing 0 0 0 3 29 89 0 0 | f = sitting 0 1 1 0 1 1 116 0 | g = running 11 38 0 0 2 0 0 75 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 634 75.6563 % Incorrectly Classified Instances 204 24.3437 % Kappa statistic 0.7171 Mean absolute error 0.0648 Root mean squared error 0.2283 Relative absolute error 30.0967 % Root relative squared error 69.6055 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.049 0.634 0.719 0.674 0.872 climbingdown 0.596 0.034 0.713 0.596 0.649 0.828 climbingup 0.944 0 1 0.944 0.971 0.968 jumping 0.96 0.022 0.883 0.96 0.92 0.976 lying 0.722 0.068 0.667 0.722 0.693 0.876 standing 0.557 0.047 0.667 0.557 0.607 0.859 sitting 0.992 0.003 0.983 0.992 0.988 0.998 running 0.69 0.059 0.674 0.69 0.682 0.817 walking Weighted Avg. 0.757 0.04 0.755 0.757 0.754 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 64 11 0 0 0 0 1 13 | a = climbingdown 16 62 0 0 0 0 0 26 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 121 1 3 0 1 | d = lying 0 0 0 9 96 26 0 2 | e = standing 1 0 0 6 47 68 0 0 | f = sitting 0 0 0 0 0 1 119 0 | g = running 20 14 0 1 0 4 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 637 76.0143 % Incorrectly Classified Instances 201 23.9857 % Kappa statistic 0.7211 Mean absolute error 0.0656 Root mean squared error 0.2257 Relative absolute error 30.5053 % Root relative squared error 68.8066 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.04 0.663 0.663 0.663 0.84 climbingdown 0.587 0.048 0.635 0.587 0.61 0.842 climbingup 0.889 0.001 0.941 0.889 0.914 0.991 jumping 0.905 0.007 0.958 0.905 0.931 0.957 lying 0.805 0.081 0.652 0.805 0.721 0.91 standing 0.508 0.046 0.653 0.508 0.571 0.863 sitting 0.983 0.004 0.975 0.983 0.979 0.989 running 0.794 0.052 0.73 0.794 0.76 0.88 walking Weighted Avg. 0.76 0.039 0.761 0.76 0.758 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 59 13 0 0 0 3 0 14 | a = climbingdown 21 61 0 0 0 0 0 22 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 1 1 0 114 5 5 0 0 | d = lying 0 0 0 1 107 24 0 1 | e = standing 3 2 0 3 52 62 0 0 | f = sitting 0 0 1 0 0 1 118 0 | g = running 5 19 0 1 0 0 1 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 619 73.8663 % Incorrectly Classified Instances 219 26.1337 % Kappa statistic 0.6962 Mean absolute error 0.0702 Root mean squared error 0.2357 Relative absolute error 32.6351 % Root relative squared error 71.8643 % Total Number of Instances 838 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.037 0.682 0.674 0.678 0.874 climbingdown 0.538 0.059 0.566 0.538 0.552 0.827 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.937 0.015 0.915 0.937 0.926 0.962 lying 0.677 0.067 0.657 0.677 0.667 0.879 standing 0.574 0.063 0.609 0.574 0.591 0.869 sitting 1 0.004 0.976 1 0.988 1 running 0.696 0.059 0.674 0.696 0.685 0.84 walking Weighted Avg. 0.739 0.043 0.736 0.739 0.737 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 60 16 0 1 0 0 0 12 | a = climbingdown 17 56 0 1 0 1 0 29 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 3 0 119 0 4 0 1 | d = lying 0 1 0 3 90 37 2 0 | e = standing 0 0 0 6 46 70 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 11 23 0 0 1 3 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 622 74.313 % Incorrectly Classified Instances 215 25.687 % Kappa statistic 0.7015 Mean absolute error 0.0662 Root mean squared error 0.234 Relative absolute error 30.7581 % Root relative squared error 71.3441 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.685 0.051 0.616 0.685 0.649 0.815 climbingdown 0.596 0.045 0.653 0.596 0.623 0.81 climbingup 0.941 0.001 0.941 0.941 0.941 0.995 jumping 0.929 0.017 0.908 0.929 0.918 0.959 lying 0.662 0.068 0.647 0.662 0.654 0.911 standing 0.615 0.062 0.63 0.615 0.622 0.868 sitting 0.992 0.003 0.983 0.992 0.988 0.995 running 0.664 0.052 0.692 0.664 0.678 0.839 walking Weighted Avg. 0.743 0.042 0.742 0.743 0.742 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 61 15 0 0 0 1 0 12 | a = climbingdown 17 62 0 1 0 0 0 24 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 2 0 118 4 3 0 0 | d = lying 0 0 0 7 88 38 0 0 | e = standing 1 0 0 4 40 75 1 1 | f = sitting 0 0 1 0 0 0 119 0 | g = running 20 16 0 0 4 2 0 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 605 72.282 % Incorrectly Classified Instances 232 27.718 % Kappa statistic 0.6777 Mean absolute error 0.0718 Root mean squared error 0.2428 Relative absolute error 33.3791 % Root relative squared error 74.0385 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.032 0.707 0.652 0.678 0.85 climbingdown 0.581 0.071 0.54 0.581 0.56 0.782 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.921 0.014 0.921 0.921 0.921 0.96 lying 0.639 0.078 0.607 0.639 0.623 0.881 standing 0.574 0.067 0.593 0.574 0.583 0.885 sitting 0.983 0.001 0.992 0.983 0.987 0.991 running 0.648 0.059 0.659 0.648 0.653 0.814 walking Weighted Avg. 0.723 0.046 0.725 0.723 0.724 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 58 17 0 1 0 1 0 12 | a = climbingdown 14 61 0 1 0 0 0 29 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 117 5 5 0 0 | d = lying 0 2 0 5 85 41 0 0 | e = standing 1 0 0 3 47 70 0 1 | f = sitting 0 0 0 0 2 0 117 0 | g = running 9 33 0 0 1 1 0 81 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 605 72.282 % Incorrectly Classified Instances 232 27.718 % Kappa statistic 0.6779 Mean absolute error 0.0713 Root mean squared error 0.2446 Relative absolute error 33.1411 % Root relative squared error 74.5732 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.044 0.633 0.64 0.637 0.838 climbingdown 0.638 0.067 0.578 0.638 0.606 0.805 climbingup 0.824 0.002 0.875 0.824 0.848 0.959 jumping 0.921 0.011 0.936 0.921 0.929 0.958 lying 0.639 0.074 0.62 0.639 0.63 0.875 standing 0.545 0.066 0.584 0.545 0.564 0.84 sitting 0.966 0.004 0.975 0.966 0.97 0.989 running 0.667 0.053 0.689 0.667 0.677 0.864 walking Weighted Avg. 0.723 0.045 0.725 0.723 0.723 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 57 17 0 0 0 1 0 14 | a = climbingdown 17 67 0 0 0 0 0 21 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 0 1 0 117 5 3 0 1 | d = lying 1 1 0 4 85 42 0 0 | e = standing 3 0 0 4 46 66 0 2 | f = sitting 1 0 2 0 0 1 115 0 | g = running 11 30 0 0 1 0 0 84 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 674 76.3307 % Incorrectly Classified Instances 209 23.6693 % Kappa statistic 0.7251 Mean absolute error 0.0634 Root mean squared error 0.233 Relative absolute error 29.4633 % Root relative squared error 71.0562 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.046 0.654 0.687 0.67 0.85 climbingdown 0.714 0.044 0.732 0.714 0.723 0.86 climbingup 0.947 0.005 0.818 0.947 0.878 0.998 jumping 0.805 0.044 0.795 0.805 0.8 0.903 lying 0.75 0.044 0.704 0.75 0.726 0.868 standing 0.639 0.051 0.661 0.639 0.65 0.829 sitting 0.95 0.004 0.975 0.95 0.962 0.981 running 0.745 0.038 0.785 0.745 0.764 0.878 walking Weighted Avg. 0.763 0.038 0.764 0.763 0.763 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 68 14 0 1 0 0 1 15 | a = climbingdown 20 90 0 1 1 2 0 12 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 124 7 21 1 1 | d = lying 0 1 0 10 81 16 0 0 | e = standing 0 0 0 19 24 76 0 0 | f = sitting 1 0 4 0 1 0 115 0 | g = running 15 18 0 1 1 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 673 76.2174 % Incorrectly Classified Instances 210 23.7826 % Kappa statistic 0.7238 Mean absolute error 0.0625 Root mean squared error 0.2325 Relative absolute error 29.0813 % Root relative squared error 70.8975 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.055 0.632 0.747 0.685 0.866 climbingdown 0.69 0.036 0.763 0.69 0.725 0.856 climbingup 0.895 0.003 0.85 0.895 0.872 0.998 jumping 0.8 0.041 0.805 0.8 0.803 0.913 lying 0.704 0.041 0.704 0.704 0.704 0.85 standing 0.689 0.048 0.689 0.689 0.689 0.85 sitting 0.959 0.004 0.975 0.959 0.967 0.983 running 0.713 0.047 0.735 0.713 0.724 0.839 walking Weighted Avg. 0.762 0.038 0.765 0.762 0.763 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 74 12 0 0 0 0 1 12 | a = climbingdown 16 87 0 0 2 0 0 21 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 1 0 124 10 19 0 1 | d = lying 0 1 0 14 76 17 0 0 | e = standing 0 0 0 16 20 82 0 1 | f = sitting 1 1 3 0 0 0 116 0 | g = running 26 12 0 0 0 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 699 79.2517 % Incorrectly Classified Instances 183 20.7483 % Kappa statistic 0.7586 Mean absolute error 0.0563 Root mean squared error 0.2185 Relative absolute error 26.2027 % Root relative squared error 66.6429 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.049 0.642 0.687 0.663 0.865 climbingdown 0.675 0.044 0.72 0.675 0.697 0.843 climbingup 0.722 0.001 0.929 0.722 0.813 0.926 jumping 0.916 0.023 0.893 0.916 0.904 0.954 lying 0.778 0.032 0.771 0.778 0.774 0.912 standing 0.748 0.035 0.767 0.748 0.757 0.896 sitting 0.967 0.008 0.951 0.967 0.959 0.979 running 0.743 0.048 0.737 0.743 0.74 0.866 walking Weighted Avg. 0.793 0.033 0.793 0.793 0.792 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 68 16 0 1 0 0 1 13 | a = climbingdown 17 85 0 0 0 2 0 22 | b = climbingup 0 0 13 0 0 0 5 0 | c = jumping 0 0 0 142 5 8 0 0 | d = lying 0 0 0 7 84 16 0 1 | e = standing 0 2 0 9 19 89 0 0 | f = sitting 2 0 1 0 0 1 117 0 | g = running 19 15 0 0 1 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 677 76.7574 % Incorrectly Classified Instances 205 23.2426 % Kappa statistic 0.7298 Mean absolute error 0.0608 Root mean squared error 0.2277 Relative absolute error 28.2624 % Root relative squared error 69.4627 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.045 0.673 0.727 0.699 0.875 climbingdown 0.706 0.037 0.761 0.706 0.733 0.857 climbingup 0.833 0.002 0.882 0.833 0.857 0.934 jumping 0.819 0.033 0.841 0.819 0.83 0.92 lying 0.648 0.047 0.66 0.648 0.654 0.855 standing 0.723 0.055 0.672 0.723 0.696 0.894 sitting 0.959 0.005 0.967 0.959 0.963 0.976 running 0.75 0.046 0.75 0.75 0.75 0.885 walking Weighted Avg. 0.768 0.037 0.77 0.768 0.768 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 72 8 0 1 2 0 0 16 | a = climbingdown 17 89 0 1 1 1 0 17 | b = climbingup 0 0 15 0 0 0 3 0 | c = jumping 0 1 0 127 10 16 0 1 | d = lying 0 2 0 10 70 25 1 0 | e = standing 1 0 0 12 20 86 0 0 | f = sitting 0 1 2 0 2 0 116 0 | g = running 17 16 0 0 1 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 697 79.0249 % Incorrectly Classified Instances 185 20.9751 % Kappa statistic 0.7563 Mean absolute error 0.0558 Root mean squared error 0.2183 Relative absolute error 25.9341 % Root relative squared error 66.5738 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.776 0.034 0.738 0.776 0.756 0.886 climbingdown 0.722 0.038 0.758 0.722 0.74 0.861 climbingup 0.944 0.002 0.895 0.944 0.919 0.969 jumping 0.813 0.026 0.869 0.813 0.84 0.908 lying 0.759 0.044 0.707 0.759 0.732 0.881 standing 0.708 0.051 0.685 0.708 0.697 0.875 sitting 0.967 0.003 0.983 0.967 0.975 0.993 running 0.757 0.044 0.757 0.757 0.757 0.878 walking Weighted Avg. 0.79 0.033 0.793 0.79 0.791 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 76 7 0 0 0 0 0 15 | a = climbingdown 14 91 0 0 0 2 1 18 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 126 9 19 0 0 | d = lying 0 3 0 7 82 16 0 0 | e = standing 0 1 0 11 23 85 0 0 | f = sitting 0 0 2 1 1 0 117 0 | g = running 13 17 0 0 1 2 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 678 76.8707 % Incorrectly Classified Instances 204 23.1293 % Kappa statistic 0.7309 Mean absolute error 0.0625 Root mean squared error 0.2327 Relative absolute error 29.0512 % Root relative squared error 70.9722 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.034 0.697 0.633 0.663 0.839 climbingdown 0.746 0.061 0.671 0.746 0.707 0.858 climbingup 0.889 0.001 0.941 0.889 0.914 0.965 jumping 0.794 0.047 0.783 0.794 0.788 0.897 lying 0.769 0.036 0.748 0.769 0.758 0.897 standing 0.683 0.042 0.719 0.683 0.701 0.854 sitting 0.992 0.003 0.984 0.992 0.988 0.994 running 0.721 0.046 0.742 0.721 0.731 0.859 walking Weighted Avg. 0.769 0.038 0.769 0.769 0.768 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 62 21 0 0 0 0 0 15 | a = climbingdown 10 94 0 2 0 1 0 19 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 123 13 19 0 0 | d = lying 2 1 0 11 83 11 0 0 | e = standing 0 2 0 21 15 82 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 15 22 0 0 0 1 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 670 75.9637 % Incorrectly Classified Instances 212 24.0363 % Kappa statistic 0.7206 Mean absolute error 0.0639 Root mean squared error 0.2326 Relative absolute error 29.7194 % Root relative squared error 70.9456 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.051 0.636 0.714 0.673 0.845 climbingdown 0.667 0.053 0.677 0.667 0.672 0.86 climbingup 0.895 0.001 0.944 0.895 0.919 0.966 jumping 0.819 0.045 0.794 0.819 0.806 0.908 lying 0.75 0.04 0.723 0.75 0.736 0.861 standing 0.689 0.034 0.759 0.689 0.722 0.876 sitting 0.992 0.003 0.984 0.992 0.988 0.994 running 0.654 0.052 0.695 0.654 0.674 0.836 walking Weighted Avg. 0.76 0.039 0.76 0.76 0.759 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 70 15 0 0 0 0 0 13 | a = climbingdown 14 84 0 0 2 0 0 26 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 1 0 0 127 15 12 0 0 | d = lying 1 0 0 12 81 14 0 0 | e = standing 0 2 0 21 14 82 0 0 | f = sitting 0 0 1 0 0 0 120 0 | g = running 24 23 0 0 0 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 691 78.3447 % Incorrectly Classified Instances 191 21.6553 % Kappa statistic 0.748 Mean absolute error 0.0583 Root mean squared error 0.222 Relative absolute error 27.0989 % Root relative squared error 67.7 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.031 0.739 0.694 0.716 0.886 climbingdown 0.73 0.036 0.773 0.73 0.751 0.876 climbingup 0.789 0.001 0.938 0.789 0.857 0.92 jumping 0.832 0.041 0.811 0.832 0.822 0.925 lying 0.748 0.049 0.678 0.748 0.711 0.869 standing 0.672 0.041 0.721 0.672 0.696 0.891 sitting 0.95 0.007 0.958 0.95 0.954 0.972 running 0.818 0.047 0.762 0.818 0.789 0.901 walking Weighted Avg. 0.783 0.035 0.785 0.783 0.783 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 68 12 0 0 1 0 1 16 | a = climbingdown 13 92 0 1 0 2 0 18 | b = climbingup 0 0 15 0 0 0 4 0 | c = jumping 0 0 0 129 12 13 0 1 | d = lying 0 0 0 12 80 15 0 0 | e = standing 0 0 0 17 22 80 0 0 | f = sitting 2 1 1 0 1 1 115 0 | g = running 9 14 0 0 2 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 683 77.4376 % Incorrectly Classified Instances 199 22.5624 % Kappa statistic 0.7378 Mean absolute error 0.0596 Root mean squared error 0.2232 Relative absolute error 27.7191 % Root relative squared error 68.0663 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.042 0.686 0.727 0.706 0.885 climbingdown 0.784 0.044 0.748 0.784 0.766 0.907 climbingup 0.789 0 1 0.789 0.882 0.946 jumping 0.761 0.037 0.814 0.761 0.787 0.908 lying 0.701 0.053 0.647 0.701 0.673 0.867 standing 0.697 0.041 0.728 0.697 0.712 0.88 sitting 1 0.009 0.945 1 0.972 0.997 running 0.737 0.036 0.789 0.737 0.762 0.905 walking Weighted Avg. 0.774 0.036 0.776 0.774 0.774 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 72 12 0 1 0 0 0 14 | a = climbingdown 14 98 0 0 1 0 0 12 | b = climbingup 0 0 15 0 0 0 4 0 | c = jumping 1 3 0 118 19 14 0 0 | d = lying 0 1 0 12 75 17 1 1 | e = standing 0 0 0 13 21 83 2 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 18 17 0 1 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 691 78.3447 % Incorrectly Classified Instances 191 21.6553 % Kappa statistic 0.7486 Mean absolute error 0.0576 Root mean squared error 0.2191 Relative absolute error 26.8057 % Root relative squared error 66.8229 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.041 0.692 0.727 0.709 0.864 climbingdown 0.672 0.04 0.737 0.672 0.703 0.857 climbingup 0.947 0.006 0.783 0.947 0.857 0.995 jumping 0.812 0.026 0.868 0.812 0.839 0.927 lying 0.766 0.052 0.672 0.766 0.716 0.91 standing 0.739 0.037 0.759 0.739 0.749 0.876 sitting 0.951 0.003 0.983 0.951 0.967 0.987 running 0.774 0.047 0.752 0.774 0.763 0.894 walking Weighted Avg. 0.783 0.034 0.787 0.783 0.784 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 72 9 0 0 0 0 0 18 | a = climbingdown 22 84 0 1 2 0 0 16 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 125 15 13 1 0 | d = lying 0 0 0 11 82 14 0 0 | e = standing 0 3 0 7 20 88 0 1 | f = sitting 0 0 5 0 1 0 116 0 | g = running 10 18 0 0 2 1 0 106 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 9 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 730 79.7814 % Incorrectly Classified Instances 185 20.2186 % Kappa statistic 0.7647 Mean absolute error 0.0521 Root mean squared error 0.214 Relative absolute error 24.2744 % Root relative squared error 65.3064 % Total Number of Instances 915 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.871 0.033 0.765 0.871 0.815 0.925 climbingdown 0.752 0.021 0.833 0.752 0.791 0.893 climbingup 0.9 0 1 0.9 0.947 0.968 jumping 0.96 0.01 0.937 0.96 0.948 0.977 lying 0.643 0.06 0.638 0.643 0.641 0.826 standing 0.642 0.049 0.694 0.642 0.667 0.848 sitting 0.849 0.04 0.83 0.849 0.839 0.898 running 0.861 0.023 0.854 0.861 0.857 0.924 walking Weighted Avg. 0.798 0.034 0.798 0.798 0.797 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 88 4 0 1 0 0 0 8 | a = climbingdown 14 85 0 0 1 2 2 9 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 1 1 0 119 0 2 1 0 | d = lying 0 0 0 2 83 27 17 0 | e = standing 1 0 0 4 35 86 8 0 | f = sitting 2 4 0 1 11 7 146 1 | g = running 9 8 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 725 79.235 % Incorrectly Classified Instances 190 20.765 % Kappa statistic 0.7583 Mean absolute error 0.0537 Root mean squared error 0.2153 Relative absolute error 24.9939 % Root relative squared error 65.7013 % Total Number of Instances 915 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.022 0.827 0.851 0.839 0.926 climbingdown 0.735 0.04 0.722 0.735 0.728 0.877 climbingup 0.9 0 1 0.9 0.947 0.969 jumping 0.976 0.008 0.953 0.976 0.964 0.984 lying 0.581 0.052 0.647 0.581 0.612 0.815 standing 0.724 0.061 0.669 0.724 0.695 0.857 sitting 0.837 0.039 0.832 0.837 0.835 0.927 running 0.828 0.02 0.863 0.828 0.845 0.923 walking Weighted Avg. 0.792 0.035 0.792 0.792 0.792 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 86 11 0 0 0 0 2 2 | a = climbingdown 13 83 0 0 0 1 2 14 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 0 0 121 0 2 1 0 | d = lying 0 1 0 0 75 39 14 0 | e = standing 1 0 0 5 23 97 8 0 | f = sitting 1 2 0 1 18 6 144 0 | g = running 3 18 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 729 79.6721 % Incorrectly Classified Instances 186 20.3279 % Kappa statistic 0.7633 Mean absolute error 0.0532 Root mean squared error 0.2142 Relative absolute error 24.7793 % Root relative squared error 65.3535 % Total Number of Instances 915 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.842 0.021 0.833 0.842 0.837 0.937 climbingdown 0.779 0.027 0.8 0.779 0.789 0.889 climbingup 0.95 0.003 0.864 0.95 0.905 0.974 jumping 0.951 0.005 0.967 0.951 0.959 0.972 lying 0.659 0.055 0.664 0.659 0.661 0.842 standing 0.642 0.054 0.672 0.642 0.656 0.845 sitting 0.844 0.049 0.802 0.844 0.823 0.925 running 0.844 0.024 0.844 0.844 0.844 0.926 walking Weighted Avg. 0.797 0.034 0.796 0.797 0.796 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 85 9 0 0 0 0 1 6 | a = climbingdown 7 88 0 0 1 1 3 13 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 117 0 2 4 0 | d = lying 0 1 0 1 85 25 17 0 | e = standing 0 1 0 2 35 86 10 0 | f = sitting 2 0 3 1 7 14 146 0 | g = running 8 11 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 721 78.884 % Incorrectly Classified Instances 193 21.116 % Kappa statistic 0.7543 Mean absolute error 0.056 Root mean squared error 0.2204 Relative absolute error 26.0684 % Root relative squared error 67.272 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.842 0.025 0.81 0.842 0.825 0.933 climbingdown 0.752 0.031 0.773 0.752 0.762 0.876 climbingup 0.947 0 1 0.947 0.973 0.997 jumping 0.951 0.005 0.967 0.951 0.959 0.975 lying 0.698 0.074 0.608 0.698 0.65 0.839 standing 0.672 0.058 0.667 0.672 0.669 0.843 sitting 0.757 0.036 0.829 0.757 0.792 0.867 running 0.861 0.018 0.882 0.861 0.871 0.942 walking Weighted Avg. 0.789 0.035 0.794 0.789 0.791 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 85 11 0 0 0 0 1 4 | a = climbingdown 12 85 0 1 2 3 2 8 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 1 0 0 117 0 2 2 1 | d = lying 0 0 0 0 90 29 10 0 | e = standing 0 0 0 3 32 90 9 0 | f = sitting 1 5 0 0 24 11 131 1 | g = running 6 9 0 0 0 0 2 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 724 79.2123 % Incorrectly Classified Instances 190 20.7877 % Kappa statistic 0.7582 Mean absolute error 0.0536 Root mean squared error 0.2164 Relative absolute error 24.9504 % Root relative squared error 66.0487 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.881 0.022 0.832 0.881 0.856 0.937 climbingdown 0.735 0.029 0.783 0.735 0.758 0.873 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.967 0.009 0.944 0.967 0.956 0.98 lying 0.674 0.056 0.664 0.674 0.669 0.865 standing 0.674 0.067 0.636 0.674 0.655 0.834 sitting 0.762 0.039 0.819 0.762 0.789 0.888 running 0.861 0.02 0.868 0.861 0.864 0.941 walking Weighted Avg. 0.792 0.035 0.793 0.792 0.792 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 89 8 0 0 0 0 1 3 | a = climbingdown 10 83 0 0 3 0 7 10 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 0 0 119 1 2 0 0 | d = lying 0 0 0 0 87 32 9 1 | e = standing 0 1 0 5 27 91 11 0 | f = sitting 1 4 1 2 13 18 131 2 | g = running 6 10 0 0 0 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 744 81.4004 % Incorrectly Classified Instances 170 18.5996 % Kappa statistic 0.7834 Mean absolute error 0.0491 Root mean squared error 0.2064 Relative absolute error 22.8595 % Root relative squared error 62.9965 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.018 0.845 0.804 0.824 0.927 climbingdown 0.777 0.027 0.798 0.777 0.787 0.909 climbingup 0.947 0.002 0.9 0.947 0.923 0.996 jumping 0.952 0.006 0.959 0.952 0.955 0.98 lying 0.68 0.051 0.685 0.68 0.682 0.861 standing 0.716 0.045 0.733 0.716 0.725 0.864 sitting 0.826 0.046 0.807 0.826 0.816 0.9 running 0.927 0.021 0.87 0.927 0.898 0.959 walking Weighted Avg. 0.814 0.032 0.813 0.814 0.813 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 82 14 0 0 0 0 1 5 | a = climbingdown 11 87 0 0 1 1 2 10 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 2 0 0 118 1 3 0 0 | d = lying 0 0 0 2 87 20 19 0 | e = standing 0 1 0 3 23 96 11 0 | f = sitting 0 1 2 0 15 10 142 2 | g = running 2 6 0 0 0 1 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 730 79.8687 % Incorrectly Classified Instances 184 20.1313 % Kappa statistic 0.7657 Mean absolute error 0.0524 Root mean squared error 0.2138 Relative absolute error 24.3846 % Root relative squared error 65.2587 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.814 0.016 0.865 0.814 0.838 0.907 climbingdown 0.83 0.032 0.782 0.83 0.805 0.919 climbingup 0.895 0.001 0.944 0.895 0.919 0.972 jumping 0.992 0.018 0.898 0.992 0.943 0.991 lying 0.586 0.055 0.636 0.586 0.61 0.805 standing 0.687 0.062 0.657 0.687 0.672 0.831 sitting 0.814 0.036 0.838 0.814 0.826 0.915 running 0.87 0.015 0.899 0.87 0.884 0.945 walking Weighted Avg. 0.799 0.034 0.798 0.799 0.797 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 83 14 0 0 0 0 4 1 | a = climbingdown 5 93 0 1 1 0 1 11 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 123 0 1 0 0 | d = lying 0 0 0 3 75 35 15 0 | e = standing 0 1 0 8 28 92 5 0 | f = sitting 1 2 1 2 14 12 140 0 | g = running 7 9 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 724 79.2123 % Incorrectly Classified Instances 190 20.7877 % Kappa statistic 0.7581 Mean absolute error 0.0537 Root mean squared error 0.2171 Relative absolute error 24.9902 % Root relative squared error 66.2635 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.863 0.023 0.822 0.863 0.842 0.952 climbingdown 0.714 0.031 0.762 0.714 0.737 0.879 climbingup 0.947 0.001 0.947 0.947 0.947 0.996 jumping 0.952 0.005 0.967 0.952 0.959 0.989 lying 0.664 0.067 0.616 0.664 0.639 0.819 standing 0.679 0.054 0.684 0.679 0.682 0.845 sitting 0.808 0.034 0.848 0.808 0.827 0.89 running 0.854 0.027 0.833 0.854 0.843 0.948 walking Weighted Avg. 0.792 0.034 0.794 0.792 0.793 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 88 12 0 0 0 0 0 2 | a = climbingdown 10 80 0 0 2 0 3 17 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 118 1 4 1 0 | d = lying 0 2 0 2 85 26 13 0 | e = standing 0 0 0 2 35 91 6 0 | f = sitting 1 2 1 0 15 12 139 2 | g = running 8 9 0 0 0 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 725 79.3217 % Incorrectly Classified Instances 189 20.6783 % Kappa statistic 0.7592 Mean absolute error 0.0534 Root mean squared error 0.2176 Relative absolute error 24.8792 % Root relative squared error 66.4084 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.02 0.837 0.804 0.82 0.915 climbingdown 0.759 0.031 0.773 0.759 0.766 0.869 climbingup 0.947 0.002 0.9 0.947 0.923 0.996 jumping 0.944 0.006 0.959 0.944 0.951 0.977 lying 0.703 0.07 0.621 0.703 0.659 0.85 standing 0.59 0.044 0.699 0.59 0.64 0.817 sitting 0.843 0.049 0.801 0.843 0.822 0.903 running 0.886 0.02 0.872 0.886 0.879 0.959 walking Weighted Avg. 0.793 0.035 0.794 0.793 0.793 0.9 === Confusion Matrix === a b c d e f g h <-- classified as 82 11 1 0 0 0 3 5 | a = climbingdown 10 85 0 1 1 0 4 11 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 117 1 4 1 0 | d = lying 0 1 0 0 90 24 13 0 | e = standing 1 0 0 3 37 79 14 0 | f = sitting 1 3 1 1 16 5 145 0 | g = running 4 9 0 0 0 1 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 718 78.5558 % Incorrectly Classified Instances 196 21.4442 % Kappa statistic 0.7505 Mean absolute error 0.0549 Root mean squared error 0.2183 Relative absolute error 25.5505 % Root relative squared error 66.5981 % Total Number of Instances 914 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.822 0.018 0.847 0.822 0.834 0.903 climbingdown 0.759 0.029 0.787 0.759 0.773 0.893 climbingup 0.95 0.002 0.905 0.95 0.927 0.971 jumping 0.952 0.008 0.952 0.952 0.952 0.979 lying 0.651 0.068 0.613 0.651 0.632 0.838 standing 0.634 0.053 0.675 0.634 0.654 0.846 sitting 0.779 0.047 0.793 0.779 0.786 0.874 running 0.902 0.027 0.84 0.902 0.87 0.942 walking Weighted Avg. 0.786 0.036 0.786 0.786 0.785 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 83 7 0 1 0 0 2 8 | a = climbingdown 12 85 0 2 1 0 0 12 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 118 3 1 2 0 | d = lying 0 2 0 0 84 23 20 0 | e = standing 0 3 0 3 33 85 9 1 | f = sitting 0 3 2 0 16 17 134 0 | g = running 3 8 0 0 0 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 681 79.2782 % Incorrectly Classified Instances 178 20.7218 % Kappa statistic 0.7587 Mean absolute error 0.0544 Root mean squared error 0.2196 Relative absolute error 25.3334 % Root relative squared error 67.0078 % Total Number of Instances 859 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.039 0.691 0.728 0.709 0.864 climbingdown 0.721 0.032 0.769 0.721 0.744 0.856 climbingup 0.882 0 1 0.882 0.938 0.941 jumping 0.96 0.024 0.869 0.96 0.912 0.966 lying 0.683 0.031 0.781 0.683 0.729 0.855 standing 0.748 0.046 0.724 0.748 0.736 0.868 sitting 0.885 0.036 0.848 0.885 0.866 0.942 running 0.756 0.032 0.789 0.756 0.773 0.883 walking Weighted Avg. 0.793 0.034 0.792 0.793 0.791 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 67 8 0 0 0 0 2 15 | a = climbingdown 16 80 0 1 0 2 3 9 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 119 0 4 1 0 | d = lying 0 0 0 7 82 19 12 0 | e = standing 0 1 0 9 16 89 4 0 | f = sitting 0 1 0 1 7 9 139 0 | g = running 14 14 0 0 0 0 1 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 662 77.0664 % Incorrectly Classified Instances 197 22.9336 % Kappa statistic 0.7334 Mean absolute error 0.0598 Root mean squared error 0.2273 Relative absolute error 27.8145 % Root relative squared error 69.3461 % Total Number of Instances 859 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.042 0.673 0.725 0.698 0.87 climbingdown 0.766 0.04 0.739 0.766 0.752 0.886 climbingup 1 0 1 1 1 1 jumping 0.855 0.011 0.93 0.855 0.891 0.938 lying 0.775 0.06 0.679 0.775 0.724 0.877 standing 0.681 0.042 0.723 0.681 0.701 0.813 sitting 0.796 0.036 0.833 0.796 0.814 0.913 running 0.739 0.036 0.765 0.739 0.752 0.87 walking Weighted Avg. 0.771 0.037 0.775 0.771 0.772 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 66 7 0 0 0 0 0 18 | a = climbingdown 13 85 0 0 0 2 4 7 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 106 6 6 3 1 | d = lying 0 3 0 1 93 15 8 0 | e = standing 0 4 0 5 20 81 9 0 | f = sitting 2 1 0 2 18 8 125 1 | g = running 17 13 0 0 0 0 1 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 669 77.8813 % Incorrectly Classified Instances 190 22.1187 % Kappa statistic 0.7427 Mean absolute error 0.0604 Root mean squared error 0.2271 Relative absolute error 28.1155 % Root relative squared error 69.2856 % Total Number of Instances 859 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.033 0.713 0.681 0.697 0.887 climbingdown 0.667 0.037 0.725 0.667 0.695 0.863 climbingup 1 0 1 1 1 1 jumping 0.952 0.008 0.952 0.952 0.952 0.975 lying 0.717 0.041 0.741 0.717 0.729 0.826 standing 0.731 0.049 0.707 0.731 0.719 0.854 sitting 0.783 0.038 0.82 0.783 0.801 0.881 running 0.849 0.051 0.727 0.849 0.783 0.907 walking Weighted Avg. 0.779 0.036 0.78 0.779 0.778 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 62 11 0 0 0 1 1 16 | a = climbingdown 13 74 0 0 0 0 2 22 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 118 0 5 1 0 | d = lying 0 3 0 2 86 14 15 0 | e = standing 0 2 0 2 20 87 8 0 | f = sitting 2 5 0 1 10 16 123 0 | g = running 10 7 0 1 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 665 77.4156 % Incorrectly Classified Instances 194 22.5844 % Kappa statistic 0.7371 Mean absolute error 0.0588 Root mean squared error 0.2256 Relative absolute error 27.347 % Root relative squared error 68.8411 % Total Number of Instances 859 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.029 0.747 0.714 0.73 0.886 climbingdown 0.712 0.04 0.725 0.712 0.718 0.854 climbingup 1 0 1 1 1 1 jumping 0.895 0.008 0.949 0.895 0.921 0.949 lying 0.75 0.062 0.662 0.75 0.703 0.865 standing 0.664 0.041 0.725 0.664 0.693 0.862 sitting 0.822 0.048 0.791 0.822 0.806 0.925 running 0.79 0.035 0.783 0.79 0.787 0.901 walking Weighted Avg. 0.774 0.037 0.777 0.774 0.775 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 65 14 0 1 0 1 0 10 | a = climbingdown 9 79 0 0 0 2 7 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 111 5 4 4 0 | d = lying 0 1 0 0 90 16 13 0 | e = standing 2 1 0 2 24 79 9 2 | f = sitting 1 0 0 3 17 7 129 0 | g = running 10 14 0 0 0 0 1 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 689 80.2095 % Incorrectly Classified Instances 170 19.7905 % Kappa statistic 0.7699 Mean absolute error 0.0524 Root mean squared error 0.2131 Relative absolute error 24.4078 % Root relative squared error 65.0236 % Total Number of Instances 859 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.033 0.731 0.747 0.739 0.886 climbingdown 0.764 0.037 0.75 0.764 0.757 0.87 climbingup 1 0 1 1 1 1 jumping 0.952 0.016 0.908 0.952 0.93 0.98 lying 0.717 0.042 0.735 0.717 0.726 0.867 standing 0.723 0.039 0.748 0.723 0.735 0.84 sitting 0.828 0.027 0.872 0.828 0.85 0.913 running 0.824 0.035 0.79 0.824 0.807 0.911 walking Weighted Avg. 0.802 0.032 0.802 0.802 0.802 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 68 8 0 0 0 1 0 14 | a = climbingdown 12 84 0 0 0 1 2 11 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 119 4 1 0 0 | d = lying 0 0 0 4 86 19 11 0 | e = standing 2 1 0 4 19 86 6 1 | f = sitting 2 6 0 4 8 7 130 0 | g = running 8 13 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 672 78.2305 % Incorrectly Classified Instances 187 21.7695 % Kappa statistic 0.7469 Mean absolute error 0.0577 Root mean squared error 0.2239 Relative absolute error 26.8764 % Root relative squared error 68.3111 % Total Number of Instances 859 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.043 0.667 0.725 0.695 0.88 climbingdown 0.755 0.029 0.79 0.755 0.772 0.865 climbingup 1 0.002 0.9 1 0.947 0.999 jumping 0.928 0.011 0.935 0.928 0.932 0.963 lying 0.75 0.049 0.714 0.75 0.732 0.875 standing 0.672 0.041 0.727 0.672 0.699 0.841 sitting 0.815 0.037 0.831 0.815 0.823 0.915 running 0.765 0.041 0.752 0.765 0.758 0.895 walking Weighted Avg. 0.782 0.035 0.783 0.782 0.782 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 66 9 0 1 0 1 1 13 | a = climbingdown 11 83 0 0 0 0 0 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 116 3 4 2 0 | d = lying 1 0 0 2 90 15 12 0 | e = standing 1 2 0 4 21 80 11 0 | f = sitting 2 3 2 1 12 8 128 1 | g = running 18 8 0 0 0 2 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 674 78.5548 % Incorrectly Classified Instances 184 21.4452 % Kappa statistic 0.7503 Mean absolute error 0.0561 Root mean squared error 0.2192 Relative absolute error 26.1314 % Root relative squared error 66.8853 % Total Number of Instances 858 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.03 0.736 0.696 0.715 0.84 climbingdown 0.745 0.041 0.726 0.745 0.735 0.887 climbingup 1 0 1 1 1 1 jumping 0.903 0.015 0.911 0.903 0.907 0.95 lying 0.711 0.05 0.699 0.711 0.705 0.869 standing 0.729 0.036 0.761 0.729 0.745 0.87 sitting 0.834 0.043 0.814 0.834 0.824 0.927 running 0.807 0.034 0.793 0.807 0.8 0.896 walking Weighted Avg. 0.786 0.035 0.786 0.786 0.785 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 64 13 0 0 0 1 1 13 | a = climbingdown 9 82 0 0 0 0 7 12 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 2 0 112 2 4 3 0 | d = lying 0 0 0 6 86 15 14 0 | e = standing 0 2 0 4 21 86 5 0 | f = sitting 1 3 0 1 14 7 131 0 | g = running 12 11 0 0 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 659 76.8065 % Incorrectly Classified Instances 199 23.1935 % Kappa statistic 0.7298 Mean absolute error 0.061 Root mean squared error 0.2309 Relative absolute error 28.4085 % Root relative squared error 70.4396 % Total Number of Instances 858 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.587 0.021 0.771 0.587 0.667 0.823 climbingdown 0.709 0.045 0.696 0.709 0.703 0.847 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.952 0.012 0.929 0.952 0.94 0.972 lying 0.727 0.056 0.682 0.727 0.704 0.867 standing 0.689 0.049 0.695 0.689 0.692 0.866 sitting 0.809 0.04 0.819 0.809 0.814 0.888 running 0.814 0.047 0.733 0.814 0.771 0.901 walking Weighted Avg. 0.768 0.038 0.769 0.768 0.767 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 54 14 0 1 0 3 1 19 | a = climbingdown 10 78 0 1 0 1 5 15 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 118 4 1 1 0 | d = lying 0 0 0 3 88 22 8 0 | e = standing 0 3 0 4 18 82 11 1 | f = sitting 0 2 0 0 19 9 127 0 | g = running 6 15 0 0 0 0 1 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 695 81.0023 % Incorrectly Classified Instances 163 18.9977 % Kappa statistic 0.7789 Mean absolute error 0.0508 Root mean squared error 0.2088 Relative absolute error 23.6569 % Root relative squared error 63.7032 % Total Number of Instances 858 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.029 0.756 0.739 0.747 0.884 climbingdown 0.836 0.037 0.767 0.836 0.8 0.912 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.927 0.007 0.958 0.927 0.943 0.958 lying 0.81 0.041 0.766 0.81 0.787 0.898 standing 0.672 0.037 0.748 0.672 0.708 0.828 sitting 0.854 0.036 0.843 0.854 0.848 0.918 running 0.771 0.034 0.784 0.771 0.778 0.89 walking Weighted Avg. 0.81 0.031 0.81 0.81 0.81 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 68 11 0 0 0 0 0 13 | a = climbingdown 7 92 0 0 0 1 0 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 115 4 3 2 0 | d = lying 0 0 0 1 98 13 9 0 | e = standing 2 0 0 2 20 80 14 1 | f = sitting 1 2 1 2 6 10 134 1 | g = running 12 15 0 0 0 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 692 80.6527 % Incorrectly Classified Instances 166 19.3473 % Kappa statistic 0.7749 Mean absolute error 0.0521 Root mean squared error 0.2099 Relative absolute error 24.2382 % Root relative squared error 64.033 % Total Number of Instances 858 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.025 0.774 0.707 0.739 0.876 climbingdown 0.782 0.037 0.754 0.782 0.768 0.891 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.952 0.007 0.959 0.952 0.955 0.976 lying 0.76 0.049 0.719 0.76 0.739 0.889 standing 0.714 0.045 0.72 0.714 0.717 0.858 sitting 0.834 0.029 0.868 0.834 0.851 0.929 running 0.831 0.032 0.803 0.831 0.817 0.908 walking Weighted Avg. 0.807 0.031 0.808 0.807 0.807 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 65 12 0 0 0 1 1 13 | a = climbingdown 9 86 0 0 1 1 2 11 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 118 1 5 0 0 | d = lying 0 0 0 3 92 16 10 0 | e = standing 1 2 0 1 24 85 6 0 | f = sitting 1 3 1 1 10 10 131 0 | g = running 8 11 0 0 0 0 1 98 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 631 69.3407 % Incorrectly Classified Instances 279 30.6593 % Kappa statistic 0.6432 Mean absolute error 0.0812 Root mean squared error 0.2601 Relative absolute error 37.7976 % Root relative squared error 79.361 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.049 0.646 0.745 0.692 0.88 climbingdown 0.652 0.045 0.676 0.652 0.664 0.817 climbingup 0.789 0.001 0.938 0.789 0.857 0.907 jumping 0.942 0.006 0.958 0.942 0.95 0.972 lying 0.534 0.084 0.522 0.534 0.528 0.781 standing 0.504 0.085 0.507 0.504 0.506 0.774 sitting 0.819 0.046 0.8 0.819 0.81 0.888 running 0.645 0.041 0.714 0.645 0.678 0.848 walking Weighted Avg. 0.693 0.051 0.696 0.693 0.694 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 73 7 1 0 1 2 0 14 | a = climbingdown 17 75 0 0 2 3 0 18 | b = climbingup 0 0 15 0 0 1 3 0 | c = jumping 0 1 0 113 1 3 2 0 | d = lying 1 2 0 1 71 44 14 0 | e = standing 1 1 0 2 48 68 15 0 | f = sitting 1 1 0 2 13 13 136 0 | g = running 20 24 0 0 0 0 0 80 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 626 68.7912 % Incorrectly Classified Instances 284 31.2088 % Kappa statistic 0.6368 Mean absolute error 0.0812 Root mean squared error 0.2597 Relative absolute error 37.7905 % Root relative squared error 79.2289 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.032 0.723 0.694 0.708 0.864 climbingdown 0.67 0.04 0.706 0.67 0.688 0.845 climbingup 0.895 0.002 0.895 0.895 0.895 0.946 jumping 0.908 0.01 0.932 0.908 0.92 0.969 lying 0.564 0.094 0.507 0.564 0.534 0.789 standing 0.452 0.093 0.459 0.452 0.455 0.762 sitting 0.777 0.046 0.791 0.777 0.784 0.886 running 0.726 0.047 0.709 0.726 0.717 0.878 walking Weighted Avg. 0.688 0.052 0.692 0.688 0.689 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 68 10 0 0 0 0 1 19 | a = climbingdown 8 77 0 3 3 1 5 18 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 109 1 7 3 0 | d = lying 0 1 0 0 75 47 10 0 | e = standing 3 1 1 5 54 61 10 0 | f = sitting 4 0 1 0 15 17 129 0 | g = running 11 20 0 0 0 0 3 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 632 69.4505 % Incorrectly Classified Instances 278 30.5495 % Kappa statistic 0.6447 Mean absolute error 0.0778 Root mean squared error 0.2563 Relative absolute error 36.1983 % Root relative squared error 78.2 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.041 0.68 0.714 0.697 0.859 climbingdown 0.609 0.059 0.598 0.609 0.603 0.805 climbingup 0.947 0.001 0.947 0.947 0.947 0.996 jumping 0.883 0.011 0.922 0.883 0.902 0.952 lying 0.553 0.08 0.541 0.553 0.547 0.818 standing 0.519 0.09 0.5 0.519 0.509 0.786 sitting 0.82 0.026 0.878 0.82 0.848 0.923 running 0.71 0.047 0.704 0.71 0.707 0.86 walking Weighted Avg. 0.695 0.049 0.7 0.695 0.697 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 70 10 0 2 0 0 0 16 | a = climbingdown 15 70 0 1 2 3 3 21 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 1 3 0 106 0 7 3 0 | d = lying 0 4 0 0 73 50 5 0 | e = standing 1 5 0 4 48 70 7 0 | f = sitting 2 4 1 2 12 9 137 0 | g = running 14 21 0 0 0 1 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 637 70 % Incorrectly Classified Instances 273 30 % Kappa statistic 0.6508 Mean absolute error 0.0774 Root mean squared error 0.2535 Relative absolute error 36.0309 % Root relative squared error 77.3557 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.031 0.731 0.701 0.716 0.873 climbingdown 0.696 0.04 0.714 0.696 0.705 0.844 climbingup 0.895 0 1 0.895 0.944 0.947 jumping 0.958 0.011 0.927 0.958 0.943 0.976 lying 0.534 0.099 0.48 0.534 0.505 0.801 standing 0.444 0.089 0.465 0.444 0.455 0.77 sitting 0.82 0.034 0.846 0.82 0.833 0.911 running 0.718 0.046 0.712 0.718 0.715 0.873 walking Weighted Avg. 0.7 0.05 0.703 0.7 0.701 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 68 8 0 2 0 2 2 15 | a = climbingdown 8 80 0 0 4 1 2 20 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 1 0 0 115 1 3 0 0 | d = lying 0 1 0 2 71 50 9 0 | e = standing 2 0 0 3 61 60 9 0 | f = sitting 1 2 0 2 11 13 137 1 | g = running 13 21 0 0 0 0 1 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 646 70.989 % Incorrectly Classified Instances 264 29.011 % Kappa statistic 0.6626 Mean absolute error 0.0741 Root mean squared error 0.2494 Relative absolute error 34.4905 % Root relative squared error 76.0985 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.033 0.7 0.649 0.674 0.874 climbingdown 0.678 0.038 0.722 0.678 0.7 0.855 climbingup 0.947 0.003 0.857 0.947 0.9 0.969 jumping 0.958 0.011 0.927 0.958 0.942 0.975 lying 0.526 0.084 0.519 0.526 0.522 0.805 standing 0.478 0.097 0.464 0.478 0.471 0.769 sitting 0.82 0.023 0.89 0.82 0.854 0.91 running 0.815 0.048 0.727 0.815 0.768 0.913 walking Weighted Avg. 0.71 0.047 0.712 0.71 0.71 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 63 12 0 0 0 0 2 20 | a = climbingdown 12 78 0 2 2 2 1 18 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 114 1 2 1 0 | d = lying 0 3 0 0 70 52 8 0 | e = standing 1 2 0 5 59 65 4 0 | f = sitting 1 3 2 2 3 19 137 0 | g = running 13 9 1 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 645 70.9571 % Incorrectly Classified Instances 264 29.0429 % Kappa statistic 0.662 Mean absolute error 0.0751 Root mean squared error 0.2537 Relative absolute error 34.9734 % Root relative squared error 77.4258 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.044 0.673 0.763 0.715 0.863 climbingdown 0.667 0.044 0.685 0.667 0.676 0.854 climbingup 0.889 0.001 0.941 0.889 0.914 1 jumping 0.942 0.008 0.95 0.942 0.946 0.967 lying 0.571 0.09 0.521 0.571 0.545 0.813 standing 0.463 0.082 0.5 0.463 0.481 0.74 sitting 0.82 0.035 0.84 0.82 0.83 0.918 running 0.726 0.034 0.769 0.726 0.747 0.86 walking Weighted Avg. 0.71 0.048 0.712 0.71 0.71 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 74 11 0 0 0 0 1 11 | a = climbingdown 15 76 0 1 0 0 6 16 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 2 0 0 113 1 3 1 0 | d = lying 0 2 0 1 76 48 6 0 | e = standing 1 3 0 3 56 63 10 0 | f = sitting 0 3 1 1 13 12 137 0 | g = running 18 16 0 0 0 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 639 70.297 % Incorrectly Classified Instances 270 29.703 % Kappa statistic 0.6547 Mean absolute error 0.0763 Root mean squared error 0.2527 Relative absolute error 35.515 % Root relative squared error 77.1324 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.051 0.631 0.714 0.67 0.845 climbingdown 0.702 0.039 0.721 0.702 0.711 0.862 climbingup 0.889 0.004 0.8 0.889 0.842 0.992 jumping 0.975 0.01 0.936 0.975 0.955 0.981 lying 0.511 0.088 0.5 0.511 0.506 0.787 standing 0.489 0.081 0.512 0.489 0.5 0.803 sitting 0.766 0.036 0.826 0.766 0.795 0.893 running 0.758 0.036 0.77 0.758 0.764 0.879 walking Weighted Avg. 0.703 0.048 0.704 0.703 0.703 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 70 15 0 0 0 1 0 12 | a = climbingdown 15 80 0 1 0 1 1 16 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 117 0 2 1 0 | d = lying 0 3 0 2 68 45 15 0 | e = standing 1 1 0 5 54 66 8 0 | f = sitting 6 2 4 0 14 13 128 0 | g = running 19 10 0 0 0 1 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 613 67.4367 % Incorrectly Classified Instances 296 32.5633 % Kappa statistic 0.6209 Mean absolute error 0.0838 Root mean squared error 0.2666 Relative absolute error 39.0299 % Root relative squared error 81.3692 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.033 0.682 0.592 0.634 0.841 climbingdown 0.719 0.063 0.621 0.719 0.667 0.853 climbingup 0.833 0.001 0.938 0.833 0.882 0.937 jumping 0.933 0.018 0.889 0.933 0.911 0.956 lying 0.526 0.088 0.507 0.526 0.517 0.788 standing 0.452 0.096 0.452 0.452 0.452 0.733 sitting 0.749 0.044 0.791 0.749 0.769 0.861 running 0.726 0.037 0.756 0.726 0.741 0.898 walking Weighted Avg. 0.674 0.054 0.677 0.674 0.675 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 58 19 0 2 0 0 4 15 | a = climbingdown 12 82 0 0 2 2 2 14 | b = climbingup 0 0 15 0 0 1 2 0 | c = jumping 1 2 0 112 0 4 1 0 | d = lying 0 1 0 0 70 46 16 0 | e = standing 0 1 0 7 59 61 7 0 | f = sitting 2 7 1 4 7 21 125 0 | g = running 12 20 0 1 0 0 1 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 640 70.407 % Incorrectly Classified Instances 269 29.593 % Kappa statistic 0.6556 Mean absolute error 0.0757 Root mean squared error 0.2526 Relative absolute error 35.2288 % Root relative squared error 77.0718 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.047 0.651 0.724 0.686 0.873 climbingdown 0.711 0.053 0.659 0.711 0.684 0.836 climbingup 0.944 0.001 0.944 0.944 0.944 0.972 jumping 0.883 0.011 0.922 0.883 0.902 0.943 lying 0.436 0.057 0.569 0.436 0.494 0.835 standing 0.556 0.097 0.5 0.556 0.526 0.786 sitting 0.838 0.042 0.819 0.838 0.828 0.91 running 0.742 0.037 0.76 0.742 0.751 0.894 walking Weighted Avg. 0.704 0.049 0.705 0.704 0.703 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 71 14 0 0 0 0 1 12 | a = climbingdown 13 81 0 0 1 2 0 17 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 4 1 0 106 1 5 3 0 | d = lying 0 6 0 1 58 55 13 0 | e = standing 0 4 0 7 38 75 11 0 | f = sitting 2 6 1 1 4 13 140 0 | g = running 19 11 0 0 0 0 2 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 629 69.1969 % Incorrectly Classified Instances 280 30.8031 % Kappa statistic 0.6417 Mean absolute error 0.0807 Root mean squared error 0.2598 Relative absolute error 37.5603 % Root relative squared error 79.2668 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.033 0.719 0.704 0.711 0.868 climbingdown 0.667 0.058 0.623 0.667 0.644 0.821 climbingup 0.947 0.003 0.857 0.947 0.9 0.973 jumping 0.933 0.013 0.918 0.933 0.926 0.976 lying 0.519 0.089 0.5 0.519 0.509 0.79 standing 0.43 0.075 0.5 0.43 0.462 0.729 sitting 0.813 0.047 0.794 0.813 0.804 0.905 running 0.742 0.041 0.742 0.742 0.742 0.886 walking Weighted Avg. 0.692 0.051 0.688 0.692 0.69 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 69 14 0 1 0 1 1 12 | a = climbingdown 13 76 0 1 1 0 4 19 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 112 1 5 1 1 | d = lying 0 5 0 1 69 44 14 0 | e = standing 1 4 0 7 51 58 14 0 | f = sitting 2 2 3 0 16 8 135 0 | g = running 11 21 0 0 0 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 655 78.2557 % Incorrectly Classified Instances 182 21.7443 % Kappa statistic 0.7463 Mean absolute error 0.0575 Root mean squared error 0.2216 Relative absolute error 26.8014 % Root relative squared error 67.6524 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.046 0.646 0.667 0.656 0.888 climbingdown 0.707 0.035 0.729 0.707 0.718 0.91 climbingup 0.824 0 1 0.824 0.903 0.912 jumping 0.888 0.021 0.881 0.888 0.884 0.941 lying 0.83 0.046 0.778 0.83 0.803 0.927 standing 0.645 0.028 0.741 0.645 0.69 0.848 sitting 0.829 0.035 0.84 0.829 0.834 0.922 running 0.813 0.042 0.769 0.813 0.791 0.907 walking Weighted Avg. 0.783 0.035 0.783 0.783 0.782 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 62 13 0 0 0 0 0 18 | a = climbingdown 16 70 0 0 0 1 0 12 | b = climbingup 0 2 14 0 0 0 1 0 | c = jumping 0 1 0 111 3 9 1 0 | d = lying 0 0 0 0 112 7 16 0 | e = standing 0 1 0 15 11 60 6 0 | f = sitting 1 3 0 0 18 4 126 0 | g = running 17 6 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 658 78.6141 % Incorrectly Classified Instances 179 21.3859 % Kappa statistic 0.7504 Mean absolute error 0.0569 Root mean squared error 0.2216 Relative absolute error 26.5235 % Root relative squared error 67.659 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.032 0.724 0.67 0.696 0.861 climbingdown 0.576 0.056 0.582 0.576 0.579 0.805 climbingup 0.882 0 1 0.882 0.938 0.941 jumping 0.968 0.027 0.863 0.968 0.913 0.976 lying 0.822 0.03 0.841 0.822 0.831 0.91 standing 0.731 0.019 0.829 0.731 0.777 0.922 sitting 0.855 0.035 0.844 0.855 0.85 0.939 running 0.764 0.05 0.723 0.764 0.743 0.878 walking Weighted Avg. 0.786 0.035 0.786 0.786 0.785 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 63 17 0 0 0 0 0 14 | a = climbingdown 18 57 0 0 0 1 1 22 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 120 0 4 0 0 | d = lying 0 0 0 0 111 5 19 0 | e = standing 0 0 0 18 5 68 2 0 | f = sitting 0 1 0 1 16 4 130 0 | g = running 6 23 0 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 643 76.822 % Incorrectly Classified Instances 194 23.178 % Kappa statistic 0.7297 Mean absolute error 0.0609 Root mean squared error 0.2278 Relative absolute error 28.391 % Root relative squared error 69.5539 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.628 0.044 0.641 0.628 0.634 0.843 climbingdown 0.657 0.038 0.699 0.657 0.677 0.837 climbingup 0.882 0.001 0.938 0.882 0.909 0.97 jumping 0.879 0.025 0.858 0.879 0.869 0.939 lying 0.785 0.038 0.797 0.785 0.791 0.928 standing 0.71 0.032 0.733 0.71 0.721 0.873 sitting 0.862 0.038 0.834 0.862 0.848 0.939 running 0.748 0.052 0.713 0.748 0.73 0.883 walking Weighted Avg. 0.768 0.038 0.767 0.768 0.767 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 59 12 1 0 0 0 2 20 | a = climbingdown 13 65 0 0 1 1 2 17 | b = climbingup 1 0 15 0 0 0 1 0 | c = jumping 0 0 0 109 3 12 0 0 | d = lying 0 1 0 4 106 7 17 0 | e = standing 0 1 0 13 9 66 4 0 | f = sitting 2 0 0 1 14 4 131 0 | g = running 17 14 0 0 0 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 644 76.9415 % Incorrectly Classified Instances 193 23.0585 % Kappa statistic 0.7314 Mean absolute error 0.0601 Root mean squared error 0.226 Relative absolute error 28.0293 % Root relative squared error 69.0028 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.052 0.614 0.66 0.636 0.833 climbingdown 0.667 0.045 0.667 0.667 0.667 0.84 climbingup 0.882 0.002 0.882 0.882 0.882 0.933 jumping 0.879 0.022 0.872 0.879 0.876 0.95 lying 0.778 0.047 0.761 0.778 0.769 0.906 standing 0.742 0.027 0.775 0.742 0.758 0.894 sitting 0.816 0.031 0.855 0.816 0.835 0.939 running 0.764 0.041 0.764 0.764 0.764 0.887 walking Weighted Avg. 0.769 0.037 0.771 0.769 0.77 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 62 16 0 0 0 0 0 16 | a = climbingdown 20 66 0 0 0 0 0 13 | b = climbingup 1 1 15 0 0 0 0 0 | c = jumping 0 0 0 109 5 9 1 0 | d = lying 0 3 0 4 105 8 15 0 | e = standing 0 2 0 9 8 69 5 0 | f = sitting 1 0 2 3 20 2 124 0 | g = running 17 11 0 0 0 1 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 633 75.6272 % Incorrectly Classified Instances 204 24.3728 % Kappa statistic 0.716 Mean absolute error 0.0651 Root mean squared error 0.2346 Relative absolute error 30.3516 % Root relative squared error 71.6387 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.054 0.612 0.67 0.64 0.847 climbingdown 0.646 0.046 0.653 0.646 0.65 0.818 climbingup 0.941 0.001 0.941 0.941 0.941 0.97 jumping 0.903 0.032 0.83 0.903 0.865 0.945 lying 0.793 0.044 0.775 0.793 0.784 0.905 standing 0.677 0.024 0.778 0.677 0.724 0.877 sitting 0.822 0.032 0.85 0.822 0.836 0.923 running 0.675 0.049 0.703 0.675 0.689 0.843 walking Weighted Avg. 0.756 0.039 0.757 0.756 0.756 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 63 12 0 0 0 0 1 18 | a = climbingdown 17 64 1 0 0 0 1 16 | b = climbingup 0 0 16 0 0 0 0 1 | c = jumping 0 1 0 112 4 5 2 0 | d = lying 0 0 0 5 107 8 15 0 | e = standing 0 1 0 17 9 63 3 0 | f = sitting 2 1 0 1 18 5 125 0 | g = running 21 19 0 0 0 0 0 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 640 76.4636 % Incorrectly Classified Instances 197 23.5364 % Kappa statistic 0.7257 Mean absolute error 0.0607 Root mean squared error 0.229 Relative absolute error 28.2926 % Root relative squared error 69.9116 % Total Number of Instances 837 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.039 0.674 0.645 0.659 0.852 climbingdown 0.727 0.045 0.686 0.727 0.706 0.87 climbingup 0.889 0.001 0.941 0.889 0.914 0.944 jumping 0.839 0.024 0.86 0.839 0.849 0.954 lying 0.785 0.051 0.746 0.785 0.765 0.902 standing 0.71 0.035 0.717 0.71 0.714 0.873 sitting 0.836 0.032 0.852 0.836 0.844 0.942 running 0.724 0.046 0.73 0.724 0.727 0.871 walking Weighted Avg. 0.765 0.038 0.766 0.765 0.765 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 60 13 1 0 0 0 0 19 | a = climbingdown 12 72 0 0 0 0 1 14 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 104 3 17 0 0 | d = lying 0 0 0 4 106 8 17 0 | e = standing 0 2 0 12 11 66 2 0 | f = sitting 1 0 0 1 22 1 127 0 | g = running 16 18 0 0 0 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 656 78.4689 % Incorrectly Classified Instances 180 21.5311 % Kappa statistic 0.7492 Mean absolute error 0.0579 Root mean squared error 0.2226 Relative absolute error 26.9934 % Root relative squared error 67.9599 % Total Number of Instances 836 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.043 0.648 0.634 0.641 0.839 climbingdown 0.62 0.048 0.639 0.62 0.629 0.857 climbingup 1 0.002 0.895 1 0.944 0.999 jumping 0.864 0.025 0.857 0.864 0.861 0.943 lying 0.821 0.024 0.866 0.821 0.843 0.912 standing 0.774 0.034 0.742 0.774 0.758 0.915 sitting 0.895 0.025 0.889 0.895 0.892 0.957 running 0.754 0.048 0.73 0.754 0.742 0.864 walking Weighted Avg. 0.785 0.033 0.785 0.785 0.784 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 59 18 0 0 0 0 2 14 | a = climbingdown 17 62 0 0 0 0 1 20 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 108 1 13 2 0 | d = lying 0 0 0 4 110 8 12 0 | e = standing 0 1 0 14 6 72 0 0 | f = sitting 0 0 2 0 10 4 136 0 | g = running 15 15 0 0 0 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 641 76.6746 % Incorrectly Classified Instances 195 23.3254 % Kappa statistic 0.7279 Mean absolute error 0.061 Root mean squared error 0.2287 Relative absolute error 28.4492 % Root relative squared error 69.8368 % Total Number of Instances 836 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.043 0.652 0.645 0.649 0.813 climbingdown 0.71 0.045 0.683 0.71 0.696 0.86 climbingup 0.882 0.001 0.938 0.882 0.909 0.941 jumping 0.912 0.031 0.838 0.912 0.874 0.957 lying 0.776 0.041 0.782 0.776 0.779 0.904 standing 0.624 0.028 0.734 0.624 0.674 0.87 sitting 0.842 0.041 0.821 0.842 0.831 0.922 running 0.746 0.041 0.758 0.746 0.752 0.891 walking Weighted Avg. 0.767 0.038 0.765 0.767 0.765 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 60 15 0 0 0 0 1 17 | a = climbingdown 15 71 0 0 1 1 2 10 | b = climbingup 0 1 15 0 0 0 1 0 | c = jumping 0 0 0 114 3 6 2 0 | d = lying 0 1 0 1 104 8 20 0 | e = standing 0 2 0 20 10 58 1 2 | f = sitting 0 1 1 1 15 6 128 0 | g = running 17 13 0 0 0 0 1 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 645 77.1531 % Incorrectly Classified Instances 191 22.8469 % Kappa statistic 0.7338 Mean absolute error 0.0605 Root mean squared error 0.2292 Relative absolute error 28.1985 % Root relative squared error 69.9749 % Total Number of Instances 836 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.042 0.67 0.677 0.674 0.862 climbingdown 0.64 0.037 0.703 0.64 0.67 0.838 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.84 0.03 0.833 0.84 0.837 0.901 lying 0.873 0.044 0.791 0.873 0.83 0.942 standing 0.688 0.035 0.711 0.688 0.699 0.871 sitting 0.796 0.029 0.858 0.796 0.826 0.902 running 0.77 0.048 0.734 0.77 0.752 0.879 walking Weighted Avg. 0.772 0.037 0.772 0.772 0.771 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 63 14 0 0 0 0 0 16 | a = climbingdown 13 64 0 0 1 3 3 16 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 105 4 13 2 0 | d = lying 0 0 0 0 117 6 11 0 | e = standing 0 0 0 18 7 64 4 0 | f = sitting 2 1 1 3 19 3 121 2 | g = running 16 11 0 0 0 1 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 652 77.9904 % Incorrectly Classified Instances 184 22.0096 % Kappa statistic 0.7433 Mean absolute error 0.0595 Root mean squared error 0.2255 Relative absolute error 27.7488 % Root relative squared error 68.8541 % Total Number of Instances 836 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.548 0.028 0.708 0.548 0.618 0.785 climbingdown 0.71 0.064 0.602 0.71 0.651 0.862 climbingup 1 0 1 1 1 1 jumping 0.888 0.023 0.874 0.888 0.881 0.937 lying 0.851 0.041 0.797 0.851 0.823 0.92 standing 0.699 0.022 0.802 0.699 0.747 0.873 sitting 0.836 0.029 0.864 0.836 0.849 0.921 running 0.787 0.049 0.733 0.787 0.759 0.892 walking Weighted Avg. 0.78 0.036 0.783 0.78 0.779 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 51 22 0 0 0 0 2 18 | a = climbingdown 10 71 0 0 1 0 1 17 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 111 1 11 2 0 | d = lying 0 0 0 2 114 4 14 0 | e = standing 0 6 0 13 8 65 1 0 | f = sitting 1 3 0 1 19 1 127 0 | g = running 10 16 0 0 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 665 76.7898 % Incorrectly Classified Instances 201 23.2102 % Kappa statistic 0.7296 Mean absolute error 0.061 Root mean squared error 0.2277 Relative absolute error 28.4351 % Root relative squared error 69.5004 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.83 0.031 0.776 0.83 0.802 0.923 climbingdown 0.629 0.035 0.693 0.629 0.659 0.869 climbingup 0.889 0.001 0.941 0.889 0.914 0.937 jumping 0.766 0.024 0.841 0.766 0.802 0.936 lying 0.743 0.045 0.696 0.743 0.719 0.869 standing 0.748 0.065 0.695 0.748 0.721 0.883 sitting 0.816 0.034 0.843 0.816 0.83 0.912 running 0.793 0.035 0.787 0.793 0.79 0.905 walking Weighted Avg. 0.768 0.038 0.77 0.768 0.768 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 83 10 1 0 0 0 0 6 | a = climbingdown 12 61 0 0 1 0 3 20 | b = climbingup 1 0 16 0 0 0 1 0 | c = jumping 0 1 0 95 0 28 0 0 | d = lying 0 0 0 0 78 10 17 0 | e = standing 0 0 0 18 15 107 3 0 | f = sitting 0 2 0 0 18 9 129 0 | g = running 11 14 0 0 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 705 81.4088 % Incorrectly Classified Instances 161 18.5912 % Kappa statistic 0.7834 Mean absolute error 0.0501 Root mean squared error 0.2045 Relative absolute error 23.3434 % Root relative squared error 62.4186 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.037 0.75 0.84 0.792 0.93 climbingdown 0.701 0.018 0.829 0.701 0.76 0.915 climbingup 0.889 0 1 0.889 0.941 0.968 jumping 0.855 0.024 0.855 0.855 0.855 0.944 lying 0.8 0.035 0.757 0.8 0.778 0.907 standing 0.706 0.044 0.759 0.706 0.732 0.861 sitting 0.886 0.03 0.87 0.886 0.878 0.937 running 0.876 0.028 0.835 0.876 0.855 0.954 walking Weighted Avg. 0.814 0.031 0.815 0.814 0.813 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 84 8 0 0 0 0 0 8 | a = climbingdown 16 68 0 1 1 0 0 11 | b = climbingup 0 0 16 0 0 0 1 1 | c = jumping 0 0 0 106 0 18 0 0 | d = lying 0 0 0 0 84 11 10 0 | e = standing 1 0 0 17 13 101 10 1 | f = sitting 2 0 0 0 13 3 140 0 | g = running 9 6 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 696 80.3695 % Incorrectly Classified Instances 170 19.6305 % Kappa statistic 0.7717 Mean absolute error 0.0537 Root mean squared error 0.2131 Relative absolute error 25.0283 % Root relative squared error 65.0567 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.027 0.779 0.74 0.759 0.889 climbingdown 0.796 0.044 0.696 0.796 0.743 0.898 climbingup 0.941 0 1 0.941 0.97 0.97 jumping 0.879 0.024 0.858 0.879 0.869 0.963 lying 0.838 0.046 0.715 0.838 0.772 0.911 standing 0.739 0.041 0.778 0.739 0.758 0.884 sitting 0.83 0.014 0.93 0.83 0.877 0.925 running 0.777 0.03 0.81 0.777 0.793 0.889 walking Weighted Avg. 0.804 0.031 0.809 0.804 0.805 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 74 15 0 0 0 0 0 11 | a = climbingdown 9 78 0 0 0 0 0 11 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 109 0 15 0 0 | d = lying 0 0 0 0 88 9 8 0 | e = standing 0 1 0 18 17 105 1 0 | f = sitting 2 1 0 0 18 6 132 0 | g = running 10 17 0 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 695 80.254 % Incorrectly Classified Instances 171 19.746 % Kappa statistic 0.7701 Mean absolute error 0.0521 Root mean squared error 0.2111 Relative absolute error 24.2665 % Root relative squared error 64.4656 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.023 0.816 0.8 0.808 0.892 climbingdown 0.796 0.043 0.703 0.796 0.746 0.907 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.863 0.023 0.863 0.863 0.863 0.949 lying 0.733 0.039 0.72 0.733 0.726 0.894 standing 0.754 0.046 0.764 0.754 0.759 0.914 sitting 0.868 0.03 0.868 0.868 0.868 0.941 running 0.752 0.024 0.835 0.752 0.791 0.906 walking Weighted Avg. 0.803 0.032 0.804 0.803 0.803 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 80 11 0 0 0 0 0 9 | a = climbingdown 10 78 0 0 0 0 1 9 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 107 0 17 0 0 | d = lying 0 0 0 0 77 10 18 0 | e = standing 0 0 0 17 16 107 2 0 | f = sitting 0 0 1 0 14 6 138 0 | g = running 8 22 0 0 0 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 684 78.9838 % Incorrectly Classified Instances 182 21.0162 % Kappa statistic 0.7548 Mean absolute error 0.0557 Root mean squared error 0.2196 Relative absolute error 25.9596 % Root relative squared error 67.055 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.78 0.025 0.804 0.78 0.792 0.885 climbingdown 0.765 0.029 0.773 0.765 0.769 0.933 climbingup 0.824 0 1 0.824 0.903 0.988 jumping 0.79 0.028 0.824 0.79 0.807 0.92 lying 0.743 0.028 0.788 0.743 0.765 0.895 standing 0.732 0.062 0.698 0.732 0.715 0.864 sitting 0.855 0.04 0.829 0.855 0.842 0.912 running 0.835 0.035 0.795 0.835 0.815 0.927 walking Weighted Avg. 0.79 0.036 0.791 0.79 0.79 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 78 11 0 0 0 0 1 10 | a = climbingdown 6 75 0 0 0 0 1 16 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 0 0 0 98 0 26 0 0 | d = lying 0 0 0 0 78 11 16 0 | e = standing 0 0 0 21 10 104 7 0 | f = sitting 1 3 0 0 11 8 136 0 | g = running 12 8 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 697 80.485 % Incorrectly Classified Instances 169 19.515 % Kappa statistic 0.7725 Mean absolute error 0.0534 Root mean squared error 0.2139 Relative absolute error 24.8677 % Root relative squared error 65.3058 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.752 0.03 0.768 0.752 0.76 0.882 climbingdown 0.735 0.035 0.727 0.735 0.731 0.892 climbingup 0.824 0 1 0.824 0.903 0.9 jumping 0.79 0.024 0.845 0.79 0.817 0.914 lying 0.808 0.035 0.757 0.808 0.781 0.903 standing 0.775 0.044 0.775 0.775 0.775 0.891 sitting 0.887 0.028 0.876 0.887 0.881 0.938 running 0.843 0.03 0.823 0.843 0.833 0.899 walking Weighted Avg. 0.805 0.032 0.806 0.805 0.805 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 76 17 0 0 0 0 1 7 | a = climbingdown 9 72 0 0 0 1 2 14 | b = climbingup 1 2 14 0 0 0 0 0 | c = jumping 0 0 0 98 2 22 1 1 | d = lying 0 0 0 0 84 8 12 0 | e = standing 0 0 0 18 10 110 4 0 | f = sitting 2 0 0 0 15 1 141 0 | g = running 11 8 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 696 80.3695 % Incorrectly Classified Instances 170 19.6305 % Kappa statistic 0.7714 Mean absolute error 0.0519 Root mean squared error 0.2072 Relative absolute error 24.201 % Root relative squared error 63.2747 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.024 0.818 0.802 0.81 0.91 climbingdown 0.796 0.027 0.788 0.796 0.792 0.912 climbingup 0.941 0.004 0.842 0.941 0.889 0.966 jumping 0.831 0.032 0.811 0.831 0.821 0.951 lying 0.779 0.03 0.779 0.779 0.779 0.914 standing 0.704 0.048 0.741 0.704 0.722 0.88 sitting 0.855 0.034 0.85 0.855 0.853 0.931 running 0.835 0.03 0.821 0.835 0.828 0.929 walking Weighted Avg. 0.804 0.032 0.803 0.804 0.803 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 81 9 0 1 0 0 0 10 | a = climbingdown 8 78 1 0 0 0 0 11 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 103 0 21 0 0 | d = lying 0 0 0 0 81 10 13 0 | e = standing 0 0 0 22 10 100 10 0 | f = sitting 1 1 2 1 13 4 136 1 | g = running 9 11 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 697 80.485 % Incorrectly Classified Instances 169 19.515 % Kappa statistic 0.773 Mean absolute error 0.0517 Root mean squared error 0.2084 Relative absolute error 24.0956 % Root relative squared error 63.6117 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.016 0.859 0.723 0.785 0.871 climbingdown 0.711 0.034 0.726 0.711 0.719 0.892 climbingup 0.944 0.002 0.895 0.944 0.919 0.968 jumping 0.919 0.04 0.79 0.919 0.85 0.959 lying 0.838 0.042 0.733 0.838 0.782 0.92 standing 0.643 0.033 0.793 0.643 0.71 0.893 sitting 0.868 0.017 0.92 0.868 0.893 0.939 running 0.892 0.042 0.775 0.892 0.829 0.932 walking Weighted Avg. 0.805 0.031 0.809 0.805 0.803 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 73 17 0 0 0 0 0 11 | a = climbingdown 8 69 0 0 0 0 0 20 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 113 0 10 0 0 | d = lying 0 1 0 0 88 8 8 0 | e = standing 0 0 0 30 18 92 3 0 | f = sitting 0 0 1 0 14 6 138 0 | g = running 4 8 1 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 691 79.7921 % Incorrectly Classified Instances 175 20.2079 % Kappa statistic 0.7646 Mean absolute error 0.0554 Root mean squared error 0.2142 Relative absolute error 25.8334 % Root relative squared error 65.4032 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.025 0.789 0.703 0.743 0.878 climbingdown 0.763 0.048 0.667 0.763 0.712 0.879 climbingup 0.944 0.001 0.944 0.944 0.944 0.971 jumping 0.829 0.031 0.816 0.829 0.823 0.936 lying 0.771 0.025 0.81 0.771 0.79 0.89 standing 0.748 0.046 0.764 0.748 0.756 0.909 sitting 0.881 0.028 0.875 0.881 0.878 0.942 running 0.825 0.031 0.811 0.825 0.818 0.925 walking Weighted Avg. 0.798 0.033 0.8 0.798 0.798 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 71 21 0 0 0 0 1 8 | a = climbingdown 8 74 0 0 0 0 1 14 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 102 0 19 0 1 | d = lying 0 1 0 1 81 13 9 0 | e = standing 1 0 0 22 5 107 8 0 | f = sitting 1 2 1 0 14 1 140 0 | g = running 9 12 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 697 80.485 % Incorrectly Classified Instances 169 19.515 % Kappa statistic 0.7729 Mean absolute error 0.0538 Root mean squared error 0.2101 Relative absolute error 25.0619 % Root relative squared error 64.1441 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.822 0.03 0.783 0.822 0.802 0.923 climbingdown 0.742 0.035 0.727 0.742 0.735 0.901 climbingup 0.889 0.001 0.941 0.889 0.914 0.937 jumping 0.927 0.031 0.832 0.927 0.877 0.963 lying 0.762 0.037 0.741 0.762 0.751 0.892 standing 0.72 0.036 0.798 0.72 0.757 0.893 sitting 0.849 0.025 0.882 0.849 0.865 0.921 running 0.783 0.031 0.803 0.783 0.793 0.909 walking Weighted Avg. 0.805 0.031 0.806 0.805 0.804 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 83 9 0 0 0 0 1 8 | a = climbingdown 10 72 0 0 0 0 0 15 | b = climbingup 1 1 16 0 0 0 0 0 | c = jumping 0 0 0 114 0 9 0 0 | d = lying 0 0 0 0 80 13 12 0 | e = standing 0 1 0 23 11 103 5 0 | f = sitting 1 1 1 0 17 4 135 0 | g = running 11 15 0 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 675 76.9669 % Incorrectly Classified Instances 202 23.0331 % Kappa statistic 0.7318 Mean absolute error 0.0606 Root mean squared error 0.2215 Relative absolute error 28.2334 % Root relative squared error 67.6402 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.02 0.802 0.739 0.769 0.906 climbingdown 0.785 0.032 0.771 0.785 0.778 0.902 climbingup 1 0.002 0.9 1 0.947 0.999 jumping 0.992 0.009 0.944 0.992 0.967 0.996 lying 0.571 0.077 0.554 0.571 0.563 0.861 standing 0.604 0.066 0.623 0.604 0.614 0.822 sitting 0.811 0.032 0.853 0.811 0.831 0.901 running 0.861 0.029 0.827 0.861 0.843 0.923 walking Weighted Avg. 0.77 0.039 0.769 0.77 0.769 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 65 10 0 0 0 0 1 12 | a = climbingdown 8 84 0 0 3 0 2 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 117 0 1 0 0 | d = lying 0 1 0 0 72 40 13 0 | e = standing 0 0 0 4 42 81 7 0 | f = sitting 2 3 2 3 13 8 133 0 | g = running 6 11 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 676 77.081 % Incorrectly Classified Instances 201 22.919 % Kappa statistic 0.7327 Mean absolute error 0.0617 Root mean squared error 0.2241 Relative absolute error 28.7713 % Root relative squared error 68.4072 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.023 0.78 0.727 0.753 0.906 climbingdown 0.757 0.036 0.743 0.757 0.75 0.856 climbingup 0.944 0.001 0.944 0.944 0.944 0.995 jumping 0.941 0.003 0.982 0.941 0.961 0.973 lying 0.579 0.051 0.658 0.579 0.616 0.841 standing 0.679 0.07 0.636 0.679 0.657 0.852 sitting 0.872 0.045 0.817 0.872 0.844 0.929 running 0.787 0.04 0.762 0.787 0.774 0.891 walking Weighted Avg. 0.771 0.039 0.771 0.771 0.77 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 64 8 0 0 0 0 1 15 | a = climbingdown 6 81 0 0 0 2 4 14 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 1 111 1 3 2 0 | d = lying 0 1 0 1 73 41 10 0 | e = standing 1 0 0 0 28 91 14 0 | f = sitting 2 2 0 1 9 6 143 1 | g = running 9 17 0 0 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 673 76.7389 % Incorrectly Classified Instances 204 23.2611 % Kappa statistic 0.7287 Mean absolute error 0.0634 Root mean squared error 0.228 Relative absolute error 29.5343 % Root relative squared error 69.6262 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.02 0.789 0.682 0.732 0.854 climbingdown 0.785 0.036 0.75 0.785 0.767 0.892 climbingup 0.944 0.001 0.944 0.944 0.944 0.969 jumping 0.983 0.003 0.983 0.983 0.983 0.99 lying 0.619 0.064 0.619 0.619 0.619 0.834 standing 0.657 0.052 0.693 0.657 0.674 0.856 sitting 0.805 0.056 0.767 0.805 0.786 0.907 running 0.803 0.04 0.766 0.803 0.784 0.903 walking Weighted Avg. 0.767 0.04 0.767 0.767 0.767 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 60 8 0 0 0 1 1 18 | a = climbingdown 8 84 0 0 0 0 3 12 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 116 0 1 1 0 | d = lying 0 0 0 1 78 26 21 0 | e = standing 0 0 0 1 32 88 13 0 | f = sitting 1 3 1 0 16 11 132 0 | g = running 7 17 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 683 77.8791 % Incorrectly Classified Instances 194 22.1209 % Kappa statistic 0.7422 Mean absolute error 0.0606 Root mean squared error 0.2207 Relative absolute error 28.2287 % Root relative squared error 67.3985 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.025 0.762 0.727 0.744 0.908 climbingdown 0.757 0.035 0.75 0.757 0.753 0.894 climbingup 1 0.002 0.9 1 0.947 0.999 jumping 0.974 0.004 0.974 0.974 0.974 0.989 lying 0.5 0.044 0.656 0.5 0.568 0.797 standing 0.724 0.077 0.63 0.724 0.674 0.826 sitting 0.866 0.034 0.855 0.866 0.861 0.939 running 0.846 0.037 0.788 0.846 0.816 0.92 walking Weighted Avg. 0.779 0.037 0.777 0.779 0.776 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 64 9 0 0 0 0 0 15 | a = climbingdown 12 81 0 0 0 0 1 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 114 0 0 1 0 | d = lying 0 0 0 1 63 48 14 0 | e = standing 0 2 0 1 26 97 8 0 | f = sitting 1 3 2 1 7 8 142 0 | g = running 7 11 0 0 0 1 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 670 76.484 % Incorrectly Classified Instances 206 23.516 % Kappa statistic 0.7258 Mean absolute error 0.0621 Root mean squared error 0.2242 Relative absolute error 28.9292 % Root relative squared error 68.4579 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.02 0.805 0.742 0.772 0.891 climbingdown 0.804 0.042 0.729 0.804 0.764 0.891 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.949 0.004 0.974 0.949 0.961 0.973 lying 0.488 0.056 0.596 0.488 0.537 0.867 standing 0.677 0.093 0.566 0.677 0.616 0.831 sitting 0.865 0.029 0.87 0.865 0.868 0.929 running 0.797 0.031 0.81 0.797 0.803 0.898 walking Weighted Avg. 0.765 0.04 0.768 0.765 0.765 0.9 === Confusion Matrix === a b c d e f g h <-- classified as 66 10 0 0 0 0 0 13 | a = climbingdown 8 86 0 0 3 0 1 9 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 111 2 1 2 0 | d = lying 0 1 0 0 62 57 7 0 | e = standing 0 1 0 3 29 90 9 1 | f = sitting 1 2 0 0 8 11 141 0 | g = running 7 17 0 0 0 0 1 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 659 75.2283 % Incorrectly Classified Instances 217 24.7717 % Kappa statistic 0.7114 Mean absolute error 0.0661 Root mean squared error 0.2307 Relative absolute error 30.8023 % Root relative squared error 70.4322 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.043 0.676 0.798 0.732 0.88 climbingdown 0.71 0.025 0.8 0.71 0.752 0.853 climbingup 0.941 0 1 0.941 0.97 0.967 jumping 0.957 0.008 0.949 0.957 0.953 0.977 lying 0.638 0.077 0.583 0.638 0.609 0.85 standing 0.556 0.058 0.632 0.556 0.592 0.833 sitting 0.798 0.05 0.783 0.798 0.79 0.877 running 0.805 0.028 0.825 0.805 0.815 0.894 walking Weighted Avg. 0.752 0.042 0.755 0.752 0.752 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 71 9 0 0 0 0 1 8 | a = climbingdown 16 76 0 0 0 0 2 13 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 112 2 1 2 0 | d = lying 0 1 0 0 81 29 16 0 | e = standing 1 0 0 2 42 74 14 0 | f = sitting 1 2 0 4 13 13 130 0 | g = running 16 7 0 0 1 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 674 76.9406 % Incorrectly Classified Instances 202 23.0594 % Kappa statistic 0.7314 Mean absolute error 0.0613 Root mean squared error 0.2226 Relative absolute error 28.5589 % Root relative squared error 67.973 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.764 0.022 0.8 0.764 0.782 0.894 climbingdown 0.794 0.034 0.766 0.794 0.78 0.901 climbingup 0.941 0.002 0.889 0.941 0.914 0.968 jumping 0.923 0.009 0.939 0.923 0.931 0.956 lying 0.654 0.076 0.593 0.654 0.622 0.842 standing 0.586 0.069 0.605 0.586 0.595 0.842 sitting 0.834 0.028 0.872 0.834 0.853 0.93 running 0.813 0.029 0.82 0.813 0.816 0.931 walking Weighted Avg. 0.769 0.038 0.773 0.769 0.771 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 68 8 0 0 0 0 1 12 | a = climbingdown 8 85 0 0 1 1 2 10 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 1 0 108 2 5 0 0 | d = lying 0 0 0 0 83 39 5 0 | e = standing 0 0 0 4 41 78 10 0 | f = sitting 1 2 2 3 13 6 136 0 | g = running 7 15 0 0 0 0 1 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 675 77.0548 % Incorrectly Classified Instances 201 22.9452 % Kappa statistic 0.7326 Mean absolute error 0.0614 Root mean squared error 0.2217 Relative absolute error 28.6004 % Root relative squared error 67.6902 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.017 0.829 0.708 0.764 0.894 climbingdown 0.729 0.03 0.772 0.729 0.75 0.894 climbingup 1 0 1 1 1 1 jumping 0.966 0.005 0.966 0.966 0.966 0.981 lying 0.551 0.052 0.642 0.551 0.593 0.886 standing 0.759 0.087 0.608 0.759 0.676 0.847 sitting 0.785 0.027 0.871 0.785 0.826 0.904 running 0.854 0.05 0.734 0.854 0.789 0.918 walking Weighted Avg. 0.771 0.039 0.778 0.771 0.771 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 63 7 0 0 0 1 1 17 | a = climbingdown 7 78 0 0 0 0 2 20 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 113 1 3 0 0 | d = lying 0 0 0 0 70 49 8 0 | e = standing 0 0 0 3 21 101 8 0 | f = sitting 0 4 0 1 17 12 128 1 | g = running 6 12 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 654 74.6575 % Incorrectly Classified Instances 222 25.3425 % Kappa statistic 0.7049 Mean absolute error 0.0678 Root mean squared error 0.239 Relative absolute error 31.5855 % Root relative squared error 72.9762 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.024 0.779 0.753 0.766 0.884 climbingdown 0.804 0.044 0.717 0.804 0.758 0.897 climbingup 1 0 1 1 1 1 jumping 0.991 0.008 0.951 0.991 0.971 0.993 lying 0.598 0.075 0.576 0.598 0.587 0.816 standing 0.549 0.077 0.562 0.549 0.555 0.773 sitting 0.767 0.038 0.822 0.767 0.794 0.888 running 0.764 0.031 0.803 0.764 0.783 0.887 walking Weighted Avg. 0.747 0.043 0.748 0.747 0.746 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 67 12 0 0 0 0 0 10 | a = climbingdown 5 86 0 0 0 1 2 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 116 0 1 0 0 | d = lying 1 1 0 1 76 38 10 0 | e = standing 1 0 0 4 41 73 14 0 | f = sitting 1 4 0 1 15 17 125 0 | g = running 11 17 0 0 0 0 1 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 673 76.8265 % Incorrectly Classified Instances 203 23.1735 % Kappa statistic 0.7297 Mean absolute error 0.0629 Root mean squared error 0.2295 Relative absolute error 29.3291 % Root relative squared error 70.0868 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.014 0.843 0.663 0.742 0.882 climbingdown 0.804 0.038 0.748 0.804 0.775 0.891 climbingup 0.941 0 1 0.941 0.97 0.967 jumping 0.966 0.007 0.958 0.966 0.962 0.988 lying 0.603 0.06 0.628 0.603 0.615 0.825 standing 0.672 0.063 0.657 0.672 0.664 0.847 sitting 0.798 0.046 0.798 0.798 0.798 0.879 running 0.836 0.044 0.756 0.836 0.794 0.905 walking Weighted Avg. 0.768 0.04 0.77 0.768 0.768 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 59 12 0 1 0 0 0 17 | a = climbingdown 3 86 0 0 0 0 2 16 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 114 0 2 2 0 | d = lying 0 2 0 0 76 33 15 0 | e = standing 1 0 0 3 27 90 13 0 | f = sitting 0 2 0 1 18 12 130 0 | g = running 7 13 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 708 81.9444 % Incorrectly Classified Instances 156 18.0556 % Kappa statistic 0.7901 Mean absolute error 0.0483 Root mean squared error 0.2054 Relative absolute error 22.4531 % Root relative squared error 62.6309 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.02 0.83 0.709 0.764 0.88 climbingdown 0.784 0.042 0.704 0.784 0.741 0.886 climbingup 1 0 1 1 1 1 jumping 0.943 0.009 0.943 0.943 0.943 0.969 lying 0.683 0.034 0.775 0.683 0.726 0.861 standing 0.843 0.05 0.743 0.843 0.79 0.915 sitting 0.867 0.021 0.897 0.867 0.881 0.929 running 0.851 0.034 0.805 0.851 0.827 0.918 walking Weighted Avg. 0.819 0.029 0.822 0.819 0.819 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 73 16 0 1 0 0 1 12 | a = climbingdown 7 76 0 0 1 0 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 115 3 3 0 0 | d = lying 0 1 0 0 86 28 11 0 | e = standing 0 0 0 3 15 107 2 0 | f = sitting 1 4 0 3 6 6 130 0 | g = running 7 10 0 0 0 0 1 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 728 84.2593 % Incorrectly Classified Instances 136 15.7407 % Kappa statistic 0.817 Mean absolute error 0.0413 Root mean squared error 0.1892 Relative absolute error 19.1868 % Root relative squared error 57.6927 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.022 0.821 0.757 0.788 0.908 climbingdown 0.753 0.034 0.737 0.753 0.745 0.891 climbingup 0.944 0 1 0.944 0.971 0.969 jumping 0.951 0.004 0.975 0.951 0.963 0.986 lying 0.772 0.034 0.797 0.772 0.784 0.905 standing 0.833 0.035 0.802 0.833 0.817 0.932 sitting 0.9 0.02 0.906 0.9 0.903 0.947 running 0.876 0.034 0.809 0.876 0.841 0.937 walking Weighted Avg. 0.843 0.025 0.844 0.843 0.843 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 78 16 0 0 0 0 0 9 | a = climbingdown 8 73 0 0 0 0 0 16 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 116 1 5 0 0 | d = lying 1 0 0 1 98 18 9 0 | e = standing 0 1 0 2 14 105 4 0 | f = sitting 1 1 0 0 10 3 135 0 | g = running 7 8 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 722 83.5648 % Incorrectly Classified Instances 142 16.4352 % Kappa statistic 0.8089 Mean absolute error 0.0449 Root mean squared error 0.1956 Relative absolute error 20.8764 % Root relative squared error 59.6397 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.024 0.833 0.874 0.853 0.936 climbingdown 0.732 0.027 0.772 0.732 0.751 0.859 climbingup 0.944 0.001 0.944 0.944 0.944 0.968 jumping 0.91 0.007 0.957 0.91 0.933 0.952 lying 0.732 0.035 0.782 0.732 0.756 0.894 standing 0.857 0.039 0.788 0.857 0.821 0.921 sitting 0.88 0.027 0.874 0.88 0.877 0.951 running 0.826 0.031 0.813 0.826 0.82 0.928 walking Weighted Avg. 0.836 0.027 0.836 0.836 0.835 0.924 === Confusion Matrix === a b c d e f g h <-- classified as 90 8 0 0 0 0 0 5 | a = climbingdown 8 71 0 0 1 0 0 17 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 111 1 8 1 1 | d = lying 2 0 0 2 93 19 11 0 | e = standing 0 0 0 1 11 108 6 0 | f = sitting 0 0 1 2 13 2 132 0 | g = running 8 13 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 739 85.5324 % Incorrectly Classified Instances 125 14.4676 % Kappa statistic 0.8318 Mean absolute error 0.0388 Root mean squared error 0.1828 Relative absolute error 18.0435 % Root relative squared error 55.7407 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.816 0.02 0.848 0.816 0.832 0.911 climbingdown 0.792 0.02 0.835 0.792 0.813 0.907 climbingup 1 0 1 1 1 1 jumping 0.951 0.007 0.959 0.951 0.955 0.979 lying 0.74 0.026 0.832 0.74 0.783 0.893 standing 0.825 0.039 0.782 0.825 0.803 0.916 sitting 0.9 0.031 0.86 0.9 0.879 0.94 running 0.917 0.027 0.847 0.917 0.881 0.945 walking Weighted Avg. 0.855 0.024 0.856 0.855 0.855 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 84 7 0 0 0 0 2 10 | a = climbingdown 8 76 0 0 0 0 2 10 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 1 0 116 2 2 0 0 | d = lying 0 0 0 0 94 22 11 0 | e = standing 0 1 0 5 9 104 7 0 | f = sitting 1 1 0 0 8 5 135 0 | g = running 5 5 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 715 82.7546 % Incorrectly Classified Instances 149 17.2454 % Kappa statistic 0.7995 Mean absolute error 0.0457 Root mean squared error 0.1995 Relative absolute error 21.2648 % Root relative squared error 60.8414 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.024 0.811 0.748 0.778 0.916 climbingdown 0.781 0.046 0.682 0.781 0.728 0.877 climbingup 0.889 0.001 0.941 0.889 0.914 0.943 jumping 0.918 0.005 0.966 0.918 0.941 0.971 lying 0.795 0.041 0.771 0.795 0.783 0.917 standing 0.833 0.034 0.808 0.833 0.82 0.922 sitting 0.868 0.027 0.873 0.868 0.87 0.926 running 0.81 0.023 0.852 0.81 0.831 0.897 walking Weighted Avg. 0.828 0.027 0.831 0.828 0.829 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 77 13 0 0 0 0 1 12 | a = climbingdown 12 75 0 0 3 0 1 5 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 112 3 7 0 0 | d = lying 0 1 0 1 101 14 10 0 | e = standing 1 0 0 2 13 105 5 0 | f = sitting 1 3 1 1 10 4 131 0 | g = running 4 18 0 0 1 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 733 84.838 % Incorrectly Classified Instances 131 15.162 % Kappa statistic 0.8238 Mean absolute error 0.0414 Root mean squared error 0.1852 Relative absolute error 19.2705 % Root relative squared error 56.4988 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.034 0.759 0.804 0.781 0.901 climbingdown 0.75 0.033 0.742 0.75 0.746 0.874 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.967 0.007 0.959 0.967 0.963 0.986 lying 0.827 0.034 0.808 0.827 0.817 0.928 standing 0.833 0.026 0.847 0.833 0.84 0.93 sitting 0.854 0.024 0.884 0.854 0.869 0.933 running 0.852 0.018 0.889 0.852 0.87 0.926 walking Weighted Avg. 0.848 0.024 0.849 0.848 0.849 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 82 14 0 0 0 0 1 5 | a = climbingdown 15 72 0 0 0 1 0 8 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 1 0 118 0 2 0 0 | d = lying 0 0 0 0 105 12 10 0 | e = standing 0 1 0 3 12 105 5 0 | f = sitting 1 1 1 2 13 4 129 0 | g = running 9 8 0 0 0 0 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 722 83.6616 % Incorrectly Classified Instances 141 16.3384 % Kappa statistic 0.8101 Mean absolute error 0.0442 Root mean squared error 0.1945 Relative absolute error 20.5715 % Root relative squared error 59.3107 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.02 0.839 0.765 0.8 0.894 climbingdown 0.854 0.029 0.788 0.854 0.82 0.908 climbingup 0.944 0.002 0.895 0.944 0.919 0.996 jumping 0.984 0.007 0.96 0.984 0.972 0.987 lying 0.78 0.039 0.773 0.78 0.776 0.906 standing 0.778 0.038 0.778 0.778 0.778 0.901 sitting 0.827 0.032 0.844 0.827 0.835 0.91 running 0.852 0.023 0.86 0.852 0.856 0.932 walking Weighted Avg. 0.837 0.027 0.837 0.837 0.836 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 78 12 0 0 0 0 0 12 | a = climbingdown 6 82 0 0 0 1 2 5 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 120 0 2 0 0 | d = lying 0 0 0 0 99 16 12 0 | e = standing 0 0 0 5 16 98 7 0 | f = sitting 2 1 2 0 13 8 124 0 | g = running 7 9 0 0 0 1 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 739 85.6315 % Incorrectly Classified Instances 124 14.3685 % Kappa statistic 0.833 Mean absolute error 0.0389 Root mean squared error 0.1799 Relative absolute error 18.1023 % Root relative squared error 54.8591 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.814 0.018 0.856 0.814 0.834 0.915 climbingdown 0.866 0.025 0.816 0.866 0.84 0.928 climbingup 0.944 0.002 0.895 0.944 0.919 0.972 jumping 0.959 0.012 0.928 0.959 0.943 0.981 lying 0.811 0.038 0.786 0.811 0.798 0.928 standing 0.802 0.024 0.849 0.802 0.824 0.91 sitting 0.86 0.028 0.866 0.86 0.863 0.946 running 0.869 0.019 0.883 0.869 0.876 0.938 walking Weighted Avg. 0.856 0.023 0.857 0.856 0.856 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 83 11 0 0 0 0 2 6 | a = climbingdown 4 84 0 1 0 0 0 8 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 116 2 3 0 0 | d = lying 0 0 0 2 103 12 10 0 | e = standing 0 0 0 4 15 101 6 0 | f = sitting 1 3 2 1 11 3 129 0 | g = running 9 5 0 1 0 0 1 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 713 82.6188 % Incorrectly Classified Instances 150 17.3812 % Kappa statistic 0.798 Mean absolute error 0.0466 Root mean squared error 0.2029 Relative absolute error 21.6563 % Root relative squared error 61.8889 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.042 0.709 0.765 0.736 0.878 climbingdown 0.732 0.04 0.696 0.732 0.714 0.855 climbingup 0.944 0.001 0.944 0.944 0.944 0.972 jumping 0.95 0.011 0.935 0.95 0.943 0.976 lying 0.748 0.026 0.833 0.748 0.788 0.882 standing 0.857 0.035 0.806 0.857 0.831 0.927 sitting 0.88 0.024 0.886 0.88 0.883 0.935 running 0.795 0.022 0.858 0.795 0.826 0.897 walking Weighted Avg. 0.826 0.027 0.828 0.826 0.827 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 78 16 0 0 0 0 0 8 | a = climbingdown 17 71 0 0 1 0 0 8 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 115 2 4 0 0 | d = lying 0 0 0 2 95 18 12 0 | e = standing 0 0 0 5 9 108 4 0 | f = sitting 3 2 1 1 7 4 132 0 | g = running 12 13 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 728 84.3569 % Incorrectly Classified Instances 135 15.6431 % Kappa statistic 0.8181 Mean absolute error 0.0416 Root mean squared error 0.1882 Relative absolute error 19.3591 % Root relative squared error 57.4098 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.863 0.022 0.838 0.863 0.85 0.919 climbingdown 0.649 0.027 0.75 0.649 0.696 0.864 climbingup 0.889 0.001 0.941 0.889 0.914 0.944 jumping 0.975 0.012 0.929 0.975 0.952 0.987 lying 0.827 0.031 0.82 0.827 0.824 0.919 standing 0.865 0.033 0.82 0.865 0.842 0.93 sitting 0.827 0.018 0.905 0.827 0.864 0.93 running 0.861 0.036 0.795 0.861 0.827 0.93 walking Weighted Avg. 0.844 0.025 0.843 0.844 0.842 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 88 4 0 0 0 0 1 9 | a = climbingdown 13 63 0 0 0 1 2 18 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 118 0 3 0 0 | d = lying 0 0 0 2 105 13 7 0 | e = standing 0 0 0 5 11 109 1 0 | f = sitting 1 3 1 2 12 7 124 0 | g = running 3 14 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 5 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 706 70.5295 % Incorrectly Classified Instances 295 29.4705 % Kappa statistic 0.6545 Mean absolute error 0.0749 Root mean squared error 0.2528 Relative absolute error 35.2324 % Root relative squared error 77.5414 % Total Number of Instances 1001 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.026 0.763 0.712 0.736 0.867 climbingdown 0.8 0.037 0.758 0.8 0.778 0.899 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.796 0.043 0.753 0.796 0.774 0.893 lying 0.57 0.092 0.46 0.57 0.509 0.788 standing 0.567 0.04 0.66 0.567 0.61 0.816 sitting 0.654 0.073 0.732 0.654 0.691 0.844 running 0.812 0.035 0.789 0.812 0.8 0.893 walking Weighted Avg. 0.705 0.051 0.711 0.705 0.706 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 74 12 0 0 0 0 3 15 | a = climbingdown 10 100 0 0 2 0 3 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 113 9 12 7 0 | d = lying 0 1 0 7 69 14 28 2 | e = standing 0 1 0 20 18 68 13 0 | f = sitting 3 5 1 9 51 9 153 3 | g = running 10 12 0 1 1 0 2 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 722 72.1279 % Incorrectly Classified Instances 279 27.8721 % Kappa statistic 0.6722 Mean absolute error 0.0718 Root mean squared error 0.2492 Relative absolute error 33.7566 % Root relative squared error 76.4259 % Total Number of Instances 1001 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.788 0.022 0.804 0.788 0.796 0.872 climbingdown 0.832 0.03 0.8 0.832 0.816 0.923 climbingup 0.882 0.001 0.938 0.882 0.909 0.993 jumping 0.746 0.045 0.731 0.746 0.739 0.868 lying 0.496 0.065 0.513 0.496 0.504 0.754 standing 0.617 0.052 0.617 0.617 0.617 0.809 sitting 0.722 0.087 0.716 0.722 0.719 0.853 running 0.812 0.027 0.83 0.812 0.821 0.9 walking Weighted Avg. 0.721 0.051 0.721 0.721 0.721 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 82 7 1 0 0 0 4 10 | a = climbingdown 7 104 0 1 2 0 2 9 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 1 1 0 106 4 20 10 0 | d = lying 0 1 0 8 60 14 37 1 | e = standing 0 2 0 21 13 74 10 0 | f = sitting 2 3 0 8 38 11 169 3 | g = running 10 12 0 1 0 1 2 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 713 71.2288 % Incorrectly Classified Instances 288 28.7712 % Kappa statistic 0.6629 Mean absolute error 0.0748 Root mean squared error 0.2569 Relative absolute error 35.1746 % Root relative squared error 78.7983 % Total Number of Instances 1001 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.03 0.745 0.767 0.756 0.874 climbingdown 0.84 0.025 0.827 0.84 0.833 0.933 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.732 0.041 0.748 0.732 0.74 0.857 lying 0.525 0.08 0.478 0.525 0.5 0.741 standing 0.658 0.06 0.598 0.658 0.627 0.841 sitting 0.675 0.066 0.756 0.675 0.713 0.823 running 0.775 0.034 0.787 0.775 0.781 0.881 walking Weighted Avg. 0.712 0.049 0.717 0.712 0.714 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 79 7 0 0 0 0 2 15 | a = climbingdown 6 105 0 0 1 0 4 9 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 104 10 20 7 0 | d = lying 0 0 0 10 64 18 28 2 | e = standing 1 1 0 15 17 79 7 0 | f = sitting 2 5 1 10 41 14 158 3 | g = running 18 8 0 0 1 1 3 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 718 71.7283 % Incorrectly Classified Instances 283 28.2717 % Kappa statistic 0.6681 Mean absolute error 0.0736 Root mean squared error 0.2507 Relative absolute error 34.5973 % Root relative squared error 76.8749 % Total Number of Instances 1001 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.028 0.775 0.835 0.804 0.919 climbingdown 0.84 0.021 0.854 0.84 0.847 0.923 climbingup 0.941 0.001 0.941 0.941 0.941 0.969 jumping 0.817 0.049 0.734 0.817 0.773 0.903 lying 0.393 0.072 0.432 0.393 0.412 0.716 standing 0.592 0.062 0.563 0.592 0.577 0.793 sitting 0.679 0.083 0.713 0.679 0.696 0.84 running 0.848 0.017 0.886 0.848 0.867 0.929 walking Weighted Avg. 0.717 0.051 0.716 0.717 0.716 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 86 6 0 0 0 0 5 6 | a = climbingdown 9 105 0 2 0 0 4 5 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 1 0 116 6 16 2 0 | d = lying 0 0 0 5 48 26 42 1 | e = standing 1 1 0 25 15 71 7 0 | f = sitting 6 1 1 10 41 13 159 3 | g = running 8 9 0 0 1 0 3 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 705 70.4296 % Incorrectly Classified Instances 296 29.5704 % Kappa statistic 0.6526 Mean absolute error 0.0785 Root mean squared error 0.2586 Relative absolute error 36.9152 % Root relative squared error 79.2961 % Total Number of Instances 1001 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.024 0.782 0.767 0.775 0.894 climbingdown 0.808 0.029 0.802 0.808 0.805 0.909 climbingup 1 0 1 1 1 1 jumping 0.782 0.051 0.716 0.782 0.747 0.871 lying 0.459 0.075 0.459 0.459 0.459 0.766 standing 0.5 0.065 0.513 0.5 0.506 0.745 sitting 0.701 0.08 0.729 0.701 0.715 0.838 running 0.848 0.024 0.848 0.848 0.848 0.944 walking Weighted Avg. 0.704 0.052 0.704 0.704 0.704 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 79 5 0 1 2 1 0 15 | a = climbingdown 12 101 0 0 1 3 3 5 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 111 4 17 10 0 | d = lying 0 1 0 6 56 21 38 0 | e = standing 0 0 0 28 23 60 9 0 | f = sitting 4 7 0 9 36 13 164 1 | g = running 6 12 0 0 0 2 1 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 693 69.3 % Incorrectly Classified Instances 307 30.7 % Kappa statistic 0.6388 Mean absolute error 0.0788 Root mean squared error 0.2592 Relative absolute error 37.0645 % Root relative squared error 79.5001 % Total Number of Instances 1000 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.777 0.025 0.784 0.777 0.78 0.887 climbingdown 0.815 0.035 0.765 0.815 0.789 0.896 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.697 0.038 0.75 0.697 0.723 0.861 lying 0.455 0.078 0.444 0.455 0.449 0.745 standing 0.525 0.061 0.538 0.525 0.532 0.798 sitting 0.711 0.095 0.696 0.711 0.703 0.848 running 0.81 0.029 0.816 0.81 0.813 0.926 walking Weighted Avg. 0.693 0.056 0.694 0.693 0.693 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 80 7 0 0 1 0 2 13 | a = climbingdown 10 101 0 1 0 1 3 8 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 2 0 99 7 23 11 0 | d = lying 0 4 0 4 55 15 43 0 | e = standing 0 3 0 24 20 63 10 0 | f = sitting 2 3 0 4 40 15 167 4 | g = running 10 12 0 0 1 0 3 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 709 70.9 % Incorrectly Classified Instances 291 29.1 % Kappa statistic 0.6571 Mean absolute error 0.0755 Root mean squared error 0.2561 Relative absolute error 35.516 % Root relative squared error 78.5299 % Total Number of Instances 1000 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.027 0.767 0.767 0.767 0.88 climbingdown 0.79 0.032 0.778 0.79 0.784 0.89 climbingup 0.889 0.001 0.941 0.889 0.914 0.944 jumping 0.759 0.038 0.764 0.759 0.762 0.885 lying 0.413 0.063 0.476 0.413 0.442 0.755 standing 0.575 0.063 0.556 0.575 0.566 0.795 sitting 0.762 0.094 0.713 0.762 0.737 0.858 running 0.804 0.027 0.828 0.804 0.816 0.903 walking Weighted Avg. 0.709 0.053 0.706 0.709 0.707 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 79 11 0 0 0 0 1 12 | a = climbingdown 10 98 0 0 0 1 6 9 | b = climbingup 0 0 16 0 1 0 1 0 | c = jumping 0 1 0 107 6 22 5 0 | d = lying 1 2 0 5 50 20 42 1 | e = standing 1 0 0 21 15 69 14 0 | f = sitting 2 3 1 7 30 12 179 1 | g = running 10 11 0 0 3 0 3 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 729 72.9 % Incorrectly Classified Instances 271 27.1 % Kappa statistic 0.6819 Mean absolute error 0.0715 Root mean squared error 0.2489 Relative absolute error 33.6143 % Root relative squared error 76.3407 % Total Number of Instances 1000 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.816 0.026 0.785 0.816 0.8 0.893 climbingdown 0.79 0.024 0.824 0.79 0.807 0.901 climbingup 0.944 0.002 0.895 0.944 0.919 0.971 jumping 0.752 0.041 0.752 0.752 0.752 0.868 lying 0.471 0.068 0.487 0.471 0.479 0.735 standing 0.678 0.055 0.631 0.678 0.653 0.836 sitting 0.692 0.081 0.723 0.692 0.707 0.811 running 0.891 0.023 0.86 0.891 0.875 0.946 walking Weighted Avg. 0.729 0.048 0.728 0.729 0.728 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 84 7 0 0 1 0 1 10 | a = climbingdown 15 98 0 1 0 0 2 8 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 3 0 106 9 17 6 0 | d = lying 0 2 0 4 57 17 41 0 | e = standing 1 0 0 21 9 82 8 0 | f = sitting 3 2 2 9 40 14 162 2 | g = running 4 7 0 0 1 0 3 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 722 72.2 % Incorrectly Classified Instances 278 27.8 % Kappa statistic 0.6746 Mean absolute error 0.0714 Root mean squared error 0.2441 Relative absolute error 33.5815 % Root relative squared error 74.8653 % Total Number of Instances 1000 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.893 0.025 0.807 0.893 0.848 0.944 climbingdown 0.855 0.032 0.791 0.855 0.822 0.939 climbingup 0.889 0 1 0.889 0.941 0.944 jumping 0.681 0.038 0.744 0.681 0.711 0.847 lying 0.554 0.09 0.459 0.554 0.502 0.78 standing 0.595 0.064 0.563 0.595 0.578 0.803 sitting 0.697 0.055 0.795 0.697 0.743 0.893 running 0.797 0.021 0.859 0.797 0.827 0.905 walking Weighted Avg. 0.722 0.046 0.732 0.722 0.725 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 92 6 0 0 0 0 0 5 | a = climbingdown 6 106 0 1 1 1 1 8 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 3 0 96 8 26 7 1 | d = lying 1 7 0 10 67 14 21 1 | e = standing 0 0 0 19 20 72 9 1 | f = sitting 3 1 0 3 48 14 163 2 | g = running 12 11 0 0 2 1 2 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 714 71.4 % Incorrectly Classified Instances 286 28.6 % Kappa statistic 0.6644 Mean absolute error 0.0748 Root mean squared error 0.25 Relative absolute error 35.1534 % Root relative squared error 76.6709 % Total Number of Instances 1000 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.779 0.021 0.81 0.779 0.794 0.896 climbingdown 0.8 0.031 0.787 0.8 0.794 0.909 climbingup 0.941 0.001 0.941 0.941 0.941 0.97 jumping 0.766 0.051 0.711 0.766 0.737 0.886 lying 0.537 0.082 0.474 0.537 0.504 0.786 standing 0.55 0.053 0.584 0.55 0.567 0.793 sitting 0.705 0.069 0.757 0.705 0.73 0.845 running 0.819 0.027 0.831 0.819 0.825 0.908 walking Weighted Avg. 0.714 0.049 0.718 0.714 0.715 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 81 13 0 0 0 0 2 8 | a = climbingdown 5 100 0 2 4 0 1 13 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 0 0 108 9 16 7 0 | d = lying 2 0 0 10 65 17 26 1 | e = standing 0 1 0 19 20 66 14 0 | f = sitting 0 3 1 12 38 14 165 1 | g = running 11 10 0 1 1 0 2 113 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 633 64.6578 % Incorrectly Classified Instances 346 35.3422 % Kappa statistic 0.5851 Mean absolute error 0.0903 Root mean squared error 0.2792 Relative absolute error 42.4778 % Root relative squared error 85.6314 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.036 0.677 0.691 0.684 0.831 climbingdown 0.623 0.065 0.596 0.623 0.609 0.809 climbingup 0.933 0.002 0.875 0.933 0.903 0.966 jumping 0.685 0.058 0.676 0.685 0.68 0.863 lying 0.527 0.067 0.504 0.527 0.515 0.747 standing 0.5 0.071 0.5 0.5 0.5 0.745 sitting 0.686 0.076 0.731 0.686 0.708 0.857 running 0.733 0.039 0.744 0.733 0.738 0.863 walking Weighted Avg. 0.647 0.06 0.649 0.647 0.647 0.825 === Confusion Matrix === a b c d e f g h <-- classified as 67 16 1 0 1 0 0 12 | a = climbingdown 15 81 0 3 3 1 8 19 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 6 0 100 2 35 3 0 | d = lying 1 3 0 8 59 9 31 1 | e = standing 2 3 0 34 10 61 11 1 | f = sitting 3 9 1 3 40 15 155 0 | g = running 11 18 0 0 2 1 3 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 631 64.4535 % Incorrectly Classified Instances 348 35.5465 % Kappa statistic 0.5836 Mean absolute error 0.0919 Root mean squared error 0.278 Relative absolute error 43.2413 % Root relative squared error 85.2508 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.039 0.653 0.653 0.653 0.843 climbingdown 0.577 0.053 0.625 0.577 0.6 0.77 climbingup 0.933 0 1 0.933 0.966 0.967 jumping 0.733 0.054 0.704 0.733 0.718 0.892 lying 0.527 0.085 0.444 0.527 0.482 0.741 standing 0.59 0.069 0.55 0.59 0.569 0.799 sitting 0.618 0.074 0.713 0.618 0.662 0.845 running 0.771 0.041 0.743 0.771 0.757 0.889 walking Weighted Avg. 0.645 0.06 0.651 0.645 0.646 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 64 13 0 0 0 2 6 13 | a = climbingdown 20 75 0 1 5 5 8 16 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 1 0 107 3 32 3 0 | d = lying 1 4 0 8 59 5 33 2 | e = standing 1 5 0 32 8 72 4 0 | f = sitting 3 4 0 4 57 14 139 4 | g = running 9 18 0 0 1 1 1 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 628 64.1471 % Incorrectly Classified Instances 351 35.8529 % Kappa statistic 0.5798 Mean absolute error 0.0916 Root mean squared error 0.272 Relative absolute error 43.0783 % Root relative squared error 83.4256 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.04 0.639 0.633 0.636 0.819 climbingdown 0.715 0.052 0.679 0.715 0.697 0.855 climbingup 0.8 0.005 0.706 0.8 0.75 0.932 jumping 0.676 0.054 0.685 0.676 0.681 0.872 lying 0.482 0.095 0.397 0.482 0.435 0.763 standing 0.582 0.056 0.597 0.582 0.589 0.804 sitting 0.624 0.084 0.691 0.624 0.656 0.872 running 0.74 0.034 0.77 0.74 0.755 0.871 walking Weighted Avg. 0.641 0.061 0.649 0.641 0.644 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 62 17 2 0 0 0 3 14 | a = climbingdown 16 93 0 3 2 1 5 10 | b = climbingup 0 0 12 0 0 0 3 0 | c = jumping 1 0 0 98 4 34 7 1 | d = lying 4 3 1 9 54 6 34 1 | e = standing 0 6 0 28 7 71 9 1 | f = sitting 3 4 1 5 64 6 141 2 | g = running 11 14 1 0 5 1 2 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 647 66.0878 % Incorrectly Classified Instances 332 33.9122 % Kappa statistic 0.602 Mean absolute error 0.0895 Root mean squared error 0.2672 Relative absolute error 42.0897 % Root relative squared error 81.9699 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.776 0.041 0.679 0.776 0.724 0.873 climbingdown 0.608 0.052 0.642 0.608 0.625 0.815 climbingup 0.933 0.001 0.933 0.933 0.933 0.966 jumping 0.634 0.05 0.687 0.634 0.659 0.87 lying 0.482 0.068 0.478 0.482 0.48 0.803 standing 0.62 0.071 0.551 0.62 0.584 0.813 sitting 0.677 0.084 0.708 0.677 0.692 0.853 running 0.788 0.031 0.8 0.788 0.794 0.889 walking Weighted Avg. 0.661 0.058 0.663 0.661 0.661 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 76 15 0 0 2 2 1 2 | a = climbingdown 20 79 0 4 4 5 2 16 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 1 2 0 92 4 41 4 1 | d = lying 0 4 0 6 54 5 42 1 | e = standing 2 2 0 25 3 75 10 4 | f = sitting 4 7 1 7 44 8 153 2 | g = running 9 14 0 0 2 0 3 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 666 68.0286 % Incorrectly Classified Instances 313 31.9714 % Kappa statistic 0.6236 Mean absolute error 0.0847 Root mean squared error 0.2653 Relative absolute error 39.8226 % Root relative squared error 81.3706 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.043 0.648 0.714 0.68 0.879 climbingdown 0.685 0.059 0.64 0.685 0.662 0.823 climbingup 0.867 0.001 0.929 0.867 0.897 0.995 jumping 0.731 0.054 0.702 0.731 0.716 0.872 lying 0.455 0.067 0.468 0.455 0.462 0.784 standing 0.537 0.04 0.657 0.537 0.591 0.797 sitting 0.761 0.084 0.732 0.761 0.746 0.871 running 0.758 0.028 0.806 0.758 0.781 0.897 walking Weighted Avg. 0.68 0.056 0.68 0.68 0.679 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 70 18 0 2 1 1 3 3 | a = climbingdown 14 89 0 1 5 2 3 16 | b = climbingup 1 0 13 0 0 0 1 0 | c = jumping 2 1 0 106 9 22 5 0 | d = lying 2 6 0 3 51 4 46 0 | e = standing 1 2 0 36 9 65 4 4 | f = sitting 6 6 1 2 34 4 172 1 | g = running 12 17 0 1 0 1 1 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 635 64.8621 % Incorrectly Classified Instances 344 35.1379 % Kappa statistic 0.5861 Mean absolute error 0.091 Root mean squared error 0.2746 Relative absolute error 42.8023 % Root relative squared error 84.2279 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.531 0.032 0.65 0.531 0.584 0.77 climbingdown 0.677 0.051 0.672 0.677 0.674 0.85 climbingup 0.867 0.003 0.813 0.867 0.839 0.965 jumping 0.662 0.05 0.696 0.662 0.678 0.882 lying 0.464 0.066 0.477 0.464 0.471 0.781 standing 0.595 0.068 0.554 0.595 0.574 0.808 sitting 0.735 0.094 0.7 0.735 0.717 0.865 running 0.727 0.05 0.696 0.727 0.711 0.867 walking Weighted Avg. 0.649 0.062 0.648 0.649 0.648 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 52 16 1 0 1 1 8 19 | a = climbingdown 12 88 0 0 5 2 5 18 | b = climbingup 1 0 13 0 0 0 1 0 | c = jumping 0 0 0 96 3 39 6 1 | d = lying 1 4 0 6 52 7 42 0 | e = standing 0 3 0 32 8 72 5 1 | f = sitting 2 3 2 4 37 9 166 3 | g = running 12 17 0 0 3 0 4 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 625 63.8407 % Incorrectly Classified Instances 354 36.1593 % Kappa statistic 0.5745 Mean absolute error 0.0918 Root mean squared error 0.2798 Relative absolute error 43.1971 % Root relative squared error 85.8072 % Total Number of Instances 979 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.039 0.646 0.639 0.642 0.833 climbingdown 0.651 0.061 0.618 0.651 0.634 0.832 climbingup 0.938 0.002 0.882 0.938 0.909 0.995 jumping 0.634 0.055 0.667 0.634 0.65 0.84 lying 0.451 0.068 0.464 0.451 0.457 0.794 standing 0.508 0.063 0.534 0.508 0.521 0.776 sitting 0.712 0.097 0.688 0.712 0.7 0.85 running 0.748 0.04 0.742 0.748 0.745 0.871 walking Weighted Avg. 0.638 0.064 0.637 0.638 0.637 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 62 19 0 0 2 0 5 9 | a = climbingdown 13 84 1 2 5 4 3 17 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 1 0 92 8 36 5 2 | d = lying 0 4 1 2 51 10 44 1 | e = standing 1 4 0 33 8 62 13 1 | f = sitting 9 5 0 7 36 4 161 4 | g = running 10 19 0 2 0 0 2 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 656 67.0757 % Incorrectly Classified Instances 322 32.9243 % Kappa statistic 0.6133 Mean absolute error 0.0878 Root mean squared error 0.2679 Relative absolute error 41.3034 % Root relative squared error 82.1797 % Total Number of Instances 978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.037 0.673 0.701 0.687 0.826 climbingdown 0.667 0.073 0.581 0.667 0.621 0.835 climbingup 0.933 0 1 0.933 0.966 0.967 jumping 0.623 0.043 0.717 0.623 0.667 0.844 lying 0.571 0.062 0.542 0.571 0.557 0.81 standing 0.623 0.058 0.603 0.623 0.613 0.789 sitting 0.735 0.072 0.755 0.735 0.744 0.867 running 0.695 0.039 0.734 0.695 0.714 0.857 walking Weighted Avg. 0.671 0.056 0.676 0.671 0.672 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 68 16 0 1 1 0 3 8 | a = climbingdown 20 86 0 2 1 0 3 17 | b = climbingup 1 0 14 0 0 0 0 0 | c = jumping 1 1 0 91 6 36 10 1 | d = lying 0 6 0 3 64 3 32 4 | e = standing 1 3 0 25 11 76 5 1 | f = sitting 4 6 0 5 34 9 166 2 | g = running 6 30 0 0 1 2 1 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 611 62.4744 % Incorrectly Classified Instances 367 37.5256 % Kappa statistic 0.5594 Mean absolute error 0.096 Root mean squared error 0.2836 Relative absolute error 45.1741 % Root relative squared error 87 % Total Number of Instances 978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.048 0.592 0.629 0.61 0.795 climbingdown 0.62 0.072 0.567 0.62 0.593 0.818 climbingup 0.933 0.002 0.875 0.933 0.903 0.966 jumping 0.671 0.058 0.671 0.671 0.671 0.867 lying 0.482 0.079 0.443 0.482 0.462 0.787 standing 0.5 0.057 0.555 0.5 0.526 0.792 sitting 0.664 0.088 0.694 0.664 0.679 0.832 running 0.71 0.037 0.75 0.71 0.729 0.863 walking Weighted Avg. 0.625 0.064 0.628 0.625 0.626 0.828 === Confusion Matrix === a b c d e f g h <-- classified as 61 19 1 1 0 1 3 11 | a = climbingdown 23 80 0 1 4 3 5 13 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 2 0 98 7 32 7 0 | d = lying 2 8 0 3 54 5 37 3 | e = standing 0 2 0 37 9 61 12 1 | f = sitting 8 5 1 6 46 7 150 3 | g = running 9 25 0 0 2 1 1 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 645 65.9509 % Incorrectly Classified Instances 333 34.0491 % Kappa statistic 0.5999 Mean absolute error 0.0887 Root mean squared error 0.2692 Relative absolute error 41.7122 % Root relative squared error 82.5702 % Total Number of Instances 978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.039 0.667 0.701 0.683 0.844 climbingdown 0.574 0.068 0.561 0.574 0.567 0.811 climbingup 0.867 0 1 0.867 0.929 0.967 jumping 0.726 0.058 0.688 0.726 0.707 0.856 lying 0.509 0.067 0.496 0.509 0.502 0.816 standing 0.557 0.053 0.602 0.557 0.579 0.818 sitting 0.726 0.07 0.756 0.726 0.74 0.868 running 0.725 0.044 0.72 0.725 0.722 0.861 walking Weighted Avg. 0.66 0.058 0.661 0.66 0.66 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 68 15 0 0 0 1 2 11 | a = climbingdown 22 74 0 1 4 5 3 20 | b = climbingup 0 0 13 0 1 0 1 0 | c = jumping 0 3 0 106 7 27 1 2 | d = lying 1 2 0 9 57 5 37 1 | e = standing 1 7 0 33 5 68 6 2 | f = sitting 2 9 0 5 38 7 164 1 | g = running 8 22 0 0 3 0 3 95 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 664 66.7337 % Incorrectly Classified Instances 331 33.2663 % Kappa statistic 0.6091 Mean absolute error 0.0865 Root mean squared error 0.2742 Relative absolute error 40.61 % Root relative squared error 83.9977 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.046 0.606 0.649 0.627 0.803 climbingdown 0.653 0.047 0.664 0.653 0.659 0.841 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.695 0.043 0.706 0.695 0.701 0.852 lying 0.522 0.075 0.519 0.522 0.52 0.761 standing 0.474 0.052 0.587 0.474 0.525 0.732 sitting 0.76 0.092 0.707 0.76 0.732 0.845 running 0.806 0.035 0.783 0.806 0.794 0.917 walking Weighted Avg. 0.667 0.059 0.664 0.667 0.665 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 63 17 0 0 1 0 3 13 | a = climbingdown 21 81 0 3 1 2 5 11 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 89 17 14 6 0 | d = lying 1 5 0 13 70 17 27 1 | e = standing 1 2 0 10 30 64 28 0 | f = sitting 8 4 1 10 16 10 171 5 | g = running 10 11 0 1 0 2 2 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 633 63.6181 % Incorrectly Classified Instances 362 36.3819 % Kappa statistic 0.574 Mean absolute error 0.0937 Root mean squared error 0.2846 Relative absolute error 43.9907 % Root relative squared error 87.2071 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.577 0.045 0.583 0.577 0.58 0.791 climbingdown 0.685 0.064 0.603 0.685 0.642 0.836 climbingup 0.833 0 1 0.833 0.909 0.944 jumping 0.742 0.051 0.683 0.742 0.712 0.87 lying 0.425 0.1 0.399 0.425 0.412 0.69 standing 0.526 0.066 0.555 0.526 0.54 0.785 sitting 0.681 0.065 0.755 0.681 0.716 0.841 running 0.752 0.034 0.775 0.752 0.763 0.864 walking Weighted Avg. 0.636 0.061 0.642 0.636 0.638 0.816 === Confusion Matrix === a b c d e f g h <-- classified as 56 26 0 0 4 0 1 10 | a = climbingdown 20 85 0 0 1 0 5 13 | b = climbingup 0 0 15 0 0 0 3 0 | c = jumping 1 3 0 95 14 12 2 1 | d = lying 0 6 0 17 57 29 22 3 | e = standing 1 1 0 14 32 71 15 1 | f = sitting 6 3 0 13 33 16 154 1 | g = running 12 17 0 0 2 0 2 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 632 63.5176 % Incorrectly Classified Instances 363 36.4824 % Kappa statistic 0.572 Mean absolute error 0.0939 Root mean squared error 0.2851 Relative absolute error 44.0892 % Root relative squared error 87.3538 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.577 0.046 0.577 0.577 0.577 0.8 climbingdown 0.573 0.067 0.55 0.573 0.561 0.777 climbingup 0.778 0 1 0.778 0.875 0.931 jumping 0.732 0.041 0.721 0.732 0.727 0.871 lying 0.489 0.086 0.471 0.489 0.48 0.734 standing 0.522 0.068 0.55 0.522 0.536 0.753 sitting 0.693 0.083 0.709 0.693 0.701 0.813 running 0.789 0.037 0.766 0.789 0.778 0.901 walking Weighted Avg. 0.635 0.063 0.637 0.635 0.636 0.81 === Confusion Matrix === a b c d e f g h <-- classified as 56 25 0 0 1 1 2 12 | a = climbingdown 27 71 0 1 3 1 5 16 | b = climbingup 0 0 14 0 0 0 3 1 | c = jumping 1 1 0 93 9 13 9 1 | d = lying 0 5 0 14 66 23 26 1 | e = standing 0 3 0 12 31 71 19 0 | f = sitting 6 6 0 9 27 20 156 1 | g = running 7 18 0 0 3 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 634 63.7186 % Incorrectly Classified Instances 361 36.2814 % Kappa statistic 0.5748 Mean absolute error 0.0938 Root mean squared error 0.2847 Relative absolute error 44.0362 % Root relative squared error 87.2265 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.474 0.038 0.575 0.474 0.52 0.78 climbingdown 0.718 0.068 0.601 0.718 0.654 0.836 climbingup 0.667 0.004 0.75 0.667 0.706 0.873 jumping 0.811 0.035 0.774 0.811 0.792 0.905 lying 0.43 0.085 0.443 0.43 0.436 0.701 standing 0.551 0.081 0.517 0.551 0.534 0.773 sitting 0.649 0.081 0.702 0.649 0.674 0.793 running 0.789 0.034 0.784 0.789 0.787 0.884 walking Weighted Avg. 0.637 0.062 0.638 0.637 0.636 0.81 === Confusion Matrix === a b c d e f g h <-- classified as 46 34 0 1 1 0 4 11 | a = climbingdown 12 89 0 0 2 2 4 15 | b = climbingup 3 0 12 0 1 0 2 0 | c = jumping 0 0 0 103 9 10 4 1 | d = lying 2 2 0 6 58 36 30 1 | e = standing 1 1 0 11 30 75 17 1 | f = sitting 6 6 3 12 30 22 146 0 | g = running 10 16 1 0 0 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 643 64.6231 % Incorrectly Classified Instances 352 35.3769 % Kappa statistic 0.5851 Mean absolute error 0.0925 Root mean squared error 0.2848 Relative absolute error 43.419 % Root relative squared error 87.2552 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.043 0.625 0.677 0.65 0.843 climbingdown 0.68 0.056 0.634 0.68 0.656 0.831 climbingup 0.833 0.004 0.789 0.833 0.811 0.988 jumping 0.811 0.041 0.741 0.811 0.774 0.899 lying 0.467 0.093 0.441 0.467 0.453 0.732 standing 0.459 0.063 0.534 0.459 0.494 0.696 sitting 0.676 0.096 0.673 0.676 0.674 0.807 running 0.731 0.019 0.86 0.731 0.79 0.872 walking Weighted Avg. 0.646 0.062 0.649 0.646 0.646 0.812 === Confusion Matrix === a b c d e f g h <-- classified as 65 15 0 0 2 1 4 9 | a = climbingdown 23 85 0 2 2 2 5 6 | b = climbingup 0 0 15 0 0 0 3 0 | c = jumping 0 2 0 103 8 6 8 0 | d = lying 1 4 0 11 63 28 28 0 | e = standing 1 2 0 12 35 62 23 0 | f = sitting 4 7 4 11 30 16 152 1 | g = running 10 19 0 0 3 1 3 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 664 66.7337 % Incorrectly Classified Instances 331 33.2663 % Kappa statistic 0.6104 Mean absolute error 0.0857 Root mean squared error 0.2719 Relative absolute error 40.224 % Root relative squared error 83.2923 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.583 0.044 0.583 0.583 0.583 0.785 climbingdown 0.648 0.048 0.659 0.648 0.653 0.848 climbingup 0.889 0.003 0.842 0.889 0.865 0.942 jumping 0.795 0.035 0.771 0.795 0.783 0.91 lying 0.57 0.088 0.503 0.57 0.535 0.759 standing 0.519 0.058 0.583 0.519 0.549 0.778 sitting 0.693 0.069 0.746 0.693 0.719 0.832 running 0.799 0.043 0.743 0.799 0.77 0.889 walking Weighted Avg. 0.667 0.056 0.669 0.667 0.667 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 56 25 1 0 0 0 2 12 | a = climbingdown 22 81 0 0 1 1 3 17 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 1 1 0 101 7 9 8 0 | d = lying 2 2 0 6 77 23 22 3 | e = standing 0 0 1 14 38 70 12 0 | f = sitting 3 6 1 9 29 16 156 5 | g = running 12 8 0 1 1 1 4 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 651 65.4271 % Incorrectly Classified Instances 344 34.5729 % Kappa statistic 0.5938 Mean absolute error 0.0889 Root mean squared error 0.2776 Relative absolute error 41.7217 % Root relative squared error 85.0529 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.577 0.046 0.577 0.577 0.577 0.788 climbingdown 0.624 0.043 0.678 0.624 0.65 0.835 climbingup 0.889 0.004 0.8 0.889 0.842 0.963 jumping 0.654 0.036 0.728 0.654 0.689 0.85 lying 0.44 0.072 0.488 0.44 0.463 0.743 standing 0.63 0.086 0.535 0.63 0.578 0.798 sitting 0.764 0.086 0.723 0.764 0.743 0.857 running 0.761 0.034 0.779 0.761 0.77 0.873 walking Weighted Avg. 0.654 0.06 0.655 0.654 0.654 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 56 25 0 0 0 0 3 13 | a = climbingdown 24 78 0 1 3 1 5 13 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 2 0 83 9 21 11 1 | d = lying 1 2 0 11 59 30 30 1 | e = standing 0 0 0 10 30 85 10 0 | f = sitting 3 0 4 8 17 20 172 1 | g = running 13 8 0 1 3 2 5 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 656 65.9296 % Incorrectly Classified Instances 339 34.0704 % Kappa statistic 0.6 Mean absolute error 0.0887 Root mean squared error 0.2777 Relative absolute error 41.6482 % Root relative squared error 85.0957 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.567 0.042 0.591 0.567 0.579 0.804 climbingdown 0.664 0.06 0.615 0.664 0.638 0.826 climbingup 0.889 0.002 0.889 0.889 0.889 0.995 jumping 0.717 0.031 0.771 0.717 0.743 0.887 lying 0.478 0.094 0.441 0.478 0.459 0.711 standing 0.533 0.063 0.571 0.533 0.552 0.777 sitting 0.742 0.081 0.729 0.742 0.736 0.833 running 0.806 0.027 0.824 0.806 0.815 0.888 walking Weighted Avg. 0.659 0.059 0.662 0.659 0.66 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 55 25 0 0 0 0 6 11 | a = climbingdown 24 83 1 0 1 2 3 11 | b = climbingup 0 1 16 0 0 0 1 0 | c = jumping 1 2 0 91 9 13 11 0 | d = lying 1 7 0 7 64 27 28 0 | e = standing 0 0 0 15 35 72 13 0 | f = sitting 4 5 1 5 31 11 167 1 | g = running 8 12 0 0 5 1 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 680 68.3417 % Incorrectly Classified Instances 315 31.6583 % Kappa statistic 0.6297 Mean absolute error 0.083 Root mean squared error 0.2666 Relative absolute error 38.9694 % Root relative squared error 81.6582 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.041 0.622 0.629 0.626 0.801 climbingdown 0.726 0.056 0.647 0.726 0.684 0.857 climbingup 1 0.001 0.95 1 0.974 0.999 jumping 0.85 0.024 0.837 0.85 0.844 0.926 lying 0.545 0.085 0.5 0.545 0.521 0.762 standing 0.659 0.067 0.605 0.659 0.631 0.813 sitting 0.653 0.071 0.728 0.653 0.689 0.806 running 0.694 0.024 0.816 0.694 0.75 0.858 walking Weighted Avg. 0.683 0.054 0.69 0.683 0.685 0.833 === Confusion Matrix === a b c d e f g h <-- classified as 61 19 0 1 1 1 3 11 | a = climbingdown 16 90 0 3 2 3 3 7 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 108 6 8 5 0 | d = lying 1 2 0 6 73 23 28 1 | e = standing 0 1 0 5 28 89 11 1 | f = sitting 5 8 1 6 34 23 147 1 | g = running 15 19 0 0 2 0 5 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 673 67.6382 % Incorrectly Classified Instances 322 32.3618 % Kappa statistic 0.6214 Mean absolute error 0.084 Root mean squared error 0.2686 Relative absolute error 39.4359 % Root relative squared error 82.2753 % Total Number of Instances 995 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.049 0.593 0.66 0.624 0.852 climbingdown 0.661 0.048 0.661 0.661 0.661 0.836 climbingup 0.947 0.004 0.818 0.947 0.878 0.971 jumping 0.866 0.032 0.797 0.866 0.83 0.927 lying 0.455 0.079 0.473 0.455 0.464 0.711 standing 0.593 0.077 0.548 0.593 0.569 0.801 sitting 0.711 0.062 0.769 0.711 0.739 0.846 running 0.731 0.026 0.817 0.731 0.772 0.876 walking Weighted Avg. 0.676 0.054 0.68 0.676 0.677 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 64 20 0 0 1 1 4 7 | a = climbingdown 21 82 0 0 3 3 3 12 | b = climbingup 0 0 18 0 1 0 0 0 | c = jumping 0 2 0 110 5 7 3 0 | d = lying 2 2 0 9 61 35 25 0 | e = standing 1 0 0 11 32 80 11 0 | f = sitting 3 3 4 8 24 20 160 3 | g = running 17 15 0 0 2 0 2 98 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 644 71.875 % Incorrectly Classified Instances 252 28.125 % Kappa statistic 0.6693 Mean absolute error 0.0717 Root mean squared error 0.249 Relative absolute error 33.6689 % Root relative squared error 76.3077 % Total Number of Instances 896 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.055 0.611 0.704 0.654 0.857 climbingdown 0.743 0.039 0.723 0.743 0.733 0.89 climbingup 0.733 0.002 0.846 0.733 0.786 0.865 jumping 0.881 0.022 0.867 0.881 0.874 0.956 lying 0.471 0.053 0.533 0.471 0.5 0.826 standing 0.618 0.045 0.66 0.618 0.638 0.833 sitting 0.762 0.091 0.71 0.762 0.735 0.868 running 0.761 0.024 0.85 0.761 0.803 0.9 walking Weighted Avg. 0.719 0.049 0.72 0.719 0.718 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 69 16 0 0 1 0 2 10 | a = climbingdown 18 81 0 0 0 0 2 8 | b = climbingup 3 1 11 0 0 0 0 0 | c = jumping 0 0 0 111 2 9 4 0 | d = lying 0 2 0 5 48 12 35 0 | e = standing 0 0 0 11 14 68 17 0 | f = sitting 5 3 2 1 25 12 154 0 | g = running 18 9 0 0 0 2 3 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 651 72.6563 % Incorrectly Classified Instances 245 27.3438 % Kappa statistic 0.68 Mean absolute error 0.0719 Root mean squared error 0.25 Relative absolute error 33.7585 % Root relative squared error 76.6219 % Total Number of Instances 896 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.044 0.67 0.724 0.696 0.874 climbingdown 0.771 0.03 0.778 0.771 0.774 0.879 climbingup 0.6 0.006 0.643 0.6 0.621 0.954 jumping 0.841 0.021 0.869 0.841 0.855 0.93 lying 0.559 0.072 0.5 0.559 0.528 0.786 standing 0.709 0.059 0.629 0.709 0.667 0.86 sitting 0.683 0.065 0.754 0.683 0.717 0.811 running 0.806 0.022 0.864 0.806 0.834 0.908 walking Weighted Avg. 0.727 0.045 0.734 0.727 0.729 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 71 13 1 0 0 1 3 9 | a = climbingdown 12 84 1 0 3 0 2 7 | b = climbingup 3 2 9 0 0 0 1 0 | c = jumping 0 0 0 106 3 15 2 0 | d = lying 0 0 0 5 57 11 29 0 | e = standing 0 0 0 11 14 78 7 0 | f = sitting 3 4 2 0 35 19 138 1 | g = running 17 5 1 0 2 0 1 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 666 74.3304 % Incorrectly Classified Instances 230 25.6696 % Kappa statistic 0.6987 Mean absolute error 0.0667 Root mean squared error 0.2413 Relative absolute error 31.2914 % Root relative squared error 73.9471 % Total Number of Instances 896 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.029 0.744 0.684 0.713 0.886 climbingdown 0.789 0.03 0.782 0.789 0.785 0.91 climbingup 0.667 0.001 0.909 0.667 0.769 0.831 jumping 0.857 0.017 0.893 0.857 0.874 0.929 lying 0.52 0.064 0.51 0.52 0.515 0.765 standing 0.682 0.051 0.652 0.682 0.667 0.824 sitting 0.713 0.072 0.742 0.713 0.727 0.842 running 0.918 0.037 0.815 0.918 0.863 0.956 walking Weighted Avg. 0.743 0.045 0.745 0.743 0.743 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 67 15 0 0 0 0 0 16 | a = climbingdown 11 86 1 0 0 2 3 6 | b = climbingup 2 0 10 0 2 0 1 0 | c = jumping 0 2 0 108 2 9 5 0 | d = lying 0 2 0 2 53 13 30 2 | e = standing 0 0 0 9 15 75 10 1 | f = sitting 3 2 0 2 32 16 144 3 | g = running 7 3 0 0 0 0 1 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 655 73.1844 % Incorrectly Classified Instances 240 26.8156 % Kappa statistic 0.6853 Mean absolute error 0.0716 Root mean squared error 0.2447 Relative absolute error 33.5918 % Root relative squared error 74.9926 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.588 0.031 0.695 0.588 0.637 0.797 climbingdown 0.861 0.034 0.775 0.861 0.816 0.926 climbingup 0.875 0.002 0.875 0.875 0.875 0.963 jumping 0.81 0.027 0.829 0.81 0.819 0.93 lying 0.52 0.054 0.552 0.52 0.535 0.782 standing 0.7 0.056 0.636 0.7 0.667 0.839 sitting 0.728 0.076 0.735 0.728 0.731 0.849 running 0.836 0.033 0.818 0.836 0.827 0.928 walking Weighted Avg. 0.732 0.047 0.731 0.732 0.73 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 57 18 1 0 0 0 4 17 | a = climbingdown 8 93 0 1 0 0 2 4 | b = climbingup 0 2 14 0 0 0 0 0 | c = jumping 0 0 0 102 3 20 1 0 | d = lying 0 0 0 5 53 11 33 0 | e = standing 0 0 1 11 9 77 12 0 | f = sitting 2 2 0 4 30 13 147 4 | g = running 15 5 0 0 1 0 1 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 659 73.6313 % Incorrectly Classified Instances 236 26.3687 % Kappa statistic 0.6898 Mean absolute error 0.0692 Root mean squared error 0.2428 Relative absolute error 32.4824 % Root relative squared error 74.3955 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.629 0.035 0.685 0.629 0.656 0.843 climbingdown 0.731 0.042 0.705 0.731 0.718 0.871 climbingup 0.667 0.001 0.909 0.667 0.769 0.845 jumping 0.889 0.017 0.896 0.889 0.892 0.952 lying 0.539 0.066 0.514 0.539 0.526 0.798 standing 0.676 0.034 0.735 0.676 0.704 0.829 sitting 0.752 0.088 0.714 0.752 0.733 0.857 running 0.858 0.028 0.846 0.858 0.852 0.938 walking Weighted Avg. 0.736 0.047 0.738 0.736 0.736 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 61 17 1 0 0 1 3 14 | a = climbingdown 11 79 0 1 2 2 7 6 | b = climbingup 0 2 10 0 0 0 2 1 | c = jumping 0 0 0 112 2 8 4 0 | d = lying 0 4 0 3 55 9 31 0 | e = standing 0 1 0 7 18 75 10 0 | f = sitting 6 6 0 2 29 7 152 0 | g = running 11 3 0 0 1 0 4 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 623 69.6089 % Incorrectly Classified Instances 272 30.3911 % Kappa statistic 0.6431 Mean absolute error 0.0771 Root mean squared error 0.2605 Relative absolute error 36.2154 % Root relative squared error 79.825 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.058 0.558 0.592 0.574 0.814 climbingdown 0.731 0.041 0.712 0.731 0.721 0.871 climbingup 0.733 0.003 0.786 0.733 0.759 0.843 jumping 0.825 0.012 0.92 0.825 0.87 0.928 lying 0.52 0.082 0.449 0.52 0.482 0.773 standing 0.631 0.036 0.714 0.631 0.67 0.822 sitting 0.736 0.094 0.695 0.736 0.715 0.85 running 0.746 0.032 0.806 0.746 0.775 0.894 walking Weighted Avg. 0.696 0.052 0.706 0.696 0.7 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 58 20 1 0 0 0 4 15 | a = climbingdown 17 79 1 0 1 0 4 6 | b = climbingup 3 0 11 0 0 0 1 0 | c = jumping 0 0 0 104 6 10 5 1 | d = lying 0 3 0 3 53 7 36 0 | e = standing 0 2 0 6 18 70 13 2 | f = sitting 1 1 1 0 39 11 148 0 | g = running 25 6 0 0 1 0 2 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 640 71.5084 % Incorrectly Classified Instances 255 28.4916 % Kappa statistic 0.6658 Mean absolute error 0.0736 Root mean squared error 0.2521 Relative absolute error 34.5363 % Root relative squared error 77.2309 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.041 0.689 0.745 0.716 0.899 climbingdown 0.713 0.024 0.802 0.713 0.755 0.837 climbingup 0.667 0.005 0.714 0.667 0.69 0.831 jumping 0.857 0.033 0.812 0.857 0.834 0.922 lying 0.51 0.072 0.477 0.51 0.493 0.771 standing 0.613 0.047 0.648 0.613 0.63 0.815 sitting 0.711 0.078 0.726 0.711 0.719 0.844 running 0.813 0.034 0.807 0.813 0.81 0.917 walking Weighted Avg. 0.715 0.049 0.717 0.715 0.715 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 73 9 3 0 0 0 0 13 | a = climbingdown 14 77 0 0 2 0 3 12 | b = climbingup 3 0 10 0 0 0 2 0 | c = jumping 0 0 0 108 5 10 3 0 | d = lying 1 2 0 5 52 16 26 0 | e = standing 0 0 0 14 14 68 14 1 | f = sitting 2 4 0 6 35 11 143 0 | g = running 13 4 1 0 1 0 6 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 667 74.5251 % Incorrectly Classified Instances 228 25.4749 % Kappa statistic 0.7011 Mean absolute error 0.0672 Root mean squared error 0.24 Relative absolute error 31.55 % Root relative squared error 73.5383 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.029 0.75 0.704 0.726 0.864 climbingdown 0.824 0.037 0.754 0.824 0.788 0.929 climbingup 0.8 0.007 0.667 0.8 0.727 0.879 jumping 0.849 0.025 0.849 0.849 0.849 0.939 lying 0.48 0.064 0.49 0.48 0.485 0.778 standing 0.664 0.047 0.664 0.664 0.664 0.853 sitting 0.748 0.072 0.751 0.748 0.749 0.847 running 0.873 0.017 0.9 0.873 0.886 0.936 walking Weighted Avg. 0.745 0.043 0.746 0.745 0.745 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 69 16 3 0 0 0 2 8 | a = climbingdown 12 89 2 0 1 1 1 2 | b = climbingup 0 2 12 0 0 0 0 1 | c = jumping 0 1 0 107 1 14 3 0 | d = lying 0 2 0 2 49 13 35 1 | e = standing 0 0 0 13 16 73 8 0 | f = sitting 2 4 1 3 32 8 151 1 | g = running 9 4 0 1 1 1 1 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 642 71.7318 % Incorrectly Classified Instances 253 28.2682 % Kappa statistic 0.6694 Mean absolute error 0.0718 Root mean squared error 0.2505 Relative absolute error 33.6943 % Root relative squared error 76.7672 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.043 0.653 0.653 0.653 0.838 climbingdown 0.806 0.032 0.777 0.806 0.791 0.906 climbingup 0.8 0.007 0.667 0.8 0.727 0.929 jumping 0.857 0.022 0.864 0.857 0.861 0.941 lying 0.529 0.078 0.466 0.529 0.495 0.773 standing 0.682 0.054 0.641 0.682 0.661 0.841 sitting 0.698 0.056 0.783 0.698 0.738 0.873 running 0.754 0.037 0.783 0.754 0.768 0.87 walking Weighted Avg. 0.717 0.045 0.724 0.717 0.72 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 64 11 2 0 0 0 4 17 | a = climbingdown 10 87 2 0 0 1 0 8 | b = climbingup 1 1 12 0 0 0 1 0 | c = jumping 0 0 0 108 6 11 1 0 | d = lying 0 0 0 9 54 18 21 0 | e = standing 0 0 0 8 14 75 12 1 | f = sitting 3 2 0 0 42 12 141 2 | g = running 20 11 2 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 665 74.3017 % Incorrectly Classified Instances 230 25.6983 % Kappa statistic 0.6985 Mean absolute error 0.067 Root mean squared error 0.2415 Relative absolute error 31.4345 % Root relative squared error 74.0192 % Total Number of Instances 895 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.039 0.693 0.714 0.704 0.899 climbingdown 0.796 0.036 0.754 0.796 0.775 0.895 climbingup 0.867 0.005 0.765 0.867 0.813 0.923 jumping 0.857 0.034 0.806 0.857 0.831 0.916 lying 0.647 0.042 0.667 0.647 0.657 0.827 standing 0.6 0.036 0.702 0.6 0.647 0.812 sitting 0.733 0.071 0.751 0.733 0.742 0.861 running 0.806 0.041 0.777 0.806 0.791 0.886 walking Weighted Avg. 0.743 0.045 0.741 0.743 0.741 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 70 13 1 0 0 0 0 14 | a = climbingdown 7 86 2 0 0 2 3 8 | b = climbingup 0 1 13 0 0 0 0 1 | c = jumping 0 0 0 108 3 6 8 1 | d = lying 1 1 0 4 66 9 21 0 | e = standing 0 2 0 16 10 66 16 0 | f = sitting 5 5 0 6 20 11 148 7 | g = running 18 6 1 0 0 0 1 108 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 656 69.7872 % Incorrectly Classified Instances 284 30.2128 % Kappa statistic 0.6467 Mean absolute error 0.0807 Root mean squared error 0.2593 Relative absolute error 37.8041 % Root relative squared error 79.3542 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.039 0.663 0.657 0.66 0.845 climbingdown 0.748 0.052 0.674 0.748 0.709 0.857 climbingup 0.706 0.002 0.857 0.706 0.774 0.893 jumping 0.742 0.03 0.781 0.742 0.761 0.911 lying 0.573 0.077 0.496 0.573 0.532 0.786 standing 0.721 0.045 0.731 0.721 0.726 0.855 sitting 0.685 0.069 0.732 0.685 0.707 0.862 running 0.743 0.037 0.771 0.743 0.757 0.885 walking Weighted Avg. 0.698 0.051 0.704 0.698 0.7 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 65 19 0 0 0 0 5 10 | a = climbingdown 13 89 0 0 2 0 1 14 | b = climbingup 1 0 12 0 0 0 3 1 | c = jumping 0 0 0 89 3 24 3 1 | d = lying 2 0 0 5 63 7 31 2 | e = standing 0 1 0 16 14 98 6 1 | f = sitting 2 5 2 4 45 5 139 1 | g = running 15 18 0 0 0 0 2 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 627 66.7021 % Incorrectly Classified Instances 313 33.2979 % Kappa statistic 0.6111 Mean absolute error 0.0863 Root mean squared error 0.2693 Relative absolute error 40.4276 % Root relative squared error 82.4337 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.596 0.04 0.634 0.596 0.615 0.816 climbingdown 0.714 0.06 0.634 0.714 0.672 0.873 climbingup 0.941 0.007 0.727 0.941 0.821 0.968 jumping 0.7 0.049 0.677 0.7 0.689 0.871 lying 0.5 0.069 0.491 0.5 0.495 0.795 standing 0.684 0.053 0.684 0.684 0.684 0.885 sitting 0.665 0.071 0.722 0.665 0.692 0.855 running 0.735 0.04 0.758 0.735 0.746 0.874 walking Weighted Avg. 0.667 0.055 0.669 0.667 0.667 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 59 24 0 0 1 0 1 14 | a = climbingdown 17 85 0 0 0 0 0 17 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 84 7 25 4 0 | d = lying 1 1 0 6 55 10 37 0 | e = standing 0 1 0 25 11 93 6 0 | f = sitting 1 6 5 9 38 8 135 1 | g = running 15 17 1 0 0 0 3 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 643 68.4043 % Incorrectly Classified Instances 297 31.5957 % Kappa statistic 0.6295 Mean absolute error 0.083 Root mean squared error 0.2646 Relative absolute error 38.8553 % Root relative squared error 80.981 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.044 0.654 0.707 0.68 0.859 climbingdown 0.672 0.039 0.714 0.672 0.693 0.858 climbingup 0.882 0.001 0.938 0.882 0.909 0.969 jumping 0.661 0.04 0.708 0.661 0.684 0.873 lying 0.473 0.054 0.536 0.473 0.502 0.791 standing 0.659 0.065 0.631 0.659 0.645 0.84 sitting 0.749 0.084 0.71 0.749 0.729 0.86 running 0.772 0.044 0.75 0.772 0.761 0.882 walking Weighted Avg. 0.684 0.055 0.683 0.684 0.683 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 70 13 0 0 0 0 1 15 | a = climbingdown 20 80 0 1 1 0 4 13 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 80 3 33 5 0 | d = lying 0 1 0 5 52 13 39 0 | e = standing 1 1 0 24 11 89 8 1 | f = sitting 3 4 0 3 29 6 152 6 | g = running 13 13 1 0 1 0 3 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 662 70.4255 % Incorrectly Classified Instances 278 29.5745 % Kappa statistic 0.6542 Mean absolute error 0.0765 Root mean squared error 0.2521 Relative absolute error 35.797 % Root relative squared error 77.1578 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.046 0.652 0.737 0.692 0.87 climbingdown 0.689 0.034 0.745 0.689 0.716 0.867 climbingup 0.765 0.003 0.813 0.765 0.788 0.9 jumping 0.653 0.033 0.745 0.653 0.696 0.887 lying 0.573 0.064 0.543 0.573 0.558 0.844 standing 0.756 0.065 0.662 0.756 0.706 0.89 sitting 0.693 0.07 0.729 0.693 0.711 0.848 running 0.803 0.03 0.821 0.803 0.812 0.909 walking Weighted Avg. 0.704 0.05 0.709 0.704 0.705 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 73 11 1 1 0 0 3 10 | a = climbingdown 21 82 0 0 2 0 4 10 | b = climbingup 1 0 13 0 0 0 2 1 | c = jumping 0 1 0 79 4 33 4 0 | d = lying 0 0 0 2 63 11 32 2 | e = standing 0 0 0 21 7 102 5 0 | f = sitting 2 7 2 2 40 8 140 1 | g = running 15 9 0 1 0 0 2 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 650 69.1489 % Incorrectly Classified Instances 290 30.8511 % Kappa statistic 0.6391 Mean absolute error 0.0828 Root mean squared error 0.2644 Relative absolute error 38.7582 % Root relative squared error 80.8877 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.061 0.571 0.687 0.624 0.845 climbingdown 0.664 0.037 0.725 0.664 0.693 0.827 climbingup 0.778 0.004 0.778 0.778 0.778 0.886 jumping 0.708 0.039 0.726 0.708 0.717 0.884 lying 0.536 0.06 0.541 0.536 0.539 0.799 standing 0.733 0.051 0.707 0.733 0.72 0.876 sitting 0.728 0.079 0.717 0.728 0.722 0.862 running 0.723 0.03 0.805 0.723 0.762 0.866 walking Weighted Avg. 0.691 0.052 0.696 0.691 0.693 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 68 13 1 0 1 0 1 15 | a = climbingdown 26 79 0 0 2 0 4 8 | b = climbingup 1 0 14 0 0 0 3 0 | c = jumping 1 0 0 85 3 26 5 0 | d = lying 0 0 0 4 59 9 38 0 | e = standing 0 2 0 23 8 99 3 0 | f = sitting 3 3 3 4 35 6 147 1 | g = running 20 12 0 1 1 0 4 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 643 68.4043 % Incorrectly Classified Instances 297 31.5957 % Kappa statistic 0.6301 Mean absolute error 0.0808 Root mean squared error 0.2631 Relative absolute error 37.8412 % Root relative squared error 80.4894 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.687 0.043 0.654 0.687 0.67 0.851 climbingdown 0.664 0.039 0.712 0.664 0.687 0.843 climbingup 0.722 0.001 0.929 0.722 0.813 0.888 jumping 0.717 0.044 0.705 0.717 0.711 0.881 lying 0.5 0.082 0.447 0.5 0.472 0.816 standing 0.681 0.045 0.719 0.681 0.7 0.865 sitting 0.733 0.079 0.718 0.733 0.725 0.875 running 0.745 0.037 0.773 0.745 0.758 0.872 walking Weighted Avg. 0.684 0.053 0.689 0.684 0.686 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 68 15 0 1 0 0 1 14 | a = climbingdown 15 79 0 1 3 0 6 15 | b = climbingup 1 0 13 0 0 0 4 0 | c = jumping 0 0 0 86 8 22 3 1 | d = lying 1 0 0 10 55 7 37 0 | e = standing 0 0 0 21 17 92 5 0 | f = sitting 1 4 1 3 38 7 148 0 | g = running 18 13 0 0 2 0 2 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 661 70.3191 % Incorrectly Classified Instances 279 29.6809 % Kappa statistic 0.6529 Mean absolute error 0.0787 Root mean squared error 0.2566 Relative absolute error 36.8365 % Root relative squared error 78.5031 % Total Number of Instances 940 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.051 0.616 0.697 0.654 0.856 climbingdown 0.689 0.037 0.732 0.689 0.71 0.857 climbingup 0.778 0.004 0.778 0.778 0.778 0.914 jumping 0.742 0.043 0.718 0.742 0.73 0.894 lying 0.514 0.051 0.576 0.514 0.543 0.777 standing 0.667 0.056 0.667 0.667 0.667 0.853 sitting 0.733 0.066 0.751 0.733 0.742 0.875 running 0.824 0.039 0.783 0.824 0.803 0.911 walking Weighted Avg. 0.703 0.049 0.703 0.703 0.702 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 69 15 0 0 0 0 1 14 | a = climbingdown 18 82 0 1 1 0 3 14 | b = climbingup 2 0 14 0 0 0 2 0 | c = jumping 0 1 0 89 3 23 4 0 | d = lying 1 6 0 6 57 14 27 0 | e = standing 1 0 0 25 8 90 11 0 | f = sitting 4 3 4 3 30 7 148 3 | g = running 17 5 0 0 0 1 1 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 659 70.181 % Incorrectly Classified Instances 280 29.819 % Kappa statistic 0.6517 Mean absolute error 0.0794 Root mean squared error 0.2538 Relative absolute error 37.1801 % Root relative squared error 77.6694 % Total Number of Instances 939 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.038 0.663 0.636 0.649 0.822 climbingdown 0.773 0.057 0.662 0.773 0.713 0.882 climbingup 0.941 0.004 0.8 0.941 0.865 0.965 jumping 0.658 0.033 0.745 0.658 0.699 0.874 lying 0.649 0.063 0.581 0.649 0.613 0.846 standing 0.704 0.057 0.674 0.704 0.688 0.878 sitting 0.703 0.061 0.759 0.703 0.73 0.877 running 0.735 0.034 0.787 0.735 0.76 0.876 walking Weighted Avg. 0.702 0.049 0.706 0.702 0.702 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 63 19 1 0 2 0 3 11 | a = climbingdown 11 92 0 1 1 0 2 12 | b = climbingup 0 0 16 0 0 0 0 1 | c = jumping 0 0 0 79 6 31 4 0 | d = lying 2 0 0 1 72 6 29 1 | e = standing 0 0 0 21 12 95 7 0 | f = sitting 5 6 3 4 31 9 142 2 | g = running 14 22 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 649 69.1161 % Incorrectly Classified Instances 290 30.8839 % Kappa statistic 0.6384 Mean absolute error 0.0813 Root mean squared error 0.2628 Relative absolute error 38.0639 % Root relative squared error 80.4085 % Total Number of Instances 939 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.626 0.036 0.674 0.626 0.649 0.83 climbingdown 0.695 0.037 0.732 0.695 0.713 0.859 climbingup 0.765 0.005 0.722 0.765 0.743 0.95 jumping 0.633 0.038 0.71 0.633 0.67 0.844 lying 0.586 0.071 0.524 0.586 0.553 0.81 standing 0.706 0.05 0.706 0.706 0.706 0.86 sitting 0.693 0.083 0.697 0.693 0.695 0.848 running 0.846 0.042 0.772 0.846 0.807 0.914 walking Weighted Avg. 0.691 0.053 0.693 0.691 0.691 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 62 13 0 0 1 0 3 20 | a = climbingdown 19 82 1 0 1 1 2 12 | b = climbingup 0 0 13 0 0 0 3 1 | c = jumping 0 1 0 76 5 30 8 0 | d = lying 0 1 0 3 65 5 37 0 | e = standing 0 0 0 22 11 96 7 0 | f = sitting 3 4 4 6 40 4 140 1 | g = running 8 11 0 0 1 0 1 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 652 69.4356 % Incorrectly Classified Instances 287 30.5644 % Kappa statistic 0.6435 Mean absolute error 0.0817 Root mean squared error 0.2579 Relative absolute error 38.2335 % Root relative squared error 78.9231 % Total Number of Instances 939 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.043 0.657 0.697 0.676 0.83 climbingdown 0.723 0.045 0.699 0.723 0.711 0.852 climbingup 0.882 0.001 0.938 0.882 0.909 0.97 jumping 0.625 0.04 0.694 0.625 0.658 0.845 lying 0.682 0.086 0.514 0.682 0.586 0.823 standing 0.662 0.061 0.647 0.662 0.655 0.869 sitting 0.683 0.049 0.793 0.683 0.734 0.875 running 0.765 0.03 0.813 0.765 0.788 0.894 walking Weighted Avg. 0.694 0.049 0.706 0.694 0.697 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 69 17 1 0 0 0 3 9 | a = climbingdown 12 86 0 2 1 1 3 14 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 1 0 75 8 34 2 0 | d = lying 0 2 0 5 75 9 19 0 | e = standing 1 0 0 22 17 90 6 0 | f = sitting 5 5 0 4 44 5 138 1 | g = running 18 12 0 0 1 0 1 104 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 645 69.7297 % Incorrectly Classified Instances 280 30.2703 % Kappa statistic 0.6463 Mean absolute error 0.0811 Root mean squared error 0.2586 Relative absolute error 38.061 % Root relative squared error 79.2347 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.016 0.835 0.71 0.767 0.892 climbingdown 0.685 0.034 0.731 0.685 0.707 0.869 climbingup 0.875 0.002 0.875 0.875 0.875 0.96 jumping 0.776 0.044 0.714 0.776 0.744 0.89 lying 0.616 0.096 0.469 0.616 0.533 0.815 standing 0.596 0.065 0.622 0.596 0.609 0.798 sitting 0.644 0.049 0.79 0.644 0.71 0.842 running 0.87 0.047 0.755 0.87 0.809 0.927 walking Weighted Avg. 0.697 0.05 0.71 0.697 0.699 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 66 13 1 1 0 0 0 12 | a = climbingdown 7 76 0 0 2 0 2 24 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 0 0 0 90 1 25 0 0 | d = lying 1 0 0 9 69 12 21 0 | e = standing 0 1 0 22 24 84 9 1 | f = sitting 1 4 1 4 50 13 132 0 | g = running 4 10 0 0 1 1 1 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 641 69.2973 % Incorrectly Classified Instances 284 30.7027 % Kappa statistic 0.6406 Mean absolute error 0.0812 Root mean squared error 0.2633 Relative absolute error 38.1041 % Root relative squared error 80.6648 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.019 0.807 0.713 0.757 0.864 climbingdown 0.764 0.045 0.694 0.764 0.727 0.88 climbingup 0.938 0.003 0.833 0.938 0.882 0.994 jumping 0.741 0.042 0.717 0.741 0.729 0.879 lying 0.58 0.08 0.5 0.58 0.537 0.774 standing 0.536 0.064 0.6 0.536 0.566 0.783 sitting 0.717 0.064 0.762 0.717 0.739 0.862 running 0.773 0.042 0.756 0.773 0.764 0.878 walking Weighted Avg. 0.693 0.052 0.697 0.693 0.694 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 67 12 0 0 0 1 0 14 | a = climbingdown 10 84 0 1 1 1 0 13 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 86 4 24 2 0 | d = lying 0 1 0 3 65 13 29 1 | e = standing 0 1 0 29 22 75 12 1 | f = sitting 1 1 3 1 38 10 147 4 | g = running 5 22 0 0 0 1 2 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 660 71.3514 % Incorrectly Classified Instances 265 28.6486 % Kappa statistic 0.6649 Mean absolute error 0.0757 Root mean squared error 0.2516 Relative absolute error 35.5024 % Root relative squared error 77.0533 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.025 0.781 0.798 0.789 0.889 climbingdown 0.709 0.036 0.729 0.709 0.719 0.844 climbingup 0.941 0.002 0.889 0.941 0.914 0.967 jumping 0.698 0.033 0.75 0.698 0.723 0.868 lying 0.613 0.081 0.507 0.613 0.555 0.812 standing 0.657 0.062 0.652 0.657 0.655 0.829 sitting 0.707 0.056 0.784 0.707 0.744 0.893 running 0.795 0.039 0.772 0.795 0.784 0.893 walking Weighted Avg. 0.714 0.048 0.72 0.714 0.716 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 75 9 1 1 0 0 1 7 | a = climbingdown 8 78 0 0 1 1 2 20 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 1 0 81 6 23 3 1 | d = lying 0 0 0 5 68 13 24 1 | e = standing 2 0 0 19 19 92 7 1 | f = sitting 1 4 1 2 40 11 145 1 | g = running 9 15 0 0 0 1 2 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 609 65.8378 % Incorrectly Classified Instances 316 34.1622 % Kappa statistic 0.5999 Mean absolute error 0.0884 Root mean squared error 0.2747 Relative absolute error 41.4934 % Root relative squared error 84.1382 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.026 0.725 0.617 0.667 0.831 climbingdown 0.564 0.045 0.626 0.564 0.593 0.788 climbingup 0.765 0 1 0.765 0.867 0.927 jumping 0.767 0.052 0.679 0.767 0.721 0.887 lying 0.554 0.081 0.484 0.554 0.517 0.782 standing 0.564 0.069 0.594 0.564 0.579 0.794 sitting 0.683 0.063 0.757 0.683 0.718 0.872 running 0.809 0.063 0.679 0.809 0.739 0.886 walking Weighted Avg. 0.658 0.058 0.664 0.658 0.658 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 58 14 0 1 0 0 1 20 | a = climbingdown 17 62 0 0 0 3 2 26 | b = climbingup 1 0 13 0 0 0 3 0 | c = jumping 0 0 0 89 3 19 4 1 | d = lying 0 1 0 3 62 17 27 2 | e = standing 0 1 0 33 20 79 7 0 | f = sitting 1 2 0 4 42 15 140 1 | g = running 3 19 0 1 1 0 1 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 648 70.0541 % Incorrectly Classified Instances 277 29.9459 % Kappa statistic 0.6485 Mean absolute error 0.0791 Root mean squared error 0.2582 Relative absolute error 37.1109 % Root relative squared error 79.1089 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.037 0.687 0.731 0.708 0.893 climbingdown 0.718 0.044 0.687 0.718 0.702 0.859 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.75 0.047 0.696 0.75 0.722 0.873 lying 0.464 0.057 0.531 0.464 0.495 0.789 standing 0.629 0.066 0.629 0.629 0.629 0.823 sitting 0.791 0.071 0.762 0.791 0.776 0.878 running 0.725 0.029 0.805 0.725 0.763 0.877 walking Weighted Avg. 0.701 0.052 0.699 0.701 0.699 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 68 14 0 0 0 0 2 9 | a = climbingdown 16 79 0 1 1 0 0 13 | b = climbingup 0 0 16 1 0 0 0 0 | c = jumping 1 1 0 87 5 22 0 0 | d = lying 1 0 0 3 52 17 39 0 | e = standing 0 2 0 32 9 88 9 0 | f = sitting 0 0 0 1 29 12 163 1 | g = running 13 19 0 0 2 1 1 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 652 70.4865 % Incorrectly Classified Instances 273 29.5135 % Kappa statistic 0.654 Mean absolute error 0.0776 Root mean squared error 0.2567 Relative absolute error 36.4328 % Root relative squared error 78.6237 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.018 0.815 0.71 0.759 0.875 climbingdown 0.791 0.058 0.649 0.791 0.713 0.886 climbingup 1 0 1 1 1 1 jumping 0.733 0.031 0.773 0.733 0.752 0.897 lying 0.5 0.058 0.544 0.5 0.521 0.789 standing 0.664 0.08 0.596 0.664 0.628 0.83 sitting 0.733 0.063 0.77 0.733 0.751 0.866 running 0.74 0.039 0.758 0.74 0.749 0.857 walking Weighted Avg. 0.705 0.051 0.709 0.705 0.705 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 66 17 0 0 0 0 0 10 | a = climbingdown 4 87 0 0 0 0 2 17 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 85 2 28 1 0 | d = lying 0 0 0 1 56 22 32 1 | e = standing 2 3 0 20 15 93 7 0 | f = sitting 2 4 0 4 29 13 151 3 | g = running 7 23 0 0 1 0 3 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 655 70.8108 % Incorrectly Classified Instances 270 29.1892 % Kappa statistic 0.6577 Mean absolute error 0.0767 Root mean squared error 0.2502 Relative absolute error 35.9775 % Root relative squared error 76.6393 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.035 0.707 0.753 0.729 0.894 climbingdown 0.691 0.039 0.704 0.691 0.697 0.857 climbingup 0.882 0 1 0.882 0.938 0.992 jumping 0.767 0.03 0.788 0.767 0.777 0.916 lying 0.545 0.073 0.508 0.545 0.526 0.789 standing 0.65 0.052 0.689 0.65 0.669 0.821 sitting 0.728 0.075 0.735 0.728 0.732 0.889 running 0.786 0.039 0.769 0.786 0.777 0.886 walking Weighted Avg. 0.708 0.051 0.71 0.708 0.709 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 70 10 0 0 0 0 0 13 | a = climbingdown 14 76 0 1 0 2 2 15 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 2 3 0 89 1 20 1 0 | d = lying 0 1 0 6 61 10 32 2 | e = standing 0 4 0 16 12 91 16 1 | f = sitting 0 0 0 1 46 9 150 0 | g = running 13 14 0 0 0 0 1 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 654 70.7027 % Incorrectly Classified Instances 271 29.2973 % Kappa statistic 0.656 Mean absolute error 0.0741 Root mean squared error 0.2507 Relative absolute error 34.7845 % Root relative squared error 76.7896 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.806 0.029 0.758 0.806 0.781 0.922 climbingdown 0.727 0.032 0.755 0.727 0.741 0.858 climbingup 0.941 0 1 0.941 0.97 0.967 jumping 0.759 0.027 0.8 0.759 0.779 0.89 lying 0.411 0.074 0.434 0.411 0.422 0.783 standing 0.707 0.062 0.669 0.707 0.688 0.844 sitting 0.718 0.088 0.701 0.718 0.71 0.862 running 0.779 0.034 0.791 0.779 0.785 0.906 walking Weighted Avg. 0.707 0.053 0.707 0.707 0.706 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 75 7 0 1 1 1 0 8 | a = climbingdown 10 80 0 1 1 1 0 17 | b = climbingup 0 0 16 1 0 0 0 0 | c = jumping 0 1 0 88 2 20 4 1 | d = lying 1 1 0 1 46 19 44 0 | e = standing 0 1 0 13 16 99 11 0 | f = sitting 3 2 0 5 39 8 148 1 | g = running 10 14 0 0 1 0 4 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 646 69.8378 % Incorrectly Classified Instances 279 30.1622 % Kappa statistic 0.6475 Mean absolute error 0.0771 Root mean squared error 0.2553 Relative absolute error 36.1894 % Root relative squared error 78.2144 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.796 0.026 0.771 0.796 0.783 0.918 climbingdown 0.764 0.038 0.73 0.764 0.747 0.88 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.759 0.041 0.727 0.759 0.743 0.909 lying 0.473 0.087 0.427 0.473 0.449 0.743 standing 0.643 0.076 0.6 0.643 0.621 0.812 sitting 0.66 0.058 0.764 0.66 0.708 0.877 running 0.794 0.024 0.846 0.794 0.819 0.912 walking Weighted Avg. 0.698 0.051 0.705 0.698 0.701 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 74 11 0 0 0 0 0 8 | a = climbingdown 12 84 0 0 1 3 0 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 1 88 1 25 1 0 | d = lying 0 1 0 2 53 23 33 0 | e = standing 0 1 0 23 17 90 8 1 | f = sitting 2 1 0 8 51 8 136 0 | g = running 8 17 0 0 1 1 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 651 70.4545 % Incorrectly Classified Instances 273 29.5455 % Kappa statistic 0.654 Mean absolute error 0.0775 Root mean squared error 0.254 Relative absolute error 36.3476 % Root relative squared error 77.8175 % Total Number of Instances 924 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.023 0.782 0.731 0.756 0.913 climbingdown 0.709 0.045 0.678 0.709 0.693 0.859 climbingup 1 0.006 0.762 1 0.865 0.999 jumping 0.776 0.031 0.783 0.776 0.779 0.907 lying 0.589 0.071 0.532 0.589 0.559 0.817 standing 0.593 0.07 0.601 0.593 0.597 0.822 sitting 0.723 0.063 0.768 0.723 0.745 0.872 running 0.771 0.037 0.777 0.771 0.774 0.886 walking Weighted Avg. 0.705 0.05 0.708 0.705 0.705 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 68 14 0 0 0 0 0 11 | a = climbingdown 8 78 0 1 0 3 4 16 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 1 90 2 21 2 0 | d = lying 0 2 0 1 66 19 24 0 | e = standing 0 2 0 20 20 83 14 1 | f = sitting 1 3 3 3 34 12 149 1 | g = running 10 16 1 0 2 0 1 101 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 707 72.4385 % Incorrectly Classified Instances 269 27.5615 % Kappa statistic 0.6758 Mean absolute error 0.0726 Root mean squared error 0.2463 Relative absolute error 34.1678 % Root relative squared error 75.546 % Total Number of Instances 976 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.042 0.637 0.657 0.647 0.843 climbingdown 0.664 0.039 0.682 0.664 0.673 0.843 climbingup 0.778 0.002 0.875 0.778 0.824 0.887 jumping 0.823 0.025 0.829 0.823 0.826 0.898 lying 0.54 0.069 0.532 0.54 0.536 0.799 standing 0.767 0.034 0.773 0.767 0.77 0.878 sitting 0.747 0.076 0.75 0.747 0.748 0.858 running 0.811 0.036 0.795 0.811 0.803 0.885 walking Weighted Avg. 0.724 0.048 0.725 0.724 0.725 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 65 19 0 0 0 0 2 13 | a = climbingdown 18 73 0 0 2 1 1 15 | b = climbingup 0 0 14 0 0 0 4 0 | c = jumping 1 1 0 102 4 11 5 0 | d = lying 0 2 0 7 67 11 37 0 | e = standing 0 0 0 11 12 99 7 0 | f = sitting 3 2 2 3 40 6 171 2 | g = running 15 10 0 0 1 0 1 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 727 74.4877 % Incorrectly Classified Instances 249 25.5123 % Kappa statistic 0.7009 Mean absolute error 0.0675 Root mean squared error 0.2387 Relative absolute error 31.7309 % Root relative squared error 73.2145 % Total Number of Instances 976 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.818 0.032 0.743 0.818 0.779 0.911 climbingdown 0.718 0.045 0.669 0.718 0.693 0.871 climbingup 0.944 0.001 0.944 0.944 0.944 0.971 jumping 0.782 0.032 0.782 0.782 0.782 0.885 lying 0.573 0.068 0.55 0.573 0.561 0.799 standing 0.767 0.043 0.733 0.767 0.75 0.879 sitting 0.742 0.054 0.81 0.742 0.774 0.878 running 0.79 0.024 0.85 0.79 0.819 0.91 walking Weighted Avg. 0.745 0.043 0.749 0.745 0.746 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 81 12 0 0 1 0 0 5 | a = climbingdown 13 79 0 0 2 1 3 12 | b = climbingup 0 0 17 0 1 0 0 0 | c = jumping 0 1 0 97 5 18 3 0 | d = lying 0 4 0 9 71 9 29 2 | e = standing 1 1 0 12 12 99 4 0 | f = sitting 3 3 1 6 37 8 170 1 | g = running 11 18 0 0 0 0 1 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 704 72.2051 % Incorrectly Classified Instances 271 27.7949 % Kappa statistic 0.6725 Mean absolute error 0.0731 Root mean squared error 0.2484 Relative absolute error 34.3899 % Root relative squared error 76.2139 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.038 0.676 0.697 0.687 0.854 climbingdown 0.706 0.035 0.72 0.706 0.713 0.86 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.756 0.02 0.845 0.756 0.798 0.877 lying 0.492 0.053 0.575 0.492 0.53 0.804 standing 0.769 0.049 0.709 0.769 0.738 0.883 sitting 0.76 0.091 0.719 0.76 0.739 0.86 running 0.785 0.043 0.758 0.785 0.771 0.887 walking Weighted Avg. 0.722 0.051 0.721 0.722 0.72 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 69 12 0 0 1 0 2 15 | a = climbingdown 13 77 0 1 2 0 1 15 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 93 4 12 14 0 | d = lying 1 3 0 2 61 15 40 2 | e = standing 1 2 0 11 6 100 9 1 | f = sitting 2 3 1 3 32 11 174 3 | g = running 16 10 0 0 0 3 2 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 715 73.3333 % Incorrectly Classified Instances 260 26.6667 % Kappa statistic 0.6862 Mean absolute error 0.0701 Root mean squared error 0.2434 Relative absolute error 32.9945 % Root relative squared error 74.6559 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.031 0.703 0.646 0.674 0.821 climbingdown 0.752 0.038 0.713 0.752 0.732 0.891 climbingup 0.882 0.002 0.882 0.882 0.882 0.94 jumping 0.854 0.039 0.761 0.854 0.805 0.909 lying 0.532 0.061 0.559 0.532 0.545 0.807 standing 0.708 0.037 0.748 0.708 0.727 0.858 sitting 0.777 0.071 0.771 0.777 0.774 0.885 running 0.785 0.035 0.796 0.785 0.79 0.898 walking Weighted Avg. 0.733 0.047 0.732 0.733 0.732 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 64 17 0 0 1 0 3 14 | a = climbingdown 11 82 0 1 1 0 0 14 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 1 0 105 3 12 2 0 | d = lying 0 2 0 10 66 12 34 0 | e = standing 1 1 0 15 14 92 7 0 | f = sitting 2 2 2 6 31 7 178 1 | g = running 13 10 0 1 2 0 5 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 720 73.8462 % Incorrectly Classified Instances 255 26.1538 % Kappa statistic 0.6912 Mean absolute error 0.0681 Root mean squared error 0.2394 Relative absolute error 32.0394 % Root relative squared error 73.4382 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.035 0.693 0.707 0.7 0.871 climbingdown 0.725 0.032 0.738 0.725 0.731 0.883 climbingup 0.882 0.001 0.938 0.882 0.909 0.935 jumping 0.87 0.026 0.829 0.87 0.849 0.933 lying 0.492 0.048 0.598 0.492 0.54 0.815 standing 0.731 0.034 0.766 0.731 0.748 0.854 sitting 0.79 0.102 0.704 0.79 0.745 0.867 running 0.778 0.032 0.806 0.778 0.792 0.883 walking Weighted Avg. 0.738 0.05 0.737 0.738 0.736 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 70 12 0 0 0 0 2 15 | a = climbingdown 14 79 0 2 0 1 4 9 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 1 0 107 0 11 4 0 | d = lying 1 0 0 4 61 11 46 1 | e = standing 0 0 0 10 9 95 16 0 | f = sitting 3 1 1 6 30 5 181 2 | g = running 13 14 0 0 2 1 2 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 708 72.6154 % Incorrectly Classified Instances 267 27.3846 % Kappa statistic 0.6771 Mean absolute error 0.0721 Root mean squared error 0.2488 Relative absolute error 33.9452 % Root relative squared error 76.3218 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.041 0.657 0.697 0.676 0.832 climbingdown 0.661 0.05 0.626 0.661 0.643 0.812 climbingup 0.882 0 1 0.882 0.938 0.992 jumping 0.837 0.025 0.831 0.837 0.834 0.908 lying 0.512 0.058 0.566 0.512 0.538 0.806 standing 0.736 0.033 0.772 0.736 0.754 0.874 sitting 0.812 0.087 0.741 0.812 0.775 0.889 running 0.722 0.03 0.806 0.722 0.762 0.841 walking Weighted Avg. 0.726 0.05 0.727 0.726 0.725 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 69 21 0 0 0 0 1 8 | a = climbingdown 17 72 0 0 1 0 4 15 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 103 3 14 3 0 | d = lying 0 2 0 3 64 8 47 1 | e = standing 0 1 0 13 14 95 6 0 | f = sitting 1 2 0 4 29 6 186 1 | g = running 18 17 0 1 2 0 2 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 692 70.9744 % Incorrectly Classified Instances 283 29.0256 % Kappa statistic 0.6584 Mean absolute error 0.0734 Root mean squared error 0.2507 Relative absolute error 34.5544 % Root relative squared error 76.8977 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.043 0.661 0.747 0.701 0.851 climbingdown 0.67 0.042 0.67 0.67 0.67 0.856 climbingup 0.941 0.002 0.889 0.941 0.914 0.97 jumping 0.797 0.02 0.852 0.797 0.824 0.887 lying 0.416 0.08 0.433 0.416 0.424 0.712 standing 0.783 0.037 0.765 0.783 0.774 0.884 sitting 0.747 0.092 0.713 0.747 0.729 0.856 running 0.743 0.026 0.829 0.743 0.784 0.9 walking Weighted Avg. 0.71 0.052 0.712 0.71 0.71 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 74 12 0 0 0 1 1 11 | a = climbingdown 20 73 0 0 4 1 3 8 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 3 0 98 7 11 4 0 | d = lying 1 4 0 5 52 12 51 0 | e = standing 0 0 0 7 16 101 5 0 | f = sitting 0 2 2 5 40 6 171 3 | g = running 17 15 0 0 1 0 4 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 688 70.5641 % Incorrectly Classified Instances 287 29.4359 % Kappa statistic 0.6541 Mean absolute error 0.0761 Root mean squared error 0.2545 Relative absolute error 35.7886 % Root relative squared error 78.0754 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.657 0.031 0.707 0.657 0.681 0.838 climbingdown 0.706 0.048 0.647 0.706 0.675 0.861 climbingup 0.941 0.002 0.889 0.941 0.914 0.966 jumping 0.772 0.033 0.772 0.772 0.772 0.903 lying 0.616 0.075 0.546 0.616 0.579 0.806 standing 0.612 0.043 0.687 0.612 0.648 0.844 sitting 0.734 0.072 0.757 0.734 0.745 0.856 running 0.771 0.041 0.766 0.771 0.768 0.877 walking Weighted Avg. 0.706 0.051 0.709 0.706 0.706 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 65 17 0 0 1 0 2 14 | a = climbingdown 9 77 0 0 1 0 6 16 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 95 8 16 4 0 | d = lying 0 3 0 6 77 12 26 1 | e = standing 0 4 0 19 12 79 14 1 | f = sitting 3 5 2 3 39 7 168 2 | g = running 15 13 0 0 3 1 1 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 690 70.7692 % Incorrectly Classified Instances 285 29.2308 % Kappa statistic 0.6554 Mean absolute error 0.076 Root mean squared error 0.2519 Relative absolute error 35.7422 % Root relative squared error 77.2729 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.038 0.67 0.684 0.677 0.851 climbingdown 0.697 0.045 0.661 0.697 0.679 0.864 climbingup 0.944 0.002 0.895 0.944 0.919 0.995 jumping 0.79 0.022 0.838 0.79 0.813 0.894 lying 0.411 0.061 0.495 0.411 0.449 0.79 standing 0.736 0.044 0.72 0.736 0.728 0.855 sitting 0.747 0.106 0.684 0.747 0.714 0.841 running 0.799 0.029 0.827 0.799 0.813 0.91 walking Weighted Avg. 0.708 0.054 0.705 0.708 0.705 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 67 18 0 0 1 0 1 11 | a = climbingdown 18 76 0 0 0 1 5 9 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 98 5 16 5 0 | d = lying 1 3 0 7 51 8 53 1 | e = standing 0 0 0 7 15 95 11 1 | f = sitting 2 5 2 5 31 11 171 2 | g = running 12 13 0 0 0 1 3 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 715 73.3333 % Incorrectly Classified Instances 260 26.6667 % Kappa statistic 0.6867 Mean absolute error 0.072 Root mean squared error 0.2443 Relative absolute error 33.875 % Root relative squared error 74.914 % Total Number of Instances 975 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.031 0.73 0.737 0.734 0.858 climbingdown 0.8 0.034 0.752 0.8 0.775 0.876 climbingup 1 0.003 0.857 1 0.923 0.997 jumping 0.774 0.041 0.733 0.774 0.753 0.892 lying 0.476 0.054 0.562 0.476 0.515 0.787 standing 0.721 0.05 0.689 0.721 0.705 0.849 sitting 0.75 0.074 0.757 0.75 0.753 0.854 running 0.818 0.028 0.836 0.818 0.827 0.911 walking Weighted Avg. 0.733 0.047 0.73 0.733 0.731 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 73 13 0 0 0 0 2 11 | a = climbingdown 11 88 0 1 2 0 1 7 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 96 3 20 5 0 | d = lying 0 3 0 15 59 11 35 1 | e = standing 0 3 0 16 6 93 11 0 | f = sitting 2 2 2 3 35 9 171 4 | g = running 14 8 1 0 0 2 1 117 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 6 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 654 75.4325 % Incorrectly Classified Instances 213 24.5675 % Kappa statistic 0.7143 Mean absolute error 0.065 Root mean squared error 0.2396 Relative absolute error 30.2206 % Root relative squared error 73.0719 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.865 0.027 0.798 0.865 0.83 0.927 climbingdown 0.66 0.034 0.723 0.66 0.69 0.824 climbingup 0.85 0.004 0.85 0.85 0.85 0.941 jumping 0.766 0.038 0.789 0.766 0.778 0.895 lying 0.578 0.054 0.606 0.578 0.592 0.789 standing 0.683 0.084 0.619 0.683 0.649 0.847 sitting 0.923 0.007 0.96 0.923 0.941 0.965 running 0.78 0.038 0.78 0.78 0.78 0.883 walking Weighted Avg. 0.754 0.041 0.756 0.754 0.755 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 83 5 0 0 0 1 0 7 | a = climbingdown 10 68 0 0 1 3 0 21 | b = climbingup 0 1 17 0 0 0 2 0 | c = jumping 0 1 0 105 7 24 0 0 | d = lying 1 0 0 11 63 32 2 0 | e = standing 0 1 0 17 27 99 1 0 | f = sitting 0 1 3 0 5 1 120 0 | g = running 10 17 0 0 1 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 682 78.6621 % Incorrectly Classified Instances 185 21.3379 % Kappa statistic 0.7519 Mean absolute error 0.0567 Root mean squared error 0.2184 Relative absolute error 26.3574 % Root relative squared error 66.5869 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.022 0.819 0.802 0.811 0.91 climbingdown 0.67 0.029 0.758 0.67 0.711 0.86 climbingup 0.9 0.004 0.857 0.9 0.878 0.944 jumping 0.803 0.027 0.846 0.803 0.824 0.913 lying 0.706 0.038 0.726 0.706 0.716 0.897 standing 0.724 0.064 0.695 0.724 0.709 0.865 sitting 0.931 0.019 0.896 0.931 0.913 0.965 running 0.827 0.046 0.755 0.827 0.789 0.925 walking Weighted Avg. 0.787 0.035 0.787 0.787 0.786 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 77 10 0 0 0 0 0 9 | a = climbingdown 11 69 0 0 0 0 1 22 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 0 0 110 3 22 2 0 | d = lying 0 0 0 4 77 22 5 1 | e = standing 0 0 0 16 21 105 1 2 | f = sitting 0 0 3 0 5 1 121 0 | g = running 6 12 0 0 0 1 3 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 655 75.5479 % Incorrectly Classified Instances 212 24.4521 % Kappa statistic 0.7157 Mean absolute error 0.0625 Root mean squared error 0.2337 Relative absolute error 29.0772 % Root relative squared error 71.2437 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.771 0.035 0.733 0.771 0.751 0.896 climbingdown 0.631 0.043 0.663 0.631 0.647 0.867 climbingup 0.8 0.001 0.941 0.8 0.865 0.942 jumping 0.876 0.04 0.805 0.876 0.839 0.942 lying 0.627 0.054 0.627 0.627 0.627 0.858 standing 0.653 0.068 0.657 0.653 0.655 0.825 sitting 0.9 0.011 0.936 0.9 0.918 0.961 running 0.787 0.032 0.806 0.787 0.797 0.899 walking Weighted Avg. 0.755 0.04 0.756 0.755 0.755 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 74 14 0 1 1 1 0 5 | a = climbingdown 18 65 0 1 1 0 0 18 | b = climbingup 0 0 16 0 0 0 4 0 | c = jumping 0 0 0 120 4 13 0 0 | d = lying 0 0 0 9 69 30 2 0 | e = standing 0 2 0 17 29 94 2 0 | f = sitting 0 1 1 1 6 3 117 1 | g = running 9 16 0 0 0 2 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 676 77.97 % Incorrectly Classified Instances 191 22.03 % Kappa statistic 0.7441 Mean absolute error 0.0573 Root mean squared error 0.2209 Relative absolute error 26.6255 % Root relative squared error 67.3668 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.039 0.706 0.75 0.727 0.894 climbingdown 0.663 0.037 0.711 0.663 0.687 0.847 climbingup 0.95 0.004 0.864 0.95 0.905 0.995 jumping 0.803 0.032 0.827 0.803 0.815 0.906 lying 0.697 0.046 0.685 0.697 0.691 0.858 standing 0.701 0.054 0.721 0.701 0.711 0.897 sitting 0.954 0.018 0.905 0.954 0.929 0.977 running 0.827 0.027 0.84 0.827 0.833 0.917 walking Weighted Avg. 0.78 0.035 0.779 0.78 0.779 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 72 13 2 0 1 1 0 7 | a = climbingdown 18 69 1 1 0 1 2 12 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 1 0 110 10 16 0 0 | d = lying 2 0 0 3 76 21 7 0 | e = standing 2 1 0 19 20 101 1 0 | f = sitting 1 0 0 0 4 0 124 1 | g = running 7 13 0 0 0 0 2 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 668 77.0473 % Incorrectly Classified Instances 199 22.9527 % Kappa statistic 0.7333 Mean absolute error 0.0599 Root mean squared error 0.2287 Relative absolute error 27.8274 % Root relative squared error 69.7224 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.833 0.038 0.734 0.833 0.78 0.902 climbingdown 0.692 0.034 0.735 0.692 0.713 0.847 climbingup 0.85 0.004 0.85 0.85 0.85 0.938 jumping 0.796 0.041 0.784 0.796 0.79 0.885 lying 0.679 0.044 0.692 0.679 0.685 0.851 standing 0.674 0.068 0.664 0.674 0.669 0.852 sitting 0.931 0.011 0.938 0.931 0.934 0.963 running 0.772 0.028 0.824 0.772 0.797 0.878 walking Weighted Avg. 0.77 0.037 0.771 0.77 0.77 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 80 9 0 0 1 0 0 6 | a = climbingdown 12 72 0 2 1 2 1 14 | b = climbingup 0 0 17 0 0 0 3 0 | c = jumping 0 0 0 109 5 21 2 0 | d = lying 1 2 0 8 74 23 1 0 | e = standing 1 0 0 20 24 97 1 1 | f = sitting 2 0 3 0 2 2 121 0 | g = running 13 15 0 0 0 1 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 671 77.3933 % Incorrectly Classified Instances 196 22.6067 % Kappa statistic 0.737 Mean absolute error 0.0598 Root mean squared error 0.2262 Relative absolute error 27.8246 % Root relative squared error 68.9941 % Total Number of Instances 867 === 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 0.864 climbingdown 0.74 0.043 0.7 0.74 0.72 0.878 climbingup 0.947 0 1 0.947 0.973 0.97 jumping 0.81 0.032 0.828 0.81 0.819 0.914 lying 0.651 0.047 0.664 0.651 0.657 0.834 standing 0.694 0.068 0.671 0.694 0.683 0.867 sitting 0.962 0.009 0.947 0.962 0.954 0.975 running 0.828 0.043 0.768 0.828 0.797 0.901 walking Weighted Avg. 0.774 0.038 0.775 0.774 0.774 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 63 18 0 0 1 0 1 13 | a = climbingdown 8 77 0 0 0 1 0 18 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 111 5 20 0 0 | d = lying 0 0 0 7 71 27 3 1 | e = standing 0 0 0 16 26 100 2 0 | f = sitting 0 0 0 0 4 1 125 0 | g = running 8 14 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 658 75.8939 % Incorrectly Classified Instances 209 24.1061 % Kappa statistic 0.7195 Mean absolute error 0.063 Root mean squared error 0.2337 Relative absolute error 29.2715 % Root relative squared error 71.2712 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.029 0.758 0.719 0.738 0.875 climbingdown 0.683 0.052 0.64 0.683 0.66 0.845 climbingup 0.737 0.001 0.933 0.737 0.824 0.905 jumping 0.796 0.041 0.784 0.796 0.79 0.901 lying 0.633 0.038 0.704 0.633 0.667 0.841 standing 0.717 0.057 0.717 0.717 0.717 0.883 sitting 0.946 0.027 0.86 0.946 0.901 0.957 running 0.78 0.035 0.792 0.78 0.786 0.915 walking Weighted Avg. 0.759 0.039 0.759 0.759 0.758 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 69 18 0 0 0 1 1 7 | a = climbingdown 12 71 0 0 0 1 1 19 | b = climbingup 0 0 14 0 0 0 5 0 | c = jumping 0 2 0 109 9 17 0 0 | d = lying 1 0 0 8 69 21 10 0 | e = standing 0 1 0 22 16 104 2 0 | f = sitting 1 0 1 0 4 1 123 0 | g = running 8 19 0 0 0 0 1 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 657 75.7785 % Incorrectly Classified Instances 210 24.2215 % Kappa statistic 0.7185 Mean absolute error 0.0645 Root mean squared error 0.2351 Relative absolute error 30.0035 % Root relative squared error 71.6823 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.026 0.77 0.698 0.732 0.898 climbingdown 0.731 0.063 0.613 0.731 0.667 0.868 climbingup 0.842 0.001 0.941 0.842 0.889 0.966 jumping 0.832 0.036 0.814 0.832 0.823 0.933 lying 0.679 0.051 0.655 0.679 0.667 0.85 standing 0.662 0.062 0.681 0.662 0.671 0.813 sitting 0.9 0.014 0.921 0.9 0.911 0.954 running 0.764 0.028 0.822 0.764 0.792 0.893 walking Weighted Avg. 0.758 0.039 0.763 0.758 0.759 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 67 23 0 0 0 1 0 5 | a = climbingdown 10 76 0 0 2 0 0 16 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 0 0 0 114 5 18 0 0 | d = lying 0 0 0 8 74 24 3 0 | e = standing 2 1 0 18 24 96 4 0 | f = sitting 2 0 1 0 8 2 117 0 | g = running 6 24 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 656 75.6632 % Incorrectly Classified Instances 211 24.3368 % Kappa statistic 0.7174 Mean absolute error 0.0644 Root mean squared error 0.2348 Relative absolute error 29.9612 % Root relative squared error 71.5922 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.771 0.035 0.733 0.771 0.751 0.887 climbingdown 0.76 0.038 0.731 0.76 0.745 0.875 climbingup 0.842 0.001 0.941 0.842 0.889 0.937 jumping 0.796 0.04 0.79 0.796 0.793 0.881 lying 0.716 0.063 0.619 0.716 0.664 0.854 standing 0.572 0.06 0.659 0.572 0.613 0.825 sitting 0.915 0.016 0.908 0.915 0.912 0.962 running 0.772 0.03 0.817 0.772 0.794 0.904 walking Weighted Avg. 0.757 0.039 0.758 0.757 0.756 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 74 12 0 0 2 1 0 7 | a = climbingdown 8 79 0 1 1 0 0 15 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 1 0 0 109 6 19 2 0 | d = lying 3 0 0 4 78 22 2 0 | e = standing 1 2 0 24 30 83 5 0 | f = sitting 1 0 1 0 8 1 119 0 | g = running 13 15 0 0 1 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 667 76.9319 % Incorrectly Classified Instances 200 23.0681 % Kappa statistic 0.7318 Mean absolute error 0.0606 Root mean squared error 0.2287 Relative absolute error 28.1832 % Root relative squared error 69.7179 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.771 0.04 0.705 0.771 0.736 0.881 climbingdown 0.74 0.026 0.794 0.74 0.766 0.895 climbingup 0.95 0.001 0.95 0.95 0.95 0.995 jumping 0.801 0.026 0.852 0.801 0.826 0.923 lying 0.633 0.045 0.67 0.633 0.651 0.828 standing 0.697 0.086 0.62 0.697 0.656 0.846 sitting 0.923 0.003 0.984 0.923 0.952 0.967 running 0.772 0.042 0.76 0.772 0.766 0.878 walking Weighted Avg. 0.769 0.038 0.775 0.769 0.771 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 74 3 0 0 3 0 0 16 | a = climbingdown 14 77 0 0 0 0 0 13 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 109 2 24 0 1 | d = lying 0 0 0 6 69 34 0 0 | e = standing 2 2 0 13 25 101 1 1 | f = sitting 0 1 1 0 4 4 120 0 | g = running 15 14 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 546 68.4211 % Incorrectly Classified Instances 252 31.5789 % Kappa statistic 0.6324 Mean absolute error 0.0817 Root mean squared error 0.266 Relative absolute error 38.0233 % Root relative squared error 81.1602 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.505 0.041 0.618 0.505 0.556 0.772 climbingdown 0.59 0.092 0.48 0.59 0.529 0.781 climbingup 0.667 0.001 0.889 0.667 0.762 0.938 jumping 0.734 0.061 0.696 0.734 0.715 0.836 lying 0.634 0.057 0.645 0.634 0.64 0.838 standing 0.655 0.062 0.65 0.655 0.653 0.834 sitting 0.853 0.01 0.94 0.853 0.894 0.928 running 0.752 0.042 0.731 0.752 0.742 0.873 walking Weighted Avg. 0.684 0.051 0.693 0.684 0.687 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 47 34 0 1 1 0 0 10 | a = climbingdown 17 59 0 2 1 3 0 18 | b = climbingup 1 0 8 0 0 0 3 0 | c = jumping 0 3 0 94 13 18 0 0 | d = lying 2 0 0 18 71 17 4 0 | e = standing 1 3 0 19 18 78 0 0 | f = sitting 3 6 1 1 5 2 110 1 | g = running 5 18 0 0 1 2 0 79 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 538 67.4185 % Incorrectly Classified Instances 260 32.5815 % Kappa statistic 0.6207 Mean absolute error 0.0839 Root mean squared error 0.2704 Relative absolute error 39.0499 % Root relative squared error 82.5115 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.538 0.061 0.538 0.538 0.538 0.834 climbingdown 0.53 0.072 0.515 0.53 0.522 0.767 climbingup 1 0 1 1 1 1 jumping 0.727 0.076 0.646 0.727 0.684 0.851 lying 0.58 0.047 0.67 0.58 0.622 0.792 standing 0.551 0.066 0.591 0.551 0.57 0.795 sitting 0.953 0.016 0.918 0.953 0.935 0.972 running 0.726 0.04 0.733 0.726 0.73 0.869 walking Weighted Avg. 0.674 0.053 0.673 0.674 0.673 0.846 === Confusion Matrix === a b c d e f g h <-- classified as 50 32 0 0 0 1 2 8 | a = climbingdown 23 53 0 0 2 0 2 20 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 2 1 0 93 11 20 1 0 | d = lying 1 0 0 20 65 22 4 0 | e = standing 2 2 0 29 18 65 2 0 | f = sitting 2 0 0 2 1 1 123 0 | g = running 13 15 0 0 0 1 0 77 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 561 70.3008 % Incorrectly Classified Instances 237 29.6992 % Kappa statistic 0.6544 Mean absolute error 0.0763 Root mean squared error 0.2543 Relative absolute error 35.4871 % Root relative squared error 77.5921 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.052 0.619 0.645 0.632 0.845 climbingdown 0.515 0.066 0.531 0.515 0.523 0.782 climbingup 0.833 0.001 0.909 0.833 0.87 0.993 jumping 0.719 0.055 0.713 0.719 0.716 0.863 lying 0.712 0.051 0.693 0.712 0.702 0.877 standing 0.636 0.065 0.63 0.636 0.633 0.85 sitting 0.907 0.013 0.929 0.907 0.918 0.943 running 0.717 0.04 0.731 0.717 0.724 0.887 walking Weighted Avg. 0.703 0.048 0.704 0.703 0.703 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 60 22 0 1 0 0 2 8 | a = climbingdown 24 52 0 0 2 4 2 17 | b = climbingup 0 0 10 0 0 0 2 0 | c = jumping 0 0 0 92 15 20 1 0 | d = lying 1 1 0 14 79 15 1 0 | e = standing 1 2 0 22 15 75 1 2 | f = sitting 2 1 1 0 3 4 117 1 | g = running 9 20 0 0 0 1 0 76 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 552 69.1729 % Incorrectly Classified Instances 246 30.8271 % Kappa statistic 0.6413 Mean absolute error 0.0807 Root mean squared error 0.2641 Relative absolute error 37.545 % Root relative squared error 80.5817 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.061 0.578 0.634 0.605 0.798 climbingdown 0.594 0.052 0.625 0.594 0.609 0.851 climbingup 0.917 0.001 0.917 0.917 0.917 0.953 jumping 0.68 0.066 0.664 0.68 0.672 0.813 lying 0.595 0.064 0.6 0.595 0.597 0.818 standing 0.619 0.062 0.635 0.619 0.627 0.808 sitting 0.899 0.024 0.879 0.899 0.889 0.941 running 0.755 0.029 0.8 0.755 0.777 0.873 walking Weighted Avg. 0.692 0.05 0.692 0.692 0.692 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 59 17 0 2 0 1 5 9 | a = climbingdown 28 60 0 4 0 1 1 7 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 1 0 0 87 24 14 1 1 | d = lying 0 0 0 16 66 23 6 0 | e = standing 1 2 0 21 17 73 2 2 | f = sitting 2 3 1 1 3 2 116 1 | g = running 11 14 0 0 0 1 0 80 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 540 67.6692 % Incorrectly Classified Instances 258 32.3308 % Kappa statistic 0.6239 Mean absolute error 0.0838 Root mean squared error 0.2731 Relative absolute error 38.9983 % Root relative squared error 83.3247 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.065 0.549 0.602 0.574 0.81 climbingdown 0.505 0.05 0.593 0.505 0.545 0.781 climbingup 0.833 0.001 0.909 0.833 0.87 0.946 jumping 0.617 0.066 0.642 0.617 0.629 0.795 lying 0.625 0.066 0.609 0.625 0.617 0.828 standing 0.644 0.072 0.608 0.644 0.626 0.797 sitting 0.891 0.009 0.95 0.891 0.92 0.947 running 0.79 0.046 0.722 0.79 0.755 0.894 walking Weighted Avg. 0.677 0.052 0.68 0.677 0.677 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 56 20 0 1 2 0 0 14 | a = climbingdown 30 51 0 2 0 4 0 14 | b = climbingup 0 0 10 0 0 0 2 0 | c = jumping 2 0 0 79 19 27 0 1 | d = lying 0 1 0 22 70 16 3 0 | e = standing 1 2 0 18 21 76 0 0 | f = sitting 5 1 1 1 2 1 115 3 | g = running 8 11 0 0 1 1 1 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 560 70.1754 % Incorrectly Classified Instances 238 29.8246 % Kappa statistic 0.6529 Mean absolute error 0.0775 Root mean squared error 0.2609 Relative absolute error 36.0767 % Root relative squared error 79.6061 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.553 0.043 0.634 0.553 0.591 0.812 climbingdown 0.57 0.069 0.543 0.57 0.556 0.793 climbingup 0.833 0 1 0.833 0.909 0.947 jumping 0.688 0.046 0.739 0.688 0.713 0.853 lying 0.679 0.063 0.639 0.679 0.658 0.84 standing 0.63 0.071 0.61 0.63 0.62 0.799 sitting 0.953 0.009 0.953 0.953 0.953 0.975 running 0.762 0.046 0.714 0.762 0.737 0.871 walking Weighted Avg. 0.702 0.048 0.704 0.702 0.702 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 52 24 0 2 0 0 1 15 | a = climbingdown 21 57 0 0 2 4 0 16 | b = climbingup 0 0 10 0 0 0 2 0 | c = jumping 0 3 0 88 16 20 1 0 | d = lying 1 0 0 11 76 22 1 1 | e = standing 2 1 0 18 22 75 1 0 | f = sitting 0 2 0 0 2 2 122 0 | g = running 6 18 0 0 1 0 0 80 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 564 70.6767 % Incorrectly Classified Instances 234 29.3233 % Kappa statistic 0.6591 Mean absolute error 0.0762 Root mean squared error 0.259 Relative absolute error 35.456 % Root relative squared error 79.0152 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.054 0.612 0.638 0.625 0.821 climbingdown 0.54 0.067 0.535 0.54 0.537 0.792 climbingup 1 0.004 0.813 1 0.897 0.998 jumping 0.732 0.054 0.721 0.732 0.727 0.873 lying 0.554 0.044 0.674 0.554 0.608 0.797 standing 0.647 0.068 0.626 0.647 0.636 0.811 sitting 0.961 0.016 0.918 0.961 0.939 0.974 running 0.781 0.033 0.781 0.781 0.781 0.877 walking Weighted Avg. 0.707 0.047 0.705 0.707 0.705 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 60 20 2 0 0 1 2 9 | a = climbingdown 29 54 0 0 0 1 2 14 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 1 0 93 13 19 1 0 | d = lying 0 6 0 17 62 25 2 0 | e = standing 1 6 0 18 13 77 4 0 | f = sitting 0 0 1 0 4 0 123 0 | g = running 8 14 0 1 0 0 0 82 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 556 69.6742 % Incorrectly Classified Instances 242 30.3258 % Kappa statistic 0.6472 Mean absolute error 0.0796 Root mean squared error 0.2605 Relative absolute error 37.0616 % Root relative squared error 79.4669 % Total Number of Instances 798 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.064 0.559 0.613 0.585 0.836 climbingdown 0.5 0.063 0.532 0.5 0.515 0.743 climbingup 0.769 0.001 0.909 0.769 0.833 0.949 jumping 0.68 0.054 0.707 0.68 0.693 0.853 lying 0.759 0.05 0.714 0.759 0.736 0.888 standing 0.613 0.062 0.635 0.613 0.624 0.818 sitting 0.938 0.015 0.923 0.938 0.93 0.97 running 0.705 0.043 0.712 0.705 0.708 0.865 walking Weighted Avg. 0.697 0.048 0.697 0.697 0.696 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 57 23 0 1 0 2 1 9 | a = climbingdown 28 50 0 2 0 2 1 17 | b = climbingup 0 0 10 0 0 0 3 0 | c = jumping 2 0 0 87 16 20 2 1 | d = lying 0 1 0 11 85 15 0 0 | e = standing 2 2 0 21 17 73 3 1 | f = sitting 1 2 1 1 0 1 120 2 | g = running 12 16 0 0 1 2 0 74 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 547 68.6324 % Incorrectly Classified Instances 250 31.3676 % Kappa statistic 0.6356 Mean absolute error 0.081 Root mean squared error 0.263 Relative absolute error 37.69 % Root relative squared error 80.2537 % Total Number of Instances 797 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.07 0.592 0.763 0.667 0.86 climbingdown 0.48 0.043 0.615 0.48 0.539 0.787 climbingup 0.917 0.003 0.846 0.917 0.88 0.956 jumping 0.625 0.061 0.661 0.625 0.643 0.843 lying 0.759 0.089 0.582 0.759 0.659 0.85 standing 0.479 0.049 0.633 0.479 0.545 0.801 sitting 0.883 0.012 0.934 0.883 0.908 0.957 running 0.781 0.038 0.759 0.781 0.77 0.888 walking Weighted Avg. 0.686 0.05 0.692 0.686 0.683 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 71 12 0 0 0 0 1 9 | a = climbingdown 32 48 0 2 0 1 1 16 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 0 1 0 80 26 20 0 1 | d = lying 2 0 0 10 85 11 4 0 | e = standing 4 2 0 29 27 57 0 0 | f = sitting 4 2 2 0 7 0 113 0 | g = running 7 13 0 0 1 1 1 82 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 563 70.6399 % Incorrectly Classified Instances 234 29.3601 % Kappa statistic 0.6587 Mean absolute error 0.0777 Root mean squared error 0.2584 Relative absolute error 36.1835 % Root relative squared error 78.8494 % Total Number of Instances 797 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.064 0.587 0.688 0.634 0.844 climbingdown 0.54 0.059 0.568 0.54 0.554 0.808 climbingup 1 0.001 0.923 1 0.96 0.999 jumping 0.695 0.058 0.695 0.695 0.695 0.835 lying 0.741 0.058 0.675 0.741 0.706 0.873 standing 0.546 0.062 0.607 0.546 0.575 0.761 sitting 0.93 0.006 0.967 0.93 0.948 0.959 running 0.733 0.032 0.778 0.733 0.755 0.88 walking Weighted Avg. 0.706 0.047 0.709 0.706 0.706 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 64 22 0 0 1 0 1 5 | a = climbingdown 27 54 0 1 0 3 0 15 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 2 1 0 89 12 24 0 0 | d = lying 0 0 0 15 83 12 2 0 | e = standing 2 4 0 23 23 65 1 1 | f = sitting 0 1 1 0 4 2 119 1 | g = running 14 13 0 0 0 1 0 77 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 632 70.7727 % Incorrectly Classified Instances 261 29.2273 % Kappa statistic 0.6599 Mean absolute error 0.077 Root mean squared error 0.2552 Relative absolute error 35.8321 % Root relative squared error 77.881 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.632 0.035 0.682 0.632 0.656 0.855 climbingdown 0.649 0.061 0.6 0.649 0.623 0.826 climbingup 1 0 1 1 1 1 jumping 0.829 0.031 0.802 0.829 0.815 0.908 lying 0.645 0.081 0.593 0.645 0.618 0.806 standing 0.553 0.076 0.6 0.553 0.575 0.809 sitting 0.939 0.01 0.939 0.939 0.939 0.969 running 0.684 0.047 0.717 0.684 0.7 0.831 walking Weighted Avg. 0.708 0.049 0.708 0.708 0.707 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 60 13 0 1 2 1 1 17 | a = climbingdown 14 72 0 0 3 3 1 18 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 2 0 97 3 14 1 0 | d = lying 2 2 0 8 89 33 3 1 | e = standing 1 6 0 13 47 84 1 0 | f = sitting 0 1 0 2 4 1 123 0 | g = running 11 24 0 0 2 4 1 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 598 66.9653 % Incorrectly Classified Instances 295 33.0347 % Kappa statistic 0.6157 Mean absolute error 0.0875 Root mean squared error 0.2687 Relative absolute error 40.7136 % Root relative squared error 81.9792 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.516 0.041 0.598 0.516 0.554 0.803 climbingdown 0.622 0.064 0.58 0.622 0.6 0.831 climbingup 1 0.001 0.941 1 0.97 0.999 jumping 0.769 0.043 0.732 0.769 0.75 0.897 lying 0.652 0.083 0.588 0.652 0.619 0.804 standing 0.467 0.07 0.577 0.467 0.516 0.788 sitting 0.924 0.013 0.924 0.924 0.924 0.959 running 0.692 0.07 0.634 0.692 0.662 0.844 walking Weighted Avg. 0.67 0.055 0.668 0.67 0.667 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 49 15 0 0 2 1 1 27 | a = climbingdown 16 69 0 1 1 1 1 22 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 2 0 90 12 13 0 0 | d = lying 2 2 0 8 90 33 2 1 | e = standing 2 6 0 24 44 71 2 3 | f = sitting 1 2 1 0 3 3 121 0 | g = running 12 23 0 0 1 1 4 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 627 70.2128 % Incorrectly Classified Instances 266 29.7872 % Kappa statistic 0.6537 Mean absolute error 0.0797 Root mean squared error 0.2575 Relative absolute error 37.1111 % Root relative squared error 78.5693 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.589 0.054 0.566 0.589 0.577 0.795 climbingdown 0.658 0.059 0.613 0.658 0.635 0.845 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.784 0.037 0.758 0.784 0.771 0.902 lying 0.696 0.061 0.676 0.696 0.686 0.854 standing 0.553 0.072 0.613 0.553 0.581 0.785 sitting 0.916 0.004 0.976 0.916 0.945 0.955 running 0.684 0.061 0.664 0.684 0.674 0.858 walking Weighted Avg. 0.702 0.049 0.705 0.702 0.703 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 56 16 0 0 0 1 0 22 | a = climbingdown 14 73 0 0 0 2 0 22 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 91 6 17 1 0 | d = lying 2 2 0 7 96 31 0 0 | e = standing 8 4 0 22 32 84 1 1 | f = sitting 0 2 0 0 7 1 120 1 | g = running 19 21 0 0 1 1 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 609 68.1971 % Incorrectly Classified Instances 284 31.8029 % Kappa statistic 0.6297 Mean absolute error 0.0826 Root mean squared error 0.2657 Relative absolute error 38.4676 % Root relative squared error 81.0807 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.543 0.06 0.515 0.543 0.528 0.807 climbingdown 0.649 0.043 0.679 0.649 0.664 0.84 climbingup 1 0 1 1 1 1 jumping 0.672 0.033 0.75 0.672 0.709 0.845 lying 0.623 0.068 0.628 0.623 0.625 0.843 standing 0.586 0.103 0.539 0.586 0.562 0.782 sitting 0.947 0.014 0.919 0.947 0.933 0.966 running 0.684 0.05 0.705 0.684 0.695 0.865 walking Weighted Avg. 0.682 0.054 0.685 0.682 0.683 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 51 16 0 0 4 1 0 22 | a = climbingdown 16 72 0 0 2 5 3 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 2 1 0 78 5 29 1 0 | d = lying 2 1 0 6 86 39 4 0 | e = standing 2 1 0 20 35 89 2 3 | f = sitting 2 0 0 0 4 1 125 0 | g = running 24 15 0 0 1 1 1 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 621 69.5409 % Incorrectly Classified Instances 272 30.4591 % Kappa statistic 0.6458 Mean absolute error 0.0803 Root mean squared error 0.2604 Relative absolute error 37.3854 % Root relative squared error 79.4482 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.526 0.041 0.602 0.526 0.562 0.773 climbingdown 0.655 0.069 0.571 0.655 0.61 0.803 climbingup 0.941 0.001 0.941 0.941 0.941 0.967 jumping 0.855 0.036 0.781 0.855 0.816 0.92 lying 0.638 0.072 0.62 0.638 0.629 0.831 standing 0.563 0.071 0.616 0.563 0.588 0.818 sitting 0.902 0.012 0.93 0.902 0.915 0.95 running 0.684 0.053 0.695 0.684 0.689 0.844 walking Weighted Avg. 0.695 0.05 0.696 0.695 0.694 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 50 20 0 0 3 2 1 19 | a = climbingdown 16 72 0 0 1 1 2 18 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 2 0 0 100 6 9 0 0 | d = lying 1 1 0 7 88 37 3 1 | e = standing 1 4 0 21 37 85 2 1 | f = sitting 1 2 1 0 5 3 119 1 | g = running 12 27 0 0 2 1 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 596 66.7413 % Incorrectly Classified Instances 297 33.2587 % Kappa statistic 0.6131 Mean absolute error 0.0864 Root mean squared error 0.2727 Relative absolute error 40.2027 % Root relative squared error 83.1977 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.526 0.055 0.532 0.526 0.529 0.8 climbingdown 0.591 0.064 0.565 0.591 0.578 0.791 climbingup 1 0 1 1 1 1 jumping 0.761 0.035 0.767 0.761 0.764 0.905 lying 0.645 0.091 0.563 0.645 0.601 0.83 standing 0.477 0.089 0.522 0.477 0.498 0.766 sitting 0.939 0.007 0.961 0.939 0.95 0.968 running 0.677 0.047 0.714 0.677 0.695 0.828 walking Weighted Avg. 0.667 0.055 0.67 0.667 0.668 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 50 23 0 0 3 2 1 16 | a = climbingdown 23 65 0 1 2 2 0 17 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 2 0 89 9 16 0 0 | d = lying 3 2 0 3 89 39 2 0 | e = standing 1 1 0 23 51 72 1 2 | f = sitting 1 0 0 0 3 3 124 1 | g = running 15 22 0 0 1 4 1 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 608 68.0851 % Incorrectly Classified Instances 285 31.9149 % Kappa statistic 0.6291 Mean absolute error 0.0864 Root mean squared error 0.2658 Relative absolute error 40.2242 % Root relative squared error 81.0979 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.611 0.065 0.527 0.611 0.566 0.784 climbingdown 0.582 0.04 0.674 0.582 0.624 0.8 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.786 0.052 0.697 0.786 0.739 0.906 lying 0.616 0.065 0.634 0.616 0.625 0.831 standing 0.523 0.084 0.56 0.523 0.541 0.78 sitting 0.894 0.018 0.894 0.894 0.894 0.947 running 0.714 0.047 0.725 0.714 0.72 0.839 walking Weighted Avg. 0.681 0.053 0.681 0.681 0.68 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 58 17 0 0 0 2 3 15 | a = climbingdown 23 64 0 3 0 2 0 18 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 92 6 16 0 2 | d = lying 3 0 0 9 85 34 7 0 | e = standing 4 1 0 25 39 79 3 0 | f = sitting 1 1 1 1 2 7 118 1 | g = running 20 12 0 2 2 1 1 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 609 68.1971 % Incorrectly Classified Instances 284 31.8029 % Kappa statistic 0.63 Mean absolute error 0.0828 Root mean squared error 0.2607 Relative absolute error 38.544 % Root relative squared error 79.547 % Total Number of Instances 893 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.495 0.059 0.5 0.495 0.497 0.787 climbingdown 0.6 0.055 0.606 0.6 0.603 0.813 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.846 0.032 0.798 0.846 0.822 0.942 lying 0.662 0.073 0.626 0.662 0.643 0.853 standing 0.523 0.077 0.581 0.523 0.551 0.816 sitting 0.916 0.012 0.93 0.916 0.923 0.959 running 0.677 0.063 0.652 0.677 0.664 0.837 walking Weighted Avg. 0.682 0.053 0.681 0.682 0.681 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 47 17 0 2 2 2 2 23 | a = climbingdown 22 66 0 0 1 0 2 19 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 0 0 99 1 16 0 0 | d = lying 3 0 0 3 92 37 3 1 | e = standing 1 2 0 18 47 79 1 3 | f = sitting 2 1 0 2 2 2 120 2 | g = running 18 23 0 0 2 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 622 69.7309 % Incorrectly Classified Instances 270 30.2691 % Kappa statistic 0.648 Mean absolute error 0.0792 Root mean squared error 0.2599 Relative absolute error 36.8647 % Root relative squared error 79.3085 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.6 0.051 0.582 0.6 0.591 0.804 climbingdown 0.6 0.046 0.647 0.6 0.623 0.81 climbingup 1 0.001 0.941 1 0.97 0.999 jumping 0.838 0.037 0.772 0.838 0.803 0.927 lying 0.683 0.078 0.617 0.683 0.648 0.842 standing 0.513 0.068 0.609 0.513 0.557 0.769 sitting 0.908 0.012 0.93 0.908 0.919 0.946 running 0.705 0.059 0.674 0.705 0.689 0.848 walking Weighted Avg. 0.697 0.05 0.696 0.697 0.695 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 57 15 0 0 2 0 1 20 | a = climbingdown 17 66 0 0 0 3 3 21 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 98 6 13 0 0 | d = lying 1 1 0 7 95 32 3 0 | e = standing 1 3 0 21 43 78 2 4 | f = sitting 1 1 1 1 8 0 119 0 | g = running 21 16 0 0 0 2 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 597 66.9283 % Incorrectly Classified Instances 295 33.0717 % Kappa statistic 0.6149 Mean absolute error 0.0865 Root mean squared error 0.2692 Relative absolute error 40.2797 % Root relative squared error 82.1501 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.048 0.573 0.537 0.554 0.776 climbingdown 0.627 0.064 0.58 0.627 0.603 0.829 climbingup 0.875 0 1 0.875 0.933 0.991 jumping 0.709 0.036 0.748 0.709 0.728 0.851 lying 0.633 0.08 0.595 0.633 0.613 0.845 standing 0.52 0.088 0.549 0.52 0.534 0.801 sitting 0.947 0.016 0.912 0.947 0.929 0.97 running 0.674 0.055 0.679 0.674 0.677 0.841 walking Weighted Avg. 0.669 0.056 0.669 0.669 0.669 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 51 19 0 0 1 3 1 20 | a = climbingdown 18 69 0 0 1 2 1 19 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 1 1 0 83 10 21 1 0 | d = lying 3 0 0 6 88 37 5 0 | e = standing 2 3 0 22 45 79 1 0 | f = sitting 2 1 0 0 1 0 124 3 | g = running 12 26 0 0 2 2 1 89 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 660 80.9816 % Incorrectly Classified Instances 155 19.0184 % Kappa statistic 0.7792 Mean absolute error 0.0532 Root mean squared error 0.2104 Relative absolute error 24.6998 % Root relative squared error 64.1155 % Total Number of Instances 815 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.773 0.025 0.806 0.773 0.789 0.881 climbingdown 0.687 0.053 0.642 0.687 0.663 0.846 climbingup 0.882 0.001 0.938 0.882 0.909 0.932 jumping 0.808 0.043 0.764 0.808 0.785 0.919 lying 0.882 0.02 0.882 0.882 0.882 0.936 standing 0.741 0.039 0.761 0.741 0.751 0.907 sitting 0.945 0.007 0.96 0.945 0.953 0.973 running 0.782 0.032 0.809 0.782 0.795 0.898 walking Weighted Avg. 0.81 0.03 0.812 0.81 0.811 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 75 15 0 0 1 0 2 4 | a = climbingdown 11 68 0 0 0 1 1 18 | b = climbingup 1 0 15 0 0 0 1 0 | c = jumping 0 0 0 97 4 19 0 0 | d = lying 0 0 0 7 105 6 1 0 | e = standing 0 0 0 23 7 86 0 0 | f = sitting 1 2 1 0 2 1 121 0 | g = running 5 21 0 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 648 79.5092 % Incorrectly Classified Instances 167 20.4908 % Kappa statistic 0.7618 Mean absolute error 0.0554 Root mean squared error 0.2156 Relative absolute error 25.7453 % Root relative squared error 65.7179 % Total Number of Instances 815 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.035 0.737 0.722 0.729 0.862 climbingdown 0.596 0.049 0.628 0.596 0.611 0.854 climbingup 0.706 0 1 0.706 0.828 0.864 jumping 0.875 0.043 0.778 0.875 0.824 0.938 lying 0.874 0.026 0.852 0.874 0.863 0.946 standing 0.664 0.033 0.77 0.664 0.713 0.879 sitting 0.977 0.004 0.977 0.977 0.977 0.99 running 0.807 0.047 0.744 0.807 0.774 0.896 walking Weighted Avg. 0.795 0.033 0.795 0.795 0.793 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 70 14 0 0 1 0 1 11 | a = climbingdown 18 59 0 0 0 0 0 22 | b = climbingup 1 3 12 0 0 0 1 0 | c = jumping 0 0 0 105 2 13 0 0 | d = lying 0 0 0 6 104 9 0 0 | e = standing 0 0 0 24 14 77 1 0 | f = sitting 0 2 0 0 1 0 125 0 | g = running 6 16 0 0 0 1 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 650 79.7546 % Incorrectly Classified Instances 165 20.2454 % Kappa statistic 0.7649 Mean absolute error 0.0559 Root mean squared error 0.2148 Relative absolute error 25.9582 % Root relative squared error 65.4728 % Total Number of Instances 815 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.039 0.705 0.691 0.698 0.866 climbingdown 0.667 0.042 0.688 0.667 0.677 0.863 climbingup 0.941 0 1 0.941 0.97 0.966 jumping 0.75 0.026 0.833 0.75 0.789 0.908 lying 0.882 0.04 0.789 0.882 0.833 0.925 standing 0.741 0.043 0.741 0.741 0.741 0.87 sitting 0.938 0.009 0.952 0.938 0.945 0.967 running 0.84 0.036 0.8 0.84 0.82 0.943 walking Weighted Avg. 0.798 0.032 0.798 0.798 0.797 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 67 17 0 0 1 0 3 9 | a = climbingdown 15 66 0 1 0 0 1 16 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 2 0 90 7 21 0 0 | d = lying 0 0 0 5 105 9 0 0 | e = standing 0 0 0 12 17 86 1 0 | f = sitting 4 2 0 0 2 0 120 0 | g = running 9 9 0 0 1 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 652 80 % Incorrectly Classified Instances 163 20 % Kappa statistic 0.7678 Mean absolute error 0.0541 Root mean squared error 0.2126 Relative absolute error 25.1005 % Root relative squared error 64.7755 % Total Number of Instances 815 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.036 0.717 0.68 0.698 0.847 climbingdown 0.768 0.053 0.667 0.768 0.714 0.873 climbingup 0.824 0.001 0.933 0.824 0.875 0.94 jumping 0.758 0.032 0.805 0.758 0.781 0.916 lying 0.882 0.029 0.84 0.882 0.861 0.943 standing 0.741 0.044 0.735 0.741 0.738 0.903 sitting 0.945 0.007 0.96 0.945 0.953 0.973 running 0.782 0.029 0.823 0.782 0.802 0.914 walking Weighted Avg. 0.8 0.031 0.803 0.8 0.801 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 66 22 1 0 0 0 1 7 | a = climbingdown 9 76 0 0 0 0 1 13 | b = climbingup 0 1 14 0 0 0 2 0 | c = jumping 0 0 0 91 6 23 0 0 | d = lying 0 0 0 6 105 8 0 0 | e = standing 0 0 0 16 13 86 1 0 | f = sitting 5 1 0 0 1 0 121 0 | g = running 12 14 0 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 622 76.319 % Incorrectly Classified Instances 193 23.681 % Kappa statistic 0.7253 Mean absolute error 0.0626 Root mean squared error 0.2321 Relative absolute error 29.0562 % Root relative squared error 70.7458 % Total Number of Instances 815 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.054 0.618 0.656 0.636 0.836 climbingdown 0.687 0.047 0.667 0.687 0.677 0.861 climbingup 0.882 0.004 0.833 0.882 0.857 0.93 jumping 0.667 0.04 0.741 0.667 0.702 0.868 lying 0.908 0.024 0.864 0.908 0.885 0.952 standing 0.658 0.067 0.621 0.658 0.639 0.838 sitting 0.922 0.003 0.983 0.922 0.952 0.965 running 0.782 0.033 0.802 0.782 0.791 0.901 walking Weighted Avg. 0.763 0.037 0.767 0.763 0.764 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 63 20 0 0 0 0 1 12 | a = climbingdown 17 68 2 1 0 0 0 11 | b = climbingup 1 1 15 0 0 0 0 0 | c = jumping 0 1 0 80 2 37 0 0 | d = lying 0 0 0 1 108 9 1 0 | e = standing 0 1 0 26 13 77 0 0 | f = sitting 5 1 1 0 2 1 118 0 | g = running 16 10 0 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 654 80.344 % Incorrectly Classified Instances 160 19.656 % Kappa statistic 0.772 Mean absolute error 0.0525 Root mean squared error 0.2111 Relative absolute error 24.362 % Root relative squared error 64.3205 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.043 0.687 0.708 0.697 0.873 climbingdown 0.707 0.048 0.673 0.707 0.69 0.855 climbingup 0.941 0.005 0.8 0.941 0.865 0.997 jumping 0.773 0.035 0.793 0.773 0.783 0.922 lying 0.917 0.024 0.866 0.917 0.891 0.954 standing 0.701 0.042 0.739 0.701 0.719 0.872 sitting 0.929 0.012 0.937 0.929 0.933 0.964 running 0.824 0.019 0.883 0.824 0.852 0.921 walking Weighted Avg. 0.803 0.03 0.805 0.803 0.803 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 68 19 1 0 0 0 3 5 | a = climbingdown 19 70 0 0 0 0 3 7 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 92 4 22 1 0 | d = lying 0 0 0 3 110 7 0 0 | e = standing 0 0 0 21 13 82 0 1 | f = sitting 5 1 3 0 0 0 118 0 | g = running 7 14 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 668 82.0639 % Incorrectly Classified Instances 146 17.9361 % Kappa statistic 0.7916 Mean absolute error 0.0492 Root mean squared error 0.2018 Relative absolute error 22.8368 % Root relative squared error 61.508 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.038 0.738 0.792 0.764 0.933 climbingdown 0.636 0.028 0.759 0.636 0.692 0.848 climbingup 0.882 0 1 0.882 0.938 0.961 jumping 0.782 0.04 0.769 0.782 0.775 0.905 lying 0.925 0.03 0.841 0.925 0.881 0.954 standing 0.709 0.034 0.776 0.709 0.741 0.882 sitting 0.969 0.006 0.969 0.969 0.969 0.985 running 0.874 0.032 0.825 0.874 0.849 0.939 walking Weighted Avg. 0.821 0.029 0.82 0.821 0.819 0.924 === Confusion Matrix === a b c d e f g h <-- classified as 76 12 0 0 0 0 0 8 | a = climbingdown 17 63 0 3 0 0 2 14 | b = climbingup 1 0 15 0 0 0 1 0 | c = jumping 0 0 0 93 9 17 0 0 | d = lying 0 0 0 3 111 6 0 0 | e = standing 0 0 0 22 11 83 1 0 | f = sitting 2 0 0 0 1 1 123 0 | g = running 7 8 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 641 78.7469 % Incorrectly Classified Instances 173 21.2531 % Kappa statistic 0.7534 Mean absolute error 0.0591 Root mean squared error 0.2207 Relative absolute error 27.4299 % Root relative squared error 67.2656 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.045 0.686 0.729 0.707 0.859 climbingdown 0.717 0.045 0.689 0.717 0.703 0.857 climbingup 0.882 0.003 0.882 0.882 0.882 0.931 jumping 0.8 0.036 0.793 0.8 0.797 0.919 lying 0.833 0.045 0.763 0.833 0.797 0.91 standing 0.658 0.04 0.733 0.658 0.694 0.866 sitting 0.921 0.004 0.975 0.921 0.947 0.962 running 0.805 0.029 0.826 0.805 0.815 0.908 walking Weighted Avg. 0.787 0.033 0.79 0.787 0.788 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 70 16 0 0 1 0 1 8 | a = climbingdown 17 71 0 0 0 0 0 11 | b = climbingup 2 0 15 0 0 0 0 0 | c = jumping 0 0 0 96 7 17 0 0 | d = lying 1 0 0 7 100 10 2 0 | e = standing 1 0 0 16 22 77 0 1 | f = sitting 3 1 2 2 1 1 117 0 | g = running 8 15 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 622 76.4128 % Incorrectly Classified Instances 192 23.5872 % Kappa statistic 0.7263 Mean absolute error 0.0623 Root mean squared error 0.2326 Relative absolute error 28.9402 % Root relative squared error 70.8986 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.056 0.615 0.66 0.637 0.856 climbingdown 0.622 0.057 0.598 0.622 0.61 0.825 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.675 0.043 0.73 0.675 0.701 0.86 lying 0.899 0.023 0.87 0.899 0.884 0.946 standing 0.709 0.053 0.692 0.709 0.7 0.852 sitting 0.945 0.01 0.945 0.945 0.945 0.969 running 0.746 0.029 0.815 0.746 0.779 0.894 walking Weighted Avg. 0.764 0.037 0.766 0.764 0.764 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 64 19 0 0 0 0 4 10 | a = climbingdown 26 61 1 0 0 0 0 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 81 7 29 2 0 | d = lying 0 0 0 4 107 7 1 0 | e = standing 0 0 0 26 8 83 0 0 | f = sitting 3 2 0 0 1 1 121 0 | g = running 11 19 0 0 0 0 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 651 79.9754 % Incorrectly Classified Instances 163 20.0246 % Kappa statistic 0.7675 Mean absolute error 0.054 Root mean squared error 0.2128 Relative absolute error 25.0622 % Root relative squared error 64.8481 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.701 0.047 0.667 0.701 0.683 0.843 climbingdown 0.602 0.038 0.686 0.602 0.641 0.856 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.692 0.03 0.798 0.692 0.741 0.899 lying 0.891 0.014 0.914 0.891 0.902 0.952 standing 0.802 0.06 0.689 0.802 0.741 0.912 sitting 0.969 0.001 0.992 0.969 0.98 0.986 running 0.849 0.039 0.789 0.849 0.818 0.919 walking Weighted Avg. 0.8 0.031 0.803 0.8 0.799 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 68 15 0 0 1 1 0 12 | a = climbingdown 25 59 0 0 0 0 0 14 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 83 5 31 0 0 | d = lying 0 0 0 4 106 9 0 0 | e = standing 0 1 0 17 4 93 1 0 | f = sitting 1 0 1 0 0 1 124 1 | g = running 7 11 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 627 81.7471 % Incorrectly Classified Instances 140 18.2529 % Kappa statistic 0.7866 Mean absolute error 0.0497 Root mean squared error 0.2058 Relative absolute error 23.2322 % Root relative squared error 62.9227 % Total Number of Instances 767 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.048 0.692 0.699 0.696 0.849 climbingdown 0.684 0.04 0.707 0.684 0.695 0.856 climbingup 0 0 0 0 0 ? jumping 0.87 0.028 0.856 0.87 0.863 0.929 lying 0.811 0.021 0.846 0.811 0.828 0.916 standing 0.835 0.032 0.813 0.835 0.824 0.919 sitting 0.96 0.006 0.968 0.96 0.964 0.984 running 0.812 0.037 0.798 0.812 0.805 0.908 walking Weighted Avg. 0.817 0.03 0.818 0.817 0.817 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 72 17 0 0 3 0 2 9 | a = climbingdown 17 65 0 0 0 1 0 12 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 1 0 0 107 2 13 0 0 | d = lying 1 0 0 5 77 7 2 3 | e = standing 0 0 0 13 5 91 0 0 | f = sitting 1 1 0 0 3 0 120 0 | g = running 12 9 0 0 1 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 638 83.1812 % Incorrectly Classified Instances 129 16.8188 % Kappa statistic 0.8034 Mean absolute error 0.0464 Root mean squared error 0.1963 Relative absolute error 21.7039 % Root relative squared error 60.0441 % Total Number of Instances 767 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.029 0.798 0.728 0.761 0.874 climbingdown 0.779 0.037 0.747 0.779 0.763 0.923 climbingup 0 0 0 0 0 ? jumping 0.797 0.03 0.838 0.797 0.817 0.9 lying 0.798 0.022 0.833 0.798 0.815 0.89 standing 0.853 0.036 0.795 0.853 0.823 0.929 sitting 0.984 0.003 0.984 0.984 0.984 0.989 running 0.846 0.038 0.798 0.846 0.822 0.929 walking Weighted Avg. 0.832 0.027 0.833 0.832 0.832 0.921 === Confusion Matrix === a b c d e f g h <-- classified as 75 13 0 0 2 0 0 13 | a = climbingdown 11 74 0 0 0 0 0 10 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 0 0 0 98 8 17 0 0 | d = lying 1 0 0 7 75 7 2 2 | e = standing 0 0 0 12 4 93 0 0 | f = sitting 0 1 0 0 1 0 124 0 | g = running 7 11 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 636 82.9205 % Incorrectly Classified Instances 131 17.0795 % Kappa statistic 0.8004 Mean absolute error 0.0452 Root mean squared error 0.1947 Relative absolute error 21.1529 % Root relative squared error 59.5502 % Total Number of Instances 767 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.044 0.726 0.748 0.737 0.91 climbingdown 0.737 0.048 0.686 0.737 0.711 0.887 climbingup 0 0 0 0 0 ? jumping 0.87 0.033 0.836 0.87 0.853 0.947 lying 0.862 0.013 0.9 0.862 0.88 0.941 standing 0.798 0.026 0.837 0.798 0.817 0.934 sitting 0.976 0.005 0.976 0.976 0.976 0.991 running 0.778 0.031 0.82 0.778 0.798 0.901 walking Weighted Avg. 0.829 0.028 0.831 0.829 0.83 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 77 15 0 0 1 0 0 10 | a = climbingdown 16 70 0 0 0 0 0 9 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 0 1 0 107 3 12 0 0 | d = lying 2 0 0 3 81 4 3 1 | e = standing 0 0 0 18 4 87 0 0 | f = sitting 1 0 0 0 1 1 123 0 | g = running 10 16 0 0 0 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 621 80.9648 % Incorrectly Classified Instances 146 19.0352 % Kappa statistic 0.7778 Mean absolute error 0.0513 Root mean squared error 0.2107 Relative absolute error 23.9715 % Root relative squared error 64.4089 % Total Number of Instances 767 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.051 0.688 0.728 0.708 0.89 climbingdown 0.695 0.057 0.635 0.695 0.663 0.839 climbingup 0 0 0 0 0 0.919 jumping 0.77 0.017 0.895 0.77 0.828 0.896 lying 0.883 0.024 0.838 0.883 0.86 0.933 standing 0.835 0.033 0.805 0.835 0.82 0.926 sitting 0.976 0.009 0.953 0.976 0.964 0.985 running 0.763 0.029 0.826 0.763 0.793 0.887 walking Weighted Avg. 0.81 0.03 0.813 0.81 0.81 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 75 19 0 0 0 1 1 7 | a = climbingdown 17 66 0 0 0 0 0 12 | b = climbingup 0 0 0 0 0 0 1 0 | c = jumping 1 2 0 94 5 19 1 0 | d = lying 4 0 0 3 83 1 3 0 | e = standing 1 1 0 8 8 91 0 0 | f = sitting 0 0 0 0 2 1 122 0 | g = running 11 16 0 0 1 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 631 82.2686 % Incorrectly Classified Instances 136 17.7314 % Kappa statistic 0.7928 Mean absolute error 0.0484 Root mean squared error 0.2022 Relative absolute error 22.6353 % Root relative squared error 61.8143 % Total Number of Instances 767 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.041 0.716 0.66 0.687 0.857 climbingdown 0.723 0.048 0.68 0.723 0.701 0.862 climbingup 0 0 0 0 0 0.5 jumping 0.828 0.025 0.863 0.828 0.845 0.941 lying 0.851 0.021 0.851 0.851 0.851 0.928 standing 0.836 0.027 0.836 0.836 0.836 0.927 sitting 0.976 0.005 0.976 0.976 0.976 0.987 running 0.847 0.04 0.794 0.847 0.82 0.9 walking Weighted Avg. 0.823 0.029 0.822 0.823 0.822 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 68 21 0 0 0 0 0 14 | a = climbingdown 14 68 0 0 0 0 0 12 | b = climbingup 0 0 0 0 0 0 1 0 | c = jumping 1 0 0 101 3 17 0 0 | d = lying 3 0 0 8 80 1 2 0 | e = standing 1 0 0 8 9 92 0 0 | f = sitting 2 0 0 0 1 0 122 0 | g = running 6 11 0 0 1 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 630 82.1382 % Incorrectly Classified Instances 137 17.8618 % Kappa statistic 0.7913 Mean absolute error 0.0486 Root mean squared error 0.2028 Relative absolute error 22.727 % Root relative squared error 62.0026 % Total Number of Instances 767 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.641 0.051 0.66 0.641 0.65 0.849 climbingdown 0.745 0.045 0.7 0.745 0.722 0.841 climbingup 0 0 0 0 0 0.5 jumping 0.828 0.031 0.835 0.828 0.831 0.932 lying 0.863 0.025 0.828 0.863 0.845 0.955 standing 0.844 0.026 0.844 0.844 0.844 0.91 sitting 0.96 0.006 0.968 0.96 0.964 0.976 running 0.839 0.023 0.868 0.839 0.853 0.913 walking Weighted Avg. 0.821 0.029 0.821 0.821 0.821 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 66 23 0 0 2 0 1 11 | a = climbingdown 20 70 0 0 0 0 0 4 | b = climbingup 0 0 0 0 0 0 1 0 | c = jumping 0 0 0 101 7 14 0 0 | d = lying 1 0 0 9 82 3 0 0 | e = standing 1 0 0 10 4 92 2 0 | f = sitting 1 0 0 1 3 0 120 0 | g = running 11 7 0 0 1 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 611 79.765 % Incorrectly Classified Instances 155 20.235 % Kappa statistic 0.7637 Mean absolute error 0.052 Root mean squared error 0.2124 Relative absolute error 24.324 % Root relative squared error 64.9422 % Total Number of Instances 766 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.647 0.051 0.66 0.647 0.653 0.824 climbingdown 0.716 0.055 0.648 0.716 0.68 0.87 climbingup 0 0.001 0 0 0 ? jumping 0.803 0.031 0.831 0.803 0.817 0.938 lying 0.863 0.022 0.845 0.863 0.854 0.939 standing 0.817 0.033 0.802 0.817 0.809 0.927 sitting 0.952 0.009 0.952 0.952 0.952 0.982 running 0.754 0.031 0.817 0.754 0.784 0.914 walking Weighted Avg. 0.798 0.032 0.801 0.798 0.799 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 66 23 0 2 1 0 2 8 | a = climbingdown 15 68 0 0 0 0 1 11 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 1 1 0 98 5 16 1 0 | d = lying 2 0 0 3 82 6 1 1 | e = standing 0 0 0 14 5 89 1 0 | f = sitting 0 1 1 0 4 0 119 0 | g = running 16 12 0 1 0 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 637 83.1593 % Incorrectly Classified Instances 129 16.8407 % Kappa statistic 0.8031 Mean absolute error 0.0455 Root mean squared error 0.1958 Relative absolute error 21.2928 % Root relative squared error 59.8616 % Total Number of Instances 766 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.038 0.734 0.676 0.704 0.866 climbingdown 0.747 0.04 0.724 0.747 0.736 0.866 climbingup 0 0 0 0 0 ? jumping 0.811 0.034 0.818 0.811 0.815 0.904 lying 0.884 0.021 0.857 0.884 0.87 0.936 standing 0.789 0.026 0.835 0.789 0.811 0.915 sitting 0.984 0 1 0.984 0.992 0.992 running 0.89 0.037 0.814 0.89 0.85 0.924 walking Weighted Avg. 0.832 0.027 0.832 0.832 0.831 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 69 18 0 0 1 0 0 14 | a = climbingdown 14 71 0 0 0 0 0 10 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 1 1 0 99 7 14 0 0 | d = lying 2 0 0 6 84 3 0 0 | e = standing 0 1 0 16 6 86 0 0 | f = sitting 2 0 0 0 0 0 123 0 | g = running 6 7 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 634 82.7676 % Incorrectly Classified Instances 132 17.2324 % Kappa statistic 0.7986 Mean absolute error 0.0468 Root mean squared error 0.1994 Relative absolute error 21.9011 % Root relative squared error 60.9745 % Total Number of Instances 766 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.05 0.694 0.735 0.714 0.877 climbingdown 0.716 0.036 0.739 0.716 0.727 0.866 climbingup 0 0 0 0 0 ? jumping 0.828 0.033 0.828 0.828 0.828 0.938 lying 0.832 0.018 0.868 0.832 0.849 0.934 standing 0.853 0.029 0.83 0.853 0.842 0.911 sitting 0.96 0 1 0.96 0.98 0.98 running 0.831 0.035 0.81 0.831 0.82 0.909 walking Weighted Avg. 0.828 0.028 0.83 0.828 0.828 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 75 13 0 0 5 0 0 9 | a = climbingdown 15 68 0 0 0 0 0 12 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 1 0 0 101 5 15 0 0 | d = lying 3 0 0 8 79 4 0 1 | e = standing 1 0 0 13 2 93 0 0 | f = sitting 3 1 0 0 0 0 120 1 | g = running 10 10 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 641 83.6815 % Incorrectly Classified Instances 125 16.3185 % Kappa statistic 0.8092 Mean absolute error 0.0444 Root mean squared error 0.195 Relative absolute error 20.774 % Root relative squared error 59.6214 % Total Number of Instances 766 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.048 0.706 0.755 0.73 0.878 climbingdown 0.695 0.036 0.733 0.695 0.714 0.866 climbingup 0 0 0 0 0 ? jumping 0.885 0.037 0.818 0.885 0.85 0.943 lying 0.884 0.019 0.866 0.884 0.875 0.924 standing 0.798 0.021 0.861 0.798 0.829 0.923 sitting 0.96 0 1 0.96 0.98 0.98 running 0.839 0.028 0.846 0.839 0.843 0.911 walking Weighted Avg. 0.837 0.027 0.839 0.837 0.837 0.921 === Confusion Matrix === a b c d e f g h <-- classified as 77 15 0 1 3 0 0 6 | a = climbingdown 17 66 0 0 0 0 0 12 | b = climbingup 0 0 0 0 0 0 0 0 | c = jumping 0 0 0 108 3 11 0 0 | d = lying 1 0 0 8 84 2 0 0 | e = standing 0 0 0 15 7 87 0 0 | f = sitting 2 2 0 0 0 1 120 0 | g = running 12 7 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 655 75.9861 % Incorrectly Classified Instances 207 24.0139 % Kappa statistic 0.7193 Mean absolute error 0.0646 Root mean squared error 0.2308 Relative absolute error 30.1947 % Root relative squared error 70.5475 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.534 0.043 0.588 0.534 0.56 0.768 climbingdown 0.463 0.05 0.537 0.463 0.497 0.754 climbingup 0.846 0 1 0.846 0.917 0.912 jumping 0.967 0.005 0.967 0.967 0.967 0.979 lying 0.729 0.047 0.786 0.729 0.756 0.9 standing 0.744 0.063 0.657 0.744 0.698 0.882 sitting 0.947 0.012 0.932 0.947 0.939 0.967 running 0.794 0.058 0.699 0.794 0.743 0.885 walking Weighted Avg. 0.76 0.039 0.759 0.76 0.758 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 47 22 0 0 1 0 1 17 | a = climbingdown 22 44 0 0 0 2 1 26 | b = climbingup 0 0 11 0 0 0 2 0 | c = jumping 0 0 0 118 2 2 0 0 | d = lying 1 0 0 1 121 40 3 0 | e = standing 0 1 0 2 27 90 1 0 | f = sitting 0 1 0 0 3 3 124 0 | g = running 10 14 0 1 0 0 1 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 675 78.3063 % Incorrectly Classified Instances 187 21.6937 % Kappa statistic 0.7463 Mean absolute error 0.0592 Root mean squared error 0.2216 Relative absolute error 27.6503 % Root relative squared error 67.7577 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.534 0.048 0.56 0.534 0.547 0.722 climbingdown 0.537 0.055 0.548 0.537 0.543 0.773 climbingup 0.769 0.002 0.833 0.769 0.8 0.981 jumping 0.967 0.008 0.952 0.967 0.959 0.978 lying 0.849 0.049 0.806 0.849 0.827 0.934 standing 0.744 0.032 0.789 0.744 0.766 0.905 sitting 0.977 0.01 0.948 0.977 0.962 0.982 running 0.714 0.048 0.72 0.714 0.717 0.858 walking Weighted Avg. 0.783 0.034 0.78 0.783 0.781 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 47 22 1 0 2 1 1 14 | a = climbingdown 22 51 0 0 0 1 0 21 | b = climbingup 0 0 10 0 0 0 3 0 | c = jumping 0 0 0 118 3 1 0 0 | d = lying 2 0 0 2 141 19 2 0 | e = standing 0 0 0 4 26 90 1 0 | f = sitting 0 0 1 0 2 0 128 0 | g = running 13 20 0 0 1 2 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 653 75.7541 % Incorrectly Classified Instances 209 24.2459 % Kappa statistic 0.7165 Mean absolute error 0.0651 Root mean squared error 0.2363 Relative absolute error 30.4294 % Root relative squared error 72.2498 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.056 0.566 0.636 0.599 0.825 climbingdown 0.558 0.055 0.558 0.558 0.558 0.788 climbingup 0.462 0.002 0.75 0.462 0.571 0.897 jumping 0.967 0.008 0.952 0.967 0.959 0.985 lying 0.789 0.062 0.753 0.789 0.771 0.876 standing 0.653 0.039 0.731 0.653 0.69 0.829 sitting 0.893 0.019 0.893 0.893 0.893 0.932 running 0.738 0.041 0.756 0.738 0.747 0.883 walking Weighted Avg. 0.758 0.039 0.759 0.758 0.757 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 56 18 0 0 1 0 2 11 | a = climbingdown 22 53 0 0 1 0 0 19 | b = climbingup 0 0 6 0 0 0 7 0 | c = jumping 0 1 0 118 0 3 0 0 | d = lying 5 1 0 1 131 25 3 0 | e = standing 1 1 0 5 33 79 2 0 | f = sitting 2 1 2 0 8 1 117 0 | g = running 13 20 0 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 677 78.5383 % Incorrectly Classified Instances 185 21.4617 % Kappa statistic 0.749 Mean absolute error 0.059 Root mean squared error 0.2194 Relative absolute error 27.5611 % Root relative squared error 67.065 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.043 0.616 0.602 0.609 0.848 climbingdown 0.552 0.052 0.57 0.552 0.561 0.789 climbingup 0.692 0 1 0.692 0.818 0.903 jumping 0.984 0.004 0.976 0.984 0.98 0.989 lying 0.813 0.045 0.813 0.813 0.813 0.926 standing 0.725 0.043 0.731 0.725 0.728 0.882 sitting 0.947 0.011 0.939 0.947 0.943 0.968 running 0.762 0.052 0.716 0.762 0.738 0.87 walking Weighted Avg. 0.785 0.035 0.785 0.785 0.785 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 53 17 0 0 1 0 0 17 | a = climbingdown 22 53 0 0 0 0 0 21 | b = climbingup 0 0 9 0 0 0 4 0 | c = jumping 0 0 0 120 0 2 0 0 | d = lying 1 0 0 2 135 26 2 0 | e = standing 0 2 0 1 28 87 2 0 | f = sitting 1 0 0 0 2 4 124 0 | g = running 9 21 0 0 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 650 75.406 % Incorrectly Classified Instances 212 24.594 % Kappa statistic 0.713 Mean absolute error 0.0656 Root mean squared error 0.2344 Relative absolute error 30.6618 % Root relative squared error 71.6583 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.489 0.056 0.5 0.489 0.494 0.761 climbingdown 0.563 0.063 0.529 0.563 0.545 0.787 climbingup 0.923 0.002 0.857 0.923 0.889 0.955 jumping 0.975 0.019 0.895 0.975 0.933 0.981 lying 0.765 0.04 0.819 0.765 0.791 0.914 standing 0.736 0.051 0.701 0.736 0.718 0.896 sitting 0.931 0.005 0.968 0.931 0.949 0.974 running 0.672 0.047 0.706 0.672 0.689 0.839 walking Weighted Avg. 0.754 0.038 0.755 0.754 0.754 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 43 24 0 0 0 0 1 20 | a = climbingdown 24 54 0 1 1 1 0 15 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 0 0 0 119 0 3 0 0 | d = lying 0 0 0 4 127 33 2 0 | e = standing 0 0 0 9 23 89 0 0 | f = sitting 1 2 2 0 3 1 122 0 | g = running 18 22 0 0 1 0 0 84 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 652 75.6381 % Incorrectly Classified Instances 210 24.3619 % Kappa statistic 0.7156 Mean absolute error 0.0646 Root mean squared error 0.2348 Relative absolute error 30.1696 % Root relative squared error 71.7778 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.534 0.047 0.566 0.534 0.55 0.774 climbingdown 0.625 0.063 0.556 0.625 0.588 0.842 climbingup 1 0.001 0.929 1 0.963 0.999 jumping 0.959 0.007 0.959 0.959 0.959 0.976 lying 0.765 0.055 0.77 0.765 0.767 0.893 standing 0.702 0.058 0.664 0.702 0.683 0.845 sitting 0.908 0.004 0.975 0.908 0.941 0.954 running 0.672 0.049 0.7 0.672 0.686 0.849 walking Weighted Avg. 0.756 0.039 0.761 0.756 0.758 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 47 25 0 0 1 0 2 13 | a = climbingdown 14 60 0 0 0 0 0 22 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 117 1 4 0 0 | d = lying 0 0 0 1 127 37 1 0 | e = standing 0 1 0 4 31 85 0 0 | f = sitting 2 1 1 0 5 2 119 1 | g = running 20 21 0 0 0 0 0 84 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 664 77.0302 % Incorrectly Classified Instances 198 22.9698 % Kappa statistic 0.7316 Mean absolute error 0.0627 Root mean squared error 0.2255 Relative absolute error 29.2805 % Root relative squared error 68.9356 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.598 0.048 0.584 0.598 0.591 0.809 climbingdown 0.635 0.047 0.629 0.635 0.632 0.833 climbingup 0.857 0.002 0.857 0.857 0.857 0.918 jumping 0.967 0.008 0.951 0.967 0.959 0.981 lying 0.79 0.059 0.763 0.79 0.776 0.921 standing 0.653 0.05 0.681 0.653 0.667 0.851 sitting 0.924 0.01 0.945 0.924 0.934 0.952 running 0.72 0.043 0.738 0.72 0.729 0.866 walking Weighted Avg. 0.77 0.037 0.771 0.77 0.77 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 52 15 0 0 2 0 1 17 | a = climbingdown 21 61 0 0 0 0 0 14 | b = climbingup 0 0 12 0 0 0 2 0 | c = jumping 0 0 0 117 1 3 0 0 | d = lying 0 1 0 2 132 32 0 0 | e = standing 0 0 0 4 33 79 4 1 | f = sitting 1 0 2 0 5 2 121 0 | g = running 15 20 0 0 0 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 643 74.594 % Incorrectly Classified Instances 219 25.406 % Kappa statistic 0.7032 Mean absolute error 0.0675 Root mean squared error 0.2398 Relative absolute error 31.5228 % Root relative squared error 73.2899 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.568 0.054 0.543 0.568 0.556 0.758 climbingdown 0.526 0.059 0.526 0.526 0.526 0.776 climbingup 0.929 0.002 0.867 0.929 0.897 0.999 jumping 0.942 0.015 0.912 0.942 0.927 0.971 lying 0.801 0.062 0.756 0.801 0.778 0.899 standing 0.628 0.038 0.731 0.628 0.676 0.878 sitting 0.924 0.01 0.945 0.924 0.934 0.969 running 0.683 0.056 0.677 0.683 0.68 0.836 walking Weighted Avg. 0.746 0.041 0.746 0.746 0.745 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 50 20 0 0 1 0 0 17 | a = climbingdown 21 50 0 0 0 0 0 24 | b = climbingup 0 0 13 0 0 0 1 0 | c = jumping 0 0 0 114 3 4 0 0 | d = lying 2 0 0 3 133 22 6 0 | e = standing 0 2 0 8 35 76 0 0 | f = sitting 1 2 2 0 4 1 121 0 | g = running 18 21 0 0 0 1 0 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 640 74.2459 % Incorrectly Classified Instances 222 25.7541 % Kappa statistic 0.6994 Mean absolute error 0.0687 Root mean squared error 0.2397 Relative absolute error 32.1043 % Root relative squared error 73.2771 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.455 0.061 0.46 0.455 0.457 0.724 climbingdown 0.516 0.074 0.462 0.516 0.488 0.802 climbingup 0.857 0 1 0.857 0.923 0.99 jumping 0.926 0.011 0.933 0.926 0.929 0.961 lying 0.783 0.045 0.807 0.783 0.795 0.905 standing 0.736 0.051 0.701 0.736 0.718 0.868 sitting 0.924 0.011 0.938 0.924 0.931 0.956 running 0.69 0.045 0.725 0.69 0.707 0.882 walking Weighted Avg. 0.742 0.04 0.748 0.742 0.745 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 40 34 0 0 0 1 1 12 | a = climbingdown 27 49 0 0 0 0 0 19 | b = climbingup 0 0 12 0 0 0 2 0 | c = jumping 2 0 0 112 2 5 0 0 | d = lying 0 0 0 3 130 28 5 0 | e = standing 1 1 0 5 25 89 0 0 | f = sitting 0 0 0 0 4 4 121 2 | g = running 17 22 0 0 0 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 651 75.522 % Incorrectly Classified Instances 211 24.478 % Kappa statistic 0.7141 Mean absolute error 0.0661 Root mean squared error 0.232 Relative absolute error 30.8653 % Root relative squared error 70.9211 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.58 0.043 0.607 0.58 0.593 0.795 climbingdown 0.537 0.06 0.526 0.537 0.531 0.804 climbingup 0.929 0.004 0.813 0.929 0.867 0.994 jumping 0.959 0.013 0.921 0.959 0.939 0.976 lying 0.789 0.057 0.766 0.789 0.777 0.892 standing 0.669 0.039 0.736 0.669 0.701 0.9 sitting 0.954 0.012 0.933 0.954 0.943 0.978 running 0.659 0.056 0.669 0.659 0.664 0.85 walking Weighted Avg. 0.755 0.039 0.753 0.755 0.754 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 51 18 0 0 2 0 0 17 | a = climbingdown 20 51 0 0 0 0 0 24 | b = climbingup 0 0 13 0 0 0 1 0 | c = jumping 0 1 0 116 0 2 2 0 | d = lying 0 1 0 5 131 26 3 0 | e = standing 0 0 0 3 35 81 2 0 | f = sitting 0 0 3 0 3 0 125 0 | g = running 13 26 0 2 0 1 1 83 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 651 75.0865 % Incorrectly Classified Instances 216 24.9135 % Kappa statistic 0.7104 Mean absolute error 0.0666 Root mean squared error 0.2379 Relative absolute error 30.9687 % Root relative squared error 72.5371 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.044 0.649 0.656 0.653 0.809 climbingdown 0.475 0.057 0.516 0.475 0.495 0.744 climbingup 0.842 0.002 0.889 0.842 0.865 0.92 jumping 0.846 0.022 0.873 0.846 0.859 0.939 lying 0.75 0.051 0.71 0.75 0.729 0.904 standing 0.765 0.037 0.794 0.765 0.779 0.884 sitting 0.932 0.012 0.932 0.932 0.932 0.966 running 0.725 0.063 0.674 0.725 0.699 0.859 walking Weighted Avg. 0.751 0.039 0.751 0.751 0.751 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 63 15 0 0 1 0 0 17 | a = climbingdown 21 47 0 0 2 1 0 28 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 0 0 0 110 10 9 1 0 | d = lying 1 0 0 10 93 16 4 0 | e = standing 3 0 0 6 22 104 1 0 | f = sitting 1 2 2 0 2 1 123 1 | g = running 8 27 0 0 1 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 676 77.97 % Incorrectly Classified Instances 191 22.03 % Kappa statistic 0.7441 Mean absolute error 0.0593 Root mean squared error 0.2249 Relative absolute error 27.5589 % Root relative squared error 68.5733 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.042 0.68 0.708 0.694 0.845 climbingdown 0.636 0.059 0.583 0.636 0.609 0.837 climbingup 0.895 0 1 0.895 0.944 0.967 jumping 0.847 0.008 0.949 0.847 0.895 0.931 lying 0.752 0.049 0.723 0.752 0.737 0.886 standing 0.816 0.053 0.74 0.816 0.776 0.91 sitting 0.924 0.007 0.96 0.924 0.942 0.955 running 0.7 0.038 0.765 0.7 0.731 0.88 walking Weighted Avg. 0.78 0.035 0.787 0.78 0.782 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 68 14 0 0 2 0 1 11 | a = climbingdown 19 63 0 0 0 0 0 17 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 1 0 0 111 6 13 0 0 | d = lying 1 0 0 3 94 25 2 0 | e = standing 1 0 0 3 21 111 0 0 | f = sitting 1 1 0 0 7 1 121 0 | g = running 9 30 0 0 0 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 659 76.0092 % Incorrectly Classified Instances 208 23.9908 % Kappa statistic 0.7214 Mean absolute error 0.0634 Root mean squared error 0.2334 Relative absolute error 29.4685 % Root relative squared error 71.1697 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.047 0.636 0.656 0.646 0.818 climbingdown 0.545 0.069 0.505 0.545 0.524 0.779 climbingup 0.947 0.001 0.947 0.947 0.947 0.97 jumping 0.87 0.011 0.934 0.87 0.901 0.931 lying 0.752 0.051 0.712 0.752 0.732 0.908 standing 0.757 0.047 0.752 0.757 0.755 0.877 sitting 0.947 0.01 0.947 0.947 0.947 0.979 running 0.685 0.042 0.742 0.685 0.712 0.867 walking Weighted Avg. 0.76 0.037 0.765 0.76 0.762 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 63 26 0 0 0 0 0 7 | a = climbingdown 17 54 0 0 0 3 1 24 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 114 12 5 0 0 | d = lying 0 1 0 4 94 24 2 0 | e = standing 2 1 0 4 23 103 3 0 | f = sitting 2 1 1 0 1 2 124 0 | g = running 15 24 0 0 2 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 663 76.4706 % Incorrectly Classified Instances 204 23.5294 % Kappa statistic 0.7268 Mean absolute error 0.0635 Root mean squared error 0.2306 Relative absolute error 29.4909 % Root relative squared error 70.3112 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.051 0.614 0.646 0.629 0.808 climbingdown 0.576 0.055 0.576 0.576 0.576 0.783 climbingup 1 0 1 1 1 1 jumping 0.855 0.024 0.862 0.855 0.858 0.923 lying 0.8 0.066 0.671 0.8 0.73 0.883 standing 0.765 0.029 0.832 0.765 0.797 0.916 sitting 0.885 0.007 0.959 0.885 0.921 0.942 running 0.715 0.041 0.756 0.715 0.735 0.875 walking Weighted Avg. 0.765 0.037 0.771 0.765 0.767 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 62 20 0 1 1 0 0 12 | a = climbingdown 23 57 0 0 0 1 1 17 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 112 12 7 0 0 | d = lying 0 0 0 10 100 13 1 1 | e = standing 0 0 0 5 26 104 1 0 | f = sitting 3 0 0 2 10 0 116 0 | g = running 13 22 0 0 0 0 2 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 669 77.1626 % Incorrectly Classified Instances 198 22.8374 % Kappa statistic 0.7344 Mean absolute error 0.0611 Root mean squared error 0.2294 Relative absolute error 28.3749 % Root relative squared error 69.9392 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.031 0.721 0.646 0.681 0.822 climbingdown 0.561 0.056 0.561 0.561 0.561 0.778 climbingup 0.947 0.001 0.947 0.947 0.947 0.97 jumping 0.87 0.012 0.927 0.87 0.898 0.942 lying 0.656 0.047 0.701 0.656 0.678 0.856 standing 0.772 0.059 0.709 0.772 0.739 0.901 sitting 0.954 0.011 0.94 0.954 0.947 0.97 running 0.824 0.048 0.755 0.824 0.788 0.902 walking Weighted Avg. 0.772 0.036 0.773 0.772 0.771 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 62 24 0 0 0 0 0 10 | a = climbingdown 17 55 0 0 0 0 3 23 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 2 0 114 8 6 0 1 | d = lying 1 0 0 5 82 35 2 0 | e = standing 0 1 0 4 25 105 1 0 | f = sitting 1 0 1 0 2 1 125 1 | g = running 5 16 0 0 0 1 1 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 656 75.6632 % Incorrectly Classified Instances 211 24.3368 % Kappa statistic 0.7166 Mean absolute error 0.0636 Root mean squared error 0.2355 Relative absolute error 29.5715 % Root relative squared error 71.8152 % Total Number of Instances 867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.036 0.689 0.646 0.667 0.84 climbingdown 0.388 0.043 0.535 0.388 0.45 0.734 climbingup 0.842 0.001 0.941 0.842 0.889 0.989 jumping 0.893 0.027 0.854 0.893 0.873 0.958 lying 0.704 0.038 0.759 0.704 0.73 0.886 standing 0.735 0.048 0.741 0.735 0.738 0.867 sitting 0.962 0.016 0.913 0.962 0.937 0.975 running 0.832 0.073 0.669 0.832 0.741 0.89 walking Weighted Avg. 0.757 0.04 0.751 0.757 0.751 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 62 15 0 1 0 0 1 17 | a = climbingdown 22 38 0 0 0 1 1 36 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 0 1 0 117 5 7 1 0 | d = lying 0 0 0 8 88 26 3 0 | e = standing 0 3 0 11 19 100 2 1 | f = sitting 0 0 1 0 4 0 126 0 | g = running 6 14 0 0 0 1 1 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 651 75.1732 % Incorrectly Classified Instances 215 24.8268 % Kappa statistic 0.7113 Mean absolute error 0.0651 Root mean squared error 0.2358 Relative absolute error 30.2573 % Root relative squared error 71.8846 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.625 0.04 0.659 0.625 0.642 0.814 climbingdown 0.561 0.056 0.561 0.561 0.561 0.794 climbingup 0.842 0 1 0.842 0.914 0.967 jumping 0.838 0.023 0.865 0.838 0.852 0.925 lying 0.68 0.043 0.726 0.68 0.702 0.897 standing 0.743 0.063 0.687 0.743 0.714 0.896 sitting 0.939 0.014 0.925 0.939 0.932 0.965 running 0.779 0.049 0.739 0.779 0.758 0.889 walking Weighted Avg. 0.752 0.04 0.753 0.752 0.752 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 60 22 0 1 1 1 2 9 | a = climbingdown 17 55 0 0 0 0 0 26 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 0 0 0 109 7 14 0 0 | d = lying 1 1 0 6 85 28 4 0 | e = standing 0 0 0 10 23 101 1 1 | f = sitting 3 2 0 0 1 2 123 0 | g = running 10 18 0 0 0 1 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 655 75.6351 % Incorrectly Classified Instances 211 24.3649 % Kappa statistic 0.717 Mean absolute error 0.0644 Root mean squared error 0.2363 Relative absolute error 29.9474 % Root relative squared error 72.0442 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.043 0.663 0.684 0.674 0.833 climbingdown 0.551 0.068 0.509 0.551 0.529 0.779 climbingup 0.947 0.001 0.947 0.947 0.947 0.996 jumping 0.877 0.026 0.857 0.877 0.867 0.942 lying 0.712 0.059 0.669 0.712 0.69 0.842 standing 0.766 0.043 0.772 0.766 0.769 0.9 sitting 0.893 0.008 0.951 0.893 0.921 0.951 running 0.71 0.034 0.788 0.71 0.747 0.853 walking Weighted Avg. 0.756 0.038 0.762 0.756 0.758 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 65 22 0 1 2 0 0 5 | a = climbingdown 23 54 0 0 0 1 1 19 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 114 10 6 0 0 | d = lying 0 1 0 13 89 20 2 0 | e = standing 0 0 0 5 25 105 2 0 | f = sitting 0 2 1 0 6 4 117 1 | g = running 10 27 0 0 1 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 663 76.5589 % Incorrectly Classified Instances 203 23.4411 % Kappa statistic 0.7276 Mean absolute error 0.0629 Root mean squared error 0.2288 Relative absolute error 29.24 % Root relative squared error 69.7439 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.047 0.629 0.635 0.632 0.813 climbingdown 0.52 0.056 0.543 0.52 0.531 0.798 climbingup 0.895 0 1 0.895 0.944 0.992 jumping 0.877 0.024 0.864 0.877 0.87 0.935 lying 0.79 0.054 0.71 0.79 0.748 0.928 standing 0.73 0.032 0.813 0.73 0.769 0.895 sitting 0.931 0.01 0.946 0.931 0.938 0.969 running 0.763 0.049 0.735 0.763 0.749 0.873 walking Weighted Avg. 0.766 0.037 0.767 0.766 0.766 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 61 18 0 0 1 3 0 13 | a = climbingdown 25 51 0 0 0 0 0 22 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 1 0 114 9 5 1 0 | d = lying 0 0 0 9 98 14 3 0 | e = standing 1 0 0 8 28 100 0 0 | f = sitting 1 3 0 1 2 1 122 1 | g = running 9 21 0 0 0 0 1 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 664 76.6744 % Incorrectly Classified Instances 202 23.3256 % Kappa statistic 0.729 Mean absolute error 0.0619 Root mean squared error 0.2321 Relative absolute error 28.7797 % Root relative squared error 70.7694 % Total Number of Instances 866 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.615 0.034 0.694 0.615 0.652 0.842 climbingdown 0.602 0.065 0.541 0.602 0.57 0.765 climbingup 0.947 0.001 0.947 0.947 0.947 0.997 jumping 0.908 0.026 0.861 0.908 0.884 0.952 lying 0.758 0.044 0.74 0.758 0.749 0.882 standing 0.715 0.032 0.81 0.715 0.76 0.878 sitting 0.916 0.01 0.945 0.916 0.93 0.954 running 0.748 0.059 0.695 0.748 0.721 0.847 walking Weighted Avg. 0.767 0.037 0.77 0.767 0.767 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 59 23 0 0 0 0 1 13 | a = climbingdown 14 59 0 0 0 0 0 25 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 118 7 5 0 0 | d = lying 2 0 0 6 94 17 5 0 | e = standing 1 2 0 12 23 98 0 1 | f = sitting 2 1 1 1 1 1 120 4 | g = running 7 24 0 0 2 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 15 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 670 75.1121 % Incorrectly Classified Instances 222 24.8879 % Kappa statistic 0.711 Mean absolute error 0.0668 Root mean squared error 0.2341 Relative absolute error 31.0362 % Root relative squared error 71.3936 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.822 0.033 0.761 0.822 0.79 0.91 climbingdown 0.717 0.03 0.789 0.717 0.751 0.908 climbingup 1 0 1 1 1 1 jumping 0.801 0.05 0.741 0.801 0.77 0.895 lying 0.598 0.072 0.556 0.598 0.576 0.832 standing 0.568 0.06 0.651 0.568 0.606 0.833 sitting 0.961 0.007 0.961 0.961 0.961 0.979 running 0.782 0.038 0.77 0.782 0.776 0.906 walking Weighted Avg. 0.751 0.041 0.751 0.751 0.75 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 83 9 0 1 0 0 0 8 | a = climbingdown 16 86 0 0 0 0 0 18 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 109 13 11 2 1 | d = lying 0 0 0 11 70 31 3 2 | e = standing 0 0 0 25 39 84 0 0 | f = sitting 1 0 0 1 1 2 124 0 | g = running 9 14 0 0 3 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 664 74.4395 % Incorrectly Classified Instances 228 25.5605 % Kappa statistic 0.7028 Mean absolute error 0.0663 Root mean squared error 0.2351 Relative absolute error 30.8323 % Root relative squared error 71.6741 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.594 0.032 0.706 0.594 0.645 0.78 climbingdown 0.783 0.045 0.729 0.783 0.755 0.887 climbingup 0.941 0.001 0.941 0.941 0.941 0.97 jumping 0.854 0.026 0.854 0.854 0.854 0.932 lying 0.534 0.067 0.544 0.534 0.539 0.829 standing 0.628 0.067 0.65 0.628 0.639 0.867 sitting 0.969 0.008 0.954 0.969 0.962 0.987 running 0.782 0.051 0.713 0.782 0.746 0.88 walking Weighted Avg. 0.744 0.042 0.743 0.744 0.743 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 60 21 0 0 0 1 1 18 | a = climbingdown 9 94 0 0 0 0 0 17 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 2 0 117 6 8 1 2 | d = lying 0 1 0 8 62 41 2 2 | e = standing 0 0 0 12 42 93 1 0 | f = sitting 1 0 1 0 2 0 125 0 | g = running 14 11 0 0 2 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 650 72.87 % Incorrectly Classified Instances 242 27.13 % Kappa statistic 0.6848 Mean absolute error 0.0738 Root mean squared error 0.2472 Relative absolute error 34.3196 % Root relative squared error 75.362 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.035 0.717 0.703 0.71 0.865 climbingdown 0.717 0.049 0.694 0.717 0.705 0.885 climbingup 0.941 0 1 0.941 0.97 0.996 jumping 0.825 0.038 0.796 0.825 0.81 0.909 lying 0.607 0.076 0.546 0.607 0.575 0.786 standing 0.615 0.059 0.674 0.615 0.643 0.844 sitting 0.914 0.014 0.914 0.914 0.914 0.952 running 0.685 0.043 0.72 0.685 0.702 0.838 walking Weighted Avg. 0.729 0.044 0.731 0.729 0.729 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 71 17 0 0 0 0 1 12 | a = climbingdown 12 86 0 0 0 0 2 20 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 113 11 11 1 0 | d = lying 1 0 0 11 71 31 3 0 | e = standing 1 0 0 12 43 91 1 0 | f = sitting 1 0 0 5 3 1 117 1 | g = running 13 20 0 1 2 1 2 85 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 679 76.1211 % Incorrectly Classified Instances 213 23.8789 % Kappa statistic 0.7226 Mean absolute error 0.0634 Root mean squared error 0.2282 Relative absolute error 29.4888 % Root relative squared error 69.5746 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.029 0.779 0.802 0.79 0.924 climbingdown 0.756 0.036 0.763 0.756 0.759 0.891 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.81 0.025 0.854 0.81 0.831 0.899 lying 0.556 0.068 0.551 0.556 0.553 0.823 standing 0.608 0.077 0.612 0.608 0.61 0.842 sitting 0.961 0.017 0.904 0.961 0.932 0.972 running 0.823 0.026 0.836 0.823 0.829 0.909 walking Weighted Avg. 0.761 0.04 0.761 0.761 0.761 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 81 13 0 1 1 0 0 5 | a = climbingdown 14 90 0 0 0 0 1 14 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 111 8 13 3 1 | d = lying 1 2 0 4 65 43 2 0 | e = standing 0 1 0 11 42 90 4 0 | f = sitting 1 2 0 2 0 0 123 0 | g = running 7 9 0 1 2 1 2 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 654 73.3184 % Incorrectly Classified Instances 238 26.6816 % Kappa statistic 0.6902 Mean absolute error 0.0697 Root mean squared error 0.241 Relative absolute error 32.3816 % Root relative squared error 73.4862 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.053 0.644 0.76 0.697 0.868 climbingdown 0.683 0.03 0.781 0.683 0.729 0.855 climbingup 1 0 1 1 1 1 jumping 0.832 0.04 0.792 0.832 0.811 0.91 lying 0.538 0.068 0.543 0.538 0.541 0.808 standing 0.574 0.071 0.616 0.574 0.594 0.841 sitting 0.945 0.008 0.953 0.945 0.949 0.971 running 0.766 0.04 0.754 0.766 0.76 0.886 walking Weighted Avg. 0.733 0.044 0.734 0.733 0.732 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 76 12 0 0 1 0 0 11 | a = climbingdown 20 82 0 1 1 0 0 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 2 0 114 5 13 1 1 | d = lying 2 1 0 9 63 37 4 1 | e = standing 1 0 0 20 40 85 1 1 | f = sitting 1 0 0 0 3 2 121 1 | g = running 17 8 0 0 3 1 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 685 76.7937 % Incorrectly Classified Instances 207 23.2063 % Kappa statistic 0.7306 Mean absolute error 0.0631 Root mean squared error 0.2245 Relative absolute error 29.3382 % Root relative squared error 68.434 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.038 0.714 0.75 0.732 0.862 climbingdown 0.825 0.034 0.792 0.825 0.808 0.916 climbingup 1 0.002 0.9 1 0.947 0.999 jumping 0.832 0.033 0.82 0.832 0.826 0.913 lying 0.607 0.066 0.582 0.607 0.594 0.864 standing 0.615 0.07 0.636 0.615 0.625 0.864 sitting 0.938 0.007 0.96 0.938 0.949 0.973 running 0.782 0.021 0.858 0.782 0.819 0.882 walking Weighted Avg. 0.768 0.038 0.77 0.768 0.768 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 75 15 1 1 2 0 0 6 | a = climbingdown 11 99 0 0 1 1 0 8 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 114 4 18 1 0 | d = lying 1 0 0 7 71 33 4 1 | e = standing 1 0 0 15 40 91 0 1 | f = sitting 2 0 1 2 3 0 120 0 | g = running 15 11 0 0 1 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 643 72.0852 % Incorrectly Classified Instances 249 27.9148 % Kappa statistic 0.6757 Mean absolute error 0.0726 Root mean squared error 0.2445 Relative absolute error 33.7352 % Root relative squared error 74.5314 % Total Number of Instances 892 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.029 0.763 0.74 0.751 0.875 climbingdown 0.792 0.045 0.731 0.792 0.76 0.884 climbingup 0.889 0.002 0.889 0.889 0.889 0.936 jumping 0.818 0.038 0.794 0.818 0.806 0.904 lying 0.479 0.083 0.467 0.479 0.473 0.799 standing 0.541 0.082 0.567 0.541 0.554 0.839 sitting 0.922 0.013 0.922 0.922 0.922 0.958 running 0.742 0.033 0.786 0.742 0.763 0.876 walking Weighted Avg. 0.721 0.046 0.721 0.721 0.72 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 74 14 0 0 0 0 0 12 | a = climbingdown 14 95 0 0 0 0 0 11 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 112 9 11 5 0 | d = lying 0 1 1 7 56 49 3 0 | e = standing 1 0 0 17 49 80 0 1 | f = sitting 1 1 1 3 3 0 118 1 | g = running 7 19 0 2 3 1 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 663 74.4108 % Incorrectly Classified Instances 228 25.5892 % Kappa statistic 0.7028 Mean absolute error 0.0681 Root mean squared error 0.2376 Relative absolute error 31.6424 % Root relative squared error 72.4498 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.79 0.048 0.675 0.79 0.728 0.89 climbingdown 0.633 0.035 0.738 0.633 0.682 0.855 climbingup 1 0 1 1 1 1 jumping 0.869 0.032 0.832 0.869 0.85 0.927 lying 0.581 0.074 0.544 0.581 0.562 0.794 standing 0.595 0.07 0.629 0.595 0.611 0.823 sitting 0.922 0.008 0.952 0.922 0.937 0.966 running 0.789 0.031 0.802 0.789 0.795 0.914 walking Weighted Avg. 0.744 0.042 0.747 0.744 0.744 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 79 11 0 1 1 0 1 7 | a = climbingdown 25 76 0 2 1 1 0 15 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 119 6 12 0 0 | d = lying 1 1 0 6 68 37 4 0 | e = standing 1 0 0 11 46 88 1 1 | f = sitting 0 2 0 4 2 1 119 1 | g = running 11 13 0 0 1 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 651 73.064 % Incorrectly Classified Instances 240 26.936 % Kappa statistic 0.6871 Mean absolute error 0.0706 Root mean squared error 0.2416 Relative absolute error 32.8256 % Root relative squared error 73.6749 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.044 0.663 0.69 0.676 0.845 climbingdown 0.733 0.053 0.682 0.733 0.707 0.876 climbingup 1 0 1 1 1 1 jumping 0.854 0.032 0.83 0.854 0.842 0.929 lying 0.607 0.07 0.568 0.607 0.587 0.844 standing 0.561 0.078 0.589 0.561 0.574 0.814 sitting 0.915 0.007 0.959 0.915 0.937 0.963 running 0.715 0.03 0.793 0.715 0.752 0.889 walking Weighted Avg. 0.731 0.044 0.734 0.731 0.732 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 69 17 0 0 0 1 2 11 | a = climbingdown 21 88 0 0 0 0 0 11 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 1 0 117 2 15 1 0 | d = lying 0 0 0 6 71 37 2 1 | e = standing 0 1 0 16 48 83 0 0 | f = sitting 2 2 0 2 4 1 118 0 | g = running 11 20 0 0 0 4 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 660 74.0741 % Incorrectly Classified Instances 231 25.9259 % Kappa statistic 0.6989 Mean absolute error 0.0688 Root mean squared error 0.2414 Relative absolute error 31.98 % Root relative squared error 73.6145 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.037 0.713 0.713 0.713 0.864 climbingdown 0.733 0.045 0.715 0.733 0.724 0.892 climbingup 1 0.003 0.85 1 0.919 0.998 jumping 0.816 0.029 0.835 0.816 0.825 0.909 lying 0.581 0.067 0.567 0.581 0.574 0.811 standing 0.622 0.077 0.617 0.622 0.62 0.801 sitting 0.899 0.009 0.943 0.899 0.921 0.941 running 0.78 0.034 0.787 0.78 0.784 0.892 walking Weighted Avg. 0.741 0.042 0.743 0.741 0.742 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 72 18 0 0 0 0 0 11 | a = climbingdown 17 88 0 0 1 0 0 14 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 1 0 111 7 11 4 1 | d = lying 0 0 0 5 68 42 2 0 | e = standing 0 0 0 14 41 92 1 0 | f = sitting 2 1 3 3 2 2 116 0 | g = running 9 15 0 0 1 2 0 96 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 625 73.2708 % Incorrectly Classified Instances 228 26.7292 % Kappa statistic 0.6889 Mean absolute error 0.0704 Root mean squared error 0.2482 Relative absolute error 32.7639 % Root relative squared error 75.7337 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.031 0.711 0.711 0.711 0.839 climbingdown 0.643 0.064 0.612 0.643 0.627 0.81 climbingup 1 0 1 1 1 1 jumping 0.763 0.055 0.731 0.763 0.746 0.893 lying 0.703 0.057 0.664 0.703 0.683 0.862 standing 0.659 0.044 0.731 0.659 0.693 0.856 sitting 0.887 0.019 0.894 0.887 0.891 0.95 running 0.703 0.041 0.735 0.703 0.719 0.862 walking Weighted Avg. 0.733 0.044 0.734 0.733 0.733 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 59 16 0 0 0 0 2 6 | a = climbingdown 13 74 0 3 0 1 2 22 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 106 12 18 3 0 | d = lying 1 1 0 17 83 12 4 0 | e = standing 1 2 0 17 22 87 3 0 | f = sitting 2 1 0 1 8 1 118 2 | g = running 7 27 0 1 0 0 0 83 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 608 71.2778 % Incorrectly Classified Instances 245 28.7222 % Kappa statistic 0.6656 Mean absolute error 0.0745 Root mean squared error 0.2523 Relative absolute error 34.6725 % Root relative squared error 77.0008 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.614 0.042 0.614 0.614 0.614 0.805 climbingdown 0.626 0.077 0.558 0.626 0.59 0.829 climbingup 1 0 1 1 1 1 jumping 0.703 0.055 0.713 0.703 0.708 0.886 lying 0.695 0.044 0.719 0.695 0.707 0.832 standing 0.714 0.058 0.693 0.714 0.704 0.87 sitting 0.932 0.018 0.905 0.932 0.919 0.978 running 0.61 0.041 0.706 0.61 0.655 0.857 walking Weighted Avg. 0.713 0.047 0.714 0.713 0.713 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 51 19 0 1 2 1 4 5 | a = climbingdown 15 72 0 2 0 1 3 22 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 2 0 97 13 23 3 0 | d = lying 1 1 0 16 82 16 2 0 | e = standing 3 1 0 17 14 95 1 2 | f = sitting 1 1 0 3 3 0 124 1 | g = running 12 33 0 0 0 1 0 72 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 622 72.9191 % Incorrectly Classified Instances 231 27.0809 % Kappa statistic 0.6843 Mean absolute error 0.0714 Root mean squared error 0.2453 Relative absolute error 33.2553 % Root relative squared error 74.8493 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.554 0.023 0.719 0.554 0.626 0.788 climbingdown 0.696 0.057 0.656 0.696 0.675 0.862 climbingup 0.867 0 1 0.867 0.929 0.933 jumping 0.703 0.056 0.708 0.703 0.705 0.855 lying 0.72 0.063 0.649 0.72 0.683 0.851 standing 0.684 0.063 0.669 0.684 0.677 0.83 sitting 0.902 0.019 0.896 0.902 0.899 0.965 running 0.763 0.035 0.776 0.763 0.769 0.907 walking Weighted Avg. 0.729 0.045 0.732 0.729 0.729 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 46 19 0 2 2 2 6 6 | a = climbingdown 9 80 0 2 0 3 2 19 | b = climbingup 0 0 13 0 0 0 2 0 | c = jumping 2 2 0 97 16 20 0 1 | d = lying 0 1 0 16 85 15 1 0 | e = standing 0 1 0 14 24 91 3 0 | f = sitting 1 4 0 3 3 2 120 0 | g = running 6 15 0 3 1 3 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 613 71.864 % Incorrectly Classified Instances 240 28.136 % Kappa statistic 0.6724 Mean absolute error 0.0731 Root mean squared error 0.2499 Relative absolute error 34.0319 % Root relative squared error 76.276 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.025 0.732 0.627 0.675 0.847 climbingdown 0.672 0.084 0.557 0.672 0.609 0.852 climbingup 0.933 0.001 0.933 0.933 0.933 0.966 jumping 0.696 0.049 0.733 0.696 0.714 0.863 lying 0.729 0.046 0.717 0.729 0.723 0.865 standing 0.659 0.054 0.69 0.659 0.674 0.826 sitting 0.902 0.024 0.876 0.902 0.889 0.944 running 0.678 0.045 0.708 0.678 0.693 0.845 walking Weighted Avg. 0.719 0.046 0.723 0.719 0.719 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 52 23 1 0 0 0 3 4 | a = climbingdown 8 78 0 0 0 0 3 27 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 1 2 0 96 13 26 0 0 | d = lying 2 1 0 12 86 13 3 1 | e = standing 0 1 0 20 19 87 5 0 | f = sitting 2 6 0 2 2 0 120 1 | g = running 6 29 0 1 0 0 2 80 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 602 70.5744 % Incorrectly Classified Instances 251 29.4256 % Kappa statistic 0.6579 Mean absolute error 0.0787 Root mean squared error 0.2603 Relative absolute error 36.6197 % Root relative squared error 79.4422 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.047 0.609 0.675 0.64 0.825 climbingdown 0.56 0.054 0.619 0.56 0.588 0.805 climbingup 0.933 0.002 0.875 0.933 0.903 0.965 jumping 0.667 0.057 0.692 0.667 0.679 0.822 lying 0.712 0.057 0.667 0.712 0.689 0.835 standing 0.705 0.046 0.738 0.705 0.721 0.836 sitting 0.82 0.019 0.886 0.82 0.852 0.909 running 0.754 0.059 0.674 0.754 0.712 0.883 walking Weighted Avg. 0.706 0.047 0.709 0.706 0.706 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 56 10 1 3 1 1 2 9 | a = climbingdown 19 65 0 0 1 1 4 26 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 1 1 0 92 22 17 3 2 | d = lying 2 1 0 12 84 13 2 4 | e = standing 2 2 0 23 10 93 2 0 | f = sitting 7 5 1 3 5 1 109 2 | g = running 5 21 0 0 3 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 607 71.1606 % Incorrectly Classified Instances 246 28.8394 % Kappa statistic 0.6648 Mean absolute error 0.075 Root mean squared error 0.2546 Relative absolute error 34.9272 % Root relative squared error 77.6914 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.056 0.587 0.726 0.649 0.85 climbingdown 0.569 0.062 0.589 0.569 0.579 0.791 climbingup 1 0 1 1 1 1 jumping 0.732 0.052 0.732 0.732 0.732 0.883 lying 0.615 0.042 0.699 0.615 0.655 0.814 standing 0.72 0.058 0.693 0.72 0.706 0.853 sitting 0.886 0.018 0.9 0.886 0.893 0.934 running 0.669 0.046 0.699 0.669 0.684 0.868 walking Weighted Avg. 0.712 0.046 0.714 0.712 0.712 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 61 18 0 0 0 0 1 4 | a = climbingdown 24 66 0 1 0 0 0 25 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 3 0 101 12 19 1 1 | d = lying 2 0 0 16 72 20 7 0 | e = standing 1 3 0 17 14 95 2 0 | f = sitting 1 2 0 3 2 3 117 4 | g = running 14 20 0 0 3 0 2 79 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 612 71.7468 % Incorrectly Classified Instances 241 28.2532 % Kappa statistic 0.6713 Mean absolute error 0.0741 Root mean squared error 0.251 Relative absolute error 34.489 % Root relative squared error 76.5768 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.046 0.607 0.643 0.624 0.853 climbingdown 0.569 0.064 0.584 0.569 0.576 0.806 climbingup 1 0.002 0.889 1 0.941 0.999 jumping 0.754 0.064 0.693 0.754 0.722 0.868 lying 0.692 0.041 0.73 0.692 0.711 0.841 standing 0.682 0.05 0.714 0.682 0.698 0.847 sitting 0.864 0.031 0.838 0.864 0.851 0.927 running 0.737 0.031 0.791 0.737 0.763 0.87 walking Weighted Avg. 0.717 0.046 0.718 0.717 0.717 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 54 17 0 0 1 0 5 7 | a = climbingdown 26 66 0 2 1 3 4 14 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 2 1 0 104 11 16 4 0 | d = lying 0 3 0 14 81 14 5 0 | e = standing 0 2 0 27 13 90 0 0 | f = sitting 3 3 2 2 3 3 114 2 | g = running 4 21 0 1 1 0 4 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 601 70.4572 % Incorrectly Classified Instances 252 29.5428 % Kappa statistic 0.6563 Mean absolute error 0.0769 Root mean squared error 0.2581 Relative absolute error 35.7918 % Root relative squared error 78.7503 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.619 0.039 0.634 0.619 0.627 0.819 climbingdown 0.586 0.075 0.553 0.586 0.569 0.821 climbingup 1 0.001 0.941 1 0.97 0.999 jumping 0.674 0.05 0.721 0.674 0.697 0.857 lying 0.624 0.043 0.695 0.624 0.658 0.807 standing 0.75 0.065 0.678 0.75 0.712 0.873 sitting 0.879 0.022 0.879 0.879 0.879 0.945 running 0.712 0.048 0.706 0.712 0.709 0.865 walking Weighted Avg. 0.705 0.048 0.706 0.705 0.704 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 52 23 0 1 0 0 3 5 | a = climbingdown 14 68 0 1 0 5 1 27 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 3 4 0 93 10 24 3 1 | d = lying 2 1 0 18 73 16 6 1 | e = standing 0 0 0 16 15 99 2 0 | f = sitting 4 2 1 0 7 1 116 1 | g = running 7 25 0 0 0 1 1 84 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 613 71.864 % Incorrectly Classified Instances 240 28.136 % Kappa statistic 0.673 Mean absolute error 0.0746 Root mean squared error 0.2518 Relative absolute error 34.7324 % Root relative squared error 76.8264 % Total Number of Instances 853 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.039 0.667 0.714 0.69 0.86 climbingdown 0.638 0.052 0.661 0.638 0.649 0.846 climbingup 1 0.004 0.842 1 0.914 0.998 jumping 0.638 0.057 0.682 0.638 0.659 0.822 lying 0.675 0.058 0.648 0.675 0.661 0.84 standing 0.674 0.051 0.706 0.674 0.69 0.836 sitting 0.871 0.031 0.839 0.871 0.855 0.941 running 0.78 0.035 0.78 0.78 0.78 0.887 walking Weighted Avg. 0.719 0.046 0.718 0.719 0.718 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 60 13 0 2 1 0 2 6 | a = climbingdown 20 74 1 3 1 0 2 15 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 2 4 0 88 16 23 4 1 | d = lying 0 1 0 13 79 11 10 3 | e = standing 0 1 0 21 19 89 2 0 | f = sitting 2 3 2 1 5 3 115 1 | g = running 6 16 0 1 1 0 2 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 591 69.3662 % Incorrectly Classified Instances 261 30.6338 % Kappa statistic 0.6434 Mean absolute error 0.0793 Root mean squared error 0.2611 Relative absolute error 36.8962 % Root relative squared error 79.6591 % Total Number of Instances 852 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.047 0.609 0.667 0.636 0.836 climbingdown 0.483 0.067 0.533 0.483 0.507 0.754 climbingup 0.867 0 1 0.867 0.929 0.933 jumping 0.732 0.059 0.706 0.732 0.719 0.87 lying 0.675 0.048 0.693 0.675 0.684 0.852 standing 0.667 0.06 0.672 0.667 0.669 0.846 sitting 0.879 0.025 0.866 0.879 0.872 0.93 running 0.695 0.052 0.683 0.695 0.689 0.852 walking Weighted Avg. 0.694 0.05 0.693 0.694 0.693 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 56 16 0 2 1 3 1 5 | a = climbingdown 16 56 0 4 1 2 6 31 | b = climbingup 0 0 13 0 0 0 2 0 | c = jumping 2 2 0 101 11 21 0 1 | d = lying 3 0 0 18 79 13 4 0 | e = standing 2 1 0 17 19 88 5 0 | f = sitting 7 4 0 1 1 2 116 1 | g = running 6 26 0 0 2 2 0 82 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 600 64.7948 % Incorrectly Classified Instances 326 35.2052 % Kappa statistic 0.5902 Mean absolute error 0.0906 Root mean squared error 0.2768 Relative absolute error 42.1181 % Root relative squared error 84.4293 % Total Number of Instances 926 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.058 0.584 0.595 0.589 0.825 climbingdown 0.521 0.059 0.56 0.521 0.54 0.765 climbingup 0.833 0 1 0.833 0.909 0.972 jumping 0.937 0.018 0.894 0.937 0.915 0.967 lying 0.635 0.09 0.594 0.635 0.614 0.841 standing 0.381 0.076 0.41 0.381 0.394 0.734 sitting 0.789 0.027 0.842 0.789 0.815 0.897 running 0.6 0.083 0.564 0.6 0.581 0.779 walking Weighted Avg. 0.648 0.058 0.648 0.648 0.647 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 66 20 0 0 1 3 2 19 | a = climbingdown 15 61 0 2 3 1 3 32 | b = climbingup 0 0 15 0 0 0 3 0 | c = jumping 2 1 0 118 2 2 0 1 | d = lying 1 1 0 5 101 42 6 3 | e = standing 1 0 0 6 52 43 6 5 | f = sitting 2 1 0 1 9 12 112 5 | g = running 26 25 0 0 2 2 1 84 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 633 68.4324 % Incorrectly Classified Instances 292 31.5676 % Kappa statistic 0.6323 Mean absolute error 0.0828 Root mean squared error 0.2631 Relative absolute error 38.5217 % Root relative squared error 80.2431 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.568 0.042 0.649 0.568 0.606 0.795 climbingdown 0.547 0.059 0.571 0.547 0.559 0.788 climbingup 1 0.002 0.895 1 0.944 0.998 jumping 0.905 0.016 0.898 0.905 0.901 0.969 lying 0.66 0.089 0.607 0.66 0.633 0.843 standing 0.442 0.054 0.532 0.442 0.483 0.812 sitting 0.873 0.034 0.821 0.873 0.846 0.915 running 0.686 0.071 0.632 0.686 0.658 0.821 walking Weighted Avg. 0.684 0.053 0.68 0.684 0.681 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 63 21 0 1 0 1 3 22 | a = climbingdown 15 64 0 1 4 1 5 27 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 114 5 5 2 0 | d = lying 1 1 0 5 105 34 10 3 | e = standing 0 1 0 4 51 50 6 1 | f = sitting 1 2 2 2 6 2 124 3 | g = running 17 23 0 0 2 1 1 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 649 70.1622 % Incorrectly Classified Instances 276 29.8378 % Kappa statistic 0.6531 Mean absolute error 0.0788 Root mean squared error 0.2569 Relative absolute error 36.6722 % Root relative squared error 78.357 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.577 0.055 0.587 0.577 0.582 0.786 climbingdown 0.65 0.066 0.589 0.65 0.618 0.832 climbingup 1 0.002 0.895 1 0.944 0.999 jumping 0.865 0.008 0.948 0.865 0.905 0.937 lying 0.698 0.068 0.681 0.698 0.689 0.881 standing 0.575 0.062 0.565 0.575 0.57 0.827 sitting 0.838 0.02 0.881 0.838 0.859 0.908 running 0.629 0.066 0.629 0.629 0.629 0.816 walking Weighted Avg. 0.702 0.048 0.707 0.702 0.704 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 64 20 0 0 0 0 1 26 | a = climbingdown 18 76 0 0 1 0 1 21 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 4 0 109 4 6 1 1 | d = lying 0 1 0 3 111 38 5 1 | e = standing 0 3 0 1 39 65 4 1 | f = sitting 5 2 2 2 6 4 119 2 | g = running 21 23 0 0 2 2 4 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 647 69.9459 % Incorrectly Classified Instances 278 30.0541 % Kappa statistic 0.6503 Mean absolute error 0.0804 Root mean squared error 0.2582 Relative absolute error 37.4045 % Root relative squared error 78.7554 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.039 0.709 0.703 0.706 0.843 climbingdown 0.607 0.056 0.612 0.607 0.609 0.792 climbingup 0.882 0.002 0.882 0.882 0.882 0.939 jumping 0.952 0.015 0.909 0.952 0.93 0.972 lying 0.642 0.085 0.611 0.642 0.626 0.85 standing 0.442 0.069 0.472 0.442 0.457 0.795 sitting 0.845 0.031 0.833 0.845 0.839 0.921 running 0.65 0.054 0.684 0.65 0.667 0.808 walking Weighted Avg. 0.699 0.05 0.697 0.699 0.698 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 78 15 0 0 0 0 3 15 | a = climbingdown 15 71 0 1 2 4 0 24 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 120 3 1 2 0 | d = lying 1 2 0 4 102 42 6 2 | e = standing 1 2 0 5 47 50 7 1 | f = sitting 3 3 2 1 7 6 120 0 | g = running 12 23 0 1 6 3 4 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 612 66.1622 % Incorrectly Classified Instances 313 33.8378 % Kappa statistic 0.6062 Mean absolute error 0.0867 Root mean squared error 0.2728 Relative absolute error 40.3055 % Root relative squared error 83.1888 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.061 0.561 0.582 0.571 0.776 climbingdown 0.556 0.067 0.546 0.556 0.551 0.768 climbingup 0.722 0 1 0.722 0.839 0.962 jumping 0.921 0.016 0.899 0.921 0.91 0.957 lying 0.604 0.089 0.585 0.604 0.594 0.819 standing 0.416 0.074 0.439 0.416 0.427 0.772 sitting 0.873 0.038 0.805 0.873 0.838 0.928 running 0.621 0.048 0.696 0.621 0.657 0.802 walking Weighted Avg. 0.662 0.055 0.661 0.662 0.66 0.837 === Confusion Matrix === a b c d e f g h <-- classified as 64 21 0 2 1 1 4 17 | a = climbingdown 27 65 0 2 1 2 1 19 | b = climbingup 0 0 13 0 0 0 5 0 | c = jumping 0 2 0 116 0 6 1 1 | d = lying 2 1 0 4 96 46 9 1 | e = standing 2 1 0 2 55 47 6 0 | f = sitting 1 2 0 1 9 5 124 0 | g = running 18 27 0 2 2 0 4 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 615 66.4865 % Incorrectly Classified Instances 310 33.5135 % Kappa statistic 0.6101 Mean absolute error 0.0867 Root mean squared error 0.2706 Relative absolute error 40.333 % Root relative squared error 82.5444 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.586 0.061 0.565 0.586 0.575 0.823 climbingdown 0.53 0.064 0.544 0.53 0.537 0.785 climbingup 0.889 0.003 0.842 0.889 0.865 0.941 jumping 0.888 0.013 0.917 0.888 0.902 0.948 lying 0.629 0.087 0.599 0.629 0.613 0.823 standing 0.416 0.062 0.485 0.416 0.448 0.78 sitting 0.859 0.037 0.808 0.859 0.833 0.921 running 0.657 0.062 0.652 0.657 0.655 0.83 walking Weighted Avg. 0.665 0.055 0.662 0.665 0.663 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 65 27 0 0 0 1 3 15 | a = climbingdown 21 62 0 3 0 1 1 29 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 1 0 111 6 3 3 1 | d = lying 2 2 0 2 100 41 10 2 | e = standing 2 0 0 3 51 47 8 2 | f = sitting 5 2 3 2 5 3 122 0 | g = running 20 20 0 0 5 1 2 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 636 68.7568 % Incorrectly Classified Instances 289 31.2432 % Kappa statistic 0.6365 Mean absolute error 0.0818 Root mean squared error 0.2642 Relative absolute error 38.0672 % Root relative squared error 80.5814 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.061 0.612 0.712 0.658 0.854 climbingdown 0.556 0.058 0.58 0.556 0.568 0.812 climbingup 0.722 0.001 0.929 0.722 0.813 0.929 jumping 0.913 0.02 0.878 0.913 0.895 0.965 lying 0.679 0.074 0.655 0.679 0.667 0.848 standing 0.46 0.063 0.505 0.46 0.481 0.755 sitting 0.845 0.029 0.839 0.845 0.842 0.911 running 0.604 0.056 0.656 0.604 0.629 0.813 walking Weighted Avg. 0.688 0.051 0.686 0.688 0.686 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 79 15 0 1 0 0 2 14 | a = climbingdown 22 65 0 1 1 1 2 25 | b = climbingup 0 0 13 0 0 0 5 0 | c = jumping 1 1 0 115 3 4 2 0 | d = lying 1 0 0 5 108 37 5 3 | e = standing 1 1 0 7 46 52 5 1 | f = sitting 5 2 1 1 6 6 120 1 | g = running 20 28 0 1 1 3 2 84 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 656 70.9189 % Incorrectly Classified Instances 269 29.0811 % Kappa statistic 0.6618 Mean absolute error 0.0777 Root mean squared error 0.2579 Relative absolute error 36.1209 % Root relative squared error 78.6484 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.043 0.682 0.676 0.679 0.839 climbingdown 0.598 0.059 0.593 0.598 0.596 0.808 climbingup 0.833 0 1 0.833 0.909 0.943 jumping 0.937 0.016 0.901 0.937 0.918 0.972 lying 0.629 0.076 0.633 0.629 0.631 0.82 standing 0.504 0.07 0.5 0.504 0.502 0.804 sitting 0.887 0.018 0.9 0.887 0.894 0.947 running 0.683 0.056 0.683 0.683 0.683 0.816 walking Weighted Avg. 0.709 0.048 0.71 0.709 0.709 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 75 21 0 0 1 2 0 12 | a = climbingdown 22 70 0 2 1 0 0 22 | b = climbingup 0 0 15 0 0 0 3 0 | c = jumping 0 0 0 118 4 3 1 0 | d = lying 0 1 0 4 100 47 5 2 | e = standing 0 0 0 5 44 57 2 5 | f = sitting 2 1 0 1 4 5 126 3 | g = running 11 25 0 1 4 0 3 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 606 65.5135 % Incorrectly Classified Instances 319 34.4865 % Kappa statistic 0.5985 Mean absolute error 0.0891 Root mean squared error 0.2746 Relative absolute error 41.4459 % Root relative squared error 83.7525 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.06 0.595 0.649 0.621 0.804 climbingdown 0.576 0.055 0.607 0.576 0.591 0.797 climbingup 0.833 0.002 0.882 0.833 0.857 0.962 jumping 0.825 0.011 0.92 0.825 0.87 0.926 lying 0.62 0.112 0.533 0.62 0.573 0.786 standing 0.301 0.08 0.343 0.301 0.321 0.786 sitting 0.838 0.031 0.832 0.838 0.835 0.905 running 0.691 0.051 0.706 0.691 0.698 0.835 walking Weighted Avg. 0.655 0.057 0.658 0.655 0.655 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 72 17 0 0 1 0 6 15 | a = climbingdown 25 68 0 0 0 2 3 20 | b = climbingup 0 0 15 0 0 0 3 0 | c = jumping 4 1 0 104 5 8 2 2 | d = lying 3 1 0 5 98 46 4 1 | e = standing 1 1 0 1 70 34 6 0 | f = sitting 2 3 2 2 6 6 119 2 | g = running 14 21 0 1 4 3 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 624 67.4595 % Incorrectly Classified Instances 301 32.5405 % Kappa statistic 0.6217 Mean absolute error 0.0853 Root mean squared error 0.2671 Relative absolute error 39.6734 % Root relative squared error 81.4639 % Total Number of Instances 925 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.568 0.055 0.583 0.568 0.575 0.806 climbingdown 0.602 0.082 0.518 0.602 0.557 0.804 climbingup 0.944 0.001 0.944 0.944 0.944 0.972 jumping 0.929 0.015 0.907 0.929 0.918 0.959 lying 0.665 0.073 0.652 0.665 0.658 0.836 standing 0.46 0.064 0.5 0.46 0.479 0.812 sitting 0.768 0.026 0.845 0.768 0.804 0.9 running 0.647 0.062 0.647 0.647 0.647 0.814 walking Weighted Avg. 0.675 0.053 0.678 0.675 0.675 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 63 28 0 0 0 2 1 17 | a = climbingdown 19 71 0 0 1 2 1 24 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 1 1 0 117 2 2 2 1 | d = lying 0 4 0 3 105 37 7 2 | e = standing 2 2 0 7 42 52 6 2 | f = sitting 7 4 1 2 9 7 109 3 | g = running 16 27 0 0 2 2 2 90 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 697 83.5731 % Incorrectly Classified Instances 137 16.4269 % Kappa statistic 0.8093 Mean absolute error 0.0441 Root mean squared error 0.196 Relative absolute error 20.4678 % Root relative squared error 59.7185 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.79 0.036 0.761 0.79 0.776 0.911 climbingdown 0.743 0.046 0.711 0.743 0.726 0.901 climbingup 0.875 0.001 0.933 0.875 0.903 0.967 jumping 0.918 0.01 0.941 0.918 0.929 0.963 lying 0.819 0.032 0.805 0.819 0.812 0.894 standing 0.827 0.014 0.901 0.827 0.863 0.91 sitting 0.907 0.013 0.929 0.907 0.918 0.956 running 0.819 0.04 0.788 0.819 0.803 0.904 walking Weighted Avg. 0.836 0.026 0.839 0.836 0.837 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 83 14 0 0 0 0 1 7 | a = climbingdown 12 81 0 0 0 0 0 16 | b = climbingup 0 1 14 0 0 0 1 0 | c = jumping 0 1 0 112 5 4 0 0 | d = lying 4 0 0 5 95 6 3 3 | e = standing 0 0 0 2 14 91 2 1 | f = sitting 5 2 1 0 3 0 117 1 | g = running 5 15 0 0 1 0 2 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 708 84.8921 % Incorrectly Classified Instances 126 15.1079 % Kappa statistic 0.8247 Mean absolute error 0.0399 Root mean squared error 0.1868 Relative absolute error 18.5328 % Root relative squared error 56.9144 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.848 0.033 0.788 0.848 0.817 0.928 climbingdown 0.697 0.04 0.724 0.697 0.71 0.879 climbingup 0.938 0.004 0.833 0.938 0.882 0.967 jumping 0.926 0.015 0.911 0.926 0.919 0.966 lying 0.802 0.017 0.886 0.802 0.842 0.907 standing 0.873 0.032 0.807 0.873 0.838 0.93 sitting 0.938 0.01 0.945 0.938 0.942 0.973 running 0.827 0.024 0.861 0.827 0.843 0.896 walking Weighted Avg. 0.849 0.023 0.85 0.849 0.849 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 89 11 1 0 0 1 0 3 | a = climbingdown 16 76 1 0 0 0 2 14 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 113 2 6 1 0 | d = lying 0 0 0 5 93 15 3 0 | e = standing 1 0 0 6 7 96 0 0 | f = sitting 5 0 1 0 1 1 121 0 | g = running 2 18 0 0 2 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 691 82.8537 % Incorrectly Classified Instances 143 17.1463 % Kappa statistic 0.801 Mean absolute error 0.0452 Root mean squared error 0.2008 Relative absolute error 20.9823 % Root relative squared error 61.1917 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.034 0.755 0.74 0.748 0.872 climbingdown 0.725 0.046 0.705 0.725 0.715 0.875 climbingup 0.938 0.001 0.938 0.938 0.938 0.968 jumping 0.934 0.017 0.905 0.934 0.919 0.957 lying 0.784 0.021 0.858 0.784 0.82 0.906 standing 0.856 0.028 0.826 0.856 0.841 0.945 sitting 0.915 0.014 0.922 0.915 0.918 0.957 running 0.803 0.038 0.791 0.803 0.797 0.885 walking Weighted Avg. 0.829 0.027 0.829 0.829 0.828 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 77 16 0 0 1 1 2 7 | a = climbingdown 11 79 0 0 0 0 2 17 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 114 4 4 0 0 | d = lying 1 0 0 4 91 14 4 2 | e = standing 1 0 0 6 9 95 0 0 | f = sitting 5 1 1 1 1 1 118 1 | g = running 7 16 0 1 0 0 1 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 693 83.0935 % Incorrectly Classified Instances 141 16.9065 % Kappa statistic 0.8036 Mean absolute error 0.0444 Root mean squared error 0.1997 Relative absolute error 20.5967 % Root relative squared error 60.869 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.036 0.752 0.76 0.756 0.866 climbingdown 0.642 0.041 0.7 0.642 0.67 0.825 climbingup 0.75 0.001 0.923 0.75 0.828 0.889 jumping 0.918 0.014 0.918 0.918 0.918 0.958 lying 0.829 0.025 0.843 0.829 0.836 0.918 standing 0.873 0.026 0.835 0.873 0.853 0.931 sitting 0.969 0.011 0.94 0.969 0.954 0.979 running 0.803 0.041 0.779 0.803 0.791 0.898 walking Weighted Avg. 0.831 0.027 0.83 0.831 0.83 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 79 15 0 0 2 0 1 7 | a = climbingdown 16 70 1 0 0 0 2 20 | b = climbingup 1 1 12 0 0 0 2 0 | c = jumping 0 0 0 112 1 7 2 0 | d = lying 2 0 0 5 97 11 1 1 | e = standing 0 0 0 5 9 96 0 0 | f = sitting 0 0 0 0 2 1 125 1 | g = running 7 14 0 0 4 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 719 86.211 % Incorrectly Classified Instances 115 13.789 % Kappa statistic 0.8399 Mean absolute error 0.037 Root mean squared error 0.1769 Relative absolute error 17.1549 % Root relative squared error 53.9041 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.036 0.761 0.798 0.779 0.901 climbingdown 0.743 0.028 0.802 0.743 0.771 0.879 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.934 0.02 0.891 0.934 0.912 0.959 lying 0.828 0.017 0.889 0.828 0.857 0.934 standing 0.873 0.023 0.85 0.873 0.861 0.936 sitting 0.953 0.009 0.953 0.953 0.953 0.976 running 0.866 0.028 0.846 0.866 0.856 0.924 walking Weighted Avg. 0.862 0.022 0.862 0.862 0.862 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 83 11 0 0 1 1 1 7 | a = climbingdown 15 81 0 1 0 1 1 10 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 0 0 0 114 2 4 0 2 | d = lying 1 0 0 7 96 10 2 0 | e = standing 1 0 0 5 6 96 1 1 | f = sitting 1 3 0 1 0 1 123 0 | g = running 7 6 0 0 3 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 697 83.5731 % Incorrectly Classified Instances 137 16.4269 % Kappa statistic 0.8094 Mean absolute error 0.0437 Root mean squared error 0.1953 Relative absolute error 20.298 % Root relative squared error 59.4939 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.788 0.044 0.719 0.788 0.752 0.915 climbingdown 0.734 0.033 0.769 0.734 0.751 0.899 climbingup 1 0 1 1 1 1 jumping 0.852 0.02 0.881 0.852 0.867 0.922 lying 0.81 0.018 0.879 0.81 0.843 0.918 standing 0.827 0.033 0.791 0.827 0.809 0.92 sitting 0.915 0.011 0.937 0.915 0.925 0.952 running 0.874 0.031 0.835 0.874 0.854 0.917 walking Weighted Avg. 0.836 0.026 0.838 0.836 0.836 0.923 === Confusion Matrix === a b c d e f g h <-- classified as 82 15 0 0 0 0 2 5 | a = climbingdown 16 80 0 0 0 0 0 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 2 0 0 104 3 12 1 0 | d = lying 0 0 0 6 94 9 3 4 | e = standing 2 0 0 7 8 91 2 0 | f = sitting 4 1 0 1 2 3 118 0 | g = running 8 8 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 694 83.2134 % Incorrectly Classified Instances 140 16.7866 % Kappa statistic 0.8052 Mean absolute error 0.0455 Root mean squared error 0.1983 Relative absolute error 21.1454 % Root relative squared error 60.432 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.752 0.045 0.705 0.752 0.728 0.853 climbingdown 0.648 0.039 0.714 0.648 0.68 0.845 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.918 0.015 0.911 0.918 0.914 0.951 lying 0.862 0.031 0.82 0.862 0.84 0.941 standing 0.855 0.015 0.895 0.855 0.874 0.945 sitting 0.891 0.014 0.92 0.891 0.906 0.95 running 0.843 0.034 0.817 0.843 0.829 0.908 walking Weighted Avg. 0.832 0.027 0.833 0.832 0.832 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 79 12 1 0 1 1 5 6 | a = climbingdown 19 70 0 0 0 0 2 17 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 112 7 2 0 0 | d = lying 4 0 0 2 100 6 3 1 | e = standing 0 0 0 7 9 94 0 0 | f = sitting 5 2 0 2 3 2 115 0 | g = running 5 13 0 0 2 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 688 82.593 % Incorrectly Classified Instances 145 17.407 % Kappa statistic 0.7978 Mean absolute error 0.046 Root mean squared error 0.1993 Relative absolute error 21.3397 % Root relative squared error 60.7257 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.033 0.755 0.705 0.729 0.878 climbingdown 0.713 0.04 0.726 0.713 0.72 0.873 climbingup 0.813 0.002 0.867 0.813 0.839 0.958 jumping 0.943 0.013 0.927 0.943 0.935 0.974 lying 0.81 0.022 0.855 0.81 0.832 0.933 standing 0.845 0.026 0.83 0.845 0.838 0.923 sitting 0.868 0.016 0.911 0.868 0.889 0.926 running 0.866 0.05 0.759 0.866 0.809 0.914 walking Weighted Avg. 0.826 0.028 0.827 0.826 0.826 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 74 17 0 0 1 0 4 9 | a = climbingdown 9 77 0 0 0 0 2 20 | b = climbingup 0 1 13 0 0 0 2 0 | c = jumping 0 0 0 115 4 3 0 0 | d = lying 1 1 0 1 94 14 1 4 | e = standing 1 0 0 7 8 93 0 1 | f = sitting 8 2 2 1 2 1 112 1 | g = running 5 8 0 0 1 1 2 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 695 83.4334 % Incorrectly Classified Instances 138 16.5666 % Kappa statistic 0.8076 Mean absolute error 0.0438 Root mean squared error 0.1953 Relative absolute error 20.3442 % Root relative squared error 59.5 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.032 0.787 0.81 0.798 0.908 climbingdown 0.706 0.039 0.733 0.706 0.72 0.876 climbingup 0.813 0.001 0.929 0.813 0.867 0.936 jumping 0.943 0.014 0.92 0.943 0.931 0.975 lying 0.793 0.028 0.821 0.793 0.807 0.91 standing 0.836 0.022 0.852 0.836 0.844 0.92 sitting 0.907 0.026 0.867 0.907 0.886 0.949 running 0.825 0.031 0.825 0.825 0.825 0.921 walking Weighted Avg. 0.834 0.027 0.834 0.834 0.834 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 85 11 0 0 1 0 4 4 | a = climbingdown 15 77 0 0 0 0 1 16 | b = climbingup 0 0 13 0 0 0 3 0 | c = jumping 0 0 0 115 2 4 1 0 | d = lying 0 0 0 4 92 12 6 2 | e = standing 0 0 0 5 11 92 2 0 | f = sitting 2 5 1 1 3 0 117 0 | g = running 6 12 0 0 3 0 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 718 86.1945 % Incorrectly Classified Instances 115 13.8055 % Kappa statistic 0.8397 Mean absolute error 0.0382 Root mean squared error 0.1771 Relative absolute error 17.7411 % Root relative squared error 53.9829 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.019 0.848 0.743 0.792 0.897 climbingdown 0.743 0.032 0.779 0.743 0.761 0.884 climbingup 1 0.004 0.842 1 0.914 0.998 jumping 0.975 0.015 0.915 0.975 0.944 0.986 lying 0.879 0.024 0.857 0.879 0.868 0.949 standing 0.827 0.015 0.892 0.827 0.858 0.913 sitting 0.922 0.01 0.944 0.922 0.933 0.962 running 0.889 0.041 0.794 0.889 0.839 0.932 walking Weighted Avg. 0.862 0.022 0.863 0.862 0.861 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 78 12 0 0 2 1 0 12 | a = climbingdown 7 81 1 0 0 1 3 16 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 119 0 3 0 0 | d = lying 1 0 0 4 102 6 2 1 | e = standing 1 0 0 6 11 91 1 0 | f = sitting 1 3 2 0 4 0 119 0 | g = running 4 8 0 1 0 0 1 112 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 646 75.644 % Incorrectly Classified Instances 208 24.356 % Kappa statistic 0.7167 Mean absolute error 0.0653 Root mean squared error 0.2341 Relative absolute error 30.3652 % Root relative squared error 71.3772 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.03 0.753 0.707 0.729 0.839 climbingdown 0.748 0.042 0.748 0.748 0.748 0.884 climbingup 0.941 0.001 0.941 0.941 0.941 0.97 jumping 0.727 0.069 0.673 0.727 0.699 0.872 lying 0.657 0.024 0.788 0.657 0.717 0.879 standing 0.642 0.067 0.611 0.642 0.626 0.843 sitting 0.952 0.008 0.952 0.952 0.952 0.968 running 0.808 0.043 0.772 0.808 0.789 0.915 walking Weighted Avg. 0.756 0.041 0.759 0.756 0.757 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 70 13 1 0 1 0 1 13 | a = climbingdown 13 92 0 1 1 0 0 16 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 1 0 101 3 32 1 0 | d = lying 1 0 0 15 67 16 3 0 | e = standing 0 0 0 33 10 77 0 0 | f = sitting 1 0 0 0 2 1 118 2 | g = running 7 17 0 0 1 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 642 75.1756 % Incorrectly Classified Instances 212 24.8244 % Kappa statistic 0.7116 Mean absolute error 0.0658 Root mean squared error 0.2396 Relative absolute error 30.5893 % Root relative squared error 73.0498 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.032 0.742 0.697 0.719 0.836 climbingdown 0.77 0.056 0.696 0.77 0.732 0.884 climbingup 1 0 1 1 1 1 jumping 0.696 0.046 0.744 0.696 0.719 0.838 lying 0.696 0.047 0.67 0.696 0.683 0.845 standing 0.669 0.061 0.643 0.669 0.656 0.85 sitting 0.92 0.008 0.95 0.92 0.935 0.96 running 0.762 0.039 0.78 0.762 0.77 0.883 walking Weighted Avg. 0.752 0.04 0.755 0.752 0.753 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 69 16 0 0 1 1 1 11 | a = climbingdown 11 94 0 0 0 0 0 17 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 1 0 96 14 25 1 0 | d = lying 2 1 0 7 71 18 3 0 | e = standing 0 0 0 25 14 81 1 0 | f = sitting 2 2 0 1 4 1 115 0 | g = running 8 21 0 0 2 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 652 76.3466 % Incorrectly Classified Instances 202 23.6534 % Kappa statistic 0.7252 Mean absolute error 0.0639 Root mean squared error 0.2336 Relative absolute error 29.6993 % Root relative squared error 71.219 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.024 0.802 0.737 0.768 0.895 climbingdown 0.779 0.046 0.736 0.779 0.757 0.899 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.732 0.052 0.732 0.732 0.732 0.885 lying 0.637 0.049 0.637 0.637 0.637 0.811 standing 0.653 0.06 0.642 0.653 0.648 0.853 sitting 0.92 0.011 0.935 0.92 0.927 0.954 running 0.823 0.032 0.823 0.823 0.823 0.924 walking Weighted Avg. 0.763 0.039 0.765 0.763 0.764 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 73 15 0 0 1 0 1 9 | a = climbingdown 13 95 0 0 0 0 1 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 1 0 101 14 21 0 0 | d = lying 0 0 0 10 65 22 5 0 | e = standing 0 0 0 27 14 79 0 1 | f = sitting 0 2 1 0 6 1 115 0 | g = running 4 16 0 0 2 0 1 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 624 73.0679 % Incorrectly Classified Instances 230 26.9321 % Kappa statistic 0.6869 Mean absolute error 0.0715 Root mean squared error 0.2446 Relative absolute error 33.2392 % Root relative squared error 74.5669 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.037 0.711 0.697 0.704 0.875 climbingdown 0.68 0.052 0.686 0.68 0.683 0.861 climbingup 1 0 1 1 1 1 jumping 0.712 0.071 0.66 0.712 0.685 0.864 lying 0.627 0.044 0.66 0.627 0.643 0.843 standing 0.57 0.068 0.58 0.57 0.575 0.804 sitting 0.927 0.008 0.95 0.927 0.939 0.968 running 0.831 0.033 0.818 0.831 0.824 0.914 walking Weighted Avg. 0.731 0.044 0.731 0.731 0.731 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 69 18 0 0 3 0 2 7 | a = climbingdown 21 83 0 0 0 1 0 17 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 99 11 27 1 0 | d = lying 0 0 0 15 64 20 3 0 | e = standing 0 0 0 35 17 69 0 0 | f = sitting 3 3 0 0 2 1 115 0 | g = running 4 16 0 1 0 1 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 649 75.9953 % Incorrectly Classified Instances 205 24.0047 % Kappa statistic 0.7209 Mean absolute error 0.0656 Root mean squared error 0.2348 Relative absolute error 30.4842 % Root relative squared error 71.5962 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.034 0.752 0.798 0.775 0.904 climbingdown 0.689 0.036 0.764 0.689 0.724 0.845 climbingup 0.882 0 1 0.882 0.938 1 jumping 0.727 0.064 0.687 0.727 0.706 0.842 lying 0.657 0.032 0.736 0.657 0.694 0.844 standing 0.636 0.064 0.621 0.636 0.629 0.844 sitting 0.96 0.011 0.937 0.96 0.948 0.989 running 0.823 0.039 0.793 0.823 0.808 0.911 walking Weighted Avg. 0.76 0.04 0.761 0.76 0.759 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 79 11 0 1 0 0 1 7 | a = climbingdown 17 84 0 0 0 0 2 19 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 101 10 27 1 0 | d = lying 0 0 0 13 67 18 2 2 | e = standing 0 0 0 31 13 77 0 0 | f = sitting 2 0 0 1 1 1 119 0 | g = running 7 15 0 0 0 1 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 629 73.6534 % Incorrectly Classified Instances 225 26.3466 % Kappa statistic 0.6937 Mean absolute error 0.0705 Root mean squared error 0.2443 Relative absolute error 32.7451 % Root relative squared error 74.49 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.026 0.78 0.717 0.747 0.87 climbingdown 0.705 0.045 0.723 0.705 0.714 0.859 climbingup 1 0 1 1 1 1 jumping 0.676 0.064 0.671 0.676 0.674 0.86 lying 0.637 0.043 0.67 0.637 0.653 0.827 standing 0.595 0.078 0.558 0.595 0.576 0.791 sitting 0.96 0.004 0.975 0.96 0.967 0.977 running 0.808 0.047 0.755 0.808 0.781 0.895 walking Weighted Avg. 0.737 0.044 0.739 0.737 0.737 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 71 14 0 1 1 0 1 11 | a = climbingdown 13 86 0 2 0 1 0 20 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 2 0 0 94 9 34 0 0 | d = lying 0 0 0 13 65 22 1 1 | e = standing 0 0 0 30 17 72 1 1 | f = sitting 0 1 0 0 3 0 119 1 | g = running 5 18 0 0 2 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 628 73.5363 % Incorrectly Classified Instances 226 26.4637 % Kappa statistic 0.6924 Mean absolute error 0.0691 Root mean squared error 0.2437 Relative absolute error 32.1334 % Root relative squared error 74.3108 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.038 0.731 0.798 0.763 0.905 climbingdown 0.574 0.038 0.714 0.574 0.636 0.82 climbingup 1 0 1 1 1 1 jumping 0.748 0.07 0.675 0.748 0.71 0.881 lying 0.676 0.037 0.711 0.676 0.693 0.843 standing 0.529 0.057 0.604 0.529 0.564 0.796 sitting 0.96 0.011 0.937 0.96 0.948 0.977 running 0.815 0.057 0.721 0.815 0.765 0.896 walking Weighted Avg. 0.735 0.044 0.733 0.735 0.732 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 79 10 0 0 1 0 1 8 | a = climbingdown 18 70 0 0 1 0 0 33 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 104 6 27 1 0 | d = lying 1 2 0 12 69 14 4 0 | e = standing 1 0 0 38 16 64 2 0 | f = sitting 2 0 0 0 2 1 119 0 | g = running 7 15 0 0 2 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 657 76.9321 % Incorrectly Classified Instances 197 23.0679 % Kappa statistic 0.7322 Mean absolute error 0.0621 Root mean squared error 0.2293 Relative absolute error 28.8549 % Root relative squared error 69.9215 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.03 0.77 0.778 0.774 0.895 climbingdown 0.77 0.034 0.79 0.77 0.78 0.894 climbingup 0.941 0.001 0.941 0.941 0.941 0.999 jumping 0.691 0.05 0.727 0.691 0.708 0.889 lying 0.775 0.056 0.653 0.775 0.709 0.872 standing 0.587 0.057 0.628 0.587 0.607 0.805 sitting 0.96 0.007 0.96 0.96 0.96 0.979 running 0.808 0.032 0.82 0.808 0.814 0.917 walking Weighted Avg. 0.769 0.037 0.77 0.769 0.769 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 77 11 0 0 2 0 1 8 | a = climbingdown 15 94 0 1 0 0 0 12 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 96 13 30 0 0 | d = lying 0 0 0 9 79 10 2 2 | e = standing 1 0 0 25 23 71 0 1 | f = sitting 0 1 1 1 1 1 119 0 | g = running 7 13 0 0 3 1 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 645 75.5269 % Incorrectly Classified Instances 209 24.4731 % Kappa statistic 0.7158 Mean absolute error 0.0645 Root mean squared error 0.2332 Relative absolute error 29.9517 % Root relative squared error 71.0795 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.808 0.029 0.784 0.808 0.796 0.901 climbingdown 0.803 0.049 0.731 0.803 0.766 0.907 climbingup 1 0 1 1 1 1 jumping 0.727 0.06 0.701 0.727 0.714 0.868 lying 0.686 0.039 0.707 0.686 0.697 0.877 standing 0.575 0.071 0.57 0.575 0.573 0.836 sitting 0.944 0.008 0.951 0.944 0.947 0.979 running 0.708 0.029 0.814 0.708 0.757 0.903 walking Weighted Avg. 0.755 0.04 0.757 0.755 0.755 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 80 10 0 1 1 0 1 6 | a = climbingdown 11 98 0 0 0 0 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 101 7 29 2 0 | d = lying 2 1 0 5 70 21 2 1 | e = standing 0 0 0 35 16 69 0 0 | f = sitting 2 1 0 1 0 2 117 1 | g = running 7 24 0 1 5 0 1 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 660 77.2834 % Incorrectly Classified Instances 194 22.7166 % Kappa statistic 0.7362 Mean absolute error 0.0611 Root mean squared error 0.2259 Relative absolute error 28.3741 % Root relative squared error 68.8644 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.808 0.036 0.748 0.808 0.777 0.912 climbingdown 0.754 0.038 0.767 0.754 0.76 0.896 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.77 0.049 0.754 0.77 0.762 0.877 lying 0.647 0.045 0.66 0.647 0.653 0.857 standing 0.633 0.054 0.655 0.633 0.644 0.824 sitting 0.944 0.014 0.921 0.944 0.932 0.972 running 0.808 0.028 0.84 0.808 0.824 0.918 walking Weighted Avg. 0.773 0.037 0.772 0.773 0.772 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 80 11 0 0 1 0 2 5 | a = climbingdown 13 92 0 1 1 0 0 15 | b = climbingup 0 1 17 0 0 0 0 0 | c = jumping 1 1 0 107 9 20 1 0 | d = lying 2 0 0 14 66 17 3 0 | e = standing 0 0 0 19 21 76 4 0 | f = sitting 1 1 0 1 2 2 117 0 | g = running 10 14 0 0 0 1 0 105 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 661 76.5933 % Incorrectly Classified Instances 202 23.4067 % Kappa statistic 0.728 Mean absolute error 0.0646 Root mean squared error 0.2296 Relative absolute error 30.0687 % Root relative squared error 70.0666 % Total Number of Instances 863 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.032 0.719 0.696 0.707 0.862 climbingdown 0.781 0.05 0.683 0.781 0.729 0.874 climbingup 1 0.004 0.842 1 0.914 0.999 jumping 0.932 0.021 0.873 0.932 0.902 0.961 lying 0.597 0.054 0.688 0.597 0.639 0.843 standing 0.664 0.052 0.669 0.664 0.667 0.873 sitting 0.91 0.022 0.884 0.91 0.897 0.951 running 0.756 0.036 0.797 0.756 0.776 0.885 walking Weighted Avg. 0.766 0.038 0.764 0.766 0.764 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 64 15 0 0 0 2 2 9 | a = climbingdown 9 82 0 0 1 0 0 13 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 110 4 2 2 0 | d = lying 1 2 0 10 86 33 10 2 | e = standing 0 2 0 6 30 79 1 1 | f = sitting 4 0 2 0 3 2 122 1 | g = running 11 19 1 0 1 0 1 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 643 74.594 % Incorrectly Classified Instances 219 25.406 % Kappa statistic 0.7045 Mean absolute error 0.0662 Root mean squared error 0.2335 Relative absolute error 30.8062 % Root relative squared error 71.2437 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.032 0.719 0.696 0.707 0.863 climbingdown 0.651 0.044 0.676 0.651 0.663 0.858 climbingup 1 0.001 0.938 1 0.968 0.999 jumping 0.856 0.026 0.842 0.856 0.849 0.961 lying 0.524 0.054 0.661 0.524 0.585 0.839 standing 0.737 0.063 0.649 0.737 0.69 0.87 sitting 0.895 0.021 0.888 0.895 0.891 0.94 running 0.83 0.055 0.737 0.83 0.78 0.892 walking Weighted Avg. 0.746 0.042 0.744 0.746 0.743 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 64 11 0 1 0 0 1 15 | a = climbingdown 12 69 0 0 1 0 2 22 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 4 0 101 11 1 1 0 | d = lying 3 3 0 9 76 44 10 0 | e = standing 2 0 0 4 23 87 1 1 | f = sitting 0 2 1 4 3 2 119 2 | g = running 8 13 0 1 1 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 655 75.9861 % Incorrectly Classified Instances 207 24.0139 % Kappa statistic 0.7206 Mean absolute error 0.0637 Root mean squared error 0.2318 Relative absolute error 29.6691 % Root relative squared error 70.7275 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.813 0.032 0.747 0.813 0.779 0.919 climbingdown 0.717 0.036 0.738 0.717 0.727 0.866 climbingup 0.938 0 1 0.938 0.968 0.968 jumping 0.89 0.019 0.882 0.89 0.886 0.94 lying 0.614 0.078 0.614 0.614 0.614 0.839 standing 0.559 0.063 0.584 0.559 0.571 0.831 sitting 0.947 0.011 0.94 0.947 0.944 0.967 running 0.77 0.041 0.776 0.77 0.773 0.877 walking Weighted Avg. 0.76 0.04 0.759 0.76 0.759 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 74 9 0 0 0 0 0 8 | a = climbingdown 10 76 0 0 2 1 0 17 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 105 8 4 1 0 | d = lying 2 0 0 12 89 37 3 2 | e = standing 0 1 0 1 45 66 2 3 | f = sitting 1 1 0 0 1 4 126 0 | g = running 12 16 0 1 0 1 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 644 74.71 % Incorrectly Classified Instances 218 25.29 % Kappa statistic 0.7059 Mean absolute error 0.0657 Root mean squared error 0.2364 Relative absolute error 30.5607 % Root relative squared error 72.1258 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.03 0.747 0.739 0.743 0.875 climbingdown 0.708 0.04 0.714 0.708 0.711 0.874 climbingup 0.938 0.002 0.882 0.938 0.909 0.995 jumping 0.949 0.026 0.854 0.949 0.899 0.971 lying 0.566 0.071 0.617 0.566 0.59 0.794 standing 0.585 0.071 0.566 0.585 0.575 0.821 sitting 0.88 0.014 0.921 0.88 0.9 0.945 running 0.793 0.041 0.781 0.793 0.787 0.901 walking Weighted Avg. 0.747 0.042 0.745 0.747 0.746 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 68 10 0 0 0 1 2 11 | a = climbingdown 9 75 0 2 2 1 0 17 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 0 0 111 5 0 0 0 | d = lying 1 0 0 10 82 48 4 0 | e = standing 2 1 0 5 38 69 3 0 | f = sitting 2 0 2 1 6 3 117 2 | g = running 8 19 0 1 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 658 76.3341 % Incorrectly Classified Instances 204 23.6659 % Kappa statistic 0.7248 Mean absolute error 0.0624 Root mean squared error 0.2276 Relative absolute error 29.0383 % Root relative squared error 69.4347 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.761 0.03 0.753 0.761 0.757 0.887 climbingdown 0.755 0.04 0.727 0.755 0.741 0.893 climbingup 1 0 1 1 1 1 jumping 0.897 0.013 0.913 0.897 0.905 0.95 lying 0.586 0.075 0.612 0.586 0.599 0.841 standing 0.627 0.075 0.569 0.627 0.597 0.834 sitting 0.887 0.01 0.944 0.887 0.915 0.96 running 0.815 0.033 0.821 0.815 0.818 0.886 walking Weighted Avg. 0.763 0.04 0.767 0.763 0.765 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 70 12 0 0 0 1 0 9 | a = climbingdown 9 80 0 1 2 1 1 12 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 0 0 105 6 4 1 0 | d = lying 1 2 0 8 85 45 3 1 | e = standing 0 0 0 1 41 74 2 0 | f = sitting 2 2 0 0 5 4 118 2 | g = running 10 14 0 0 0 1 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 659 76.4501 % Incorrectly Classified Instances 203 23.5499 % Kappa statistic 0.7261 Mean absolute error 0.0645 Root mean squared error 0.229 Relative absolute error 30.0226 % Root relative squared error 69.8653 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.783 0.034 0.735 0.783 0.758 0.9 climbingdown 0.783 0.032 0.776 0.783 0.779 0.893 climbingup 1 0 1 1 1 1 jumping 0.889 0.019 0.881 0.889 0.885 0.937 lying 0.632 0.078 0.619 0.632 0.625 0.838 standing 0.585 0.06 0.605 0.585 0.595 0.83 sitting 0.917 0.016 0.91 0.917 0.914 0.954 running 0.75 0.036 0.797 0.75 0.773 0.878 walking Weighted Avg. 0.765 0.04 0.764 0.765 0.764 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 72 8 0 0 0 0 0 12 | a = climbingdown 10 83 0 0 0 0 1 12 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 1 0 104 5 1 4 1 | d = lying 1 0 0 11 91 38 3 0 | e = standing 1 0 0 3 42 69 3 0 | f = sitting 1 1 0 0 6 2 122 1 | g = running 12 14 0 0 3 4 1 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 655 75.9861 % Incorrectly Classified Instances 207 24.0139 % Kappa statistic 0.7207 Mean absolute error 0.0654 Root mean squared error 0.2337 Relative absolute error 30.4243 % Root relative squared error 71.2988 % 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 0.887 climbingdown 0.717 0.04 0.717 0.717 0.717 0.869 climbingup 1 0.002 0.889 1 0.941 0.999 jumping 0.838 0.02 0.867 0.838 0.852 0.909 lying 0.632 0.07 0.645 0.632 0.639 0.818 standing 0.619 0.075 0.566 0.619 0.591 0.814 sitting 0.88 0.012 0.929 0.88 0.903 0.942 running 0.831 0.036 0.813 0.831 0.822 0.905 walking Weighted Avg. 0.76 0.04 0.763 0.76 0.761 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 71 12 0 2 1 0 0 6 | a = climbingdown 11 76 0 0 0 2 1 16 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 2 0 98 5 9 1 1 | d = lying 0 0 0 8 91 40 4 1 | e = standing 0 2 0 3 37 73 3 0 | f = sitting 2 0 2 1 5 4 117 2 | g = running 5 14 0 1 2 1 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 651 75.522 % Incorrectly Classified Instances 211 24.478 % Kappa statistic 0.7152 Mean absolute error 0.0671 Root mean squared error 0.2369 Relative absolute error 31.2243 % Root relative squared error 72.2875 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.034 0.72 0.728 0.724 0.875 climbingdown 0.632 0.042 0.677 0.632 0.654 0.835 climbingup 0.875 0.002 0.875 0.875 0.875 0.959 jumping 0.94 0.019 0.887 0.94 0.913 0.958 lying 0.597 0.067 0.642 0.597 0.619 0.8 standing 0.627 0.06 0.622 0.627 0.624 0.845 sitting 0.925 0.015 0.918 0.925 0.921 0.958 running 0.809 0.045 0.769 0.809 0.789 0.897 walking Weighted Avg. 0.755 0.04 0.752 0.755 0.753 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 67 16 0 0 0 0 0 9 | a = climbingdown 16 67 0 0 1 2 1 19 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 1 0 0 110 4 0 1 1 | d = lying 0 1 0 13 86 40 3 1 | e = standing 0 0 0 1 37 74 4 2 | f = sitting 1 0 2 0 3 3 123 1 | g = running 8 15 0 0 3 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 657 76.2181 % Incorrectly Classified Instances 205 23.7819 % Kappa statistic 0.723 Mean absolute error 0.0626 Root mean squared error 0.2291 Relative absolute error 29.1582 % Root relative squared error 69.8971 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.641 0.032 0.702 0.641 0.67 0.848 climbingdown 0.695 0.046 0.676 0.695 0.685 0.84 climbingup 0.938 0 1 0.938 0.968 0.969 jumping 0.897 0.016 0.897 0.897 0.897 0.946 lying 0.674 0.077 0.638 0.674 0.655 0.859 standing 0.597 0.055 0.634 0.597 0.615 0.851 sitting 0.917 0.014 0.924 0.917 0.921 0.956 running 0.846 0.037 0.81 0.846 0.827 0.91 walking Weighted Avg. 0.762 0.04 0.762 0.762 0.762 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 59 18 0 0 1 0 2 12 | a = climbingdown 16 73 0 0 0 0 1 15 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 1 0 105 6 4 0 0 | d = lying 0 1 0 9 97 34 3 0 | e = standing 1 3 0 0 42 71 2 0 | f = sitting 1 0 0 3 4 3 122 0 | g = running 6 12 0 0 2 0 1 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 646 74.942 % Incorrectly Classified Instances 216 25.058 % Kappa statistic 0.7083 Mean absolute error 0.0669 Root mean squared error 0.2359 Relative absolute error 31.1301 % Root relative squared error 71.9838 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.023 0.78 0.696 0.736 0.877 climbingdown 0.676 0.053 0.64 0.676 0.657 0.84 climbingup 0.938 0.001 0.938 0.938 0.938 0.964 jumping 0.949 0.02 0.882 0.949 0.914 0.973 lying 0.653 0.075 0.635 0.653 0.644 0.837 standing 0.58 0.054 0.633 0.58 0.605 0.842 sitting 0.917 0.012 0.931 0.917 0.924 0.957 running 0.733 0.054 0.717 0.733 0.725 0.874 walking Weighted Avg. 0.749 0.042 0.749 0.749 0.748 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 64 12 0 1 1 0 0 14 | a = climbingdown 8 71 0 1 1 0 2 22 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 1 0 112 5 0 0 0 | d = lying 0 1 0 9 94 35 5 0 | e = standing 0 1 0 4 44 69 1 0 | f = sitting 1 0 1 0 2 4 122 3 | g = running 9 25 0 0 1 1 0 99 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 660 79.3269 % Incorrectly Classified Instances 172 20.6731 % Kappa statistic 0.7597 Mean absolute error 0.055 Root mean squared error 0.2169 Relative absolute error 25.5489 % Root relative squared error 66.1258 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.038 0.725 0.725 0.725 0.85 climbingdown 0.663 0.048 0.657 0.663 0.66 0.857 climbingup 0.882 0.001 0.938 0.882 0.909 0.932 jumping 0.884 0.024 0.863 0.884 0.873 0.939 lying 0.677 0.035 0.72 0.677 0.698 0.844 standing 0.799 0.03 0.836 0.799 0.817 0.921 sitting 0.961 0.016 0.919 0.961 0.939 0.974 running 0.767 0.047 0.75 0.767 0.759 0.903 walking Weighted Avg. 0.793 0.033 0.792 0.793 0.793 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 74 15 0 0 0 0 1 12 | a = climbingdown 16 67 0 0 1 0 0 17 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 107 4 8 2 0 | d = lying 2 2 0 9 67 11 5 3 | e = standing 0 0 0 7 18 107 1 1 | f = sitting 0 1 1 1 1 1 124 0 | g = running 10 17 0 0 2 1 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 659 79.2067 % Incorrectly Classified Instances 173 20.7933 % Kappa statistic 0.7583 Mean absolute error 0.0557 Root mean squared error 0.2172 Relative absolute error 25.8682 % Root relative squared error 66.232 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.044 0.695 0.709 0.702 0.866 climbingdown 0.716 0.055 0.646 0.716 0.679 0.867 climbingup 0.824 0 1 0.824 0.903 0.987 jumping 0.85 0.022 0.864 0.85 0.857 0.932 lying 0.737 0.03 0.768 0.737 0.753 0.886 standing 0.774 0.039 0.792 0.774 0.783 0.884 sitting 0.969 0.017 0.912 0.969 0.94 0.979 running 0.744 0.034 0.8 0.744 0.771 0.888 walking Weighted Avg. 0.792 0.033 0.794 0.792 0.792 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 73 17 0 1 0 1 2 9 | a = climbingdown 14 73 0 1 0 0 0 14 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 1 0 0 102 4 11 2 0 | d = lying 2 2 0 4 73 15 2 1 | e = standing 1 1 0 10 15 103 3 0 | f = sitting 1 2 0 0 1 0 125 0 | g = running 13 18 0 0 2 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 664 79.8077 % Incorrectly Classified Instances 168 20.1923 % Kappa statistic 0.7655 Mean absolute error 0.0535 Root mean squared error 0.2146 Relative absolute error 24.8923 % Root relative squared error 65.4536 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.036 0.748 0.748 0.748 0.854 climbingdown 0.735 0.047 0.688 0.735 0.711 0.888 climbingup 0.875 0.001 0.933 0.875 0.903 0.928 jumping 0.842 0.025 0.849 0.842 0.845 0.919 lying 0.818 0.042 0.723 0.818 0.768 0.929 standing 0.694 0.033 0.802 0.694 0.744 0.858 sitting 0.938 0.011 0.938 0.938 0.938 0.966 running 0.791 0.038 0.791 0.791 0.791 0.891 walking Weighted Avg. 0.798 0.032 0.8 0.798 0.798 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 77 15 0 0 1 1 0 9 | a = climbingdown 11 75 0 0 0 0 0 16 | b = climbingup 1 0 14 0 0 0 1 0 | c = jumping 1 1 0 101 6 10 1 0 | d = lying 0 1 0 4 81 11 1 1 | e = standing 0 3 0 12 20 93 5 1 | f = sitting 1 1 1 1 3 1 121 0 | g = running 12 13 0 1 1 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 648 77.8846 % Incorrectly Classified Instances 184 22.1154 % Kappa statistic 0.7432 Mean absolute error 0.0586 Root mean squared error 0.2253 Relative absolute error 27.2571 % Root relative squared error 68.6992 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.032 0.763 0.718 0.74 0.871 climbingdown 0.618 0.051 0.63 0.618 0.624 0.822 climbingup 1 0.002 0.895 1 0.944 0.998 jumping 0.833 0.032 0.813 0.833 0.823 0.914 lying 0.798 0.038 0.738 0.798 0.767 0.908 standing 0.761 0.04 0.785 0.761 0.773 0.869 sitting 0.915 0.014 0.922 0.915 0.918 0.953 running 0.742 0.047 0.742 0.742 0.742 0.86 walking Weighted Avg. 0.779 0.035 0.779 0.779 0.778 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 74 16 0 0 0 1 4 8 | a = climbingdown 11 63 0 0 2 1 1 24 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 100 5 13 1 0 | d = lying 0 0 0 6 79 11 3 0 | e = standing 1 0 0 14 15 102 1 1 | f = sitting 2 0 2 2 5 0 118 0 | g = running 8 21 0 1 1 2 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 652 78.3654 % Incorrectly Classified Instances 180 21.6346 % Kappa statistic 0.7487 Mean absolute error 0.0578 Root mean squared error 0.2232 Relative absolute error 26.8507 % Root relative squared error 68.0466 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.033 0.765 0.757 0.761 0.88 climbingdown 0.647 0.049 0.647 0.647 0.647 0.838 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.808 0.021 0.866 0.808 0.836 0.896 lying 0.778 0.037 0.74 0.778 0.759 0.889 standing 0.806 0.05 0.755 0.806 0.78 0.911 sitting 0.876 0.014 0.919 0.876 0.897 0.943 running 0.75 0.045 0.75 0.75 0.75 0.867 walking Weighted Avg. 0.784 0.035 0.786 0.784 0.784 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 78 12 0 0 0 1 2 10 | a = climbingdown 13 66 0 0 1 0 1 21 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 97 6 15 1 0 | d = lying 0 0 0 5 77 14 3 0 | e = standing 0 1 0 10 13 108 2 0 | f = sitting 3 2 1 0 5 4 113 1 | g = running 8 20 0 0 2 1 1 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 665 79.9279 % Incorrectly Classified Instances 167 20.0721 % Kappa statistic 0.7668 Mean absolute error 0.0537 Root mean squared error 0.2159 Relative absolute error 24.9686 % Root relative squared error 65.8198 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.032 0.763 0.718 0.74 0.87 climbingdown 0.608 0.051 0.626 0.608 0.617 0.815 climbingup 0.941 0.001 0.941 0.941 0.941 1 jumping 0.9 0.027 0.85 0.9 0.874 0.935 lying 0.83 0.031 0.783 0.83 0.806 0.917 standing 0.784 0.037 0.802 0.784 0.792 0.895 sitting 0.914 0.011 0.936 0.914 0.925 0.957 running 0.781 0.043 0.769 0.781 0.775 0.866 walking Weighted Avg. 0.799 0.032 0.799 0.799 0.799 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 74 19 0 0 2 0 3 5 | a = climbingdown 13 62 0 0 1 1 1 24 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 108 1 10 1 0 | d = lying 0 0 0 5 83 12 0 0 | e = standing 0 0 0 14 13 105 2 0 | f = sitting 2 0 1 0 4 3 117 1 | g = running 8 18 0 0 2 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 647 77.7644 % Incorrectly Classified Instances 185 22.2356 % Kappa statistic 0.7416 Mean absolute error 0.0576 Root mean squared error 0.2236 Relative absolute error 26.7833 % Root relative squared error 68.1644 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.047 0.696 0.757 0.726 0.881 climbingdown 0.604 0.048 0.635 0.604 0.619 0.81 climbingup 0.882 0.001 0.938 0.882 0.909 0.941 jumping 0.9 0.034 0.818 0.9 0.857 0.955 lying 0.72 0.027 0.783 0.72 0.75 0.88 standing 0.746 0.036 0.8 0.746 0.772 0.862 sitting 0.898 0.023 0.878 0.898 0.888 0.95 running 0.76 0.043 0.766 0.76 0.763 0.869 walking Weighted Avg. 0.778 0.036 0.777 0.778 0.777 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 78 15 0 0 0 1 1 8 | a = climbingdown 15 61 0 4 0 0 0 21 | b = climbingup 1 0 15 0 0 0 1 0 | c = jumping 1 0 0 108 3 7 1 0 | d = lying 0 1 0 4 72 14 8 1 | e = standing 1 3 0 14 11 100 5 0 | f = sitting 4 2 1 1 4 1 115 0 | g = running 12 14 0 1 2 2 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 668 80.2885 % Incorrectly Classified Instances 164 19.7115 % Kappa statistic 0.7708 Mean absolute error 0.0519 Root mean squared error 0.2119 Relative absolute error 24.1075 % Root relative squared error 64.5983 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.033 0.75 0.699 0.724 0.822 climbingdown 0.653 0.055 0.623 0.653 0.638 0.834 climbingup 0.882 0 1 0.882 0.938 0.962 jumping 0.875 0.032 0.82 0.875 0.847 0.937 lying 0.76 0.016 0.864 0.76 0.809 0.893 standing 0.821 0.032 0.833 0.821 0.827 0.906 sitting 0.969 0.01 0.947 0.969 0.958 0.987 running 0.775 0.051 0.735 0.775 0.755 0.875 walking Weighted Avg. 0.803 0.032 0.805 0.803 0.803 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 72 16 0 1 0 0 2 12 | a = climbingdown 16 66 0 1 0 0 0 18 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 2 0 0 105 2 10 1 0 | d = lying 1 0 0 6 76 10 2 5 | e = standing 0 0 0 15 8 110 0 1 | f = sitting 1 2 0 0 1 0 124 0 | g = running 4 22 0 0 1 2 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 666 80.0481 % Incorrectly Classified Instances 166 19.9519 % Kappa statistic 0.7681 Mean absolute error 0.0523 Root mean squared error 0.2135 Relative absolute error 24.2965 % Root relative squared error 65.105 % Total Number of Instances 832 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.777 0.03 0.784 0.777 0.78 0.894 climbingdown 0.653 0.045 0.667 0.653 0.66 0.855 climbingup 0.941 0 1 0.941 0.97 0.966 jumping 0.808 0.022 0.858 0.808 0.833 0.919 lying 0.78 0.036 0.75 0.78 0.765 0.9 standing 0.769 0.05 0.746 0.769 0.757 0.873 sitting 0.969 0.007 0.961 0.969 0.965 0.981 running 0.791 0.041 0.779 0.791 0.785 0.914 walking Weighted Avg. 0.8 0.032 0.801 0.8 0.801 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 80 12 0 1 0 1 1 8 | a = climbingdown 16 66 0 1 0 1 0 17 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 97 4 17 1 1 | d = lying 0 2 0 4 78 15 0 1 | e = standing 1 0 0 10 16 103 2 2 | f = sitting 1 0 0 0 2 1 124 0 | g = running 4 19 0 0 4 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 659 79.302 % Incorrectly Classified Instances 172 20.698 % Kappa statistic 0.7595 Mean absolute error 0.0547 Root mean squared error 0.2188 Relative absolute error 25.4083 % Root relative squared error 66.7116 % Total Number of Instances 831 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.045 0.7 0.755 0.726 0.86 climbingdown 0.693 0.036 0.729 0.693 0.711 0.829 climbingup 0.941 0.001 0.941 0.941 0.941 0.967 jumping 0.858 0.035 0.805 0.858 0.831 0.926 lying 0.73 0.036 0.737 0.73 0.734 0.858 standing 0.761 0.042 0.779 0.761 0.77 0.886 sitting 0.922 0.007 0.959 0.922 0.94 0.964 running 0.775 0.038 0.787 0.775 0.781 0.898 walking Weighted Avg. 0.793 0.033 0.794 0.793 0.793 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 77 13 0 0 0 0 0 12 | a = climbingdown 15 70 0 0 1 1 1 13 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 3 2 0 103 6 5 1 0 | d = lying 2 0 0 6 73 18 0 1 | e = standing 0 0 0 16 15 102 1 0 | f = sitting 0 0 1 2 2 4 118 1 | g = running 13 11 0 1 2 1 1 100 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 8 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 689 76.4706 % Incorrectly Classified Instances 212 23.5294 % Kappa statistic 0.7233 Mean absolute error 0.0628 Root mean squared error 0.2332 Relative absolute error 29.5128 % Root relative squared error 71.5018 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.012 0.881 0.851 0.865 0.929 climbingdown 0.729 0.083 0.714 0.729 0.721 0.826 climbingup 1 0 1 1 1 1 jumping 0.671 0.063 0.667 0.671 0.669 0.802 lying 0.595 0.043 0.573 0.595 0.584 0.802 standing 0.591 0.063 0.605 0.591 0.598 0.814 sitting 0.975 0.003 0.983 0.975 0.979 0.986 running 0.915 0.013 0.922 0.915 0.918 0.954 walking Weighted Avg. 0.765 0.044 0.766 0.765 0.765 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 74 8 0 0 0 0 1 4 | a = climbingdown 6 145 0 11 17 14 0 6 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 16 0 96 8 23 0 0 | d = lying 0 11 0 9 47 12 0 0 | e = standing 0 14 0 28 10 75 0 0 | f = sitting 0 3 0 0 0 0 116 0 | g = running 4 6 0 0 0 0 1 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 694 77.0255 % Incorrectly Classified Instances 207 22.9745 % Kappa statistic 0.7296 Mean absolute error 0.0609 Root mean squared error 0.2292 Relative absolute error 28.6341 % Root relative squared error 70.2986 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.816 0.016 0.845 0.816 0.83 0.926 climbingdown 0.729 0.091 0.694 0.729 0.711 0.826 climbingup 1 0 1 1 1 1 jumping 0.671 0.058 0.686 0.671 0.678 0.832 lying 0.6 0.04 0.593 0.6 0.596 0.829 standing 0.606 0.052 0.658 0.606 0.631 0.799 sitting 0.992 0 1 0.992 0.996 0.996 running 0.946 0.017 0.904 0.946 0.924 0.968 walking Weighted Avg. 0.77 0.044 0.769 0.77 0.769 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 71 11 0 0 0 0 0 5 | a = climbingdown 10 145 0 16 10 10 0 8 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 16 0 96 8 22 0 0 | d = lying 0 19 0 5 48 8 0 0 | e = standing 0 13 0 23 14 77 0 0 | f = sitting 0 0 0 0 1 0 118 0 | g = running 2 5 0 0 0 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 671 74.4728 % Incorrectly Classified Instances 230 25.5272 % Kappa statistic 0.7 Mean absolute error 0.0665 Root mean squared error 0.2384 Relative absolute error 31.2801 % Root relative squared error 73.0951 % Total Number of Instances 901 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.022 0.778 0.724 0.75 0.892 climbingdown 0.663 0.101 0.65 0.663 0.657 0.775 climbingup 1 0 1 1 1 1 jumping 0.746 0.058 0.707 0.746 0.726 0.863 lying 0.663 0.045 0.589 0.663 0.624 0.832 standing 0.535 0.049 0.642 0.535 0.584 0.817 sitting 0.983 0.006 0.959 0.983 0.971 0.991 running 0.883 0.022 0.869 0.883 0.876 0.951 walking Weighted Avg. 0.745 0.049 0.744 0.745 0.743 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 63 12 0 0 0 0 3 9 | a = climbingdown 15 132 0 16 13 14 1 8 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 15 0 106 9 12 0 0 | d = lying 0 8 0 7 53 12 0 0 | e = standing 0 22 0 21 15 68 1 0 | f = sitting 1 1 0 0 0 0 118 0 | g = running 2 13 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 692 76.8889 % Incorrectly Classified Instances 208 23.1111 % Kappa statistic 0.729 Mean absolute error 0.0606 Root mean squared error 0.2296 Relative absolute error 28.4839 % Root relative squared error 70.409 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.895 0.016 0.856 0.895 0.875 0.95 climbingdown 0.693 0.068 0.742 0.693 0.717 0.823 climbingup 1 0.003 0.857 1 0.923 0.998 jumping 0.662 0.065 0.657 0.662 0.66 0.827 lying 0.575 0.044 0.561 0.575 0.568 0.818 standing 0.638 0.066 0.614 0.638 0.625 0.828 sitting 0.958 0.001 0.991 0.958 0.975 0.977 running 0.961 0.009 0.946 0.961 0.953 0.978 walking Weighted Avg. 0.769 0.042 0.77 0.769 0.769 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 77 6 0 0 0 0 1 2 | a = climbingdown 11 138 1 15 18 11 0 5 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 15 0 94 4 29 0 0 | d = lying 0 12 0 11 46 11 0 0 | e = standing 0 10 0 23 13 81 0 0 | f = sitting 0 2 2 0 1 0 115 0 | g = running 2 3 0 0 0 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 710 78.8889 % Incorrectly Classified Instances 190 21.1111 % Kappa statistic 0.7518 Mean absolute error 0.0565 Root mean squared error 0.2225 Relative absolute error 26.5713 % Root relative squared error 68.2214 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.86 0.014 0.871 0.86 0.865 0.932 climbingdown 0.789 0.068 0.766 0.789 0.777 0.867 climbingup 1 0 1 1 1 1 jumping 0.69 0.053 0.71 0.69 0.7 0.839 lying 0.638 0.038 0.622 0.638 0.63 0.824 standing 0.63 0.054 0.656 0.63 0.643 0.791 sitting 0.983 0.005 0.967 0.983 0.975 0.989 running 0.891 0.018 0.891 0.891 0.891 0.941 walking Weighted Avg. 0.789 0.039 0.788 0.789 0.788 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 74 6 0 0 0 0 3 3 | a = climbingdown 7 157 0 10 11 4 0 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 8 0 98 10 26 0 0 | d = lying 0 12 0 5 51 12 0 0 | e = standing 0 12 0 25 10 80 0 0 | f = sitting 0 1 0 0 0 0 118 1 | g = running 4 9 0 0 0 0 1 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 674 74.8889 % Incorrectly Classified Instances 226 25.1111 % Kappa statistic 0.7046 Mean absolute error 0.0656 Root mean squared error 0.2391 Relative absolute error 30.8439 % Root relative squared error 73.3242 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.023 0.774 0.756 0.765 0.904 climbingdown 0.707 0.1 0.667 0.707 0.686 0.811 climbingup 1 0 1 1 1 1 jumping 0.706 0.062 0.682 0.706 0.694 0.871 lying 0.633 0.045 0.575 0.633 0.602 0.799 standing 0.531 0.051 0.636 0.531 0.579 0.784 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.883 0.017 0.897 0.883 0.89 0.942 walking Weighted Avg. 0.749 0.048 0.75 0.749 0.748 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 65 13 0 0 0 0 0 8 | a = climbingdown 16 140 0 15 14 7 1 5 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 13 0 101 8 21 0 0 | d = lying 0 15 0 3 50 11 0 0 | e = standing 0 16 0 29 15 68 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 3 12 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 689 76.5556 % Incorrectly Classified Instances 211 23.4444 % Kappa statistic 0.7245 Mean absolute error 0.0609 Root mean squared error 0.233 Relative absolute error 28.6495 % Root relative squared error 71.4302 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.86 0.029 0.755 0.86 0.804 0.93 climbingdown 0.732 0.077 0.729 0.732 0.73 0.852 climbingup 1 0 1 1 1 1 jumping 0.734 0.063 0.686 0.734 0.709 0.845 lying 0.57 0.04 0.577 0.57 0.573 0.785 standing 0.641 0.06 0.641 0.641 0.641 0.807 sitting 0.942 0 1 0.942 0.97 0.982 running 0.836 0.008 0.947 0.836 0.888 0.925 walking Weighted Avg. 0.766 0.043 0.771 0.766 0.767 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 74 9 0 0 0 0 0 3 | a = climbingdown 11 145 0 14 16 9 0 3 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 10 0 105 9 19 0 0 | d = lying 0 8 0 8 45 18 0 0 | e = standing 0 12 0 26 8 82 0 0 | f = sitting 4 3 0 0 0 0 113 0 | g = running 9 12 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 683 75.8889 % Incorrectly Classified Instances 217 24.1111 % Kappa statistic 0.7155 Mean absolute error 0.0625 Root mean squared error 0.2347 Relative absolute error 29.3782 % Root relative squared error 71.959 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.017 0.816 0.721 0.765 0.87 climbingdown 0.768 0.107 0.67 0.768 0.715 0.84 climbingup 1 0.002 0.9 1 0.947 0.999 jumping 0.622 0.05 0.701 0.622 0.659 0.829 lying 0.582 0.022 0.719 0.582 0.643 0.835 standing 0.68 0.066 0.63 0.68 0.654 0.837 sitting 0.967 0.008 0.951 0.967 0.959 0.983 running 0.883 0.017 0.897 0.883 0.89 0.944 walking Weighted Avg. 0.759 0.048 0.762 0.759 0.758 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 62 13 0 0 0 0 3 8 | a = climbingdown 11 152 1 10 6 11 2 5 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 19 0 89 6 28 0 0 | d = lying 0 15 0 6 46 12 0 0 | e = standing 0 12 1 22 6 87 0 0 | f = sitting 1 3 0 0 0 0 116 0 | g = running 1 13 0 0 0 0 1 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 669 74.3333 % Incorrectly Classified Instances 231 25.6667 % Kappa statistic 0.6984 Mean absolute error 0.0665 Root mean squared error 0.2427 Relative absolute error 31.2474 % Root relative squared error 74.4242 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.826 0.025 0.78 0.826 0.802 0.891 climbingdown 0.717 0.077 0.724 0.717 0.721 0.826 climbingup 1 0 1 1 1 1 jumping 0.678 0.062 0.674 0.678 0.676 0.829 lying 0.544 0.039 0.573 0.544 0.558 0.804 standing 0.578 0.076 0.556 0.578 0.567 0.791 sitting 0.983 0.003 0.983 0.983 0.983 0.99 running 0.829 0.022 0.863 0.829 0.846 0.911 walking Weighted Avg. 0.743 0.047 0.744 0.743 0.744 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 71 7 0 0 0 0 0 8 | a = climbingdown 10 142 0 11 13 12 1 9 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 11 0 97 6 29 0 0 | d = lying 0 10 0 8 43 18 0 0 | e = standing 0 13 0 28 13 74 0 0 | f = sitting 1 1 0 0 0 0 117 0 | g = running 9 12 0 0 0 0 1 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 686 76.2222 % Incorrectly Classified Instances 214 23.7778 % Kappa statistic 0.7205 Mean absolute error 0.0621 Root mean squared error 0.2318 Relative absolute error 29.1944 % Root relative squared error 71.0911 % Total Number of Instances 900 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.872 0.018 0.833 0.872 0.852 0.942 climbingdown 0.742 0.073 0.742 0.742 0.742 0.833 climbingup 1 0 1 1 1 1 jumping 0.678 0.082 0.61 0.678 0.642 0.835 lying 0.62 0.038 0.613 0.62 0.616 0.804 standing 0.516 0.057 0.6 0.516 0.555 0.816 sitting 0.975 0 1 0.975 0.987 0.987 running 0.915 0.014 0.915 0.915 0.915 0.951 walking Weighted Avg. 0.762 0.044 0.762 0.762 0.761 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 75 8 0 0 0 0 0 3 | a = climbingdown 6 147 0 18 9 10 0 8 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 12 0 97 10 23 0 0 | d = lying 0 15 0 4 49 11 0 0 | e = standing 0 10 0 40 12 66 0 0 | f = sitting 1 2 0 0 0 0 116 0 | g = running 7 4 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 660 71.8954 % Incorrectly Classified Instances 258 28.1046 % Kappa statistic 0.6711 Mean absolute error 0.0747 Root mean squared error 0.2546 Relative absolute error 34.9608 % Root relative squared error 77.9207 % Total Number of Instances 918 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.762 0.029 0.727 0.762 0.744 0.871 climbingdown 0.582 0.12 0.565 0.582 0.574 0.738 climbingup 1 0 1 1 1 1 jumping 0.623 0.05 0.688 0.623 0.654 0.83 lying 0.754 0.05 0.683 0.754 0.717 0.866 standing 0.655 0.055 0.639 0.655 0.647 0.81 sitting 0.942 0 1 0.942 0.97 0.97 running 0.779 0.03 0.81 0.779 0.794 0.874 walking Weighted Avg. 0.719 0.053 0.723 0.719 0.72 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 64 15 0 0 0 0 0 5 | a = climbingdown 14 113 0 15 17 19 0 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 19 0 86 15 18 0 0 | d = lying 0 13 0 8 86 7 0 0 | e = standing 0 17 0 16 7 78 0 1 | f = sitting 1 4 0 0 0 0 113 2 | g = running 9 19 0 0 1 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 631 68.7364 % Incorrectly Classified Instances 287 31.2636 % Kappa statistic 0.6336 Mean absolute error 0.0803 Root mean squared error 0.2656 Relative absolute error 37.58 % Root relative squared error 81.2656 % Total Number of Instances 918 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.034 0.671 0.679 0.675 0.836 climbingdown 0.577 0.13 0.544 0.577 0.56 0.736 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.645 0.058 0.664 0.645 0.654 0.815 lying 0.588 0.039 0.684 0.588 0.632 0.807 standing 0.613 0.056 0.619 0.613 0.616 0.836 sitting 0.975 0 1 0.975 0.987 0.992 running 0.748 0.055 0.695 0.748 0.721 0.858 walking Weighted Avg. 0.687 0.059 0.69 0.687 0.688 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 57 14 0 0 0 0 0 13 | a = climbingdown 18 112 1 12 8 14 0 29 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 18 0 89 12 18 0 1 | d = lying 0 19 0 15 67 13 0 0 | e = standing 0 19 0 17 10 73 0 0 | f = sitting 0 1 0 1 1 0 117 0 | g = running 10 23 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 660 71.8954 % Incorrectly Classified Instances 258 28.1046 % Kappa statistic 0.6712 Mean absolute error 0.0746 Root mean squared error 0.2538 Relative absolute error 34.924 % Root relative squared error 77.662 % Total Number of Instances 918 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.028 0.733 0.75 0.741 0.87 climbingdown 0.582 0.099 0.611 0.582 0.596 0.752 climbingup 0.889 0 1 0.889 0.941 0.944 jumping 0.667 0.063 0.652 0.667 0.659 0.839 lying 0.711 0.049 0.675 0.711 0.692 0.853 standing 0.605 0.051 0.637 0.605 0.621 0.814 sitting 0.992 0.003 0.983 0.992 0.988 0.995 running 0.794 0.041 0.765 0.794 0.779 0.889 walking Weighted Avg. 0.719 0.052 0.718 0.719 0.718 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 63 8 0 0 0 0 0 13 | a = climbingdown 13 113 0 23 13 15 1 16 | b = climbingup 0 0 16 1 0 0 1 0 | c = jumping 0 15 0 92 12 18 0 1 | d = lying 0 15 0 10 81 8 0 0 | e = standing 0 18 0 14 14 72 0 1 | f = sitting 0 0 0 0 0 0 119 1 | g = running 10 16 0 1 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 657 71.5686 % Incorrectly Classified Instances 261 28.4314 % Kappa statistic 0.6675 Mean absolute error 0.0737 Root mean squared error 0.2538 Relative absolute error 34.5134 % Root relative squared error 77.6606 % Total Number of Instances 918 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.034 0.685 0.726 0.705 0.852 climbingdown 0.593 0.106 0.599 0.593 0.596 0.774 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.623 0.058 0.656 0.623 0.639 0.793 lying 0.675 0.05 0.658 0.675 0.667 0.841 standing 0.706 0.045 0.7 0.706 0.703 0.857 sitting 0.958 0.001 0.991 0.958 0.975 0.978 running 0.771 0.042 0.754 0.771 0.762 0.9 walking Weighted Avg. 0.716 0.052 0.716 0.716 0.716 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 61 12 0 0 0 0 0 11 | a = climbingdown 16 115 0 15 18 10 0 20 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 19 1 86 15 15 1 1 | d = lying 0 13 0 13 77 11 0 0 | e = standing 0 15 0 13 7 84 0 0 | f = sitting 0 3 0 1 0 0 115 1 | g = running 12 15 0 3 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 666 72.549 % Incorrectly Classified Instances 252 27.451 % Kappa statistic 0.6787 Mean absolute error 0.0733 Root mean squared error 0.2512 Relative absolute error 34.2957 % Root relative squared error 76.8536 % Total Number of Instances 918 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.026 0.732 0.706 0.719 0.89 climbingdown 0.613 0.105 0.61 0.613 0.612 0.761 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.609 0.055 0.661 0.609 0.634 0.808 lying 0.746 0.042 0.714 0.746 0.73 0.85 standing 0.622 0.053 0.638 0.622 0.63 0.817 sitting 0.983 0.004 0.975 0.983 0.979 0.991 running 0.831 0.039 0.777 0.831 0.803 0.898 walking Weighted Avg. 0.725 0.051 0.724 0.725 0.724 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 60 13 0 0 0 0 1 11 | a = climbingdown 9 119 0 14 9 21 2 20 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 2 21 1 84 15 15 0 0 | d = lying 0 13 0 10 85 6 0 0 | e = standing 0 16 0 19 10 74 0 0 | f = sitting 0 2 0 0 0 0 118 0 | g = running 11 11 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 650 70.8833 % Incorrectly Classified Instances 267 29.1167 % Kappa statistic 0.6603 Mean absolute error 0.0777 Root mean squared error 0.2591 Relative absolute error 36.3721 % Root relative squared error 79.286 % Total Number of Instances 917 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.774 0.044 0.637 0.774 0.699 0.883 climbingdown 0.536 0.09 0.615 0.536 0.573 0.733 climbingup 1 0 1 1 1 1 jumping 0.623 0.063 0.637 0.623 0.63 0.784 lying 0.696 0.062 0.615 0.696 0.653 0.835 standing 0.639 0.041 0.697 0.639 0.667 0.804 sitting 0.983 0.008 0.952 0.983 0.967 0.99 running 0.8 0.034 0.794 0.8 0.797 0.894 walking Weighted Avg. 0.709 0.052 0.708 0.709 0.707 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 65 9 0 0 0 0 0 10 | a = climbingdown 20 104 0 16 21 13 5 15 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 2 19 0 86 16 14 0 1 | d = lying 1 12 0 15 80 6 0 1 | e = standing 1 11 0 17 13 76 1 0 | f = sitting 0 2 0 0 0 0 118 0 | g = running 13 12 0 1 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 655 71.4286 % Incorrectly Classified Instances 262 28.5714 % Kappa statistic 0.6653 Mean absolute error 0.0742 Root mean squared error 0.2528 Relative absolute error 34.7461 % Root relative squared error 77.3625 % Total Number of Instances 917 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.035 0.674 0.714 0.694 0.869 climbingdown 0.613 0.115 0.589 0.613 0.601 0.765 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.659 0.055 0.679 0.659 0.669 0.804 lying 0.704 0.051 0.664 0.704 0.684 0.852 standing 0.622 0.041 0.692 0.622 0.655 0.81 sitting 0.975 0.001 0.992 0.975 0.983 0.991 running 0.746 0.041 0.752 0.746 0.749 0.879 walking Weighted Avg. 0.714 0.053 0.716 0.714 0.715 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 60 10 0 0 0 0 0 14 | a = climbingdown 17 119 0 16 16 10 0 16 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 15 0 91 13 19 0 0 | d = lying 0 15 0 15 81 4 0 0 | e = standing 1 20 0 12 12 74 0 0 | f = sitting 0 1 0 0 0 0 117 2 | g = running 11 22 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 670 73.0643 % Incorrectly Classified Instances 247 26.9357 % Kappa statistic 0.6847 Mean absolute error 0.0705 Root mean squared error 0.2487 Relative absolute error 32.9937 % Root relative squared error 76.0908 % Total Number of Instances 917 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.02 0.785 0.738 0.761 0.898 climbingdown 0.608 0.1 0.621 0.608 0.615 0.764 climbingup 1 0 1 1 1 1 jumping 0.681 0.058 0.676 0.681 0.679 0.808 lying 0.696 0.036 0.734 0.696 0.714 0.872 standing 0.644 0.06 0.613 0.644 0.628 0.828 sitting 0.992 0.003 0.983 0.992 0.988 0.999 running 0.792 0.043 0.752 0.792 0.772 0.897 walking Weighted Avg. 0.731 0.05 0.731 0.731 0.73 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 62 11 0 0 0 0 0 11 | a = climbingdown 7 118 0 13 13 19 2 22 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 13 0 94 11 19 0 1 | d = lying 1 9 0 15 80 10 0 0 | e = standing 0 22 0 15 5 76 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 9 16 0 2 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 657 71.6467 % Incorrectly Classified Instances 260 28.3533 % Kappa statistic 0.6679 Mean absolute error 0.0737 Root mean squared error 0.2536 Relative absolute error 34.4914 % Root relative squared error 77.6043 % Total Number of Instances 917 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.022 0.75 0.643 0.692 0.843 climbingdown 0.593 0.109 0.593 0.593 0.593 0.768 climbingup 1 0 1 1 1 1 jumping 0.693 0.064 0.655 0.693 0.674 0.821 lying 0.696 0.045 0.69 0.696 0.693 0.864 standing 0.681 0.051 0.664 0.681 0.672 0.833 sitting 0.983 0 1 0.983 0.992 0.991 running 0.74 0.046 0.729 0.74 0.735 0.867 walking Weighted Avg. 0.716 0.054 0.718 0.716 0.717 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 54 17 0 1 0 0 0 12 | a = climbingdown 6 115 0 21 17 12 0 23 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 13 0 95 11 18 0 0 | d = lying 0 12 0 13 80 10 0 0 | e = standing 0 17 0 14 7 81 0 0 | f = sitting 0 1 0 0 0 0 117 1 | g = running 12 19 0 1 1 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 662 72.1919 % Incorrectly Classified Instances 255 27.8081 % Kappa statistic 0.6739 Mean absolute error 0.0724 Root mean squared error 0.2507 Relative absolute error 33.8948 % Root relative squared error 76.7035 % Total Number of Instances 917 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.02 0.776 0.702 0.737 0.869 climbingdown 0.634 0.111 0.606 0.634 0.62 0.788 climbingup 0.944 0.001 0.944 0.944 0.944 0.972 jumping 0.693 0.068 0.642 0.693 0.667 0.845 lying 0.579 0.039 0.68 0.579 0.626 0.814 standing 0.681 0.058 0.638 0.681 0.659 0.811 sitting 0.958 0.001 0.991 0.958 0.975 0.987 running 0.809 0.033 0.803 0.809 0.806 0.917 walking Weighted Avg. 0.722 0.053 0.726 0.722 0.723 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 59 11 0 0 0 0 0 14 | a = climbingdown 6 123 0 19 14 20 0 12 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 1 13 1 95 8 18 1 0 | d = lying 0 18 0 22 66 8 0 0 | e = standing 0 18 0 11 9 81 0 0 | f = sitting 1 3 0 1 0 0 115 0 | g = running 8 17 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 681 66.7647 % Incorrectly Classified Instances 339 33.2353 % Kappa statistic 0.5987 Mean absolute error 0.087 Root mean squared error 0.2746 Relative absolute error 42.1397 % Root relative squared error 85.4704 % Total Number of Instances 1020 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.035 0.571 0.62 0.595 0.793 climbingdown 0.622 0.153 0.645 0.622 0.633 0.758 climbingup 1 0 1 1 1 1 jumping 0.705 0.037 0.699 0.705 0.702 0.86 lying 0.547 0.078 0.524 0.547 0.535 0.765 standing 0.516 0.073 0.496 0.516 0.506 0.777 sitting 0.967 0.002 0.983 0.967 0.975 0.985 running 0.73 0.031 0.761 0.73 0.745 0.864 walking Weighted Avg. 0.668 0.077 0.671 0.668 0.669 0.818 === Confusion Matrix === a b c d e f g h <-- classified as 44 13 0 0 0 0 0 14 | a = climbingdown 21 196 0 21 33 30 1 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 15 0 79 5 13 0 0 | d = lying 0 40 0 1 76 22 0 0 | e = standing 0 18 0 12 30 64 0 0 | f = sitting 0 2 0 0 1 0 116 1 | g = running 12 20 0 0 0 0 1 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 709 69.578 % Incorrectly Classified Instances 310 30.422 % Kappa statistic 0.6309 Mean absolute error 0.0802 Root mean squared error 0.2629 Relative absolute error 38.8101 % Root relative squared error 81.8111 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.028 0.63 0.648 0.639 0.828 climbingdown 0.708 0.148 0.682 0.708 0.695 0.797 climbingup 1 0 1 1 1 1 jumping 0.703 0.039 0.69 0.703 0.696 0.855 lying 0.482 0.059 0.563 0.482 0.519 0.76 standing 0.54 0.069 0.519 0.54 0.53 0.767 sitting 0.967 0.001 0.991 0.967 0.979 0.982 running 0.777 0.032 0.764 0.777 0.77 0.9 walking Weighted Avg. 0.696 0.072 0.695 0.696 0.695 0.834 === Confusion Matrix === a b c d e f g h <-- classified as 46 12 0 0 0 0 1 12 | a = climbingdown 10 223 0 13 30 23 0 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 20 0 78 1 11 0 0 | d = lying 0 37 0 7 67 27 0 1 | e = standing 1 21 0 14 21 67 0 0 | f = sitting 1 3 0 0 0 0 116 0 | g = running 14 11 0 1 0 1 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 676 66.3395 % Incorrectly Classified Instances 343 33.6605 % Kappa statistic 0.5916 Mean absolute error 0.0891 Root mean squared error 0.2767 Relative absolute error 43.1293 % Root relative squared error 86.1219 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.521 0.036 0.521 0.521 0.521 0.789 climbingdown 0.651 0.17 0.631 0.651 0.641 0.757 climbingup 1 0 1 1 1 1 jumping 0.721 0.03 0.748 0.721 0.734 0.861 lying 0.547 0.073 0.543 0.547 0.545 0.763 standing 0.435 0.067 0.474 0.435 0.454 0.744 sitting 0.983 0.003 0.975 0.983 0.979 0.99 running 0.727 0.039 0.715 0.727 0.721 0.873 walking Weighted Avg. 0.663 0.082 0.662 0.663 0.662 0.815 === Confusion Matrix === a b c d e f g h <-- classified as 37 22 0 1 0 0 0 11 | a = climbingdown 19 205 0 12 30 24 1 24 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 12 0 80 5 13 0 0 | d = lying 0 35 0 3 76 23 2 0 | e = standing 0 30 0 11 29 54 0 0 | f = sitting 0 2 0 0 0 0 118 0 | g = running 14 19 0 0 0 0 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 702 68.8911 % Incorrectly Classified Instances 317 31.1089 % Kappa statistic 0.6245 Mean absolute error 0.081 Root mean squared error 0.2652 Relative absolute error 39.223 % Root relative squared error 82.5452 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.437 0.035 0.484 0.437 0.459 0.723 climbingdown 0.676 0.124 0.71 0.676 0.693 0.785 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.793 0.034 0.739 0.793 0.765 0.877 lying 0.587 0.085 0.519 0.587 0.551 0.801 standing 0.476 0.059 0.527 0.476 0.5 0.747 sitting 0.992 0.002 0.983 0.992 0.988 0.994 running 0.762 0.039 0.727 0.762 0.744 0.888 walking Weighted Avg. 0.689 0.068 0.688 0.689 0.688 0.829 === Confusion Matrix === a b c d e f g h <-- classified as 31 20 0 0 0 0 2 18 | a = climbingdown 15 213 0 17 40 14 0 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 7 0 88 1 14 0 1 | d = lying 0 27 0 5 81 25 0 0 | e = standing 0 22 0 9 34 59 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 18 10 1 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 697 68.4004 % Incorrectly Classified Instances 322 31.5996 % Kappa statistic 0.6178 Mean absolute error 0.0806 Root mean squared error 0.2628 Relative absolute error 39.0438 % Root relative squared error 81.7811 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.037 0.557 0.62 0.587 0.82 climbingdown 0.683 0.141 0.685 0.683 0.684 0.808 climbingup 1 0 1 1 1 1 jumping 0.802 0.035 0.736 0.802 0.767 0.905 lying 0.572 0.073 0.552 0.572 0.562 0.836 standing 0.435 0.068 0.47 0.435 0.452 0.706 sitting 0.942 0.003 0.974 0.942 0.958 0.977 running 0.697 0.031 0.752 0.697 0.723 0.865 walking Weighted Avg. 0.684 0.072 0.685 0.684 0.684 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 44 13 0 0 0 0 1 13 | a = climbingdown 17 215 0 11 31 25 1 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 10 0 89 1 10 1 0 | d = lying 0 30 0 3 79 26 0 0 | e = standing 0 21 0 18 31 54 0 0 | f = sitting 3 3 0 0 1 0 113 0 | g = running 15 22 0 0 0 0 0 85 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 691 67.8116 % Incorrectly Classified Instances 328 32.1884 % Kappa statistic 0.6081 Mean absolute error 0.0835 Root mean squared error 0.2665 Relative absolute error 40.4375 % Root relative squared error 82.9373 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.025 0.647 0.62 0.633 0.881 climbingdown 0.695 0.172 0.644 0.695 0.669 0.777 climbingup 1 0 1 1 1 1 jumping 0.73 0.031 0.743 0.73 0.736 0.863 lying 0.5 0.077 0.504 0.5 0.502 0.748 standing 0.452 0.063 0.5 0.452 0.475 0.761 sitting 0.958 0.001 0.991 0.958 0.975 0.978 running 0.73 0.033 0.748 0.73 0.739 0.908 walking Weighted Avg. 0.678 0.08 0.678 0.678 0.678 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 44 17 0 1 0 0 0 9 | a = climbingdown 11 219 0 10 31 23 1 20 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 13 0 81 6 10 0 1 | d = lying 0 39 0 7 69 23 0 0 | e = standing 0 27 0 10 31 56 0 0 | f = sitting 3 2 0 0 0 0 115 0 | g = running 10 23 0 0 0 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 708 69.4799 % Incorrectly Classified Instances 311 30.5201 % Kappa statistic 0.6305 Mean absolute error 0.0811 Root mean squared error 0.2644 Relative absolute error 39.2468 % Root relative squared error 82.2677 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.035 0.56 0.592 0.575 0.764 climbingdown 0.678 0.148 0.672 0.678 0.675 0.762 climbingup 1 0 1 1 1 1 jumping 0.813 0.022 0.82 0.813 0.816 0.897 lying 0.532 0.075 0.529 0.532 0.53 0.768 standing 0.48 0.06 0.522 0.48 0.5 0.774 sitting 0.992 0.002 0.983 0.992 0.988 0.994 running 0.754 0.036 0.742 0.754 0.748 0.874 walking Weighted Avg. 0.695 0.072 0.694 0.695 0.694 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 42 17 0 0 0 0 1 11 | a = climbingdown 21 213 0 8 31 20 1 20 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 12 0 91 0 7 0 1 | d = lying 0 36 0 2 74 27 0 0 | e = standing 0 19 0 10 35 59 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 11 19 0 0 0 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 716 70.265 % Incorrectly Classified Instances 303 29.735 % Kappa statistic 0.6386 Mean absolute error 0.0794 Root mean squared error 0.2582 Relative absolute error 38.416 % Root relative squared error 80.3497 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.62 0.031 0.603 0.62 0.611 0.831 climbingdown 0.713 0.16 0.665 0.713 0.688 0.792 climbingup 1 0 1 1 1 1 jumping 0.821 0.045 0.692 0.821 0.751 0.88 lying 0.525 0.053 0.608 0.525 0.564 0.791 standing 0.496 0.046 0.598 0.496 0.542 0.789 sitting 0.967 0.002 0.983 0.967 0.975 0.989 running 0.721 0.033 0.746 0.721 0.733 0.872 walking Weighted Avg. 0.703 0.074 0.701 0.703 0.7 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 44 15 0 1 0 0 0 11 | a = climbingdown 14 224 0 18 22 16 2 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 11 0 92 4 5 0 0 | d = lying 0 43 0 3 73 20 0 0 | e = standing 0 22 0 19 21 61 0 0 | f = sitting 2 1 0 0 0 0 116 1 | g = running 13 21 0 0 0 0 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 703 68.9892 % Incorrectly Classified Instances 316 31.0108 % Kappa statistic 0.6268 Mean absolute error 0.0816 Root mean squared error 0.264 Relative absolute error 39.5229 % Root relative squared error 82.1361 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.583 0.04 0.525 0.583 0.553 0.797 climbingdown 0.656 0.121 0.708 0.656 0.681 0.784 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.777 0.026 0.784 0.777 0.78 0.88 lying 0.547 0.073 0.543 0.547 0.545 0.778 standing 0.545 0.069 0.519 0.545 0.532 0.756 sitting 0.983 0.007 0.952 0.983 0.967 0.986 running 0.738 0.04 0.714 0.738 0.726 0.888 walking Weighted Avg. 0.69 0.067 0.691 0.69 0.69 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 42 14 0 0 0 0 2 14 | a = climbingdown 21 206 0 9 30 24 4 20 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 9 0 87 5 8 0 2 | d = lying 0 29 0 4 76 30 0 0 | e = standing 1 16 0 11 28 67 0 0 | f = sitting 0 0 1 0 1 0 118 0 | g = running 15 17 0 0 0 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 698 68.4985 % Incorrectly Classified Instances 321 31.5015 % Kappa statistic 0.617 Mean absolute error 0.0822 Root mean squared error 0.2662 Relative absolute error 39.8111 % Root relative squared error 82.8403 % Total Number of Instances 1019 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.035 0.56 0.592 0.575 0.796 climbingdown 0.71 0.16 0.664 0.71 0.686 0.785 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.821 0.023 0.814 0.821 0.818 0.912 lying 0.568 0.074 0.549 0.568 0.558 0.811 standing 0.395 0.06 0.476 0.395 0.432 0.752 sitting 0.958 0.003 0.975 0.958 0.966 0.982 running 0.664 0.035 0.723 0.664 0.692 0.827 walking Weighted Avg. 0.685 0.076 0.683 0.685 0.683 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 42 13 0 0 0 1 1 14 | a = climbingdown 19 223 0 8 24 21 2 17 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 13 0 92 2 5 0 0 | d = lying 0 29 0 4 79 27 0 0 | e = standing 0 28 0 8 39 49 0 0 | f = sitting 1 3 0 1 0 0 115 0 | g = running 13 27 1 0 0 0 0 81 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 721 78.1996 % Incorrectly Classified Instances 201 21.8004 % Kappa statistic 0.7435 Mean absolute error 0.0599 Root mean squared error 0.2213 Relative absolute error 28.16 % Root relative squared error 67.8662 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.866 0.018 0.826 0.866 0.845 0.939 climbingdown 0.779 0.079 0.748 0.779 0.763 0.866 climbingup 0.722 0.002 0.867 0.722 0.788 0.864 jumping 0.627 0.062 0.58 0.627 0.603 0.831 lying 0.922 0.014 0.915 0.922 0.919 0.953 standing 0.467 0.063 0.533 0.467 0.498 0.805 sitting 0.975 0.007 0.951 0.975 0.963 0.983 running 0.852 0.014 0.908 0.852 0.879 0.941 walking Weighted Avg. 0.782 0.04 0.781 0.782 0.781 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 71 8 1 0 0 0 0 2 | a = climbingdown 10 166 1 5 6 15 1 9 | b = climbingup 0 1 13 0 0 0 4 0 | c = jumping 0 5 0 69 2 34 0 0 | d = lying 0 6 0 3 119 1 0 0 | e = standing 0 20 0 42 3 57 0 0 | f = sitting 1 2 0 0 0 0 117 0 | g = running 4 14 0 0 0 0 1 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 748 81.128 % Incorrectly Classified Instances 174 18.872 % Kappa statistic 0.778 Mean absolute error 0.0535 Root mean squared error 0.2082 Relative absolute error 25.138 % Root relative squared error 63.8583 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.015 0.84 0.84 0.84 0.91 climbingdown 0.78 0.071 0.77 0.78 0.775 0.844 climbingup 0.889 0 1 0.889 0.941 0.965 jumping 0.627 0.043 0.663 0.627 0.645 0.865 lying 0.884 0.014 0.912 0.884 0.898 0.954 standing 0.707 0.055 0.664 0.707 0.685 0.86 sitting 0.992 0.006 0.96 0.992 0.975 0.992 running 0.85 0.02 0.871 0.85 0.861 0.926 walking Weighted Avg. 0.811 0.036 0.812 0.811 0.811 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 68 8 0 0 0 0 1 4 | a = climbingdown 8 167 0 7 6 11 3 12 | b = climbingup 1 0 16 0 0 0 1 0 | c = jumping 0 5 0 69 3 33 0 0 | d = lying 0 12 0 3 114 0 0 0 | e = standing 0 9 0 25 2 87 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 4 15 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 736 79.8265 % Incorrectly Classified Instances 186 20.1735 % Kappa statistic 0.7627 Mean absolute error 0.0541 Root mean squared error 0.2085 Relative absolute error 25.4339 % Root relative squared error 63.929 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.827 0.013 0.859 0.827 0.843 0.913 climbingdown 0.775 0.069 0.771 0.775 0.773 0.863 climbingup 0.889 0 1 0.889 0.941 0.944 jumping 0.536 0.049 0.596 0.536 0.565 0.878 lying 0.915 0.011 0.93 0.915 0.922 0.961 standing 0.602 0.07 0.569 0.602 0.585 0.862 sitting 0.983 0.009 0.944 0.983 0.963 0.988 running 0.929 0.018 0.894 0.929 0.911 0.958 walking Weighted Avg. 0.798 0.038 0.797 0.798 0.797 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 67 9 0 0 0 0 1 4 | a = climbingdown 8 165 0 6 6 16 3 9 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 8 0 59 2 40 0 1 | d = lying 0 9 0 2 119 0 0 0 | e = standing 0 16 0 32 1 74 0 0 | f = sitting 0 2 0 0 0 0 118 0 | g = running 3 5 0 0 0 0 1 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 705 76.4642 % Incorrectly Classified Instances 217 23.5358 % Kappa statistic 0.724 Mean absolute error 0.0621 Root mean squared error 0.2269 Relative absolute error 29.2048 % Root relative squared error 69.5658 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.817 0.03 0.728 0.817 0.77 0.928 climbingdown 0.7 0.071 0.749 0.7 0.723 0.824 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.518 0.058 0.548 0.518 0.533 0.804 lying 0.931 0.014 0.917 0.931 0.924 0.958 standing 0.585 0.07 0.563 0.585 0.574 0.855 sitting 0.958 0.007 0.95 0.958 0.954 0.976 running 0.843 0.026 0.836 0.843 0.839 0.919 walking Weighted Avg. 0.765 0.042 0.764 0.765 0.764 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 67 10 0 0 0 0 2 3 | a = climbingdown 13 149 0 8 7 14 4 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 10 0 57 1 42 0 0 | d = lying 0 7 0 2 121 0 0 0 | e = standing 1 10 0 37 3 72 0 0 | f = sitting 3 1 1 0 0 0 114 0 | g = running 8 12 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 709 76.898 % Incorrectly Classified Instances 213 23.102 % Kappa statistic 0.728 Mean absolute error 0.0604 Root mean squared error 0.2268 Relative absolute error 28.4092 % Root relative squared error 69.5442 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.829 0.018 0.819 0.829 0.824 0.899 climbingdown 0.789 0.076 0.757 0.789 0.772 0.884 climbingup 0.833 0 1 0.833 0.909 0.962 jumping 0.455 0.055 0.526 0.455 0.488 0.791 lying 0.908 0.014 0.915 0.908 0.911 0.961 standing 0.545 0.08 0.511 0.545 0.528 0.787 sitting 0.95 0.01 0.934 0.95 0.942 0.973 running 0.866 0.02 0.873 0.866 0.87 0.949 walking Weighted Avg. 0.769 0.042 0.768 0.769 0.768 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 68 9 0 0 0 0 1 4 | a = climbingdown 3 168 0 7 4 14 5 12 | b = climbingup 1 0 15 0 0 0 2 0 | c = jumping 0 10 0 50 3 47 0 0 | d = lying 0 7 0 2 118 3 0 0 | e = standing 0 16 0 36 4 67 0 0 | f = sitting 4 2 0 0 0 0 113 0 | g = running 7 10 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 713 77.3319 % Incorrectly Classified Instances 209 22.6681 % Kappa statistic 0.7336 Mean absolute error 0.0594 Root mean squared error 0.2227 Relative absolute error 27.9295 % Root relative squared error 68.2931 % Total Number of Instances 922 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.793 0.027 0.739 0.793 0.765 0.879 climbingdown 0.779 0.068 0.776 0.779 0.778 0.863 climbingup 0.833 0.001 0.938 0.833 0.882 0.912 jumping 0.624 0.075 0.527 0.624 0.571 0.855 lying 0.954 0.014 0.919 0.954 0.936 0.972 standing 0.415 0.055 0.537 0.415 0.468 0.768 sitting 0.966 0.007 0.95 0.966 0.958 0.979 running 0.852 0.019 0.879 0.852 0.865 0.946 walking Weighted Avg. 0.773 0.04 0.771 0.773 0.771 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 65 9 0 0 0 0 2 6 | a = climbingdown 13 166 0 6 8 9 3 8 | b = climbingup 2 0 15 0 0 0 1 0 | c = jumping 0 5 0 68 1 35 0 0 | d = lying 0 5 0 1 124 0 0 0 | e = standing 1 15 0 54 2 51 0 0 | f = sitting 0 2 1 0 0 0 115 1 | g = running 7 12 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 717 77.8502 % Incorrectly Classified Instances 204 22.1498 % Kappa statistic 0.7396 Mean absolute error 0.061 Root mean squared error 0.2191 Relative absolute error 28.701 % Root relative squared error 67.2121 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.805 0.025 0.759 0.805 0.781 0.9 climbingdown 0.751 0.073 0.755 0.751 0.753 0.868 climbingup 0.941 0.001 0.941 0.941 0.941 0.969 jumping 0.532 0.05 0.586 0.532 0.558 0.871 lying 0.877 0.011 0.927 0.877 0.901 0.948 standing 0.618 0.079 0.547 0.618 0.58 0.812 sitting 0.966 0.005 0.966 0.966 0.966 0.98 running 0.875 0.016 0.896 0.875 0.885 0.953 walking Weighted Avg. 0.779 0.04 0.782 0.779 0.78 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 66 12 0 0 0 0 3 1 | a = climbingdown 14 160 1 7 5 14 0 12 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 5 0 58 1 45 0 0 | d = lying 0 10 0 2 114 4 0 0 | e = standing 0 13 0 31 3 76 0 0 | f = sitting 3 1 0 0 0 0 115 0 | g = running 4 11 0 1 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 736 79.9131 % Incorrectly Classified Instances 185 20.0869 % Kappa statistic 0.7638 Mean absolute error 0.054 Root mean squared error 0.21 Relative absolute error 25.4085 % Root relative squared error 64.3871 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.025 0.777 0.89 0.83 0.945 climbingdown 0.779 0.076 0.755 0.779 0.767 0.868 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.596 0.046 0.637 0.596 0.616 0.896 lying 0.892 0.016 0.899 0.892 0.896 0.944 standing 0.598 0.061 0.598 0.598 0.598 0.847 sitting 0.966 0.002 0.983 0.966 0.975 0.982 running 0.867 0.011 0.925 0.867 0.895 0.945 walking Weighted Avg. 0.799 0.038 0.8 0.799 0.799 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 73 7 0 0 0 0 1 1 | a = climbingdown 12 166 0 6 9 11 1 8 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 6 0 65 3 35 0 0 | d = lying 0 9 0 2 116 3 0 0 | e = standing 0 19 0 29 1 73 0 0 | f = sitting 3 1 0 0 0 0 115 0 | g = running 5 12 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 722 78.3931 % Incorrectly Classified Instances 199 21.6069 % Kappa statistic 0.7455 Mean absolute error 0.0582 Root mean squared error 0.2145 Relative absolute error 27.3422 % Root relative squared error 65.7724 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.793 0.017 0.823 0.793 0.807 0.921 climbingdown 0.812 0.075 0.765 0.812 0.788 0.868 climbingup 0.889 0.001 0.941 0.889 0.914 0.944 jumping 0.523 0.059 0.543 0.523 0.533 0.859 lying 0.892 0.016 0.899 0.892 0.896 0.936 standing 0.533 0.073 0.528 0.533 0.531 0.844 sitting 0.966 0.001 0.991 0.966 0.979 0.983 running 0.898 0.014 0.913 0.898 0.906 0.959 walking Weighted Avg. 0.784 0.04 0.785 0.784 0.784 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 65 14 0 0 0 0 0 3 | a = climbingdown 7 173 1 4 8 11 1 8 | b = climbingup 1 1 16 0 0 0 0 0 | c = jumping 0 5 0 57 3 44 0 0 | d = lying 0 11 0 0 116 3 0 0 | e = standing 0 11 0 44 2 65 0 0 | f = sitting 1 3 0 0 0 0 115 0 | g = running 5 8 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 737 80.0217 % Incorrectly Classified Instances 184 19.9783 % Kappa statistic 0.765 Mean absolute error 0.0534 Root mean squared error 0.2084 Relative absolute error 25.1072 % Root relative squared error 63.9129 % Total Number of Instances 921 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.829 0.014 0.85 0.829 0.84 0.943 climbingdown 0.784 0.071 0.77 0.784 0.777 0.859 climbingup 0.944 0.001 0.944 0.944 0.944 0.97 jumping 0.627 0.058 0.595 0.627 0.611 0.876 lying 0.953 0.013 0.925 0.953 0.939 0.972 standing 0.525 0.055 0.593 0.525 0.557 0.829 sitting 0.941 0.005 0.966 0.941 0.953 0.976 running 0.914 0.02 0.88 0.914 0.897 0.962 walking Weighted Avg. 0.8 0.037 0.798 0.8 0.799 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 68 13 0 0 0 0 0 1 | a = climbingdown 8 167 0 7 4 10 2 15 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 6 0 69 2 33 0 0 | d = lying 0 5 0 0 123 1 0 0 | e = standing 0 14 0 40 4 64 0 0 | f = sitting 3 3 1 0 0 0 112 0 | g = running 1 9 0 0 0 0 1 117 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 757 78.8542 % Incorrectly Classified Instances 203 21.1458 % Kappa statistic 0.7509 Mean absolute error 0.0569 Root mean squared error 0.2209 Relative absolute error 26.7525 % Root relative squared error 67.7566 % Total Number of Instances 960 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.811 0.017 0.837 0.811 0.824 0.901 climbingdown 0.696 0.115 0.653 0.696 0.674 0.814 climbingup 1 0 1 1 1 1 jumping 0.814 0.025 0.821 0.814 0.817 0.93 lying 0.806 0.039 0.752 0.806 0.778 0.897 standing 0.701 0.031 0.783 0.701 0.74 0.871 sitting 0.983 0.002 0.983 0.983 0.983 0.99 running 0.774 0.026 0.814 0.774 0.793 0.909 walking Weighted Avg. 0.789 0.045 0.791 0.789 0.789 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 77 15 0 0 0 0 1 2 | a = climbingdown 10 158 0 6 19 14 1 19 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 13 0 96 0 8 0 1 | d = lying 0 18 0 2 100 4 0 0 | e = standing 0 13 0 13 14 94 0 0 | f = sitting 1 1 0 0 0 0 118 0 | g = running 4 24 0 0 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 718 74.7917 % Incorrectly Classified Instances 242 25.2083 % Kappa statistic 0.7037 Mean absolute error 0.0663 Root mean squared error 0.2388 Relative absolute error 31.1813 % Root relative squared error 73.2486 % Total Number of Instances 960 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.025 0.753 0.705 0.728 0.862 climbingdown 0.639 0.1 0.665 0.639 0.652 0.781 climbingup 0.889 0 1 0.889 0.941 0.994 jumping 0.695 0.042 0.701 0.695 0.698 0.873 lying 0.823 0.03 0.803 0.823 0.813 0.921 standing 0.687 0.067 0.626 0.687 0.655 0.839 sitting 0.958 0.01 0.935 0.958 0.947 0.975 running 0.798 0.029 0.805 0.798 0.802 0.913 walking Weighted Avg. 0.748 0.049 0.749 0.748 0.748 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 67 20 0 0 0 0 3 5 | a = climbingdown 14 145 0 7 20 22 1 18 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 8 0 82 2 26 0 0 | d = lying 0 13 0 2 102 7 0 0 | e = standing 0 13 0 26 3 92 0 0 | f = sitting 1 3 0 0 0 0 115 1 | g = running 7 16 0 0 0 0 2 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 744 77.5 % Incorrectly Classified Instances 216 22.5 % Kappa statistic 0.735 Mean absolute error 0.0599 Root mean squared error 0.2255 Relative absolute error 28.1803 % Root relative squared error 69.1603 % Total Number of Instances 960 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.023 0.785 0.768 0.777 0.874 climbingdown 0.744 0.095 0.707 0.744 0.725 0.835 climbingup 0.889 0.001 0.941 0.889 0.914 0.944 jumping 0.739 0.029 0.786 0.739 0.762 0.879 lying 0.789 0.044 0.724 0.789 0.755 0.898 standing 0.649 0.047 0.69 0.649 0.669 0.865 sitting 0.975 0.011 0.929 0.975 0.951 0.987 running 0.782 0.019 0.858 0.782 0.819 0.908 walking Weighted Avg. 0.775 0.044 0.776 0.775 0.775 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 73 9 1 0 0 0 5 7 | a = climbingdown 12 169 0 4 22 10 1 9 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 9 0 88 1 21 0 0 | d = lying 0 16 0 2 97 8 0 0 | e = standing 0 16 0 17 14 87 0 0 | f = sitting 2 1 0 0 0 0 117 0 | g = running 6 19 0 1 0 0 1 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 771 80.3125 % Incorrectly Classified Instances 189 19.6875 % Kappa statistic 0.7682 Mean absolute error 0.0531 Root mean squared error 0.21 Relative absolute error 24.9962 % Root relative squared error 64.4012 % Total Number of Instances 960 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.884 0.018 0.84 0.884 0.862 0.952 climbingdown 0.771 0.086 0.735 0.771 0.753 0.853 climbingup 0.889 0 1 0.889 0.941 0.944 jumping 0.773 0.036 0.754 0.773 0.763 0.888 lying 0.846 0.03 0.806 0.846 0.825 0.93 standing 0.639 0.041 0.714 0.639 0.675 0.875 sitting 0.958 0.005 0.966 0.958 0.962 0.978 running 0.8 0.02 0.855 0.8 0.826 0.904 walking Weighted Avg. 0.803 0.039 0.804 0.803 0.803 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 84 6 0 0 0 0 2 3 | a = climbingdown 4 175 0 10 11 14 1 12 | b = climbingup 2 0 16 0 0 0 0 0 | c = jumping 0 9 0 92 2 16 0 0 | d = lying 0 14 0 1 104 4 0 0 | e = standing 0 17 0 19 12 85 0 0 | f = sitting 0 3 0 0 0 0 115 2 | g = running 10 14 0 0 0 0 1 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 710 73.9583 % Incorrectly Classified Instances 250 26.0417 % Kappa statistic 0.6943 Mean absolute error 0.0687 Root mean squared error 0.2447 Relative absolute error 32.3332 % Root relative squared error 75.0434 % Total Number of Instances 960 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.027 0.753 0.729 0.741 0.861 climbingdown 0.652 0.093 0.685 0.652 0.668 0.789 climbingup 1 0.003 0.857 1 0.923 1 jumping 0.729 0.046 0.688 0.729 0.708 0.867 lying 0.821 0.039 0.754 0.821 0.786 0.895 standing 0.617 0.059 0.626 0.617 0.621 0.819 sitting 0.925 0.004 0.974 0.925 0.949 0.971 running 0.752 0.038 0.746 0.752 0.749 0.892 walking Weighted Avg. 0.74 0.049 0.74 0.74 0.739 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 70 14 0 0 0 0 1 11 | a = climbingdown 13 148 0 14 16 18 0 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 9 0 86 3 20 0 0 | d = lying 0 10 0 1 101 11 0 0 | e = standing 0 13 0 24 14 82 0 0 | f = sitting 2 1 3 0 0 0 111 3 | g = running 8 21 0 0 0 0 2 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 751 78.2292 % Incorrectly Classified Instances 209 21.7708 % Kappa statistic 0.7443 Mean absolute error 0.0593 Root mean squared error 0.2231 Relative absolute error 27.9161 % Root relative squared error 68.4324 % Total Number of Instances 960 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.024 0.772 0.74 0.755 0.854 climbingdown 0.648 0.093 0.684 0.648 0.665 0.769 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.771 0.024 0.82 0.771 0.795 0.929 lying 0.846 0.029 0.813 0.846 0.829 0.952 standing 0.805 0.041 0.759 0.805 0.781 0.894 sitting 0.958 0.002 0.983 0.958 0.97 0.976 running 0.792 0.048 0.712 0.792 0.75 0.889 walking Weighted Avg. 0.782 0.043 0.783 0.782 0.782 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 71 12 0 0 0 0 2 11 | a = climbingdown 12 147 0 11 15 16 0 26 | b = climbingup 0 0 17 0 0 0 0 1 | c = jumping 0 11 0 91 1 14 0 1 | d = lying 0 15 0 0 104 4 0 0 | e = standing 0 9 0 9 8 107 0 0 | f = sitting 2 2 0 0 0 0 115 1 | g = running 7 19 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 743 77.4765 % Incorrectly Classified Instances 216 22.5235 % Kappa statistic 0.7348 Mean absolute error 0.06 Root mean squared error 0.2273 Relative absolute error 28.2102 % Root relative squared error 69.7187 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.813 0.025 0.78 0.813 0.796 0.904 climbingdown 0.714 0.096 0.698 0.714 0.706 0.798 climbingup 0.765 0.001 0.929 0.765 0.839 0.882 jumping 0.72 0.03 0.773 0.72 0.746 0.892 lying 0.829 0.026 0.823 0.829 0.826 0.92 standing 0.684 0.052 0.679 0.684 0.682 0.835 sitting 0.942 0.01 0.934 0.942 0.938 0.967 running 0.792 0.03 0.798 0.792 0.795 0.896 walking Weighted Avg. 0.775 0.045 0.776 0.775 0.775 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 78 9 0 0 0 0 3 6 | a = climbingdown 10 162 0 2 17 16 3 17 | b = climbingup 3 0 13 0 0 0 1 0 | c = jumping 1 10 0 85 2 20 0 0 | d = lying 0 13 0 1 102 7 0 0 | e = standing 0 17 0 22 3 91 0 0 | f = sitting 1 4 0 0 0 0 113 2 | g = running 7 17 1 0 0 0 1 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 763 79.562 % Incorrectly Classified Instances 196 20.438 % Kappa statistic 0.7593 Mean absolute error 0.0557 Root mean squared error 0.2173 Relative absolute error 26.1911 % Root relative squared error 66.6494 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.813 0.022 0.804 0.813 0.808 0.902 climbingdown 0.749 0.093 0.714 0.749 0.731 0.834 climbingup 0.941 0.002 0.889 0.941 0.914 0.969 jumping 0.746 0.037 0.739 0.746 0.743 0.901 lying 0.772 0.024 0.826 0.772 0.798 0.909 standing 0.699 0.041 0.732 0.699 0.715 0.864 sitting 0.975 0.005 0.967 0.975 0.971 0.984 running 0.848 0.022 0.855 0.848 0.851 0.927 walking Weighted Avg. 0.796 0.041 0.796 0.796 0.796 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 78 10 1 0 0 0 2 5 | a = climbingdown 12 170 0 6 15 10 1 13 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 9 0 88 1 19 0 0 | d = lying 0 20 0 3 95 5 0 0 | e = standing 0 14 0 22 4 93 0 0 | f = sitting 1 1 1 0 0 0 117 0 | g = running 5 14 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 735 76.6423 % Incorrectly Classified Instances 224 23.3577 % Kappa statistic 0.7247 Mean absolute error 0.0621 Root mean squared error 0.2283 Relative absolute error 29.2264 % Root relative squared error 70.0291 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.027 0.768 0.8 0.784 0.909 climbingdown 0.722 0.107 0.678 0.722 0.699 0.824 climbingup 0.833 0 1 0.833 0.909 0.917 jumping 0.72 0.032 0.759 0.72 0.739 0.875 lying 0.813 0.031 0.794 0.813 0.803 0.923 standing 0.624 0.054 0.648 0.624 0.636 0.825 sitting 0.959 0.006 0.959 0.959 0.959 0.976 running 0.774 0.024 0.828 0.774 0.8 0.906 walking Weighted Avg. 0.766 0.047 0.768 0.766 0.767 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 76 11 0 0 0 0 3 5 | a = climbingdown 12 164 0 4 17 17 1 12 | b = climbingup 2 0 15 0 0 0 1 0 | c = jumping 2 6 0 85 2 21 0 2 | d = lying 0 15 0 1 100 7 0 0 | e = standing 0 21 0 22 7 83 0 0 | f = sitting 4 0 0 0 0 0 116 1 | g = running 3 25 0 0 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 768 80.0834 % Incorrectly Classified Instances 191 19.9166 % Kappa statistic 0.7657 Mean absolute error 0.0554 Root mean squared error 0.2128 Relative absolute error 26.0816 % Root relative squared error 65.281 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.014 0.868 0.832 0.849 0.927 climbingdown 0.754 0.073 0.764 0.754 0.759 0.832 climbingup 1 0 1 1 1 1 jumping 0.737 0.03 0.777 0.737 0.757 0.897 lying 0.854 0.028 0.82 0.854 0.837 0.922 standing 0.707 0.067 0.631 0.707 0.667 0.847 sitting 0.958 0.005 0.966 0.958 0.962 0.977 running 0.79 0.023 0.838 0.79 0.813 0.916 walking Weighted Avg. 0.801 0.039 0.804 0.801 0.802 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 79 10 0 0 0 0 1 5 | a = climbingdown 6 172 0 6 14 18 2 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 6 0 87 1 23 0 1 | d = lying 0 4 0 0 105 14 0 0 | e = standing 1 11 0 19 8 94 0 0 | f = sitting 0 2 0 0 0 0 115 3 | g = running 5 20 0 0 0 0 1 98 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 716 74.6611 % Incorrectly Classified Instances 243 25.3389 % Kappa statistic 0.7033 Mean absolute error 0.0666 Root mean squared error 0.2394 Relative absolute error 31.1778 % Root relative squared error 73.2465 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.761 0.028 0.745 0.761 0.753 0.934 climbingdown 0.699 0.086 0.689 0.699 0.694 0.831 climbingup 0.947 0 1 0.947 0.973 0.973 jumping 0.717 0.054 0.692 0.717 0.705 0.853 lying 0.628 0.045 0.667 0.628 0.647 0.803 standing 0.612 0.067 0.599 0.612 0.605 0.797 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.838 0.019 0.872 0.838 0.855 0.937 walking Weighted Avg. 0.747 0.047 0.748 0.747 0.747 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 70 15 0 0 0 1 0 6 | a = climbingdown 16 144 0 11 11 14 0 10 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 1 4 0 99 8 26 0 0 | d = lying 0 19 0 12 76 14 0 0 | e = standing 0 12 0 21 19 82 0 0 | f = sitting 0 1 0 0 0 0 118 0 | g = running 7 14 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 709 73.9312 % Incorrectly Classified Instances 250 26.0688 % Kappa statistic 0.6945 Mean absolute error 0.068 Root mean squared error 0.24 Relative absolute error 31.8505 % Root relative squared error 73.4562 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.031 0.707 0.707 0.707 0.865 climbingdown 0.718 0.097 0.67 0.718 0.693 0.839 climbingup 0.895 0.001 0.944 0.895 0.919 0.947 jumping 0.652 0.05 0.687 0.652 0.669 0.83 lying 0.744 0.045 0.703 0.744 0.723 0.855 standing 0.582 0.053 0.639 0.582 0.609 0.833 sitting 0.975 0.006 0.959 0.975 0.967 0.99 running 0.808 0.025 0.833 0.808 0.82 0.924 walking Weighted Avg. 0.739 0.048 0.739 0.739 0.739 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 65 18 0 0 0 0 0 9 | a = climbingdown 13 148 0 10 12 12 2 9 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 1 15 0 90 11 20 0 1 | d = lying 0 11 0 7 90 12 0 1 | e = standing 0 18 0 23 15 78 0 0 | f = sitting 0 1 1 0 0 0 116 1 | g = running 13 10 0 1 0 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 704 73.4098 % Incorrectly Classified Instances 255 26.5902 % Kappa statistic 0.6885 Mean absolute error 0.0694 Root mean squared error 0.2467 Relative absolute error 32.5235 % Root relative squared error 75.4992 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.03 0.714 0.714 0.714 0.869 climbingdown 0.684 0.096 0.662 0.684 0.673 0.818 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.681 0.063 0.644 0.681 0.662 0.844 lying 0.694 0.049 0.672 0.694 0.683 0.837 standing 0.56 0.051 0.641 0.56 0.598 0.796 sitting 0.983 0 1 0.983 0.992 0.992 running 0.832 0.025 0.838 0.832 0.835 0.916 walking Weighted Avg. 0.734 0.049 0.734 0.734 0.734 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 65 17 0 1 0 0 0 8 | a = climbingdown 19 141 1 10 13 10 0 12 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 15 0 94 12 17 0 0 | d = lying 0 15 0 7 84 15 0 0 | e = standing 0 11 0 33 15 75 0 0 | f = sitting 0 0 0 0 1 0 118 1 | g = running 7 14 0 1 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 729 76.0167 % Incorrectly Classified Instances 230 23.9833 % Kappa statistic 0.7187 Mean absolute error 0.0639 Root mean squared error 0.2356 Relative absolute error 29.9037 % Root relative squared error 72.1186 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.025 0.744 0.703 0.723 0.87 climbingdown 0.748 0.086 0.703 0.748 0.725 0.838 climbingup 0.944 0.001 0.944 0.944 0.944 0.972 jumping 0.681 0.052 0.686 0.681 0.684 0.813 lying 0.669 0.036 0.73 0.669 0.698 0.848 standing 0.664 0.053 0.669 0.664 0.667 0.841 sitting 0.975 0.004 0.975 0.975 0.975 0.985 running 0.863 0.027 0.837 0.863 0.85 0.927 walking Weighted Avg. 0.76 0.045 0.76 0.76 0.76 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 64 16 0 0 0 0 1 10 | a = climbingdown 13 154 0 10 6 10 1 12 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 14 0 94 11 19 0 0 | d = lying 0 14 0 11 81 15 0 0 | e = standing 0 10 0 22 13 89 0 0 | f = sitting 1 1 1 0 0 0 117 0 | g = running 8 10 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 709 73.9312 % Incorrectly Classified Instances 250 26.0688 % Kappa statistic 0.6942 Mean absolute error 0.0677 Root mean squared error 0.2428 Relative absolute error 31.6885 % Root relative squared error 74.3046 % Total Number of Instances 959 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.02 0.79 0.703 0.744 0.848 climbingdown 0.723 0.093 0.68 0.723 0.701 0.824 climbingup 1 0 1 1 1 1 jumping 0.674 0.057 0.664 0.674 0.669 0.838 lying 0.62 0.043 0.676 0.62 0.647 0.818 standing 0.619 0.07 0.589 0.619 0.604 0.802 sitting 0.975 0 1 0.975 0.987 0.987 running 0.84 0.027 0.833 0.84 0.837 0.927 walking Weighted Avg. 0.739 0.049 0.742 0.739 0.74 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 64 16 0 1 0 0 0 10 | a = climbingdown 11 149 0 16 11 9 0 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 7 0 93 8 29 0 1 | d = lying 0 17 0 9 75 20 0 0 | e = standing 0 13 0 21 16 83 0 1 | f = sitting 1 2 0 0 0 0 117 0 | g = running 5 15 0 0 1 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 698 72.8601 % Incorrectly Classified Instances 260 27.1399 % Kappa statistic 0.6819 Mean absolute error 0.07 Root mean squared error 0.2475 Relative absolute error 32.7778 % Root relative squared error 75.7649 % Total Number of Instances 958 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.769 0.03 0.729 0.769 0.749 0.894 climbingdown 0.699 0.105 0.646 0.699 0.671 0.819 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.601 0.045 0.692 0.601 0.643 0.831 lying 0.669 0.054 0.643 0.669 0.656 0.837 standing 0.552 0.062 0.592 0.552 0.571 0.789 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.84 0.024 0.846 0.84 0.843 0.918 walking Weighted Avg. 0.729 0.051 0.728 0.729 0.728 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 70 15 0 0 0 0 0 6 | a = climbingdown 17 144 0 9 12 11 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 17 0 83 14 23 0 1 | d = lying 0 18 0 4 81 17 1 0 | e = standing 0 17 0 24 19 74 0 0 | f = sitting 0 0 1 0 0 0 118 0 | g = running 9 12 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 718 74.9478 % Incorrectly Classified Instances 240 25.0522 % Kappa statistic 0.7066 Mean absolute error 0.066 Root mean squared error 0.2402 Relative absolute error 30.903 % Root relative squared error 73.5036 % Total Number of Instances 958 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.028 0.733 0.725 0.729 0.905 climbingdown 0.694 0.086 0.688 0.694 0.691 0.808 climbingup 0.944 0.002 0.895 0.944 0.919 0.968 jumping 0.739 0.054 0.699 0.739 0.718 0.859 lying 0.694 0.054 0.651 0.694 0.672 0.86 standing 0.597 0.053 0.645 0.597 0.62 0.785 sitting 0.958 0 1 0.958 0.979 0.979 running 0.855 0.019 0.875 0.855 0.865 0.93 walking Weighted Avg. 0.749 0.046 0.751 0.749 0.75 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 66 15 0 0 1 0 0 9 | a = climbingdown 14 143 0 15 11 16 0 7 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 1 10 0 102 9 16 0 0 | d = lying 0 15 0 10 84 12 0 0 | e = standing 0 12 0 19 23 80 0 0 | f = sitting 0 2 2 0 1 0 114 0 | g = running 8 11 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 694 72.4426 % Incorrectly Classified Instances 264 27.5574 % Kappa statistic 0.6771 Mean absolute error 0.0719 Root mean squared error 0.2502 Relative absolute error 33.6538 % Root relative squared error 76.576 % Total Number of Instances 958 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.024 0.759 0.725 0.742 0.903 climbingdown 0.67 0.098 0.651 0.67 0.66 0.813 climbingup 1 0 1 1 1 1 jumping 0.623 0.061 0.632 0.623 0.628 0.803 lying 0.661 0.053 0.645 0.661 0.653 0.843 standing 0.59 0.064 0.598 0.59 0.594 0.795 sitting 0.983 0.002 0.983 0.983 0.983 0.99 running 0.84 0.024 0.846 0.84 0.843 0.921 walking Weighted Avg. 0.724 0.051 0.725 0.724 0.725 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 66 17 0 1 0 0 0 7 | a = climbingdown 15 138 0 14 18 10 0 11 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 13 0 86 9 28 1 0 | d = lying 0 11 0 13 80 15 0 2 | e = standing 0 17 0 22 16 79 0 0 | f = sitting 0 1 0 0 1 0 117 0 | g = running 5 15 0 0 0 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 705 73.5908 % Incorrectly Classified Instances 253 26.4092 % Kappa statistic 0.6902 Mean absolute error 0.068 Root mean squared error 0.244 Relative absolute error 31.8639 % Root relative squared error 74.6719 % Total Number of Instances 958 === 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 0.895 climbingdown 0.684 0.112 0.627 0.684 0.654 0.814 climbingup 0.944 0.002 0.895 0.944 0.919 0.971 jumping 0.652 0.051 0.682 0.652 0.667 0.829 lying 0.658 0.041 0.699 0.658 0.678 0.845 standing 0.634 0.066 0.612 0.634 0.623 0.816 sitting 1 0.001 0.992 1 0.996 0.999 running 0.817 0.021 0.863 0.817 0.839 0.897 walking Weighted Avg. 0.736 0.051 0.739 0.736 0.737 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 67 14 0 1 0 1 0 9 | a = climbingdown 12 141 1 12 15 17 0 8 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 19 1 90 5 23 0 0 | d = lying 0 21 0 7 79 13 0 0 | e = standing 0 14 0 22 13 85 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 7 16 0 0 1 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 685 71.5031 % Incorrectly Classified Instances 273 28.4969 % Kappa statistic 0.6664 Mean absolute error 0.0724 Root mean squared error 0.253 Relative absolute error 33.8969 % Root relative squared error 77.4393 % Total Number of Instances 958 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.029 0.719 0.696 0.707 0.845 climbingdown 0.626 0.1 0.632 0.626 0.629 0.782 climbingup 1 0 1 1 1 1 jumping 0.64 0.051 0.679 0.64 0.659 0.815 lying 0.661 0.056 0.63 0.661 0.645 0.832 standing 0.586 0.072 0.569 0.586 0.578 0.802 sitting 0.966 0.004 0.975 0.966 0.97 0.982 running 0.862 0.027 0.836 0.862 0.848 0.928 walking Weighted Avg. 0.715 0.053 0.715 0.715 0.715 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 64 19 0 0 0 0 1 8 | a = climbingdown 18 129 0 11 20 14 1 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 11 0 89 9 29 0 0 | d = lying 0 13 0 12 80 16 0 0 | e = standing 0 18 0 18 18 78 0 1 | f = sitting 2 2 0 0 0 0 115 0 | g = running 4 12 0 1 0 0 1 112 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 747 75.6073 % Incorrectly Classified Instances 241 24.3927 % Kappa statistic 0.712 Mean absolute error 0.0645 Root mean squared error 0.2359 Relative absolute error 30.441 % Root relative squared error 72.4563 % Total Number of Instances 988 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.828 0.029 0.735 0.828 0.778 0.927 climbingdown 0.709 0.099 0.685 0.709 0.697 0.817 climbingup 1 0 1 1 1 1 jumping 0.706 0.019 0.809 0.706 0.754 0.887 lying 0.659 0.071 0.659 0.659 0.659 0.828 standing 0.654 0.051 0.659 0.654 0.656 0.823 sitting 0.992 0 1 0.992 0.996 0.996 running 0.809 0.025 0.835 0.809 0.822 0.927 walking Weighted Avg. 0.756 0.05 0.758 0.756 0.756 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 72 8 0 0 1 0 0 6 | a = climbingdown 19 163 0 4 18 11 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 2 9 0 72 13 6 0 0 | d = lying 0 26 0 5 112 27 0 0 | e = standing 0 12 0 8 25 85 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 5 19 0 0 1 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 755 76.417 % Incorrectly Classified Instances 233 23.583 % Kappa statistic 0.7217 Mean absolute error 0.0618 Root mean squared error 0.232 Relative absolute error 29.1719 % Root relative squared error 71.2634 % Total Number of Instances 988 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.021 0.774 0.747 0.76 0.9 climbingdown 0.73 0.08 0.734 0.73 0.732 0.83 climbingup 1 0 1 1 1 1 jumping 0.696 0.032 0.717 0.696 0.706 0.853 lying 0.724 0.067 0.691 0.724 0.707 0.851 standing 0.662 0.056 0.642 0.662 0.652 0.828 sitting 0.992 0.003 0.975 0.992 0.983 0.994 running 0.802 0.022 0.847 0.802 0.824 0.915 walking Weighted Avg. 0.764 0.046 0.765 0.764 0.765 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 65 12 0 1 0 0 0 9 | a = climbingdown 8 168 0 6 27 10 1 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 3 0 71 9 18 1 0 | d = lying 0 19 0 8 123 20 0 0 | e = standing 0 12 0 13 19 86 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 11 14 0 0 0 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 768 77.7328 % Incorrectly Classified Instances 220 22.2672 % Kappa statistic 0.737 Mean absolute error 0.0583 Root mean squared error 0.2249 Relative absolute error 27.5168 % Root relative squared error 69.0868 % Total Number of Instances 988 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.021 0.768 0.724 0.746 0.865 climbingdown 0.748 0.082 0.735 0.748 0.741 0.845 climbingup 0.889 0 1 0.889 0.941 0.965 jumping 0.725 0.025 0.771 0.725 0.747 0.876 lying 0.771 0.053 0.753 0.771 0.762 0.892 standing 0.646 0.052 0.651 0.646 0.649 0.833 sitting 0.992 0.003 0.975 0.992 0.983 0.997 running 0.832 0.03 0.807 0.832 0.82 0.933 walking Weighted Avg. 0.777 0.044 0.777 0.777 0.777 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 63 14 0 0 0 0 0 10 | a = climbingdown 9 172 0 7 11 14 1 16 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 5 0 74 9 14 0 0 | d = lying 0 19 0 3 131 17 0 0 | e = standing 0 11 0 12 23 84 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 10 12 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 760 77.001 % Incorrectly Classified Instances 227 22.999 % Kappa statistic 0.7293 Mean absolute error 0.06 Root mean squared error 0.2262 Relative absolute error 28.296 % Root relative squared error 69.4928 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.814 0.028 0.737 0.814 0.773 0.901 climbingdown 0.696 0.077 0.734 0.696 0.714 0.842 climbingup 0.944 0 1 0.944 0.971 0.997 jumping 0.784 0.034 0.727 0.784 0.755 0.894 lying 0.702 0.05 0.745 0.702 0.723 0.864 standing 0.692 0.056 0.652 0.692 0.672 0.855 sitting 0.983 0.003 0.975 0.983 0.979 0.99 running 0.809 0.026 0.828 0.809 0.819 0.913 walking Weighted Avg. 0.77 0.044 0.771 0.77 0.77 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 70 8 0 0 0 0 0 8 | a = climbingdown 15 160 0 10 20 11 0 14 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 5 0 80 6 11 0 0 | d = lying 0 18 0 6 120 26 1 0 | e = standing 0 12 0 13 15 90 0 0 | f = sitting 1 1 0 0 0 0 117 0 | g = running 9 14 0 1 0 0 1 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 766 77.6089 % Incorrectly Classified Instances 221 22.3911 % Kappa statistic 0.7356 Mean absolute error 0.0592 Root mean squared error 0.2293 Relative absolute error 27.9248 % Root relative squared error 70.4613 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.034 0.68 0.767 0.721 0.881 climbingdown 0.765 0.087 0.727 0.765 0.746 0.813 climbingup 1 0 1 1 1 1 jumping 0.735 0.029 0.743 0.735 0.739 0.865 lying 0.737 0.045 0.773 0.737 0.754 0.856 standing 0.626 0.044 0.683 0.626 0.653 0.823 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.809 0.026 0.828 0.809 0.819 0.912 walking Weighted Avg. 0.776 0.044 0.777 0.776 0.776 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 66 10 0 0 0 0 1 9 | a = climbingdown 15 176 0 7 12 9 0 11 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 2 5 0 75 6 14 0 0 | d = lying 0 24 0 6 126 15 0 0 | e = standing 0 16 0 13 19 82 0 1 | f = sitting 0 0 0 0 0 0 118 1 | g = running 14 11 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 750 75.9878 % Incorrectly Classified Instances 237 24.0122 % Kappa statistic 0.7166 Mean absolute error 0.0627 Root mean squared error 0.2348 Relative absolute error 29.5958 % Root relative squared error 72.1449 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.016 0.806 0.674 0.734 0.828 climbingdown 0.721 0.082 0.727 0.721 0.724 0.815 climbingup 1 0.002 0.895 1 0.944 0.999 jumping 0.716 0.034 0.709 0.716 0.712 0.866 lying 0.708 0.063 0.703 0.708 0.706 0.865 standing 0.634 0.06 0.619 0.634 0.626 0.828 sitting 0.966 0.002 0.983 0.966 0.975 0.985 running 0.894 0.029 0.825 0.894 0.858 0.937 walking Weighted Avg. 0.76 0.047 0.76 0.76 0.759 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 58 16 0 0 0 0 1 11 | a = climbingdown 8 165 0 6 23 13 1 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 3 0 73 8 17 0 0 | d = lying 0 23 0 6 121 21 0 0 | e = standing 0 10 0 18 20 83 0 0 | f = sitting 0 1 2 0 0 0 115 1 | g = running 5 9 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 753 76.2918 % Incorrectly Classified Instances 234 23.7082 % Kappa statistic 0.7201 Mean absolute error 0.0622 Root mean squared error 0.2299 Relative absolute error 29.3451 % Root relative squared error 70.6316 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.028 0.706 0.698 0.702 0.862 climbingdown 0.721 0.08 0.73 0.721 0.725 0.834 climbingup 0.941 0 1 0.941 0.97 0.996 jumping 0.657 0.036 0.677 0.657 0.667 0.835 lying 0.778 0.064 0.719 0.778 0.747 0.876 standing 0.611 0.046 0.672 0.611 0.64 0.834 sitting 1 0.002 0.984 1 0.992 0.998 running 0.855 0.027 0.83 0.855 0.842 0.923 walking Weighted Avg. 0.763 0.046 0.762 0.763 0.762 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 60 15 0 0 0 0 0 11 | a = climbingdown 17 165 0 7 16 11 1 12 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 8 0 67 11 16 0 0 | d = lying 0 19 0 7 133 12 0 0 | e = standing 0 8 0 18 25 80 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 8 11 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 737 74.6707 % Incorrectly Classified Instances 250 25.3293 % Kappa statistic 0.7011 Mean absolute error 0.0658 Root mean squared error 0.2415 Relative absolute error 31.065 % Root relative squared error 74.2053 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.791 0.028 0.731 0.791 0.76 0.896 climbingdown 0.672 0.104 0.661 0.672 0.667 0.782 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.716 0.033 0.716 0.716 0.716 0.849 lying 0.708 0.07 0.68 0.708 0.693 0.845 standing 0.588 0.047 0.658 0.588 0.621 0.796 sitting 0.967 0.001 0.991 0.967 0.979 0.983 running 0.847 0.021 0.86 0.847 0.854 0.924 walking Weighted Avg. 0.747 0.051 0.747 0.747 0.746 0.859 === Confusion Matrix === a b c d e f g h <-- classified as 68 11 0 0 0 0 0 7 | a = climbingdown 15 154 0 5 24 19 1 11 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 9 0 73 12 8 0 0 | d = lying 0 29 0 8 121 13 0 0 | e = standing 0 17 0 16 21 77 0 0 | f = sitting 1 2 1 0 0 0 116 0 | g = running 9 11 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 757 76.6971 % Incorrectly Classified Instances 230 23.3029 % Kappa statistic 0.7249 Mean absolute error 0.0595 Root mean squared error 0.2302 Relative absolute error 28.0635 % Root relative squared error 70.7377 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.022 0.747 0.686 0.715 0.883 climbingdown 0.707 0.086 0.714 0.707 0.711 0.835 climbingup 1 0 1 1 1 1 jumping 0.765 0.036 0.709 0.765 0.736 0.884 lying 0.76 0.065 0.71 0.76 0.734 0.884 standing 0.641 0.048 0.672 0.641 0.656 0.823 sitting 0.992 0 1 0.992 0.996 0.996 running 0.824 0.022 0.85 0.824 0.837 0.927 walking Weighted Avg. 0.767 0.046 0.768 0.767 0.767 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 59 18 0 0 0 0 0 9 | a = climbingdown 10 162 0 10 26 11 0 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 4 0 78 6 14 0 0 | d = lying 0 16 0 9 130 16 0 0 | e = standing 1 12 0 13 21 84 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 9 14 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 748 75.7852 % Incorrectly Classified Instances 239 24.2148 % Kappa statistic 0.7138 Mean absolute error 0.0636 Root mean squared error 0.2304 Relative absolute error 30.0159 % Root relative squared error 70.7941 % Total Number of Instances 987 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.017 0.808 0.733 0.768 0.866 climbingdown 0.748 0.089 0.72 0.748 0.733 0.854 climbingup 1 0 1 1 1 1 jumping 0.745 0.034 0.717 0.745 0.731 0.873 lying 0.673 0.072 0.661 0.673 0.667 0.848 standing 0.538 0.047 0.636 0.538 0.583 0.831 sitting 0.983 0.001 0.992 0.983 0.987 0.991 running 0.893 0.032 0.813 0.893 0.851 0.948 walking Weighted Avg. 0.758 0.049 0.756 0.758 0.756 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 63 11 0 0 0 0 1 11 | a = climbingdown 10 172 0 5 20 7 0 16 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 5 0 76 10 11 0 0 | d = lying 0 22 0 12 115 22 0 0 | e = standing 0 18 0 13 29 70 0 0 | f = sitting 0 2 0 0 0 0 118 0 | g = running 5 9 0 0 0 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 3 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 742 85.2874 % Incorrectly Classified Instances 128 14.7126 % Kappa statistic 0.8289 Mean absolute error 0.0409 Root mean squared error 0.1846 Relative absolute error 19.0098 % Root relative squared error 56.3006 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.012 0.908 0.937 0.922 0.961 climbingdown 0.703 0.03 0.772 0.703 0.736 0.855 climbingup 0.947 0 1 0.947 0.973 0.997 jumping 0.899 0.007 0.955 0.899 0.926 0.966 lying 0.862 0.045 0.746 0.862 0.8 0.92 standing 0.824 0.025 0.838 0.824 0.831 0.921 sitting 0.858 0.02 0.905 0.858 0.881 0.954 running 0.875 0.033 0.832 0.875 0.853 0.94 walking Weighted Avg. 0.853 0.024 0.856 0.853 0.853 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 89 5 0 0 0 0 0 1 | a = climbingdown 8 78 0 0 2 0 0 23 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 107 1 11 0 0 | d = lying 0 0 0 1 100 5 10 0 | e = standing 0 0 0 4 14 98 3 0 | f = sitting 0 2 0 0 17 3 133 0 | g = running 1 16 0 0 0 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 723 83.1034 % Incorrectly Classified Instances 147 16.8966 % Kappa statistic 0.8038 Mean absolute error 0.0466 Root mean squared error 0.1947 Relative absolute error 21.6991 % Root relative squared error 59.3984 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.842 0.015 0.87 0.842 0.856 0.916 climbingdown 0.775 0.049 0.699 0.775 0.735 0.886 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.891 0.008 0.946 0.891 0.918 0.966 lying 0.828 0.052 0.711 0.828 0.765 0.91 standing 0.832 0.028 0.825 0.832 0.828 0.922 sitting 0.819 0.013 0.934 0.819 0.873 0.947 running 0.809 0.03 0.833 0.809 0.821 0.897 walking Weighted Avg. 0.831 0.027 0.839 0.831 0.833 0.923 === Confusion Matrix === a b c d e f g h <-- classified as 80 10 0 0 1 0 0 4 | a = climbingdown 8 86 0 0 0 0 0 17 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 1 0 106 4 7 0 0 | d = lying 0 3 0 1 96 8 7 1 | e = standing 0 0 0 5 13 99 2 0 | f = sitting 0 1 1 0 21 5 127 0 | g = running 3 22 0 0 0 1 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 734 84.4649 % Incorrectly Classified Instances 135 15.5351 % Kappa statistic 0.8195 Mean absolute error 0.0436 Root mean squared error 0.1908 Relative absolute error 20.306 % Root relative squared error 58.1898 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.013 0.892 0.874 0.883 0.98 climbingdown 0.775 0.032 0.782 0.775 0.778 0.899 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.924 0.013 0.917 0.924 0.921 0.955 lying 0.767 0.045 0.724 0.767 0.745 0.867 standing 0.857 0.032 0.81 0.857 0.833 0.929 sitting 0.813 0.018 0.906 0.813 0.857 0.937 running 0.882 0.026 0.863 0.882 0.873 0.939 walking Weighted Avg. 0.845 0.025 0.847 0.845 0.845 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 83 9 0 0 0 0 0 3 | a = climbingdown 6 86 0 0 1 1 1 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 110 1 8 0 0 | d = lying 0 2 0 2 89 11 12 0 | e = standing 0 0 0 8 9 102 0 0 | f = sitting 2 0 1 0 22 4 126 0 | g = running 2 13 0 0 1 0 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 744 85.6157 % Incorrectly Classified Instances 125 14.3843 % Kappa statistic 0.8327 Mean absolute error 0.0411 Root mean squared error 0.1821 Relative absolute error 19.1257 % Root relative squared error 55.5536 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.916 0.013 0.897 0.916 0.906 0.959 climbingdown 0.757 0.028 0.8 0.757 0.778 0.903 climbingup 1 0 1 1 1 1 jumping 0.95 0.012 0.926 0.95 0.938 0.97 lying 0.776 0.035 0.776 0.776 0.776 0.911 standing 0.824 0.031 0.81 0.824 0.817 0.901 sitting 0.871 0.022 0.894 0.871 0.882 0.952 running 0.875 0.027 0.856 0.875 0.865 0.949 walking Weighted Avg. 0.856 0.024 0.856 0.856 0.856 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 87 3 0 0 2 0 0 3 | a = climbingdown 9 84 0 0 0 0 1 17 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 113 0 5 1 0 | d = lying 0 1 0 3 90 15 7 0 | e = standing 0 1 0 6 8 98 6 0 | f = sitting 0 1 0 0 16 3 135 0 | g = running 1 15 0 0 0 0 1 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 727 83.6594 % Incorrectly Classified Instances 142 16.3406 % Kappa statistic 0.81 Mean absolute error 0.045 Root mean squared error 0.1937 Relative absolute error 20.9371 % Root relative squared error 59.0926 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.875 0.016 0.875 0.875 0.875 0.927 climbingdown 0.736 0.03 0.779 0.736 0.757 0.872 climbingup 1 0 1 1 1 1 jumping 0.866 0.02 0.873 0.866 0.869 0.941 lying 0.843 0.038 0.77 0.843 0.805 0.91 standing 0.807 0.039 0.768 0.807 0.787 0.912 sitting 0.833 0.015 0.922 0.833 0.875 0.949 running 0.868 0.031 0.837 0.868 0.852 0.93 walking Weighted Avg. 0.837 0.026 0.839 0.837 0.837 0.924 === Confusion Matrix === a b c d e f g h <-- classified as 84 8 0 0 1 0 1 2 | a = climbingdown 7 81 0 0 0 1 0 21 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 103 2 14 0 0 | d = lying 0 0 0 3 97 8 7 0 | e = standing 0 0 0 12 8 96 3 0 | f = sitting 1 1 0 0 18 6 130 0 | g = running 4 14 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 742 85.3855 % Incorrectly Classified Instances 127 14.6145 % Kappa statistic 0.83 Mean absolute error 0.0408 Root mean squared error 0.1841 Relative absolute error 18.9754 % Root relative squared error 56.1595 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.875 0.013 0.894 0.875 0.884 0.954 climbingdown 0.782 0.025 0.819 0.782 0.8 0.913 climbingup 1 0 1 1 1 1 jumping 0.95 0.015 0.911 0.95 0.93 0.977 lying 0.791 0.033 0.784 0.791 0.788 0.908 standing 0.792 0.027 0.826 0.792 0.809 0.896 sitting 0.89 0.022 0.896 0.89 0.893 0.956 running 0.859 0.035 0.817 0.859 0.838 0.921 walking Weighted Avg. 0.854 0.024 0.854 0.854 0.854 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 84 7 0 0 0 0 0 5 | a = climbingdown 2 86 0 0 0 1 1 20 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 0 0 113 0 5 0 0 | d = lying 0 0 0 3 91 11 10 0 | e = standing 0 0 0 8 12 95 5 0 | f = sitting 0 0 0 0 13 3 138 1 | g = running 7 12 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 727 83.6594 % Incorrectly Classified Instances 142 16.3406 % Kappa statistic 0.8101 Mean absolute error 0.0442 Root mean squared error 0.1928 Relative absolute error 20.558 % Root relative squared error 58.8142 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.008 0.934 0.885 0.909 0.946 climbingdown 0.755 0.037 0.748 0.755 0.751 0.888 climbingup 1 0 1 1 1 1 jumping 0.958 0.02 0.884 0.958 0.919 0.98 lying 0.783 0.05 0.703 0.783 0.741 0.901 standing 0.758 0.023 0.843 0.758 0.798 0.91 sitting 0.839 0.021 0.897 0.839 0.867 0.938 running 0.852 0.031 0.833 0.852 0.842 0.934 walking Weighted Avg. 0.837 0.027 0.839 0.837 0.837 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 85 6 0 1 1 0 0 3 | a = climbingdown 4 83 0 0 2 0 1 20 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 0 0 114 1 2 1 0 | d = lying 0 2 0 2 90 12 9 0 | e = standing 0 0 0 10 15 91 4 0 | f = sitting 0 1 0 2 19 3 130 0 | g = running 1 19 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 745 85.7307 % Incorrectly Classified Instances 124 14.2693 % Kappa statistic 0.8342 Mean absolute error 0.0408 Root mean squared error 0.1828 Relative absolute error 18.9667 % Root relative squared error 55.7536 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.014 0.885 0.885 0.885 0.942 climbingdown 0.818 0.037 0.763 0.818 0.789 0.93 climbingup 0.947 0 1 0.947 0.973 0.974 jumping 0.966 0.023 0.871 0.966 0.916 0.972 lying 0.835 0.036 0.78 0.835 0.807 0.903 standing 0.842 0.011 0.927 0.842 0.882 0.933 sitting 0.845 0.017 0.916 0.845 0.879 0.933 running 0.807 0.029 0.838 0.807 0.823 0.931 walking Weighted Avg. 0.857 0.023 0.86 0.857 0.858 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 85 3 0 0 0 0 0 8 | a = climbingdown 7 90 0 0 0 0 0 13 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 1 0 0 115 1 2 0 0 | d = lying 1 0 0 3 96 4 11 0 | e = standing 0 0 0 10 9 101 0 0 | f = sitting 1 0 0 4 17 2 131 0 | g = running 1 25 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 714 82.1634 % Incorrectly Classified Instances 155 17.8366 % Kappa statistic 0.7925 Mean absolute error 0.0472 Root mean squared error 0.2028 Relative absolute error 21.94 % Root relative squared error 61.8485 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.844 0.018 0.853 0.844 0.848 0.926 climbingdown 0.691 0.028 0.784 0.691 0.734 0.878 climbingup 0.895 0.001 0.944 0.895 0.919 0.947 jumping 0.899 0.011 0.93 0.899 0.915 0.957 lying 0.696 0.037 0.741 0.696 0.717 0.839 standing 0.842 0.045 0.748 0.842 0.792 0.922 sitting 0.852 0.029 0.863 0.852 0.857 0.934 running 0.889 0.038 0.811 0.889 0.848 0.937 walking Weighted Avg. 0.822 0.029 0.823 0.822 0.821 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 81 8 1 0 1 1 0 4 | a = climbingdown 9 76 0 1 0 0 0 24 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 1 0 0 107 1 10 0 0 | d = lying 1 2 0 1 80 15 16 0 | e = standing 0 1 0 5 10 101 3 0 | f = sitting 0 0 0 0 15 8 132 0 | g = running 3 10 0 1 1 0 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 732 84.2348 % Incorrectly Classified Instances 137 15.7652 % Kappa statistic 0.8169 Mean absolute error 0.0433 Root mean squared error 0.1919 Relative absolute error 20.1545 % Root relative squared error 58.5411 % Total Number of Instances 869 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.009 0.919 0.832 0.873 0.926 climbingdown 0.802 0.042 0.736 0.802 0.767 0.907 climbingup 1 0 1 1 1 1 jumping 0.932 0.012 0.924 0.932 0.928 0.966 lying 0.817 0.046 0.729 0.817 0.77 0.904 standing 0.842 0.032 0.808 0.842 0.824 0.933 sitting 0.806 0.013 0.933 0.806 0.865 0.933 running 0.846 0.029 0.846 0.846 0.846 0.92 walking Weighted Avg. 0.842 0.025 0.848 0.842 0.844 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 79 11 0 0 0 0 1 4 | a = climbingdown 4 89 0 0 2 0 0 16 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 110 1 6 0 1 | d = lying 2 0 0 0 94 13 6 0 | e = standing 0 0 0 7 10 101 2 0 | f = sitting 1 0 0 2 22 5 125 0 | g = running 0 21 0 0 0 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 705 79.932 % Incorrectly Classified Instances 177 20.068 % Kappa statistic 0.7664 Mean absolute error 0.0548 Root mean squared error 0.2117 Relative absolute error 25.5169 % Root relative squared error 64.5892 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.841 0.019 0.821 0.841 0.831 0.934 climbingdown 0.659 0.045 0.709 0.659 0.683 0.838 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.84 0.028 0.84 0.84 0.84 0.922 lying 0.652 0.045 0.676 0.652 0.664 0.828 standing 0.833 0.027 0.852 0.833 0.842 0.937 sitting 0.894 0.028 0.858 0.894 0.876 0.955 running 0.835 0.041 0.782 0.835 0.807 0.909 walking Weighted Avg. 0.799 0.033 0.798 0.799 0.798 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 69 7 0 2 0 1 1 2 | a = climbingdown 6 83 0 2 6 1 7 21 | b = climbingup 0 1 17 0 0 0 0 0 | c = jumping 3 0 0 110 8 7 1 2 | d = lying 1 7 0 7 73 9 10 5 | e = standing 0 0 0 10 11 115 2 0 | f = sitting 2 1 0 0 9 2 127 1 | g = running 3 18 0 0 1 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 686 77.7778 % Incorrectly Classified Instances 196 22.2222 % Kappa statistic 0.7413 Mean absolute error 0.0593 Root mean squared error 0.2251 Relative absolute error 27.612 % Root relative squared error 68.6848 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.013 0.861 0.756 0.805 0.884 climbingdown 0.683 0.067 0.628 0.683 0.654 0.836 climbingup 1 0 1 1 1 1 jumping 0.832 0.02 0.879 0.832 0.855 0.924 lying 0.696 0.052 0.661 0.696 0.678 0.848 standing 0.781 0.035 0.805 0.781 0.793 0.893 sitting 0.873 0.026 0.867 0.873 0.87 0.95 running 0.759 0.047 0.743 0.759 0.751 0.879 walking Weighted Avg. 0.778 0.037 0.782 0.778 0.779 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 62 12 0 1 3 0 0 4 | a = climbingdown 5 86 0 3 4 2 1 25 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 4 0 109 5 12 1 0 | d = lying 2 9 0 0 78 10 9 4 | e = standing 1 0 0 10 11 107 8 0 | f = sitting 0 1 0 1 13 1 124 2 | g = running 2 25 0 0 4 1 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 692 78.458 % Incorrectly Classified Instances 190 21.542 % Kappa statistic 0.7495 Mean absolute error 0.0566 Root mean squared error 0.2214 Relative absolute error 26.3635 % Root relative squared error 67.5377 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.829 0.026 0.764 0.829 0.795 0.92 climbingdown 0.683 0.061 0.652 0.683 0.667 0.85 climbingup 0.947 0 1 0.947 0.973 0.996 jumping 0.878 0.033 0.821 0.878 0.849 0.932 lying 0.628 0.046 0.67 0.628 0.648 0.811 standing 0.774 0.034 0.809 0.774 0.791 0.9 sitting 0.894 0.014 0.927 0.894 0.91 0.952 running 0.765 0.037 0.783 0.765 0.774 0.887 walking Weighted Avg. 0.785 0.035 0.786 0.785 0.785 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 68 9 0 0 1 0 0 4 | a = climbingdown 8 86 0 2 8 1 0 21 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 3 1 0 115 3 9 0 0 | d = lying 3 9 0 8 71 14 6 2 | e = standing 0 1 0 15 11 106 3 1 | f = sitting 1 3 0 0 10 1 127 0 | g = running 6 23 0 0 2 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 701 79.4785 % Incorrectly Classified Instances 181 20.5215 % Kappa statistic 0.7613 Mean absolute error 0.0548 Root mean squared error 0.2177 Relative absolute error 25.4978 % Root relative squared error 66.4071 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.854 0.019 0.824 0.854 0.838 0.928 climbingdown 0.706 0.056 0.679 0.706 0.693 0.833 climbingup 1 0.001 0.95 1 0.974 0.999 jumping 0.824 0.013 0.915 0.824 0.867 0.909 lying 0.673 0.047 0.679 0.673 0.676 0.83 standing 0.854 0.038 0.807 0.854 0.83 0.92 sitting 0.88 0.024 0.874 0.88 0.877 0.934 running 0.735 0.041 0.758 0.735 0.746 0.879 walking Weighted Avg. 0.795 0.034 0.796 0.795 0.795 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 70 3 0 0 3 0 0 6 | a = climbingdown 8 89 1 1 4 0 1 22 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 4 0 108 6 13 0 0 | d = lying 2 5 0 2 76 11 15 2 | e = standing 0 2 0 7 9 117 2 0 | f = sitting 2 1 0 0 9 4 125 1 | g = running 3 27 0 0 5 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 688 78.0045 % Incorrectly Classified Instances 194 21.9955 % Kappa statistic 0.7442 Mean absolute error 0.057 Root mean squared error 0.2219 Relative absolute error 26.5143 % Root relative squared error 67.6907 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.878 0.024 0.791 0.878 0.832 0.947 climbingdown 0.683 0.065 0.637 0.683 0.659 0.863 climbingup 0.947 0 1 0.947 0.973 0.97 jumping 0.87 0.024 0.864 0.87 0.867 0.935 lying 0.575 0.048 0.637 0.575 0.605 0.798 standing 0.781 0.034 0.811 0.781 0.796 0.897 sitting 0.866 0.034 0.831 0.866 0.848 0.931 running 0.78 0.028 0.831 0.78 0.805 0.906 walking Weighted Avg. 0.78 0.036 0.78 0.78 0.779 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 72 10 0 0 0 0 0 0 | a = climbingdown 14 86 0 0 6 0 0 20 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 114 6 10 0 0 | d = lying 1 13 0 4 65 13 16 1 | e = standing 0 1 0 12 11 107 6 0 | f = sitting 0 2 0 2 13 2 123 0 | g = running 4 22 0 0 1 0 2 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 695 78.7982 % Incorrectly Classified Instances 187 21.2018 % Kappa statistic 0.7535 Mean absolute error 0.0561 Root mean squared error 0.2213 Relative absolute error 26.1241 % Root relative squared error 67.5199 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.793 0.021 0.793 0.793 0.793 0.888 climbingdown 0.717 0.064 0.655 0.717 0.684 0.855 climbingup 1 0.001 0.95 1 0.974 0.999 jumping 0.823 0.024 0.856 0.823 0.839 0.909 lying 0.723 0.045 0.698 0.723 0.711 0.877 standing 0.832 0.036 0.809 0.832 0.82 0.909 sitting 0.852 0.014 0.924 0.852 0.886 0.932 running 0.729 0.041 0.758 0.729 0.743 0.864 walking Weighted Avg. 0.788 0.035 0.792 0.788 0.789 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 65 9 0 2 4 0 0 2 | a = climbingdown 7 91 1 0 5 0 0 23 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 2 0 107 2 16 2 0 | d = lying 2 8 0 3 81 8 6 4 | e = standing 1 0 0 11 10 114 1 0 | f = sitting 1 4 0 2 9 3 121 2 | g = running 5 25 0 0 5 0 1 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 700 79.4552 % Incorrectly Classified Instances 181 20.5448 % Kappa statistic 0.7611 Mean absolute error 0.0533 Root mean squared error 0.2133 Relative absolute error 24.807 % Root relative squared error 65.0763 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.843 0.02 0.814 0.843 0.828 0.915 climbingdown 0.667 0.048 0.7 0.667 0.683 0.845 climbingup 1 0 1 1 1 1 jumping 0.869 0.024 0.863 0.869 0.866 0.942 lying 0.759 0.052 0.68 0.759 0.717 0.875 standing 0.774 0.038 0.791 0.774 0.782 0.895 sitting 0.866 0.018 0.904 0.866 0.885 0.946 running 0.759 0.04 0.771 0.759 0.765 0.887 walking Weighted Avg. 0.795 0.034 0.796 0.795 0.795 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 70 8 0 0 2 0 1 2 | a = climbingdown 7 84 0 0 5 3 0 27 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 113 6 9 2 0 | d = lying 1 3 0 2 85 14 6 1 | e = standing 0 2 0 14 12 106 3 0 | f = sitting 3 1 0 1 12 2 123 0 | g = running 5 22 0 1 3 0 1 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 682 77.412 % Incorrectly Classified Instances 199 22.588 % Kappa statistic 0.7372 Mean absolute error 0.0588 Root mean squared error 0.2253 Relative absolute error 27.3555 % Root relative squared error 68.7563 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.843 0.015 0.854 0.843 0.848 0.92 climbingdown 0.651 0.054 0.667 0.651 0.659 0.817 climbingup 1 0 1 1 1 1 jumping 0.885 0.041 0.788 0.885 0.833 0.939 lying 0.598 0.057 0.604 0.598 0.601 0.796 standing 0.854 0.039 0.801 0.854 0.827 0.943 sitting 0.775 0.015 0.909 0.775 0.837 0.929 running 0.774 0.041 0.769 0.774 0.772 0.888 walking Weighted Avg. 0.774 0.037 0.776 0.774 0.774 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 70 8 0 1 0 1 0 3 | a = climbingdown 5 82 0 3 12 1 1 22 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 115 3 9 1 0 | d = lying 2 8 0 11 67 11 8 5 | e = standing 0 0 0 14 5 117 1 0 | f = sitting 0 3 0 2 19 7 110 1 | g = running 5 20 0 0 5 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 686 77.8661 % Incorrectly Classified Instances 195 22.1339 % Kappa statistic 0.7427 Mean absolute error 0.0575 Root mean squared error 0.2227 Relative absolute error 26.7492 % Root relative squared error 67.9582 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.831 0.03 0.742 0.831 0.784 0.899 climbingdown 0.548 0.057 0.616 0.548 0.58 0.771 climbingup 1 0.002 0.9 1 0.947 1 jumping 0.847 0.032 0.822 0.847 0.835 0.928 lying 0.696 0.052 0.661 0.696 0.678 0.817 standing 0.81 0.032 0.822 0.81 0.816 0.89 sitting 0.894 0.019 0.9 0.894 0.897 0.964 running 0.782 0.032 0.813 0.782 0.797 0.914 walking Weighted Avg. 0.779 0.035 0.777 0.779 0.777 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 69 10 0 0 2 0 0 2 | a = climbingdown 19 69 0 3 14 2 1 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 1 0 111 5 11 2 0 | d = lying 2 6 0 6 78 9 7 4 | e = standing 0 1 0 15 7 111 3 0 | f = sitting 1 1 2 0 9 2 126 0 | g = running 1 24 0 0 3 0 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 691 78.4336 % Incorrectly Classified Instances 190 21.5664 % Kappa statistic 0.7493 Mean absolute error 0.056 Root mean squared error 0.2188 Relative absolute error 26.0632 % Root relative squared error 66.7497 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.843 0.025 0.778 0.843 0.809 0.916 climbingdown 0.69 0.06 0.659 0.69 0.674 0.841 climbingup 1 0 1 1 1 1 jumping 0.84 0.032 0.821 0.84 0.83 0.923 lying 0.705 0.055 0.653 0.705 0.678 0.867 standing 0.796 0.028 0.838 0.796 0.816 0.901 sitting 0.872 0.02 0.891 0.872 0.882 0.939 running 0.714 0.031 0.805 0.714 0.757 0.882 walking Weighted Avg. 0.784 0.035 0.788 0.784 0.785 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 70 9 0 2 1 0 0 1 | a = climbingdown 7 87 0 0 11 1 3 17 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 2 0 110 6 12 0 0 | d = lying 5 5 0 5 79 6 8 4 | e = standing 0 1 0 16 7 109 3 1 | f = sitting 2 0 0 1 13 2 123 0 | g = running 5 28 0 0 4 0 1 95 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 712 80.6342 % Incorrectly Classified Instances 171 19.3658 % Kappa statistic 0.7747 Mean absolute error 0.0516 Root mean squared error 0.2076 Relative absolute error 24.0003 % Root relative squared error 63.329 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.036 0.723 0.73 0.726 0.862 climbingdown 0.752 0.047 0.71 0.752 0.73 0.872 climbingup 0.947 0 1 0.947 0.973 0.974 jumping 0.935 0.017 0.899 0.935 0.917 0.969 lying 0.753 0.059 0.724 0.753 0.739 0.886 standing 0.724 0.027 0.772 0.724 0.747 0.879 sitting 0.875 0.018 0.906 0.875 0.89 0.953 running 0.817 0.023 0.863 0.817 0.839 0.922 walking Weighted Avg. 0.806 0.032 0.808 0.806 0.807 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 73 19 0 0 0 0 1 7 | a = climbingdown 13 88 0 1 4 3 0 8 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 2 0 0 116 3 3 0 0 | d = lying 3 5 0 5 113 13 10 1 | e = standing 0 0 0 6 20 71 1 0 | f = sitting 1 0 0 0 15 1 126 1 | g = running 9 12 0 1 1 1 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 716 81.1791 % Incorrectly Classified Instances 166 18.8209 % Kappa statistic 0.781 Mean absolute error 0.0502 Root mean squared error 0.2083 Relative absolute error 23.3749 % Root relative squared error 63.566 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.035 0.73 0.73 0.73 0.846 climbingdown 0.726 0.05 0.691 0.726 0.708 0.868 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.935 0.012 0.927 0.935 0.931 0.969 lying 0.787 0.048 0.771 0.787 0.779 0.911 standing 0.828 0.024 0.812 0.828 0.82 0.907 sitting 0.875 0.024 0.875 0.875 0.875 0.952 running 0.763 0.027 0.833 0.763 0.797 0.901 walking Weighted Avg. 0.812 0.031 0.813 0.812 0.812 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 73 14 0 1 0 0 2 10 | a = climbingdown 14 85 0 3 3 1 1 10 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 115 3 5 0 0 | d = lying 2 2 0 3 118 13 12 0 | e = standing 1 2 0 2 11 82 1 0 | f = sitting 0 0 0 0 18 0 126 0 | g = running 10 20 0 0 0 0 1 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 696 78.9116 % Incorrectly Classified Instances 186 21.0884 % Kappa statistic 0.7547 Mean absolute error 0.0562 Root mean squared error 0.2177 Relative absolute error 26.1422 % Root relative squared error 66.4139 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.024 0.793 0.73 0.76 0.887 climbingdown 0.759 0.051 0.693 0.759 0.724 0.859 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.887 0.012 0.924 0.887 0.905 0.94 lying 0.7 0.055 0.724 0.7 0.712 0.884 standing 0.768 0.036 0.731 0.768 0.749 0.873 sitting 0.861 0.024 0.873 0.861 0.867 0.941 running 0.779 0.043 0.761 0.779 0.77 0.883 walking Weighted Avg. 0.789 0.035 0.791 0.789 0.79 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 73 10 0 0 2 0 1 14 | a = climbingdown 11 88 0 0 2 0 1 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 110 7 7 0 0 | d = lying 0 6 0 2 105 20 14 3 | e = standing 1 2 0 7 11 76 2 0 | f = sitting 0 1 1 0 16 1 124 1 | g = running 7 20 0 0 2 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 708 80.2721 % Incorrectly Classified Instances 174 19.7279 % Kappa statistic 0.7705 Mean absolute error 0.0528 Root mean squared error 0.2093 Relative absolute error 24.582 % Root relative squared error 63.8432 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.033 0.743 0.75 0.746 0.894 climbingdown 0.658 0.035 0.74 0.658 0.697 0.852 climbingup 1 0 1 1 1 1 jumping 0.96 0.005 0.967 0.96 0.964 0.978 lying 0.687 0.055 0.72 0.687 0.703 0.88 standing 0.788 0.033 0.75 0.788 0.768 0.94 sitting 0.889 0.03 0.853 0.889 0.871 0.946 running 0.846 0.039 0.791 0.846 0.818 0.911 walking Weighted Avg. 0.803 0.033 0.801 0.803 0.801 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 75 12 0 0 0 0 1 12 | a = climbingdown 16 77 0 0 9 0 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 119 2 3 0 0 | d = lying 2 6 0 1 103 22 15 1 | e = standing 0 0 0 2 14 78 5 0 | f = sitting 1 0 0 0 13 1 128 1 | g = running 7 9 0 1 2 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 699 79.2517 % Incorrectly Classified Instances 183 20.7483 % Kappa statistic 0.7584 Mean absolute error 0.0556 Root mean squared error 0.219 Relative absolute error 25.8616 % Root relative squared error 66.8295 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.029 0.742 0.66 0.698 0.835 climbingdown 0.692 0.059 0.643 0.692 0.667 0.837 climbingup 1 0 1 1 1 1 jumping 0.944 0.012 0.929 0.944 0.936 0.971 lying 0.767 0.052 0.752 0.767 0.759 0.89 standing 0.697 0.024 0.784 0.697 0.738 0.847 sitting 0.847 0.027 0.859 0.847 0.853 0.929 running 0.854 0.039 0.793 0.854 0.822 0.922 walking Weighted Avg. 0.793 0.034 0.793 0.793 0.792 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 66 22 0 0 1 0 1 10 | a = climbingdown 17 81 0 1 0 0 0 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 117 3 3 0 0 | d = lying 0 3 0 1 115 14 16 1 | e = standing 1 2 0 7 17 69 3 0 | f = sitting 1 3 0 0 16 2 122 0 | g = running 4 14 0 0 1 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 709 80.3855 % Incorrectly Classified Instances 173 19.6145 % Kappa statistic 0.7718 Mean absolute error 0.0529 Root mean squared error 0.2129 Relative absolute error 24.6165 % Root relative squared error 64.9605 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.035 0.716 0.68 0.697 0.847 climbingdown 0.701 0.047 0.695 0.701 0.698 0.844 climbingup 1 0 1 1 1 1 jumping 0.887 0.008 0.948 0.887 0.917 0.95 lying 0.787 0.056 0.742 0.787 0.764 0.884 standing 0.859 0.031 0.78 0.859 0.817 0.944 sitting 0.847 0.016 0.91 0.847 0.878 0.933 running 0.815 0.036 0.797 0.815 0.806 0.904 walking Weighted Avg. 0.804 0.032 0.807 0.804 0.805 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 68 18 0 0 1 0 0 13 | a = climbingdown 17 82 0 1 3 1 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 110 10 2 0 0 | d = lying 1 2 0 2 118 15 12 0 | e = standing 1 0 0 3 10 85 0 0 | f = sitting 0 0 0 0 15 6 122 1 | g = running 8 14 0 0 2 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 711 80.6122 % Incorrectly Classified Instances 171 19.3878 % Kappa statistic 0.7744 Mean absolute error 0.0522 Root mean squared error 0.2111 Relative absolute error 24.273 % Root relative squared error 64.4092 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.023 0.816 0.8 0.808 0.924 climbingdown 0.692 0.042 0.717 0.692 0.704 0.872 climbingup 1 0 1 1 1 1 jumping 0.935 0.016 0.906 0.935 0.921 0.963 lying 0.76 0.053 0.745 0.76 0.752 0.86 standing 0.778 0.024 0.802 0.778 0.79 0.896 sitting 0.833 0.022 0.882 0.833 0.857 0.922 running 0.808 0.047 0.75 0.808 0.778 0.876 walking Weighted Avg. 0.806 0.033 0.807 0.806 0.806 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 80 9 0 0 1 0 0 10 | a = climbingdown 9 81 0 3 2 0 1 21 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 1 0 116 0 6 0 0 | d = lying 0 7 0 2 114 10 13 4 | e = standing 0 0 0 7 14 77 1 0 | f = sitting 1 0 0 0 20 3 120 0 | g = running 7 15 0 0 2 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 707 80.1587 % Incorrectly Classified Instances 175 19.8413 % Kappa statistic 0.7691 Mean absolute error 0.0534 Root mean squared error 0.2117 Relative absolute error 24.8742 % Root relative squared error 64.5824 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.035 0.735 0.75 0.743 0.887 climbingdown 0.752 0.047 0.71 0.752 0.73 0.867 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.935 0.017 0.899 0.935 0.917 0.968 lying 0.753 0.057 0.729 0.753 0.741 0.894 standing 0.737 0.026 0.785 0.737 0.76 0.861 sitting 0.854 0.023 0.879 0.854 0.866 0.942 running 0.785 0.027 0.836 0.785 0.81 0.872 walking Weighted Avg. 0.802 0.033 0.803 0.802 0.802 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 75 14 0 0 0 0 0 11 | a = climbingdown 14 88 0 1 5 0 2 7 | b = climbingup 0 0 17 0 0 0 0 1 | c = jumping 0 1 0 116 1 5 1 0 | d = lying 1 3 0 6 113 13 13 1 | e = standing 0 0 0 5 20 73 1 0 | f = sitting 1 1 0 1 16 2 123 0 | g = running 11 17 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 713 80.839 % Incorrectly Classified Instances 169 19.161 % Kappa statistic 0.7772 Mean absolute error 0.0518 Root mean squared error 0.2117 Relative absolute error 24.1096 % Root relative squared error 64.5817 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.83 0.042 0.716 0.83 0.769 0.932 climbingdown 0.726 0.035 0.759 0.726 0.742 0.853 climbingup 0.947 0.001 0.947 0.947 0.947 0.973 jumping 0.895 0.013 0.917 0.895 0.906 0.943 lying 0.758 0.057 0.729 0.758 0.743 0.852 standing 0.786 0.019 0.837 0.786 0.811 0.894 sitting 0.854 0.028 0.854 0.854 0.854 0.939 running 0.786 0.027 0.837 0.786 0.811 0.891 walking Weighted Avg. 0.808 0.032 0.811 0.808 0.809 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 83 11 0 0 0 0 1 5 | a = climbingdown 15 85 0 1 3 0 1 12 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 111 6 5 0 1 | d = lying 2 3 0 3 113 10 16 2 | e = standing 0 1 1 5 13 77 1 0 | f = sitting 0 1 0 1 19 0 123 0 | g = running 16 10 0 0 1 0 1 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 724 82.0862 % Incorrectly Classified Instances 158 17.9138 % Kappa statistic 0.7916 Mean absolute error 0.0478 Root mean squared error 0.1989 Relative absolute error 22.2411 % Root relative squared error 60.6867 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.033 0.752 0.798 0.775 0.938 climbingdown 0.735 0.035 0.761 0.735 0.748 0.886 climbingup 0.947 0.002 0.9 0.947 0.923 0.974 jumping 0.927 0.021 0.878 0.927 0.902 0.965 lying 0.78 0.051 0.76 0.78 0.77 0.885 standing 0.735 0.022 0.809 0.735 0.77 0.866 sitting 0.882 0.023 0.882 0.882 0.882 0.955 running 0.84 0.021 0.873 0.84 0.856 0.927 walking Weighted Avg. 0.821 0.029 0.821 0.821 0.82 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 79 10 0 0 1 1 0 8 | a = climbingdown 20 86 0 0 4 0 0 7 | b = climbingup 0 0 18 0 1 0 0 0 | c = jumping 1 0 0 115 4 4 0 0 | d = lying 0 3 0 6 117 11 12 1 | e = standing 0 1 0 7 14 72 4 0 | f = sitting 0 1 1 3 11 1 127 0 | g = running 5 12 1 0 2 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 740 85.8469 % Incorrectly Classified Instances 122 14.1531 % Kappa statistic 0.8354 Mean absolute error 0.0386 Root mean squared error 0.1795 Relative absolute error 17.9538 % Root relative squared error 54.7394 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.029 0.756 0.694 0.723 0.862 climbingdown 0.761 0.04 0.735 0.761 0.748 0.883 climbingup 0.889 0 1 0.889 0.941 0.944 jumping 0.983 0.011 0.937 0.983 0.96 0.987 lying 0.811 0.012 0.917 0.811 0.861 0.956 standing 0.94 0.012 0.924 0.94 0.932 0.976 sitting 0.925 0.024 0.888 0.925 0.906 0.962 running 0.84 0.037 0.803 0.84 0.821 0.914 walking Weighted Avg. 0.858 0.023 0.859 0.858 0.858 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 68 18 0 0 0 0 0 12 | a = climbingdown 8 83 0 1 0 0 2 15 | b = climbingup 2 0 16 0 0 0 0 0 | c = jumping 0 0 0 119 0 1 1 0 | d = lying 0 1 0 3 99 6 13 0 | e = standing 0 0 0 4 2 110 1 0 | f = sitting 2 0 0 0 7 2 135 0 | g = running 10 11 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 744 86.3109 % Incorrectly Classified Instances 118 13.6891 % Kappa statistic 0.841 Mean absolute error 0.0375 Root mean squared error 0.1789 Relative absolute error 17.4273 % Root relative squared error 54.5401 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.899 0.025 0.824 0.899 0.86 0.96 climbingdown 0.752 0.032 0.774 0.752 0.763 0.899 climbingup 0.833 0.002 0.882 0.833 0.857 0.942 jumping 0.958 0.003 0.983 0.958 0.97 0.98 lying 0.836 0.024 0.85 0.836 0.843 0.923 standing 0.923 0.016 0.9 0.923 0.911 0.95 sitting 0.87 0.024 0.882 0.87 0.876 0.919 running 0.809 0.033 0.815 0.809 0.812 0.915 walking Weighted Avg. 0.863 0.022 0.863 0.863 0.863 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 89 3 0 0 0 0 0 7 | a = climbingdown 10 82 0 0 0 0 0 17 | b = climbingup 0 2 15 0 0 0 1 0 | c = jumping 0 1 0 115 0 4 0 0 | d = lying 0 0 0 0 102 6 14 0 | e = standing 1 0 0 1 5 108 2 0 | f = sitting 1 0 2 1 13 2 127 0 | g = running 7 18 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 707 82.0186 % Incorrectly Classified Instances 155 17.9814 % Kappa statistic 0.7912 Mean absolute error 0.0471 Root mean squared error 0.2053 Relative absolute error 21.8845 % Root relative squared error 62.5795 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.028 0.772 0.717 0.743 0.874 climbingdown 0.722 0.044 0.703 0.722 0.712 0.858 climbingup 1 0.002 0.9 1 0.947 0.999 jumping 0.967 0.012 0.928 0.967 0.947 0.985 lying 0.82 0.046 0.746 0.82 0.781 0.903 standing 0.829 0.016 0.89 0.829 0.858 0.944 sitting 0.823 0.02 0.896 0.823 0.858 0.919 running 0.809 0.041 0.779 0.809 0.794 0.895 walking Weighted Avg. 0.82 0.029 0.822 0.82 0.82 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 71 15 1 0 0 0 0 12 | a = climbingdown 9 78 0 1 3 0 1 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 116 0 3 0 1 | d = lying 0 1 0 1 100 8 12 0 | e = standing 0 0 0 6 13 97 1 0 | f = sitting 3 1 1 1 18 1 121 1 | g = running 9 16 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 726 84.2227 % Incorrectly Classified Instances 136 15.7773 % Kappa statistic 0.8168 Mean absolute error 0.0414 Root mean squared error 0.1901 Relative absolute error 19.2222 % Root relative squared error 57.9813 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.042 0.692 0.727 0.709 0.868 climbingdown 0.778 0.042 0.724 0.778 0.75 0.89 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.95 0.016 0.905 0.95 0.927 0.982 lying 0.877 0.022 0.87 0.877 0.873 0.942 standing 0.864 0.016 0.895 0.864 0.879 0.965 sitting 0.925 0.014 0.932 0.925 0.928 0.967 running 0.718 0.029 0.817 0.718 0.764 0.877 walking Weighted Avg. 0.842 0.024 0.843 0.842 0.842 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 72 14 0 0 0 0 2 11 | a = climbingdown 12 84 0 0 1 0 1 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 114 1 4 1 0 | d = lying 0 1 0 2 107 7 5 0 | e = standing 0 0 0 10 5 102 1 0 | f = sitting 0 0 1 0 9 1 136 0 | g = running 20 17 0 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 728 84.4548 % Incorrectly Classified Instances 134 15.5452 % Kappa statistic 0.8193 Mean absolute error 0.0418 Root mean squared error 0.1883 Relative absolute error 19.4224 % Root relative squared error 57.4001 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.022 0.793 0.663 0.722 0.848 climbingdown 0.761 0.04 0.735 0.761 0.748 0.899 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.933 0.007 0.957 0.933 0.945 0.976 lying 0.795 0.022 0.858 0.795 0.826 0.917 standing 0.915 0.023 0.864 0.915 0.889 0.955 sitting 0.925 0.028 0.871 0.925 0.897 0.968 running 0.84 0.038 0.797 0.84 0.818 0.918 walking Weighted Avg. 0.845 0.025 0.844 0.845 0.843 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 65 18 1 0 0 0 2 12 | a = climbingdown 9 83 0 0 0 0 1 16 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 112 2 6 0 0 | d = lying 0 0 0 3 97 10 12 0 | e = standing 0 0 0 2 5 108 3 0 | f = sitting 1 0 0 0 9 1 135 0 | g = running 7 12 0 0 0 0 2 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 748 86.7749 % Incorrectly Classified Instances 114 13.2251 % Kappa statistic 0.8464 Mean absolute error 0.0361 Root mean squared error 0.1765 Relative absolute error 16.7734 % Root relative squared error 53.7986 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.029 0.773 0.765 0.769 0.9 climbingdown 0.78 0.035 0.766 0.78 0.773 0.895 climbingup 0.833 0.004 0.833 0.833 0.833 0.915 jumping 0.975 0.003 0.983 0.975 0.979 0.985 lying 0.884 0.018 0.892 0.884 0.888 0.947 standing 0.975 0.007 0.958 0.975 0.966 0.99 sitting 0.884 0.022 0.89 0.884 0.887 0.938 running 0.794 0.037 0.794 0.794 0.794 0.91 walking Weighted Avg. 0.868 0.021 0.868 0.868 0.868 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 75 8 1 0 0 0 3 11 | a = climbingdown 7 85 0 0 0 0 2 15 | b = climbingup 1 1 15 0 0 0 1 0 | c = jumping 0 0 0 118 2 1 0 0 | d = lying 0 1 0 0 107 3 10 0 | e = standing 0 0 0 2 1 115 0 0 | f = sitting 1 2 2 0 10 1 129 1 | g = running 13 14 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 744 86.3109 % Incorrectly Classified Instances 118 13.6891 % Kappa statistic 0.841 Mean absolute error 0.0364 Root mean squared error 0.1782 Relative absolute error 16.8954 % Root relative squared error 54.336 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.857 0.029 0.792 0.857 0.824 0.914 climbingdown 0.761 0.032 0.776 0.761 0.769 0.881 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.959 0.005 0.967 0.959 0.963 0.974 lying 0.843 0.028 0.829 0.843 0.836 0.934 standing 0.873 0.015 0.904 0.873 0.888 0.941 sitting 0.918 0.024 0.887 0.918 0.902 0.958 running 0.794 0.025 0.852 0.794 0.822 0.897 walking Weighted Avg. 0.863 0.022 0.864 0.863 0.863 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 84 7 0 0 0 0 3 4 | a = climbingdown 10 83 0 0 0 1 1 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 116 1 4 0 0 | d = lying 2 1 0 0 102 4 12 0 | e = standing 0 0 0 4 11 103 0 0 | f = sitting 1 0 0 0 9 2 134 0 | g = running 9 16 1 0 0 0 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 732 84.9188 % Incorrectly Classified Instances 130 15.0812 % Kappa statistic 0.8248 Mean absolute error 0.0398 Root mean squared error 0.1827 Relative absolute error 18.499 % Root relative squared error 55.7091 % Total Number of Instances 862 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.857 0.022 0.832 0.857 0.844 0.936 climbingdown 0.78 0.042 0.726 0.78 0.752 0.912 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.909 0.008 0.948 0.909 0.928 0.964 lying 0.793 0.02 0.865 0.793 0.828 0.927 standing 0.889 0.026 0.846 0.889 0.867 0.963 sitting 0.884 0.032 0.849 0.884 0.866 0.954 running 0.811 0.025 0.856 0.811 0.833 0.919 walking Weighted Avg. 0.849 0.025 0.851 0.849 0.85 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 84 5 0 0 0 0 3 6 | a = climbingdown 8 85 0 0 0 0 5 11 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 2 0 110 2 7 0 0 | d = lying 0 2 0 1 96 9 13 0 | e = standing 0 1 0 4 8 104 0 0 | f = sitting 2 5 0 1 5 3 129 1 | g = running 7 17 0 0 0 0 1 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 718 83.3914 % Incorrectly Classified Instances 143 16.6086 % Kappa statistic 0.8069 Mean absolute error 0.0429 Root mean squared error 0.1923 Relative absolute error 19.9374 % Root relative squared error 58.6194 % Total Number of Instances 861 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.017 0.843 0.714 0.773 0.876 climbingdown 0.725 0.049 0.681 0.725 0.702 0.866 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.959 0.005 0.967 0.959 0.963 0.982 lying 0.843 0.03 0.823 0.843 0.833 0.931 standing 0.863 0.009 0.935 0.863 0.898 0.943 sitting 0.884 0.024 0.884 0.884 0.884 0.946 running 0.786 0.058 0.71 0.786 0.746 0.899 walking Weighted Avg. 0.834 0.027 0.838 0.834 0.835 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 70 11 0 0 0 0 1 16 | a = climbingdown 5 79 0 0 0 0 0 25 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 116 2 3 0 0 | d = lying 0 3 0 1 102 4 11 0 | e = standing 0 0 0 3 10 101 3 0 | f = sitting 1 5 0 0 10 0 129 1 | g = running 7 18 1 0 0 0 2 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 740 85.9466 % Incorrectly Classified Instances 121 14.0534 % Kappa statistic 0.8367 Mean absolute error 0.0385 Root mean squared error 0.1808 Relative absolute error 17.8987 % Root relative squared error 55.1133 % Total Number of Instances 861 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.796 0.021 0.83 0.796 0.813 0.925 climbingdown 0.752 0.04 0.732 0.752 0.742 0.868 climbingup 0.944 0.001 0.944 0.944 0.944 0.971 jumping 0.934 0.005 0.966 0.934 0.95 0.975 lying 0.86 0.031 0.819 0.86 0.839 0.927 standing 0.88 0.011 0.928 0.88 0.904 0.952 sitting 0.904 0.027 0.874 0.904 0.889 0.949 running 0.847 0.027 0.847 0.847 0.847 0.929 walking Weighted Avg. 0.859 0.023 0.861 0.859 0.86 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 78 11 0 0 1 0 2 6 | a = climbingdown 9 82 1 0 1 0 2 14 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 1 0 113 4 3 0 0 | d = lying 0 0 0 0 104 4 13 0 | e = standing 0 0 0 3 10 103 1 0 | f = sitting 2 4 0 0 7 1 132 0 | g = running 5 14 0 1 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 735 83.8084 % Incorrectly Classified Instances 142 16.1916 % Kappa statistic 0.8117 Mean absolute error 0.0422 Root mean squared error 0.1924 Relative absolute error 19.6195 % Root relative squared error 58.6829 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.806 0.017 0.859 0.806 0.832 0.919 climbingdown 0.789 0.033 0.783 0.789 0.786 0.908 climbingup 1 0.002 0.895 1 0.944 0.999 jumping 0.836 0.026 0.836 0.836 0.836 0.93 lying 0.856 0.011 0.93 0.856 0.892 0.957 standing 0.829 0.025 0.836 0.829 0.833 0.932 sitting 0.926 0.025 0.885 0.926 0.905 0.957 running 0.778 0.05 0.739 0.778 0.758 0.91 walking Weighted Avg. 0.838 0.027 0.84 0.838 0.838 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 79 2 0 0 0 0 3 14 | a = climbingdown 1 90 0 1 0 0 1 21 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 0 102 0 17 1 0 | d = lying 0 4 0 2 107 2 10 0 | e = standing 0 0 0 17 1 97 2 0 | f = sitting 0 0 2 0 7 0 138 2 | g = running 12 17 0 0 0 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 717 81.756 % Incorrectly Classified Instances 160 18.244 % Kappa statistic 0.7879 Mean absolute error 0.0477 Root mean squared error 0.2045 Relative absolute error 22.1747 % Root relative squared error 62.371 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.036 0.745 0.837 0.788 0.919 climbingdown 0.632 0.024 0.8 0.632 0.706 0.82 climbingup 1 0 1 1 1 1 jumping 0.877 0.026 0.843 0.877 0.859 0.953 lying 0.848 0.027 0.841 0.848 0.845 0.921 standing 0.812 0.022 0.848 0.812 0.83 0.926 sitting 0.893 0.021 0.899 0.893 0.896 0.944 running 0.778 0.057 0.714 0.778 0.745 0.869 walking Weighted Avg. 0.818 0.03 0.82 0.818 0.817 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 82 5 0 0 1 0 1 9 | a = climbingdown 10 72 0 0 2 0 0 30 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 107 1 14 0 0 | d = lying 0 1 0 0 106 3 14 1 | e = standing 0 0 0 20 2 95 0 0 | f = sitting 1 0 0 0 13 0 133 2 | g = running 17 12 0 0 1 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 718 81.87 % Incorrectly Classified Instances 159 18.13 % Kappa statistic 0.7892 Mean absolute error 0.0481 Root mean squared error 0.2042 Relative absolute error 22.3444 % Root relative squared error 62.2605 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.847 0.021 0.838 0.847 0.843 0.935 climbingdown 0.623 0.039 0.703 0.623 0.66 0.832 climbingup 1 0 1 1 1 1 jumping 0.885 0.028 0.837 0.885 0.861 0.939 lying 0.872 0.031 0.826 0.872 0.848 0.943 standing 0.812 0.016 0.888 0.812 0.848 0.938 sitting 0.866 0.023 0.884 0.866 0.875 0.937 running 0.785 0.054 0.726 0.785 0.754 0.897 walking Weighted Avg. 0.819 0.03 0.819 0.819 0.818 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 83 6 0 0 0 0 1 8 | a = climbingdown 5 71 0 1 3 1 3 30 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 108 2 11 0 0 | d = lying 0 1 0 1 109 0 13 1 | e = standing 0 1 0 19 2 95 0 0 | f = sitting 1 2 0 0 16 0 129 1 | g = running 10 19 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 716 81.642 % Incorrectly Classified Instances 161 18.358 % Kappa statistic 0.7865 Mean absolute error 0.0483 Root mean squared error 0.1998 Relative absolute error 22.4454 % Root relative squared error 60.9224 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.816 0.013 0.889 0.816 0.851 0.919 climbingdown 0.825 0.042 0.746 0.825 0.783 0.937 climbingup 0.889 0.001 0.941 0.889 0.914 0.972 jumping 0.787 0.028 0.821 0.787 0.803 0.901 lying 0.776 0.029 0.815 0.776 0.795 0.946 standing 0.784 0.032 0.791 0.784 0.788 0.923 sitting 0.913 0.034 0.845 0.913 0.877 0.966 running 0.785 0.035 0.803 0.785 0.794 0.918 walking Weighted Avg. 0.816 0.03 0.818 0.816 0.816 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 80 6 0 1 1 0 1 9 | a = climbingdown 4 94 0 0 0 0 0 16 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 1 0 96 3 22 0 0 | d = lying 2 1 0 2 97 2 20 1 | e = standing 0 0 0 18 7 91 0 0 | f = sitting 0 1 1 0 11 0 136 0 | g = running 4 23 0 0 0 0 2 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 751 85.6328 % Incorrectly Classified Instances 126 14.3672 % Kappa statistic 0.833 Mean absolute error 0.039 Root mean squared error 0.1826 Relative absolute error 18.1262 % Root relative squared error 55.6792 % Total Number of Instances 877 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.806 0.017 0.859 0.806 0.832 0.91 climbingdown 0.798 0.035 0.771 0.798 0.784 0.901 climbingup 1 0 1 1 1 1 jumping 0.852 0.019 0.881 0.852 0.867 0.929 lying 0.92 0.025 0.858 0.92 0.888 0.954 standing 0.863 0.026 0.835 0.863 0.849 0.944 sitting 0.919 0.011 0.945 0.919 0.932 0.961 running 0.791 0.034 0.809 0.791 0.8 0.9 walking Weighted Avg. 0.856 0.023 0.857 0.856 0.856 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 79 9 0 0 2 1 0 7 | a = climbingdown 2 91 0 1 1 1 0 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 104 2 14 1 0 | d = lying 0 0 0 1 115 3 6 0 | e = standing 0 0 0 12 3 101 1 0 | f = sitting 2 0 0 0 9 1 137 0 | g = running 9 17 0 0 2 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 732 83.5616 % Incorrectly Classified Instances 144 16.4384 % Kappa statistic 0.809 Mean absolute error 0.0436 Root mean squared error 0.194 Relative absolute error 20.2626 % Root relative squared error 59.147 % 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 0.924 climbingdown 0.746 0.03 0.787 0.746 0.766 0.899 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.893 0.029 0.832 0.893 0.862 0.944 lying 0.849 0.029 0.829 0.849 0.839 0.953 standing 0.795 0.017 0.877 0.795 0.834 0.909 sitting 0.878 0.021 0.897 0.878 0.887 0.955 running 0.806 0.046 0.761 0.806 0.783 0.914 walking Weighted Avg. 0.836 0.027 0.837 0.836 0.835 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 82 4 0 0 2 0 0 9 | a = climbingdown 3 85 0 0 1 0 0 25 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 109 2 10 0 0 | d = lying 0 0 0 3 107 1 15 0 | e = standing 0 1 0 19 4 93 0 0 | f = sitting 1 3 1 0 11 2 130 0 | g = running 10 14 0 0 2 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 730 83.3333 % Incorrectly Classified Instances 146 16.6667 % Kappa statistic 0.8062 Mean absolute error 0.0456 Root mean squared error 0.1962 Relative absolute error 21.2043 % Root relative squared error 59.8289 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.784 0.012 0.894 0.784 0.835 0.92 climbingdown 0.788 0.03 0.795 0.788 0.791 0.888 climbingup 1 0 1 1 1 1 jumping 0.836 0.029 0.823 0.836 0.829 0.912 lying 0.849 0.024 0.856 0.849 0.853 0.932 standing 0.803 0.026 0.825 0.803 0.814 0.911 sitting 0.893 0.022 0.893 0.893 0.893 0.945 running 0.828 0.051 0.745 0.828 0.784 0.906 walking Weighted Avg. 0.833 0.028 0.836 0.833 0.834 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 76 2 0 1 1 0 2 15 | a = climbingdown 4 89 0 0 0 0 0 20 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 102 2 18 0 0 | d = lying 0 1 0 1 107 2 14 1 | e = standing 0 0 0 20 3 94 0 0 | f = sitting 0 2 0 0 12 0 133 2 | g = running 5 18 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 720 82.1918 % Incorrectly Classified Instances 156 17.8082 % Kappa statistic 0.793 Mean absolute error 0.0474 Root mean squared error 0.2026 Relative absolute error 22.0384 % Root relative squared error 61.7876 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.845 0.036 0.745 0.845 0.792 0.912 climbingdown 0.664 0.024 0.806 0.664 0.728 0.835 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.852 0.029 0.825 0.852 0.839 0.936 lying 0.857 0.033 0.812 0.857 0.834 0.932 standing 0.803 0.018 0.87 0.803 0.836 0.946 sitting 0.872 0.021 0.897 0.872 0.884 0.952 running 0.821 0.046 0.764 0.821 0.791 0.911 walking Weighted Avg. 0.822 0.029 0.824 0.822 0.821 0.921 === Confusion Matrix === a b c d e f g h <-- classified as 82 5 0 0 0 0 1 9 | a = climbingdown 9 75 0 2 2 1 1 23 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 1 2 0 104 3 12 0 0 | d = lying 1 1 0 2 108 1 11 2 | e = standing 1 0 0 18 4 94 0 0 | f = sitting 2 1 0 0 16 0 130 0 | g = running 14 9 0 0 0 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 740 84.4749 % Incorrectly Classified Instances 136 15.5251 % Kappa statistic 0.8197 Mean absolute error 0.0413 Root mean squared error 0.1876 Relative absolute error 19.1844 % Root relative squared error 57.1891 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.816 0.018 0.851 0.816 0.833 0.912 climbingdown 0.805 0.048 0.711 0.805 0.755 0.909 climbingup 1 0.003 0.857 1 0.923 0.998 jumping 0.82 0.02 0.87 0.82 0.844 0.935 lying 0.888 0.015 0.91 0.888 0.899 0.951 standing 0.863 0.029 0.821 0.863 0.842 0.944 sitting 0.933 0.015 0.927 0.933 0.93 0.976 running 0.746 0.031 0.813 0.746 0.778 0.882 walking Weighted Avg. 0.845 0.024 0.847 0.845 0.845 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 80 9 0 0 0 0 2 7 | a = climbingdown 5 91 0 2 0 0 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 100 1 20 0 0 | d = lying 0 2 0 1 111 2 8 1 | e = standing 0 0 0 12 3 101 1 0 | f = sitting 1 0 3 0 6 0 139 0 | g = running 7 26 0 0 1 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 743 84.8174 % Incorrectly Classified Instances 133 15.1826 % Kappa statistic 0.8235 Mean absolute error 0.0403 Root mean squared error 0.1898 Relative absolute error 18.7483 % Root relative squared error 57.8912 % Total Number of Instances 876 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.847 0.018 0.856 0.847 0.851 0.921 climbingdown 0.807 0.042 0.742 0.807 0.773 0.901 climbingup 0.941 0.001 0.941 0.941 0.941 0.995 jumping 0.877 0.021 0.87 0.877 0.873 0.933 lying 0.824 0.019 0.88 0.824 0.851 0.926 standing 0.855 0.024 0.847 0.855 0.851 0.931 sitting 0.919 0.021 0.901 0.919 0.91 0.956 running 0.784 0.031 0.82 0.784 0.802 0.899 walking Weighted Avg. 0.848 0.025 0.849 0.848 0.848 0.926 === Confusion Matrix === a b c d e f g h <-- classified as 83 6 0 0 0 1 0 8 | a = climbingdown 5 92 0 0 1 0 1 15 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 107 1 14 0 0 | d = lying 2 3 0 3 103 3 11 0 | e = standing 0 0 0 12 3 100 2 0 | f = sitting 1 1 1 1 8 0 137 0 | g = running 6 22 0 0 1 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 717 82.3192 % Incorrectly Classified Instances 154 17.6808 % Kappa statistic 0.7944 Mean absolute error 0.0474 Root mean squared error 0.1996 Relative absolute error 22.044 % Root relative squared error 60.8652 % Total Number of Instances 871 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.022 0.793 0.722 0.756 0.883 climbingdown 0.623 0.044 0.683 0.623 0.651 0.83 climbingup 1 0.002 0.905 1 0.95 0.999 jumping 0.952 0.004 0.975 0.952 0.963 0.976 lying 0.8 0.045 0.73 0.8 0.763 0.896 standing 0.881 0.021 0.874 0.881 0.877 0.943 sitting 0.894 0.014 0.931 0.894 0.912 0.961 running 0.803 0.053 0.731 0.803 0.765 0.881 walking Weighted Avg. 0.823 0.028 0.825 0.823 0.823 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 65 12 2 1 2 0 1 7 | a = climbingdown 9 71 0 0 6 0 0 28 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 2 0 118 1 3 0 0 | d = lying 0 0 0 0 92 11 8 4 | e = standing 1 0 0 2 11 111 1 0 | f = sitting 0 1 0 0 13 2 135 0 | g = running 7 18 0 0 1 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 704 80.9195 % Incorrectly Classified Instances 166 19.0805 % Kappa statistic 0.7783 Mean absolute error 0.0507 Root mean squared error 0.2066 Relative absolute error 23.6012 % Root relative squared error 63.0146 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.811 0.029 0.76 0.811 0.785 0.925 climbingdown 0.632 0.05 0.655 0.632 0.643 0.839 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.952 0.004 0.975 0.952 0.963 0.984 lying 0.765 0.045 0.721 0.765 0.743 0.886 standing 0.833 0.027 0.84 0.833 0.837 0.929 sitting 0.841 0.024 0.882 0.841 0.861 0.949 running 0.78 0.041 0.774 0.78 0.777 0.894 walking Weighted Avg. 0.809 0.03 0.811 0.809 0.81 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 73 10 0 0 1 0 0 6 | a = climbingdown 16 72 0 0 1 0 2 23 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 1 0 118 0 4 0 0 | d = lying 0 5 0 0 88 10 11 1 | e = standing 0 0 0 3 15 105 3 0 | f = sitting 0 2 1 0 15 6 127 0 | g = running 6 20 0 0 2 0 1 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 714 82.069 % Incorrectly Classified Instances 156 17.931 % Kappa statistic 0.7915 Mean absolute error 0.0474 Root mean squared error 0.2033 Relative absolute error 22.0711 % Root relative squared error 61.9974 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.023 0.795 0.778 0.787 0.903 climbingdown 0.728 0.048 0.697 0.728 0.712 0.884 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.952 0.005 0.967 0.952 0.959 0.983 lying 0.765 0.045 0.721 0.765 0.743 0.872 standing 0.866 0.015 0.909 0.866 0.887 0.924 sitting 0.853 0.035 0.837 0.853 0.845 0.911 running 0.75 0.037 0.786 0.75 0.767 0.881 walking Weighted Avg. 0.821 0.029 0.823 0.821 0.821 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 70 10 0 0 0 0 2 8 | a = climbingdown 8 83 0 2 1 0 2 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 118 1 2 1 0 | d = lying 0 2 0 0 88 8 17 0 | e = standing 2 0 0 2 10 110 3 0 | f = sitting 0 0 1 0 19 1 128 1 | g = running 8 22 0 0 3 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 725 83.3333 % Incorrectly Classified Instances 145 16.6667 % Kappa statistic 0.8062 Mean absolute error 0.0451 Root mean squared error 0.1963 Relative absolute error 20.9639 % Root relative squared error 59.8771 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.019 0.821 0.758 0.789 0.878 climbingdown 0.719 0.053 0.672 0.719 0.695 0.865 climbingup 0.889 0.001 0.941 0.889 0.914 0.944 jumping 0.952 0.007 0.959 0.952 0.955 0.975 lying 0.842 0.032 0.8 0.842 0.821 0.904 standing 0.874 0.02 0.881 0.874 0.877 0.922 sitting 0.887 0.013 0.937 0.887 0.911 0.955 running 0.758 0.049 0.735 0.758 0.746 0.87 walking Weighted Avg. 0.833 0.027 0.837 0.833 0.835 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 69 11 0 1 0 0 0 10 | a = climbingdown 6 82 0 0 3 0 0 23 | b = climbingup 1 0 16 0 0 0 1 0 | c = jumping 0 0 0 118 1 3 0 2 | d = lying 1 2 0 0 96 8 6 1 | e = standing 2 0 0 2 10 111 2 0 | f = sitting 1 1 1 1 9 4 133 0 | g = running 4 26 0 1 1 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 718 82.5287 % Incorrectly Classified Instances 152 17.4713 % Kappa statistic 0.7968 Mean absolute error 0.0474 Root mean squared error 0.2012 Relative absolute error 22.0442 % Root relative squared error 61.3539 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.791 0.019 0.828 0.791 0.809 0.908 climbingdown 0.693 0.041 0.718 0.693 0.705 0.847 climbingup 1 0 1 1 1 1 jumping 0.968 0.009 0.945 0.968 0.956 0.989 lying 0.763 0.038 0.75 0.763 0.757 0.889 standing 0.866 0.019 0.887 0.866 0.876 0.929 sitting 0.833 0.028 0.862 0.833 0.847 0.94 running 0.811 0.049 0.748 0.811 0.778 0.89 walking Weighted Avg. 0.825 0.029 0.826 0.825 0.825 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 72 7 0 0 2 2 0 8 | a = climbingdown 7 79 0 1 0 0 0 27 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 120 0 3 0 0 | d = lying 1 3 0 2 87 4 16 1 | e = standing 0 0 0 4 9 110 4 0 | f = sitting 1 2 0 0 17 5 125 0 | g = running 6 18 0 0 1 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 715 82.1839 % Incorrectly Classified Instances 155 17.8161 % Kappa statistic 0.7931 Mean absolute error 0.0463 Root mean squared error 0.2008 Relative absolute error 21.5564 % Root relative squared error 61.2394 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.868 0.04 0.718 0.868 0.786 0.926 climbingdown 0.64 0.041 0.702 0.64 0.67 0.846 climbingup 1 0 1 1 1 1 jumping 0.968 0.003 0.984 0.968 0.976 0.981 lying 0.798 0.044 0.734 0.798 0.765 0.886 standing 0.889 0.017 0.896 0.889 0.892 0.94 sitting 0.833 0.021 0.893 0.833 0.862 0.928 running 0.729 0.041 0.764 0.729 0.746 0.885 walking Weighted Avg. 0.822 0.028 0.825 0.822 0.822 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 79 6 0 0 1 0 0 5 | a = climbingdown 15 73 0 0 3 0 0 23 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 120 0 4 0 0 | d = lying 0 2 0 0 91 6 14 1 | e = standing 1 1 0 2 9 112 1 0 | f = sitting 2 0 0 0 19 3 125 1 | g = running 13 22 0 0 1 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 701 80.5747 % Incorrectly Classified Instances 169 19.4253 % Kappa statistic 0.7742 Mean absolute error 0.0506 Root mean squared error 0.2094 Relative absolute error 23.5301 % Root relative squared error 63.8493 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.032 0.725 0.733 0.729 0.859 climbingdown 0.667 0.045 0.691 0.667 0.679 0.837 climbingup 0.947 0 1 0.947 0.973 0.974 jumping 0.976 0.007 0.96 0.976 0.968 0.989 lying 0.774 0.042 0.736 0.774 0.754 0.87 standing 0.873 0.027 0.846 0.873 0.859 0.929 sitting 0.801 0.019 0.896 0.801 0.846 0.929 running 0.765 0.053 0.721 0.765 0.743 0.884 walking Weighted Avg. 0.806 0.031 0.808 0.806 0.806 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 66 10 0 0 1 1 1 11 | a = climbingdown 10 76 0 1 2 1 1 23 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 3 0 120 0 0 0 0 | d = lying 2 2 0 2 89 11 7 2 | e = standing 1 0 0 2 8 110 4 1 | f = sitting 2 0 0 0 19 7 121 2 | g = running 10 19 0 0 2 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 706 81.1494 % Incorrectly Classified Instances 164 18.8506 % Kappa statistic 0.7809 Mean absolute error 0.0497 Root mean squared error 0.2027 Relative absolute error 23.1208 % Root relative squared error 61.8091 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.032 0.719 0.711 0.715 0.892 climbingdown 0.754 0.049 0.699 0.754 0.726 0.889 climbingup 1 0 1 1 1 1 jumping 0.984 0.007 0.96 0.984 0.972 0.991 lying 0.704 0.038 0.736 0.704 0.72 0.867 standing 0.833 0.031 0.82 0.833 0.827 0.941 sitting 0.868 0.022 0.891 0.868 0.879 0.954 running 0.75 0.039 0.773 0.75 0.762 0.891 walking Weighted Avg. 0.811 0.03 0.812 0.811 0.811 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 64 12 0 0 0 1 0 13 | a = climbingdown 10 86 0 1 4 0 0 13 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 121 0 2 0 0 | d = lying 4 2 0 0 81 14 12 2 | e = standing 0 0 0 4 13 105 4 0 | f = sitting 1 0 0 0 12 6 131 1 | g = running 10 23 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 697 80.1149 % Incorrectly Classified Instances 173 19.8851 % Kappa statistic 0.769 Mean absolute error 0.0518 Root mean squared error 0.2127 Relative absolute error 24.0963 % Root relative squared error 64.8849 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.041 0.686 0.778 0.729 0.881 climbingdown 0.605 0.037 0.711 0.605 0.654 0.837 climbingup 1 0 1 1 1 1 jumping 0.935 0.009 0.943 0.935 0.939 0.972 lying 0.739 0.046 0.708 0.739 0.723 0.864 standing 0.889 0.03 0.836 0.889 0.862 0.929 sitting 0.821 0.026 0.867 0.821 0.844 0.919 running 0.78 0.041 0.774 0.78 0.777 0.897 walking Weighted Avg. 0.801 0.032 0.802 0.801 0.8 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 70 11 0 0 5 0 0 4 | a = climbingdown 15 69 0 1 4 0 0 25 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 115 1 5 0 1 | d = lying 2 0 0 3 85 10 15 0 | e = standing 1 0 0 3 7 112 3 0 | f = sitting 2 0 0 0 18 7 124 0 | g = running 12 16 0 0 0 0 1 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 705 81.0345 % Incorrectly Classified Instances 165 18.9655 % Kappa statistic 0.7794 Mean absolute error 0.051 Root mean squared error 0.2061 Relative absolute error 23.7049 % Root relative squared error 62.8475 % Total Number of Instances 870 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.7 0.021 0.797 0.7 0.746 0.837 climbingdown 0.728 0.054 0.669 0.728 0.697 0.864 climbingup 0.947 0 1 0.947 0.973 0.974 jumping 0.967 0.009 0.944 0.967 0.956 0.981 lying 0.757 0.044 0.725 0.757 0.74 0.882 standing 0.857 0.023 0.864 0.857 0.861 0.93 sitting 0.854 0.028 0.866 0.854 0.86 0.933 running 0.742 0.042 0.76 0.742 0.751 0.902 walking Weighted Avg. 0.81 0.031 0.812 0.81 0.811 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 63 9 0 0 1 1 4 12 | a = climbingdown 8 83 0 1 3 0 0 19 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 119 2 1 0 0 | d = lying 2 3 0 2 87 10 11 0 | e = standing 0 2 0 3 9 108 4 0 | f = sitting 1 0 0 0 16 5 129 0 | g = running 5 26 0 1 2 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 711 80.6122 % Incorrectly Classified Instances 171 19.3878 % Kappa statistic 0.7746 Mean absolute error 0.052 Root mean squared error 0.2123 Relative absolute error 24.1723 % Root relative squared error 64.734 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.865 0.022 0.841 0.865 0.853 0.918 climbingdown 0.703 0.04 0.716 0.703 0.709 0.857 climbingup 1 0 1 1 1 1 jumping 0.866 0.02 0.873 0.866 0.869 0.945 lying 0.734 0.034 0.755 0.734 0.744 0.875 standing 0.779 0.054 0.732 0.779 0.754 0.903 sitting 0.864 0.02 0.894 0.864 0.879 0.936 running 0.791 0.036 0.797 0.791 0.794 0.876 walking Weighted Avg. 0.806 0.032 0.807 0.806 0.806 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 90 9 0 0 0 0 1 4 | a = climbingdown 10 78 0 0 0 1 0 22 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 103 0 16 0 0 | d = lying 1 0 0 2 80 18 8 0 | e = standing 0 0 0 13 12 109 6 0 | f = sitting 0 0 0 0 14 5 127 1 | g = running 6 22 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 696 78.9116 % Incorrectly Classified Instances 186 21.0884 % Kappa statistic 0.7549 Mean absolute error 0.0555 Root mean squared error 0.218 Relative absolute error 25.8212 % Root relative squared error 66.4751 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.865 0.017 0.874 0.865 0.87 0.94 climbingdown 0.649 0.053 0.637 0.649 0.643 0.853 climbingup 0.944 0.001 0.944 0.944 0.944 0.968 jumping 0.891 0.033 0.809 0.891 0.848 0.94 lying 0.725 0.027 0.79 0.725 0.756 0.893 standing 0.771 0.04 0.783 0.771 0.777 0.898 sitting 0.871 0.026 0.871 0.871 0.871 0.941 running 0.716 0.048 0.727 0.716 0.722 0.879 walking Weighted Avg. 0.789 0.035 0.789 0.789 0.789 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 90 8 0 1 0 0 0 5 | a = climbingdown 5 72 0 1 2 0 1 30 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 0 0 106 0 13 0 0 | d = lying 1 0 0 3 79 11 14 1 | e = standing 0 0 0 19 9 108 4 0 | f = sitting 0 2 1 0 10 6 128 0 | g = running 6 31 0 1 0 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 712 80.7256 % Incorrectly Classified Instances 170 19.2744 % Kappa statistic 0.776 Mean absolute error 0.0501 Root mean squared error 0.2083 Relative absolute error 23.2984 % Root relative squared error 63.5293 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.875 0.028 0.805 0.875 0.839 0.923 climbingdown 0.712 0.039 0.725 0.712 0.718 0.881 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.832 0.022 0.853 0.832 0.843 0.933 lying 0.761 0.027 0.798 0.761 0.779 0.912 standing 0.807 0.044 0.774 0.807 0.79 0.909 sitting 0.857 0.022 0.887 0.857 0.872 0.956 running 0.769 0.04 0.774 0.769 0.772 0.873 walking Weighted Avg. 0.807 0.031 0.808 0.807 0.807 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 91 7 0 0 0 0 1 5 | a = climbingdown 8 79 0 0 0 0 0 24 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 99 2 18 0 0 | d = lying 2 1 0 0 83 10 12 1 | e = standing 1 0 0 16 7 113 3 0 | f = sitting 2 0 1 1 12 5 126 0 | g = running 9 22 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 705 79.932 % Incorrectly Classified Instances 177 20.068 % Kappa statistic 0.7669 Mean absolute error 0.0531 Root mean squared error 0.2097 Relative absolute error 24.6684 % Root relative squared error 63.9369 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.018 0.856 0.798 0.826 0.913 climbingdown 0.676 0.045 0.682 0.676 0.679 0.901 climbingup 0.944 0 1 0.944 0.971 0.997 jumping 0.882 0.021 0.868 0.882 0.875 0.947 lying 0.835 0.047 0.717 0.835 0.771 0.898 standing 0.764 0.034 0.811 0.764 0.787 0.895 sitting 0.83 0.016 0.91 0.83 0.868 0.927 running 0.784 0.052 0.729 0.784 0.755 0.913 walking Weighted Avg. 0.799 0.032 0.804 0.799 0.8 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 83 11 0 0 0 0 0 10 | a = climbingdown 7 75 0 1 0 0 0 28 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 105 1 13 0 0 | d = lying 1 0 0 1 91 8 7 1 | e = standing 0 0 0 13 16 107 4 0 | f = sitting 0 1 0 1 19 4 122 0 | g = running 6 23 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 717 81.2925 % Incorrectly Classified Instances 165 18.7075 % Kappa statistic 0.7828 Mean absolute error 0.0492 Root mean squared error 0.2041 Relative absolute error 22.8673 % Root relative squared error 62.2338 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.846 0.028 0.8 0.846 0.822 0.916 climbingdown 0.712 0.034 0.752 0.712 0.731 0.882 climbingup 0.944 0.001 0.944 0.944 0.944 1 jumping 0.891 0.018 0.883 0.891 0.887 0.965 lying 0.818 0.048 0.709 0.818 0.759 0.91 standing 0.779 0.031 0.826 0.779 0.801 0.909 sitting 0.85 0.018 0.906 0.85 0.877 0.946 running 0.774 0.039 0.78 0.774 0.777 0.89 walking Weighted Avg. 0.813 0.03 0.816 0.813 0.813 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 88 6 1 0 2 0 0 7 | a = climbingdown 10 79 0 0 1 0 0 21 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 1 0 0 106 0 12 0 0 | d = lying 1 0 0 3 90 9 7 0 | e = standing 0 0 0 11 15 109 5 0 | f = sitting 1 0 0 0 18 2 125 1 | g = running 9 20 0 0 1 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 722 81.8594 % Incorrectly Classified Instances 160 18.1406 % Kappa statistic 0.7892 Mean absolute error 0.0477 Root mean squared error 0.1997 Relative absolute error 22.1569 % Root relative squared error 60.8987 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.021 0.845 0.837 0.841 0.936 climbingdown 0.685 0.044 0.691 0.685 0.688 0.901 climbingup 1 0.002 0.9 1 0.947 0.999 jumping 0.916 0.016 0.901 0.916 0.908 0.966 lying 0.736 0.035 0.75 0.736 0.743 0.884 standing 0.793 0.035 0.81 0.793 0.801 0.925 sitting 0.891 0.019 0.903 0.891 0.897 0.946 running 0.82 0.039 0.79 0.82 0.804 0.931 walking Weighted Avg. 0.819 0.029 0.818 0.819 0.818 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 87 9 1 0 1 0 1 5 | a = climbingdown 12 76 0 0 0 0 0 23 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 109 0 8 0 1 | d = lying 2 2 0 0 81 14 11 0 | e = standing 0 0 0 12 16 111 1 0 | f = sitting 0 1 1 0 10 4 131 0 | g = running 2 21 0 0 0 0 1 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 713 80.839 % Incorrectly Classified Instances 169 19.161 % Kappa statistic 0.7777 Mean absolute error 0.051 Root mean squared error 0.2107 Relative absolute error 23.6885 % Root relative squared error 64.2228 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.914 0.017 0.881 0.914 0.897 0.961 climbingdown 0.75 0.045 0.706 0.75 0.727 0.865 climbingup 0.947 0.001 0.947 0.947 0.947 1 jumping 0.882 0.026 0.84 0.882 0.861 0.934 lying 0.78 0.049 0.691 0.78 0.733 0.882 standing 0.748 0.035 0.8 0.748 0.773 0.875 sitting 0.822 0.018 0.902 0.822 0.86 0.92 running 0.759 0.031 0.815 0.759 0.786 0.916 walking Weighted Avg. 0.808 0.03 0.812 0.808 0.809 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 96 4 0 0 2 0 0 3 | a = climbingdown 6 84 0 0 2 1 0 19 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 3 0 105 2 9 0 0 | d = lying 0 1 0 1 85 12 10 0 | e = standing 0 0 0 18 15 104 2 0 | f = sitting 3 0 1 1 16 4 120 1 | g = running 4 27 0 0 1 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 694 78.6848 % Incorrectly Classified Instances 188 21.3152 % Kappa statistic 0.7523 Mean absolute error 0.0557 Root mean squared error 0.2199 Relative absolute error 25.8986 % Root relative squared error 67.0452 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.819 0.021 0.843 0.819 0.831 0.916 climbingdown 0.694 0.058 0.631 0.694 0.661 0.896 climbingup 0.842 0.001 0.941 0.842 0.889 0.97 jumping 0.882 0.022 0.861 0.882 0.871 0.946 lying 0.752 0.038 0.739 0.752 0.745 0.886 standing 0.691 0.035 0.787 0.691 0.736 0.859 sitting 0.891 0.035 0.834 0.891 0.862 0.938 running 0.759 0.037 0.783 0.759 0.771 0.888 walking Weighted Avg. 0.787 0.035 0.789 0.787 0.787 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 86 14 0 0 0 0 2 3 | a = climbingdown 7 77 0 0 1 0 2 24 | b = climbingup 1 0 16 0 0 0 2 0 | c = jumping 0 0 0 105 2 11 1 0 | d = lying 1 3 0 2 82 11 10 0 | e = standing 0 1 0 15 17 96 9 1 | f = sitting 0 2 1 0 9 4 131 0 | g = running 7 25 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 728 82.5397 % Incorrectly Classified Instances 154 17.4603 % Kappa statistic 0.7972 Mean absolute error 0.0471 Root mean squared error 0.1981 Relative absolute error 21.8956 % Root relative squared error 60.4028 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.875 0.012 0.91 0.875 0.892 0.95 climbingdown 0.721 0.036 0.741 0.721 0.731 0.911 climbingup 0.947 0.002 0.9 0.947 0.923 0.999 jumping 0.899 0.025 0.849 0.899 0.873 0.939 lying 0.78 0.035 0.759 0.78 0.769 0.901 standing 0.8 0.031 0.83 0.8 0.815 0.919 sitting 0.864 0.016 0.914 0.864 0.888 0.942 running 0.812 0.045 0.761 0.812 0.785 0.929 walking Weighted Avg. 0.825 0.028 0.827 0.825 0.826 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 91 4 0 0 0 0 0 9 | a = climbingdown 4 80 0 1 0 0 2 24 | b = climbingup 1 0 18 0 0 0 0 0 | c = jumping 0 1 1 107 2 8 0 0 | d = lying 0 1 0 0 85 14 9 0 | e = standing 0 0 0 18 9 112 1 0 | f = sitting 0 1 1 0 16 1 127 1 | g = running 4 21 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 715 81.0658 % Incorrectly Classified Instances 167 18.9342 % Kappa statistic 0.7799 Mean absolute error 0.0496 Root mean squared error 0.2095 Relative absolute error 23.0758 % Root relative squared error 63.8774 % Total Number of Instances 882 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.01 0.921 0.894 0.907 0.951 climbingdown 0.775 0.038 0.748 0.775 0.761 0.902 climbingup 0.789 0.001 0.938 0.789 0.857 0.894 jumping 0.824 0.029 0.817 0.824 0.82 0.931 lying 0.752 0.035 0.752 0.752 0.752 0.861 standing 0.757 0.046 0.757 0.757 0.757 0.885 sitting 0.857 0.027 0.863 0.857 0.86 0.934 running 0.82 0.035 0.807 0.82 0.813 0.901 walking Weighted Avg. 0.811 0.031 0.812 0.811 0.811 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 93 6 0 0 1 0 1 3 | a = climbingdown 5 86 0 0 0 0 0 20 | b = climbingup 0 0 15 0 0 0 4 0 | c = jumping 0 1 0 98 3 16 1 0 | d = lying 0 0 0 1 82 14 11 1 | e = standing 0 0 0 21 11 106 2 0 | f = sitting 1 1 1 0 12 4 126 2 | g = running 2 21 0 0 0 0 1 109 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 10 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 681 82.8467 % Incorrectly Classified Instances 141 17.1533 % Kappa statistic 0.8004 Mean absolute error 0.0458 Root mean squared error 0.1946 Relative absolute error 21.3205 % Root relative squared error 59.3876 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.015 0.866 0.835 0.85 0.931 climbingdown 0.819 0.023 0.8 0.819 0.81 0.904 climbingup 1 0 1 1 1 1 jumping 0.823 0.03 0.836 0.823 0.829 0.903 lying 0.795 0.06 0.698 0.795 0.743 0.909 standing 0.615 0.052 0.69 0.615 0.65 0.821 sitting 1 0.001 0.992 1 0.996 0.999 running 0.89 0.019 0.897 0.89 0.893 0.948 walking Weighted Avg. 0.828 0.029 0.829 0.828 0.828 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 71 10 0 0 0 0 0 4 | a = climbingdown 5 68 0 0 1 1 0 8 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 107 8 14 0 1 | d = lying 0 0 0 4 97 21 0 0 | e = standing 1 0 0 16 32 80 1 0 | f = sitting 0 0 0 0 0 0 126 0 | g = running 5 7 0 1 1 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 682 82.9684 % Incorrectly Classified Instances 140 17.0316 % Kappa statistic 0.8018 Mean absolute error 0.0452 Root mean squared error 0.197 Relative absolute error 21.0408 % Root relative squared error 60.1 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.847 0.024 0.8 0.847 0.823 0.91 climbingdown 0.807 0.019 0.827 0.807 0.817 0.912 climbingup 0.947 0 1 0.947 0.973 0.97 jumping 0.854 0.036 0.816 0.854 0.835 0.917 lying 0.779 0.051 0.725 0.779 0.751 0.88 standing 0.623 0.039 0.75 0.623 0.681 0.846 sitting 0.992 0.007 0.962 0.992 0.977 0.995 running 0.89 0.022 0.883 0.89 0.886 0.952 walking Weighted Avg. 0.83 0.028 0.828 0.83 0.828 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 72 6 0 0 0 0 1 6 | a = climbingdown 7 67 0 0 0 0 1 8 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 111 9 10 0 0 | d = lying 1 2 0 9 95 15 0 0 | e = standing 2 1 0 16 27 81 2 1 | f = sitting 0 0 0 0 0 1 125 0 | g = running 8 5 0 0 0 1 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 685 83.3333 % Incorrectly Classified Instances 137 16.6667 % Kappa statistic 0.8061 Mean absolute error 0.0439 Root mean squared error 0.1931 Relative absolute error 20.4166 % Root relative squared error 58.9317 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.026 0.789 0.835 0.811 0.896 climbingdown 0.917 0.015 0.875 0.917 0.895 0.962 climbingup 0.895 0.001 0.944 0.895 0.919 0.999 jumping 0.901 0.032 0.843 0.901 0.871 0.944 lying 0.721 0.051 0.71 0.721 0.715 0.861 standing 0.643 0.051 0.703 0.643 0.672 0.832 sitting 0.96 0.006 0.968 0.96 0.964 0.987 running 0.874 0.013 0.925 0.874 0.899 0.941 walking Weighted Avg. 0.833 0.028 0.833 0.833 0.833 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 71 3 0 1 1 1 0 8 | a = climbingdown 6 77 0 0 0 0 0 1 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 118 6 7 0 0 | d = lying 2 1 0 7 88 24 0 0 | e = standing 3 2 0 12 28 83 1 0 | f = sitting 1 0 1 1 0 2 120 0 | g = running 7 5 0 1 1 1 1 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 665 80.9002 % Incorrectly Classified Instances 157 19.0998 % Kappa statistic 0.7777 Mean absolute error 0.0507 Root mean squared error 0.2112 Relative absolute error 23.6058 % Root relative squared error 64.4465 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.015 0.855 0.765 0.807 0.914 climbingdown 0.786 0.026 0.776 0.786 0.781 0.89 climbingup 0.947 0.004 0.857 0.947 0.9 0.998 jumping 0.87 0.043 0.792 0.87 0.829 0.934 lying 0.73 0.05 0.718 0.73 0.724 0.84 standing 0.597 0.053 0.675 0.597 0.634 0.822 sitting 0.936 0.006 0.967 0.936 0.951 0.966 running 0.937 0.026 0.869 0.937 0.902 0.966 walking Weighted Avg. 0.809 0.032 0.808 0.809 0.807 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 65 10 0 0 0 0 2 8 | a = climbingdown 9 66 0 1 0 0 1 7 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 114 4 11 0 1 | d = lying 0 1 0 6 89 25 0 1 | e = standing 0 1 0 20 31 77 0 0 | f = sitting 0 1 3 2 0 1 117 1 | g = running 2 5 0 1 0 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 677 82.3601 % Incorrectly Classified Instances 145 17.6399 % Kappa statistic 0.795 Mean absolute error 0.0467 Root mean squared error 0.1986 Relative absolute error 21.7195 % Root relative squared error 60.5988 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.918 0.026 0.804 0.918 0.857 0.946 climbingdown 0.845 0.023 0.807 0.845 0.826 0.935 climbingup 0.895 0.002 0.895 0.895 0.895 0.965 jumping 0.763 0.029 0.833 0.763 0.797 0.885 lying 0.691 0.05 0.708 0.691 0.7 0.837 standing 0.713 0.058 0.697 0.713 0.705 0.883 sitting 0.976 0.006 0.968 0.976 0.972 0.988 running 0.889 0.011 0.933 0.889 0.911 0.95 walking Weighted Avg. 0.824 0.029 0.825 0.824 0.823 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 78 3 0 0 0 0 0 4 | a = climbingdown 8 71 0 0 0 2 1 2 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 4 0 100 10 17 0 0 | d = lying 2 0 0 13 85 21 0 2 | e = standing 1 4 0 7 24 92 1 0 | f = sitting 1 0 2 0 0 0 122 0 | g = running 7 6 0 0 1 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 660 80.292 % Incorrectly Classified Instances 162 19.708 % Kappa statistic 0.7706 Mean absolute error 0.0526 Root mean squared error 0.2114 Relative absolute error 24.4973 % Root relative squared error 64.5145 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.776 0.026 0.776 0.776 0.776 0.89 climbingdown 0.786 0.031 0.742 0.786 0.763 0.914 climbingup 0.842 0 1 0.842 0.914 0.921 jumping 0.817 0.042 0.787 0.817 0.801 0.894 lying 0.724 0.043 0.748 0.724 0.736 0.877 standing 0.667 0.066 0.652 0.667 0.659 0.828 sitting 0.976 0.004 0.976 0.976 0.976 0.99 running 0.857 0.017 0.9 0.857 0.878 0.944 walking Weighted Avg. 0.803 0.033 0.805 0.803 0.804 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 66 11 0 1 1 1 0 5 | a = climbingdown 10 66 0 0 0 2 0 6 | b = climbingup 1 0 16 0 0 0 2 0 | c = jumping 1 1 0 107 5 17 0 0 | d = lying 1 0 0 9 89 23 0 1 | e = standing 0 0 0 18 24 86 1 0 | f = sitting 1 0 0 0 0 2 122 0 | g = running 5 11 0 1 0 1 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 692 84.1849 % Incorrectly Classified Instances 130 15.8151 % Kappa statistic 0.8158 Mean absolute error 0.0428 Root mean squared error 0.1912 Relative absolute error 19.9021 % Root relative squared error 58.3261 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.788 0.015 0.859 0.788 0.822 0.91 climbingdown 0.833 0.015 0.864 0.833 0.848 0.922 climbingup 0.895 0.001 0.944 0.895 0.919 0.944 jumping 0.878 0.026 0.865 0.878 0.871 0.925 lying 0.724 0.041 0.754 0.724 0.739 0.876 standing 0.736 0.058 0.704 0.736 0.72 0.854 sitting 0.968 0.003 0.984 0.968 0.976 0.989 running 0.937 0.026 0.868 0.937 0.901 0.962 walking Weighted Avg. 0.842 0.027 0.843 0.842 0.842 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 67 9 0 1 0 0 0 8 | a = climbingdown 4 70 0 2 0 0 0 8 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 115 4 12 0 0 | d = lying 0 0 0 7 89 26 0 1 | e = standing 1 0 0 7 25 95 0 1 | f = sitting 1 1 1 0 0 1 121 0 | g = running 5 1 0 1 0 1 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 693 84.3066 % Incorrectly Classified Instances 129 15.6934 % Kappa statistic 0.8173 Mean absolute error 0.0433 Root mean squared error 0.1915 Relative absolute error 20.1401 % Root relative squared error 58.4256 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.833 0.009 0.909 0.833 0.87 0.928 climbingdown 0.833 0.019 0.833 0.833 0.833 0.905 climbingup 0.95 0 1 0.95 0.974 0.971 jumping 0.87 0.038 0.814 0.87 0.841 0.933 lying 0.732 0.039 0.769 0.732 0.75 0.873 standing 0.682 0.058 0.688 0.682 0.685 0.853 sitting 0.984 0.004 0.976 0.984 0.98 0.989 running 0.944 0.017 0.908 0.944 0.926 0.966 walking Weighted Avg. 0.843 0.027 0.843 0.843 0.842 0.923 === Confusion Matrix === a b c d e f g h <-- classified as 70 8 0 0 0 0 1 5 | a = climbingdown 5 70 0 1 0 2 0 6 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 1 1 0 114 4 11 0 0 | d = lying 1 0 0 8 90 24 0 0 | e = standing 0 1 0 17 22 88 1 0 | f = sitting 0 0 0 0 1 0 123 1 | g = running 0 4 0 0 0 3 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 683 83.09 % Incorrectly Classified Instances 139 16.91 % Kappa statistic 0.8035 Mean absolute error 0.0451 Root mean squared error 0.1956 Relative absolute error 20.9929 % Root relative squared error 59.684 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.881 0.024 0.804 0.881 0.841 0.929 climbingdown 0.833 0.026 0.787 0.833 0.809 0.925 climbingup 1 0.001 0.952 1 0.976 0.999 jumping 0.847 0.027 0.854 0.847 0.851 0.919 lying 0.699 0.041 0.748 0.699 0.723 0.868 standing 0.713 0.063 0.676 0.713 0.694 0.838 sitting 0.976 0.006 0.968 0.976 0.972 0.985 running 0.857 0.007 0.956 0.857 0.904 0.937 walking Weighted Avg. 0.831 0.028 0.834 0.831 0.831 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 74 6 0 0 1 0 1 2 | a = climbingdown 12 70 0 0 1 0 0 1 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 1 0 111 5 13 0 1 | d = lying 1 1 0 6 86 27 1 1 | e = standing 0 0 0 13 22 92 2 0 | f = sitting 0 0 1 0 0 2 122 0 | g = running 5 11 0 0 0 2 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 678 82.4818 % Incorrectly Classified Instances 144 17.5182 % Kappa statistic 0.7962 Mean absolute error 0.0476 Root mean squared error 0.1994 Relative absolute error 22.1558 % Root relative squared error 60.8375 % Total Number of Instances 822 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.918 0.02 0.839 0.918 0.876 0.961 climbingdown 0.735 0.02 0.803 0.735 0.767 0.855 climbingup 1 0 1 1 1 1 jumping 0.823 0.03 0.836 0.823 0.829 0.907 lying 0.68 0.044 0.728 0.68 0.703 0.88 standing 0.705 0.074 0.641 0.705 0.672 0.853 sitting 0.976 0 1 0.976 0.988 0.988 running 0.906 0.016 0.913 0.906 0.909 0.951 walking Weighted Avg. 0.825 0.03 0.827 0.825 0.825 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 78 4 0 0 1 1 0 1 | a = climbingdown 10 61 0 2 0 1 0 9 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 1 0 107 4 17 0 1 | d = lying 2 0 0 7 83 30 0 0 | e = standing 0 1 0 12 25 91 0 0 | f = sitting 0 1 0 0 0 2 123 0 | g = running 3 8 0 0 1 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 598 76.7651 % Incorrectly Classified Instances 181 23.2349 % Kappa statistic 0.7289 Mean absolute error 0.0629 Root mean squared error 0.2293 Relative absolute error 29.4013 % Root relative squared error 70.1013 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.028 0.655 0.623 0.639 0.817 climbingdown 0.724 0.051 0.643 0.724 0.681 0.858 climbingup 1 0.003 0.9 1 0.947 0.999 jumping 0.724 0.063 0.692 0.724 0.708 0.835 lying 0.672 0.059 0.703 0.672 0.687 0.831 standing 0.724 0.04 0.738 0.724 0.731 0.871 sitting 0.976 0.005 0.976 0.976 0.976 0.994 running 0.811 0.023 0.868 0.811 0.839 0.913 walking Weighted Avg. 0.768 0.038 0.77 0.768 0.768 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 38 15 0 0 0 1 0 7 | a = climbingdown 11 63 0 1 0 2 2 8 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 2 3 0 92 19 10 1 0 | d = lying 0 0 0 31 90 13 0 0 | e = standing 0 3 1 7 18 76 0 0 | f = sitting 0 0 1 1 0 1 122 0 | g = running 7 14 0 1 1 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 605 77.6637 % Incorrectly Classified Instances 174 22.3363 % Kappa statistic 0.739 Mean absolute error 0.0582 Root mean squared error 0.2239 Relative absolute error 27.1985 % Root relative squared error 68.4476 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.019 0.763 0.738 0.75 0.91 climbingdown 0.701 0.036 0.709 0.701 0.705 0.877 climbingup 1 0 1 1 1 1 jumping 0.772 0.052 0.742 0.772 0.757 0.884 lying 0.701 0.07 0.676 0.701 0.689 0.859 standing 0.619 0.049 0.663 0.619 0.64 0.815 sitting 0.976 0.008 0.961 0.976 0.968 0.989 running 0.836 0.027 0.85 0.836 0.843 0.929 walking Weighted Avg. 0.777 0.038 0.776 0.777 0.776 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 45 8 0 0 1 1 0 6 | a = climbingdown 8 61 0 0 1 6 2 9 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 98 19 7 1 0 | d = lying 0 0 0 21 94 18 0 1 | e = standing 0 2 0 11 24 65 1 2 | f = sitting 1 0 0 2 0 0 122 0 | g = running 5 13 0 0 0 1 1 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 595 76.38 % Incorrectly Classified Instances 184 23.62 % Kappa statistic 0.7242 Mean absolute error 0.0636 Root mean squared error 0.2335 Relative absolute error 29.7306 % Root relative squared error 71.3845 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.607 0.038 0.578 0.607 0.592 0.794 climbingdown 0.632 0.038 0.679 0.632 0.655 0.841 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.709 0.071 0.662 0.709 0.684 0.833 lying 0.634 0.05 0.726 0.634 0.677 0.856 standing 0.743 0.045 0.722 0.743 0.732 0.867 sitting 0.976 0.008 0.961 0.976 0.968 0.989 running 0.91 0.027 0.86 0.91 0.884 0.95 walking Weighted Avg. 0.764 0.039 0.763 0.764 0.763 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 37 17 0 3 0 0 1 3 | a = climbingdown 20 55 0 0 0 0 0 12 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 3 0 90 21 12 0 1 | d = lying 1 0 0 31 85 16 1 0 | e = standing 0 1 0 12 11 78 1 2 | f = sitting 0 1 0 0 0 2 122 0 | g = running 6 4 0 0 0 0 1 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 613 78.6906 % Incorrectly Classified Instances 166 21.3094 % Kappa statistic 0.7511 Mean absolute error 0.0569 Root mean squared error 0.2232 Relative absolute error 26.5647 % Root relative squared error 68.2268 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.032 0.657 0.721 0.688 0.854 climbingdown 0.621 0.043 0.643 0.621 0.632 0.785 climbingup 0.889 0 1 0.889 0.941 1 jumping 0.693 0.04 0.772 0.693 0.73 0.841 lying 0.791 0.06 0.731 0.791 0.76 0.886 standing 0.733 0.031 0.786 0.733 0.759 0.87 sitting 0.976 0.014 0.931 0.976 0.953 0.987 running 0.869 0.027 0.855 0.869 0.862 0.932 walking Weighted Avg. 0.787 0.035 0.787 0.787 0.786 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 44 11 0 0 0 0 0 6 | a = climbingdown 17 54 0 3 0 2 0 11 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 2 1 0 88 26 7 3 0 | d = lying 1 0 0 16 106 11 0 0 | e = standing 0 4 0 7 13 77 3 1 | f = sitting 0 2 0 0 0 1 122 0 | g = running 3 12 0 0 0 0 1 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 578 74.1977 % Incorrectly Classified Instances 201 25.8023 % Kappa statistic 0.6991 Mean absolute error 0.0675 Root mean squared error 0.2437 Relative absolute error 31.5155 % Root relative squared error 74.4791 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.59 0.046 0.522 0.59 0.554 0.775 climbingdown 0.598 0.045 0.627 0.598 0.612 0.792 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.638 0.057 0.686 0.638 0.661 0.799 lying 0.722 0.06 0.711 0.722 0.716 0.851 standing 0.755 0.053 0.69 0.755 0.721 0.886 sitting 0.928 0.005 0.975 0.928 0.951 0.968 running 0.811 0.032 0.825 0.811 0.818 0.893 walking Weighted Avg. 0.742 0.041 0.745 0.742 0.743 0.864 === Confusion Matrix === a b c d e f g h <-- classified as 36 12 0 1 2 1 1 8 | a = climbingdown 19 52 0 3 0 1 0 12 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 2 0 81 27 15 1 0 | d = lying 0 0 0 22 96 15 0 0 | e = standing 3 2 0 10 10 80 0 1 | f = sitting 1 3 1 1 0 3 116 0 | g = running 9 12 0 0 0 1 1 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 581 74.5828 % Incorrectly Classified Instances 198 25.4172 % Kappa statistic 0.7027 Mean absolute error 0.0661 Root mean squared error 0.2401 Relative absolute error 30.8748 % Root relative squared error 73.3752 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.015 0.78 0.639 0.703 0.889 climbingdown 0.632 0.056 0.585 0.632 0.608 0.812 climbingup 0.944 0.001 0.944 0.944 0.944 0.971 jumping 0.703 0.065 0.682 0.703 0.692 0.837 lying 0.699 0.076 0.655 0.699 0.676 0.859 standing 0.629 0.037 0.725 0.629 0.673 0.826 sitting 0.96 0.008 0.96 0.96 0.96 0.98 running 0.828 0.04 0.795 0.828 0.811 0.912 walking Weighted Avg. 0.746 0.043 0.748 0.746 0.746 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 39 17 0 0 0 1 0 4 | a = climbingdown 6 55 0 1 1 2 0 22 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 1 90 28 7 2 0 | d = lying 0 2 0 25 93 13 0 0 | e = standing 1 3 0 14 20 66 1 0 | f = sitting 0 2 0 2 0 1 120 0 | g = running 4 15 0 0 0 1 1 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 586 75.2246 % Incorrectly Classified Instances 193 24.7754 % Kappa statistic 0.711 Mean absolute error 0.0655 Root mean squared error 0.2388 Relative absolute error 30.5885 % Root relative squared error 72.9904 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.04 0.603 0.721 0.657 0.878 climbingdown 0.568 0.054 0.575 0.568 0.571 0.841 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.764 0.058 0.719 0.764 0.74 0.863 lying 0.677 0.062 0.692 0.677 0.684 0.83 standing 0.695 0.042 0.723 0.695 0.709 0.836 sitting 0.944 0.003 0.983 0.944 0.963 0.974 running 0.795 0.029 0.836 0.795 0.815 0.894 walking Weighted Avg. 0.752 0.04 0.757 0.752 0.754 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 44 10 0 0 0 0 0 7 | a = climbingdown 21 50 0 2 2 3 0 10 | b = climbingup 0 0 17 1 0 0 0 0 | c = jumping 0 5 0 97 17 7 1 0 | d = lying 1 0 0 27 90 15 0 0 | e = standing 1 3 0 7 20 73 1 0 | f = sitting 0 2 0 1 0 2 118 2 | g = running 6 17 0 0 1 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 598 76.7651 % Incorrectly Classified Instances 181 23.2349 % Kappa statistic 0.7287 Mean absolute error 0.0614 Root mean squared error 0.2265 Relative absolute error 28.6788 % Root relative squared error 69.2203 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.59 0.025 0.667 0.59 0.626 0.84 climbingdown 0.632 0.053 0.598 0.632 0.615 0.837 climbingup 0.895 0.003 0.895 0.895 0.895 0.947 jumping 0.709 0.051 0.732 0.709 0.72 0.865 lying 0.724 0.053 0.74 0.724 0.732 0.889 standing 0.762 0.04 0.748 0.762 0.755 0.885 sitting 0.96 0.006 0.967 0.96 0.964 0.981 running 0.852 0.04 0.8 0.852 0.825 0.917 walking Weighted Avg. 0.768 0.038 0.768 0.768 0.767 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 36 17 0 0 1 0 0 7 | a = climbingdown 8 55 0 2 0 3 1 18 | b = climbingup 0 0 17 1 0 0 1 0 | c = jumping 4 6 1 90 18 7 1 0 | d = lying 0 0 0 22 97 15 0 0 | e = standing 0 3 0 8 13 80 0 1 | f = sitting 2 0 1 0 1 1 119 0 | g = running 4 11 0 0 1 1 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 594 76.2516 % Incorrectly Classified Instances 185 23.7484 % Kappa statistic 0.723 Mean absolute error 0.062 Root mean squared error 0.2324 Relative absolute error 28.9515 % Root relative squared error 71.0075 % Total Number of Instances 779 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.032 0.623 0.623 0.623 0.828 climbingdown 0.621 0.051 0.607 0.621 0.614 0.812 climbingup 1 0.004 0.864 1 0.927 0.999 jumping 0.74 0.067 0.681 0.74 0.709 0.838 lying 0.687 0.045 0.76 0.687 0.722 0.867 standing 0.781 0.037 0.766 0.781 0.774 0.914 sitting 0.935 0.005 0.975 0.935 0.955 0.966 running 0.811 0.035 0.811 0.811 0.811 0.897 walking Weighted Avg. 0.763 0.038 0.765 0.763 0.763 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 38 14 0 0 0 0 0 9 | a = climbingdown 11 54 0 5 0 2 2 13 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 4 1 94 19 9 0 0 | d = lying 0 0 0 28 92 14 0 0 | e = standing 2 3 0 9 8 82 1 0 | f = sitting 1 2 2 2 0 0 116 1 | g = running 9 12 0 0 2 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 594 76.3496 % Incorrectly Classified Instances 184 23.6504 % Kappa statistic 0.7237 Mean absolute error 0.0637 Root mean squared error 0.2318 Relative absolute error 29.7639 % Root relative squared error 70.8565 % Total Number of Instances 778 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.65 0.033 0.619 0.65 0.634 0.814 climbingdown 0.609 0.049 0.609 0.609 0.609 0.806 climbingup 0.947 0 1 0.947 0.973 0.974 jumping 0.748 0.049 0.748 0.748 0.748 0.868 lying 0.761 0.07 0.694 0.761 0.726 0.876 standing 0.676 0.034 0.755 0.676 0.714 0.841 sitting 0.927 0.005 0.975 0.927 0.95 0.971 running 0.828 0.035 0.815 0.828 0.821 0.903 walking Weighted Avg. 0.763 0.039 0.767 0.763 0.764 0.879 === Confusion Matrix === a b c d e f g h <-- classified as 39 15 0 0 0 0 0 6 | a = climbingdown 13 53 0 2 0 3 1 15 | b = climbingup 0 0 18 0 1 0 0 0 | c = jumping 0 2 0 95 23 7 0 0 | d = lying 0 2 0 20 102 10 0 0 | e = standing 0 5 0 8 20 71 1 0 | f = sitting 1 2 0 2 0 2 115 2 | g = running 10 8 0 0 1 1 1 101 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 622 70.7622 % Incorrectly Classified Instances 257 29.2378 % Kappa statistic 0.6602 Mean absolute error 0.0765 Root mean squared error 0.2558 Relative absolute error 35.6126 % Root relative squared error 78.0459 % Total Number of Instances 879 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.791 0.041 0.692 0.791 0.738 0.869 climbingdown 0.675 0.044 0.694 0.675 0.684 0.883 climbingup 0.895 0.001 0.944 0.895 0.919 0.94 jumping 0.621 0.059 0.615 0.621 0.618 0.811 lying 0.685 0.078 0.596 0.685 0.637 0.841 standing 0.522 0.086 0.572 0.522 0.546 0.778 sitting 0.938 0.009 0.945 0.938 0.941 0.972 running 0.752 0.023 0.847 0.752 0.797 0.89 walking Weighted Avg. 0.708 0.049 0.711 0.708 0.708 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 72 12 0 0 0 0 3 4 | a = climbingdown 20 77 0 2 0 2 1 12 | b = climbingup 1 0 17 0 0 0 1 0 | c = jumping 0 3 0 72 13 27 1 0 | d = lying 0 0 0 12 87 27 0 1 | e = standing 2 2 0 27 44 83 1 0 | f = sitting 0 1 1 0 1 5 120 0 | g = running 9 16 0 4 1 1 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 604 68.7144 % Incorrectly Classified Instances 275 31.2856 % Kappa statistic 0.6366 Mean absolute error 0.0815 Root mean squared error 0.2662 Relative absolute error 37.9232 % Root relative squared error 81.2054 % Total Number of Instances 879 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.593 0.047 0.593 0.593 0.593 0.758 climbingdown 0.675 0.047 0.681 0.675 0.678 0.829 climbingup 1 0.002 0.905 1 0.95 0.999 jumping 0.612 0.088 0.514 0.612 0.559 0.791 lying 0.598 0.06 0.628 0.598 0.613 0.801 standing 0.525 0.079 0.596 0.525 0.558 0.778 sitting 0.93 0.007 0.96 0.93 0.944 0.967 running 0.839 0.034 0.8 0.839 0.819 0.923 walking Weighted Avg. 0.687 0.052 0.689 0.687 0.687 0.84 === Confusion Matrix === a b c d e f g h <-- classified as 54 20 0 1 2 1 0 13 | a = climbingdown 23 77 0 4 1 0 0 9 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 4 1 71 10 25 4 1 | d = lying 1 0 0 18 76 29 1 2 | e = standing 1 4 0 41 30 84 0 0 | f = sitting 1 2 1 2 0 2 119 1 | g = running 11 6 0 1 2 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 613 69.7383 % Incorrectly Classified Instances 266 30.2617 % Kappa statistic 0.6479 Mean absolute error 0.0798 Root mean squared error 0.2635 Relative absolute error 37.1574 % Root relative squared error 80.3819 % Total Number of Instances 879 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.038 0.694 0.747 0.72 0.874 climbingdown 0.693 0.043 0.705 0.693 0.699 0.873 climbingup 0.947 0.001 0.947 0.947 0.947 0.969 jumping 0.578 0.068 0.563 0.578 0.57 0.772 lying 0.578 0.06 0.622 0.578 0.599 0.798 standing 0.591 0.106 0.553 0.591 0.571 0.796 sitting 0.961 0.004 0.976 0.961 0.969 0.976 running 0.726 0.034 0.776 0.726 0.75 0.853 walking Weighted Avg. 0.697 0.052 0.7 0.697 0.698 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 68 13 0 0 0 1 0 9 | a = climbingdown 15 79 0 3 0 2 1 14 | b = climbingup 1 0 18 0 0 0 0 0 | c = jumping 2 3 0 67 10 33 1 0 | d = lying 0 0 0 15 74 38 0 1 | e = standing 1 1 0 28 32 94 1 2 | f = sitting 0 1 1 2 0 1 123 0 | g = running 11 15 0 4 3 1 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 616 70.0796 % Incorrectly Classified Instances 263 29.9204 % Kappa statistic 0.652 Mean absolute error 0.0774 Root mean squared error 0.2577 Relative absolute error 36.0109 % Root relative squared error 78.618 % Total Number of Instances 879 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.046 0.64 0.696 0.667 0.808 climbingdown 0.588 0.043 0.67 0.588 0.626 0.808 climbingup 0.947 0 1 0.947 0.973 0.97 jumping 0.564 0.068 0.559 0.564 0.562 0.819 lying 0.693 0.055 0.682 0.693 0.688 0.859 standing 0.579 0.092 0.582 0.579 0.58 0.806 sitting 0.961 0.004 0.976 0.961 0.968 0.987 running 0.798 0.042 0.756 0.798 0.776 0.894 walking Weighted Avg. 0.701 0.05 0.701 0.701 0.701 0.858 === Confusion Matrix === a b c d e f g h <-- classified as 64 16 0 1 0 1 0 10 | a = climbingdown 19 67 0 6 0 2 1 19 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 4 1 0 66 16 29 0 1 | d = lying 1 0 0 8 88 28 1 1 | e = standing 2 3 0 36 25 92 0 1 | f = sitting 0 0 0 1 0 4 122 0 | g = running 10 13 0 0 0 2 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 618 70.3872 % Incorrectly Classified Instances 260 29.6128 % Kappa statistic 0.6555 Mean absolute error 0.0772 Root mean squared error 0.26 Relative absolute error 35.9366 % Root relative squared error 79.3413 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.772 0.039 0.696 0.772 0.732 0.89 climbingdown 0.675 0.033 0.755 0.675 0.713 0.847 climbingup 1 0 1 1 1 1 jumping 0.564 0.059 0.595 0.564 0.579 0.816 lying 0.638 0.075 0.591 0.638 0.614 0.8 standing 0.516 0.103 0.526 0.516 0.521 0.751 sitting 0.961 0.009 0.946 0.961 0.953 0.982 running 0.815 0.029 0.821 0.815 0.818 0.897 walking Weighted Avg. 0.704 0.051 0.704 0.704 0.703 0.853 === Confusion Matrix === a b c d e f g h <-- classified as 71 10 0 1 0 2 1 7 | a = climbingdown 21 77 0 0 0 5 1 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 66 14 32 2 2 | d = lying 0 0 0 14 81 31 1 0 | e = standing 1 2 0 29 40 82 2 3 | f = sitting 2 0 0 1 1 1 122 0 | g = running 7 12 0 0 1 3 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 601 68.451 % Incorrectly Classified Instances 277 31.549 % Kappa statistic 0.6331 Mean absolute error 0.082 Root mean squared error 0.2681 Relative absolute error 38.1752 % Root relative squared error 81.7817 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.641 0.037 0.67 0.641 0.656 0.845 climbingdown 0.664 0.055 0.641 0.664 0.652 0.826 climbingup 1 0 1 1 1 1 jumping 0.607 0.047 0.664 0.607 0.634 0.836 lying 0.685 0.083 0.584 0.685 0.63 0.834 standing 0.484 0.102 0.513 0.484 0.498 0.764 sitting 0.945 0.003 0.984 0.945 0.964 0.969 running 0.75 0.044 0.738 0.75 0.744 0.865 walking Weighted Avg. 0.685 0.054 0.687 0.685 0.685 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 59 17 0 1 0 1 0 14 | a = climbingdown 18 75 0 1 0 4 0 15 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 1 0 71 13 30 0 1 | d = lying 0 0 0 7 87 31 0 2 | e = standing 2 5 0 26 46 77 2 1 | f = sitting 0 0 0 1 1 5 120 0 | g = running 8 19 0 0 2 2 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 601 68.451 % Incorrectly Classified Instances 277 31.549 % Kappa statistic 0.6333 Mean absolute error 0.0816 Root mean squared error 0.2657 Relative absolute error 37.9493 % Root relative squared error 81.0681 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.037 0.695 0.717 0.706 0.871 climbingdown 0.588 0.055 0.615 0.588 0.601 0.836 climbingup 1 0 1 1 1 1 jumping 0.638 0.07 0.583 0.638 0.609 0.821 lying 0.606 0.067 0.606 0.606 0.606 0.803 standing 0.516 0.092 0.554 0.516 0.534 0.735 sitting 0.929 0.007 0.959 0.929 0.944 0.964 running 0.79 0.042 0.754 0.79 0.772 0.895 walking Weighted Avg. 0.685 0.053 0.684 0.685 0.684 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 66 19 0 0 0 0 0 7 | a = climbingdown 19 67 0 2 1 2 0 23 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 3 0 74 10 28 1 0 | d = lying 0 0 0 17 77 33 0 0 | e = standing 1 4 0 30 37 82 3 2 | f = sitting 2 2 0 3 0 2 118 0 | g = running 7 14 0 1 2 1 1 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 636 72.4374 % Incorrectly Classified Instances 242 27.5626 % Kappa statistic 0.6791 Mean absolute error 0.0734 Root mean squared error 0.2511 Relative absolute error 34.1374 % Root relative squared error 76.6101 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.025 0.753 0.663 0.705 0.861 climbingdown 0.754 0.042 0.729 0.754 0.741 0.891 climbingup 0.947 0.001 0.947 0.947 0.947 0.97 jumping 0.586 0.067 0.571 0.586 0.579 0.766 lying 0.614 0.055 0.655 0.614 0.634 0.83 standing 0.61 0.096 0.584 0.61 0.597 0.797 sitting 0.953 0.007 0.96 0.953 0.957 0.969 running 0.863 0.031 0.823 0.863 0.843 0.926 walking Weighted Avg. 0.724 0.048 0.725 0.724 0.724 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 61 17 0 0 0 0 4 10 | a = climbingdown 11 86 0 4 0 2 1 10 | b = climbingup 0 0 18 0 0 1 0 0 | c = jumping 0 4 0 68 13 31 0 0 | d = lying 0 0 0 17 78 32 0 0 | e = standing 1 3 1 27 27 97 0 3 | f = sitting 1 1 0 2 0 2 121 0 | g = running 7 7 0 1 1 1 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 622 70.8428 % Incorrectly Classified Instances 256 29.1572 % Kappa statistic 0.6608 Mean absolute error 0.0774 Root mean squared error 0.2588 Relative absolute error 36.0217 % Root relative squared error 78.9608 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.038 0.694 0.739 0.716 0.869 climbingdown 0.658 0.042 0.701 0.658 0.679 0.846 climbingup 1 0 1 1 1 1 jumping 0.603 0.063 0.593 0.603 0.598 0.795 lying 0.614 0.057 0.645 0.614 0.629 0.81 standing 0.579 0.099 0.564 0.579 0.571 0.785 sitting 0.953 0.011 0.938 0.953 0.945 0.969 running 0.798 0.032 0.805 0.798 0.802 0.898 walking Weighted Avg. 0.708 0.05 0.709 0.708 0.708 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 68 13 0 1 0 1 1 8 | a = climbingdown 19 75 0 1 0 3 1 15 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 2 2 0 70 11 29 2 0 | d = lying 1 0 0 14 78 34 0 0 | e = standing 0 5 0 28 30 92 4 0 | f = sitting 0 1 0 2 0 2 121 1 | g = running 8 11 0 2 2 2 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 613 69.8178 % Incorrectly Classified Instances 265 30.1822 % Kappa statistic 0.6489 Mean absolute error 0.079 Root mean squared error 0.2595 Relative absolute error 36.7429 % Root relative squared error 79.1691 % Total Number of Instances 878 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.044 0.66 0.747 0.701 0.857 climbingdown 0.693 0.045 0.699 0.693 0.696 0.864 climbingup 0.895 0 1 0.895 0.944 0.947 jumping 0.543 0.059 0.583 0.543 0.563 0.795 lying 0.638 0.071 0.604 0.638 0.621 0.823 standing 0.553 0.102 0.547 0.553 0.55 0.758 sitting 0.93 0.005 0.967 0.93 0.948 0.979 running 0.79 0.028 0.824 0.79 0.807 0.888 walking Weighted Avg. 0.698 0.051 0.702 0.698 0.699 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 68 14 0 1 0 0 0 8 | a = climbingdown 19 79 0 1 0 3 1 11 | b = climbingup 0 0 17 0 0 0 1 1 | c = jumping 1 1 0 63 18 32 1 0 | d = lying 1 2 0 11 81 31 0 1 | e = standing 2 6 0 28 34 88 1 0 | f = sitting 0 0 0 3 0 6 119 0 | g = running 12 11 0 1 1 1 0 98 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 641 81.0367 % Incorrectly Classified Instances 150 18.9633 % Kappa statistic 0.7795 Mean absolute error 0.0503 Root mean squared error 0.2096 Relative absolute error 23.4138 % Root relative squared error 63.9228 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.037 0.634 0.536 0.581 0.794 climbingdown 0.711 0.061 0.598 0.711 0.65 0.853 climbingup 0.944 0 1 0.944 0.971 1 jumping 0.855 0.028 0.84 0.855 0.847 0.915 lying 0.823 0.024 0.87 0.823 0.846 0.902 standing 0.857 0.032 0.804 0.857 0.829 0.936 sitting 0.976 0.006 0.968 0.976 0.972 0.99 running 0.789 0.03 0.829 0.789 0.808 0.892 walking Weighted Avg. 0.81 0.029 0.813 0.81 0.81 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 45 28 0 0 0 0 2 9 | a = climbingdown 14 64 0 2 0 1 1 8 | b = climbingup 0 1 17 0 0 0 0 0 | c = jumping 0 0 0 100 7 8 0 2 | d = lying 0 2 0 8 107 12 1 0 | e = standing 0 0 0 6 9 90 0 0 | f = sitting 0 0 0 2 0 0 121 1 | g = running 12 12 0 1 0 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 643 81.2895 % Incorrectly Classified Instances 148 18.7105 % Kappa statistic 0.7825 Mean absolute error 0.0488 Root mean squared error 0.2086 Relative absolute error 22.7101 % Root relative squared error 63.6285 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.034 0.692 0.643 0.667 0.854 climbingdown 0.719 0.048 0.653 0.719 0.684 0.852 climbingup 0.944 0.003 0.895 0.944 0.919 0.971 jumping 0.829 0.027 0.843 0.829 0.836 0.913 lying 0.814 0.033 0.827 0.814 0.82 0.904 standing 0.83 0.032 0.8 0.83 0.815 0.901 sitting 0.944 0.007 0.959 0.944 0.951 0.968 running 0.815 0.031 0.828 0.815 0.821 0.911 walking Weighted Avg. 0.813 0.029 0.814 0.813 0.813 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 54 17 1 0 0 0 2 10 | a = climbingdown 13 64 1 0 1 0 0 10 | b = climbingup 0 0 17 0 0 0 0 1 | c = jumping 0 1 0 97 8 11 0 0 | d = lying 0 1 0 12 105 9 2 0 | e = standing 0 1 0 6 10 88 1 0 | f = sitting 3 1 0 0 2 1 117 0 | g = running 8 13 0 0 1 1 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 645 81.5424 % Incorrectly Classified Instances 146 18.4576 % Kappa statistic 0.7852 Mean absolute error 0.0486 Root mean squared error 0.2059 Relative absolute error 22.5983 % Root relative squared error 62.7853 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.038 0.667 0.643 0.655 0.822 climbingdown 0.596 0.057 0.57 0.596 0.582 0.813 climbingup 0.778 0 1 0.778 0.875 0.972 jumping 0.88 0.027 0.851 0.88 0.866 0.935 lying 0.853 0.026 0.866 0.853 0.859 0.918 standing 0.849 0.026 0.833 0.849 0.841 0.942 sitting 0.968 0.006 0.968 0.968 0.968 0.991 running 0.815 0.033 0.821 0.815 0.818 0.888 walking Weighted Avg. 0.815 0.028 0.817 0.815 0.816 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 54 21 0 0 0 0 0 9 | a = climbingdown 15 53 0 2 4 0 2 13 | b = climbingup 0 2 14 0 0 0 2 0 | c = jumping 0 1 0 103 3 10 0 0 | d = lying 0 2 0 9 110 8 0 0 | e = standing 0 0 0 7 9 90 0 0 | f = sitting 2 1 0 0 1 0 120 0 | g = running 10 13 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 633 80.0253 % Incorrectly Classified Instances 158 19.9747 % Kappa statistic 0.7674 Mean absolute error 0.0522 Root mean squared error 0.2139 Relative absolute error 24.2664 % Root relative squared error 65.2481 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.56 0.04 0.627 0.56 0.591 0.838 climbingdown 0.584 0.044 0.627 0.584 0.605 0.802 climbingup 0.833 0.001 0.938 0.833 0.882 0.915 jumping 0.897 0.028 0.847 0.897 0.871 0.938 lying 0.814 0.038 0.808 0.814 0.811 0.891 standing 0.811 0.023 0.843 0.811 0.827 0.903 sitting 0.944 0.012 0.936 0.944 0.94 0.977 running 0.855 0.045 0.779 0.855 0.815 0.923 walking Weighted Avg. 0.8 0.032 0.797 0.8 0.798 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 47 19 0 0 0 0 1 17 | a = climbingdown 16 52 1 2 2 1 2 13 | b = climbingup 3 0 15 0 0 0 0 0 | c = jumping 0 0 0 105 7 4 1 0 | d = lying 1 2 0 10 105 10 1 0 | e = standing 0 1 0 5 12 86 2 0 | f = sitting 0 1 0 2 3 1 117 0 | g = running 8 8 0 0 1 0 1 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 639 80.7838 % Incorrectly Classified Instances 152 19.2162 % Kappa statistic 0.7766 Mean absolute error 0.0511 Root mean squared error 0.2111 Relative absolute error 23.7648 % Root relative squared error 64.383 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.051 0.617 0.69 0.652 0.865 climbingdown 0.573 0.038 0.654 0.573 0.611 0.806 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.846 0.022 0.868 0.846 0.857 0.912 lying 0.868 0.035 0.83 0.868 0.848 0.92 standing 0.774 0.032 0.788 0.774 0.781 0.909 sitting 0.968 0.004 0.976 0.968 0.972 0.986 running 0.798 0.037 0.798 0.798 0.798 0.894 walking Weighted Avg. 0.808 0.03 0.808 0.808 0.807 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 58 13 0 0 0 0 1 12 | a = climbingdown 20 51 0 1 2 2 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 99 10 8 0 0 | d = lying 0 1 0 3 112 11 2 0 | e = standing 3 0 0 10 11 82 0 0 | f = sitting 0 1 1 1 0 1 120 0 | g = running 13 12 0 0 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 639 80.7838 % Incorrectly Classified Instances 152 19.2162 % Kappa statistic 0.7765 Mean absolute error 0.0495 Root mean squared error 0.2078 Relative absolute error 23.0442 % Root relative squared error 63.3973 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.041 0.642 0.627 0.634 0.856 climbingdown 0.663 0.044 0.656 0.663 0.659 0.858 climbingup 1 0 1 1 1 1 jumping 0.839 0.025 0.853 0.839 0.846 0.92 lying 0.853 0.035 0.827 0.853 0.84 0.926 standing 0.821 0.031 0.806 0.821 0.813 0.909 sitting 0.952 0.002 0.992 0.952 0.971 0.98 running 0.772 0.045 0.76 0.772 0.766 0.897 walking Weighted Avg. 0.808 0.03 0.809 0.808 0.808 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 52 15 0 0 0 0 0 16 | a = climbingdown 15 59 0 0 0 2 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 99 9 9 1 0 | d = lying 0 1 0 10 110 7 0 1 | e = standing 1 1 0 6 11 87 0 0 | f = sitting 1 1 0 0 3 1 119 0 | g = running 12 13 0 1 0 2 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 648 81.9216 % Incorrectly Classified Instances 143 18.0784 % Kappa statistic 0.7897 Mean absolute error 0.0468 Root mean squared error 0.2025 Relative absolute error 21.7743 % Root relative squared error 61.7808 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.042 0.647 0.663 0.655 0.888 climbingdown 0.596 0.053 0.589 0.596 0.592 0.811 climbingup 0.778 0 1 0.778 0.875 0.889 jumping 0.839 0.031 0.825 0.839 0.832 0.912 lying 0.853 0.014 0.924 0.853 0.887 0.946 standing 0.877 0.026 0.838 0.877 0.857 0.929 sitting 0.992 0.008 0.961 0.992 0.976 0.997 running 0.813 0.034 0.813 0.813 0.813 0.927 walking Weighted Avg. 0.819 0.027 0.821 0.819 0.82 0.921 === Confusion Matrix === a b c d e f g h <-- classified as 55 14 0 0 0 1 1 12 | a = climbingdown 24 53 0 0 1 1 1 9 | b = climbingup 0 2 14 0 0 0 2 0 | c = jumping 0 2 0 99 6 9 1 1 | d = lying 0 1 0 12 110 6 0 0 | e = standing 0 2 0 8 2 93 0 1 | f = sitting 0 1 0 0 0 0 124 0 | g = running 6 15 0 1 0 1 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 631 79.7724 % Incorrectly Classified Instances 160 20.2276 % Kappa statistic 0.7646 Mean absolute error 0.0519 Root mean squared error 0.2153 Relative absolute error 24.1345 % Root relative squared error 65.658 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.614 0.042 0.63 0.614 0.622 0.857 climbingdown 0.596 0.058 0.564 0.596 0.579 0.79 climbingup 0.778 0 1 0.778 0.875 0.916 jumping 0.924 0.021 0.886 0.924 0.905 0.96 lying 0.86 0.026 0.867 0.86 0.864 0.924 standing 0.821 0.029 0.813 0.821 0.817 0.906 sitting 0.968 0.005 0.976 0.968 0.972 0.982 running 0.691 0.052 0.708 0.691 0.7 0.844 walking Weighted Avg. 0.798 0.031 0.799 0.798 0.798 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 51 14 0 0 0 2 0 16 | a = climbingdown 14 53 0 1 1 0 1 19 | b = climbingup 1 1 14 1 0 0 1 0 | c = jumping 0 0 0 109 4 5 0 0 | d = lying 0 3 0 5 111 10 0 0 | e = standing 0 3 0 6 10 87 0 0 | f = sitting 2 1 0 1 0 0 121 0 | g = running 13 19 0 0 2 3 1 85 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 633 80.0253 % Incorrectly Classified Instances 158 19.9747 % Kappa statistic 0.7677 Mean absolute error 0.052 Root mean squared error 0.2132 Relative absolute error 24.1904 % Root relative squared error 65.0158 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.639 0.037 0.671 0.639 0.654 0.858 climbingdown 0.629 0.056 0.589 0.629 0.609 0.83 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.847 0.034 0.813 0.847 0.83 0.917 lying 0.837 0.033 0.831 0.837 0.834 0.929 standing 0.802 0.022 0.85 0.802 0.825 0.903 sitting 0.952 0.005 0.975 0.952 0.964 0.976 running 0.764 0.043 0.764 0.764 0.764 0.872 walking Weighted Avg. 0.8 0.031 0.802 0.8 0.801 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 53 17 0 0 0 0 1 12 | a = climbingdown 15 56 0 2 0 1 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 2 0 100 10 4 1 1 | d = lying 0 1 0 9 108 10 1 0 | e = standing 0 1 0 10 9 85 0 1 | f = sitting 0 3 0 1 2 0 119 0 | g = running 11 15 1 1 1 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 648 81.9216 % Incorrectly Classified Instances 143 18.0784 % Kappa statistic 0.7896 Mean absolute error 0.0474 Root mean squared error 0.2039 Relative absolute error 22.047 % Root relative squared error 62.1766 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.04 0.663 0.663 0.663 0.872 climbingdown 0.722 0.027 0.774 0.722 0.747 0.888 climbingup 0.789 0 1 0.789 0.882 0.895 jumping 0.872 0.027 0.85 0.872 0.861 0.937 lying 0.868 0.036 0.824 0.868 0.845 0.922 standing 0.755 0.026 0.816 0.755 0.784 0.895 sitting 0.944 0.007 0.959 0.944 0.951 0.969 running 0.829 0.046 0.767 0.829 0.797 0.907 walking Weighted Avg. 0.819 0.029 0.821 0.819 0.819 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 55 10 0 0 0 0 1 17 | a = climbingdown 11 65 0 0 2 0 0 12 | b = climbingup 0 2 15 0 0 0 2 0 | c = jumping 0 0 0 102 7 7 1 0 | d = lying 0 1 0 6 112 10 0 0 | e = standing 0 0 0 11 13 80 1 1 | f = sitting 2 1 0 1 1 1 117 1 | g = running 15 5 0 0 1 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 648 81.407 % Incorrectly Classified Instances 148 18.593 % Kappa statistic 0.7838 Mean absolute error 0.0503 Root mean squared error 0.2058 Relative absolute error 23.3875 % Root relative squared error 62.786 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.048 0.638 0.667 0.652 0.858 climbingdown 0.709 0.035 0.709 0.709 0.709 0.872 climbingup 1 0.001 0.941 1 0.97 0.999 jumping 0.712 0.049 0.73 0.712 0.721 0.85 lying 0.879 0.021 0.886 0.879 0.883 0.936 standing 0.768 0.035 0.782 0.768 0.775 0.913 sitting 0.984 0.003 0.984 0.984 0.984 0.991 running 0.883 0.022 0.876 0.883 0.88 0.934 walking Weighted Avg. 0.814 0.029 0.814 0.814 0.814 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 60 18 0 0 0 0 1 11 | a = climbingdown 21 61 0 0 0 0 0 4 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 2 2 0 89 12 20 0 0 | d = lying 0 0 0 10 109 4 1 0 | e = standing 1 0 0 23 2 86 0 0 | f = sitting 0 1 1 0 0 0 121 0 | g = running 10 4 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 629 79.0201 % Incorrectly Classified Instances 167 20.9799 % Kappa statistic 0.756 Mean absolute error 0.0559 Root mean squared error 0.2181 Relative absolute error 26.0196 % Root relative squared error 66.5365 % Total Number of Instances 796 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.584 0.051 0.591 0.584 0.588 0.832 climbingdown 0.767 0.03 0.759 0.767 0.763 0.881 climbingup 0.875 0.003 0.875 0.875 0.875 0.927 jumping 0.696 0.042 0.757 0.696 0.725 0.859 lying 0.887 0.033 0.833 0.887 0.859 0.942 standing 0.752 0.04 0.759 0.752 0.756 0.905 sitting 0.967 0.01 0.944 0.967 0.955 0.98 running 0.802 0.036 0.802 0.802 0.802 0.899 walking Weighted Avg. 0.79 0.033 0.789 0.79 0.789 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 52 13 2 0 0 0 1 21 | a = climbingdown 14 66 0 0 0 0 3 3 | b = climbingup 1 0 14 0 0 0 1 0 | c = jumping 1 1 0 87 11 24 1 0 | d = lying 0 0 0 10 110 3 1 0 | e = standing 0 1 0 18 9 85 0 0 | f = sitting 1 1 0 0 2 0 118 0 | g = running 19 5 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 626 78.7421 % Incorrectly Classified Instances 169 21.2579 % Kappa statistic 0.7526 Mean absolute error 0.0562 Root mean squared error 0.2216 Relative absolute error 26.1569 % Root relative squared error 67.6249 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.045 0.644 0.652 0.648 0.836 climbingdown 0.682 0.028 0.744 0.682 0.712 0.839 climbingup 1 0.001 0.938 1 0.968 0.999 jumping 0.667 0.057 0.689 0.667 0.677 0.842 lying 0.824 0.028 0.844 0.824 0.834 0.937 standing 0.759 0.051 0.708 0.759 0.733 0.879 sitting 0.992 0.003 0.984 0.992 0.988 0.993 running 0.843 0.033 0.823 0.843 0.833 0.906 walking Weighted Avg. 0.787 0.034 0.787 0.787 0.787 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 58 13 1 0 1 0 2 14 | a = climbingdown 20 58 0 0 0 0 0 7 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 1 0 84 12 29 0 0 | d = lying 0 0 0 16 103 5 0 1 | e = standing 0 0 0 21 6 85 0 0 | f = sitting 0 0 0 1 0 0 121 0 | g = running 12 6 0 0 0 1 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 635 79.8742 % Incorrectly Classified Instances 160 20.1258 % Kappa statistic 0.7656 Mean absolute error 0.0543 Root mean squared error 0.217 Relative absolute error 25.274 % Root relative squared error 66.2031 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.047 0.637 0.652 0.644 0.835 climbingdown 0.753 0.031 0.744 0.753 0.749 0.882 climbingup 0.867 0 1 0.867 0.929 0.923 jumping 0.778 0.066 0.69 0.778 0.731 0.872 lying 0.84 0.037 0.808 0.84 0.824 0.915 standing 0.714 0.022 0.842 0.714 0.773 0.873 sitting 0.984 0.001 0.992 0.984 0.988 0.992 running 0.802 0.03 0.829 0.802 0.815 0.904 walking Weighted Avg. 0.799 0.033 0.803 0.799 0.8 0.9 === Confusion Matrix === a b c d e f g h <-- classified as 58 16 0 1 1 0 0 13 | a = climbingdown 14 64 0 1 0 0 0 6 | b = climbingup 2 0 13 0 0 0 0 0 | c = jumping 0 0 0 98 15 13 0 0 | d = lying 0 0 0 18 105 1 0 1 | e = standing 0 0 0 24 7 80 1 0 | f = sitting 2 0 0 0 0 0 120 0 | g = running 15 6 0 0 2 1 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 648 81.5094 % Incorrectly Classified Instances 147 18.4906 % Kappa statistic 0.7848 Mean absolute error 0.0518 Root mean squared error 0.2081 Relative absolute error 24.0957 % Root relative squared error 63.4969 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.584 0.038 0.658 0.584 0.619 0.834 climbingdown 0.788 0.038 0.713 0.788 0.749 0.883 climbingup 1 0 1 1 1 1 jumping 0.73 0.04 0.773 0.73 0.751 0.869 lying 0.912 0.033 0.838 0.912 0.874 0.949 standing 0.813 0.031 0.813 0.813 0.813 0.916 sitting 0.959 0.003 0.983 0.959 0.971 0.983 running 0.826 0.031 0.826 0.826 0.826 0.907 walking Weighted Avg. 0.815 0.029 0.814 0.815 0.814 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 52 19 0 0 0 0 1 17 | a = climbingdown 13 67 0 0 1 0 1 3 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 92 15 19 0 0 | d = lying 0 0 0 9 114 1 0 1 | e = standing 0 0 0 17 4 91 0 0 | f = sitting 3 0 0 0 1 1 117 0 | g = running 11 8 0 1 1 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 655 82.3899 % Incorrectly Classified Instances 140 17.6101 % Kappa statistic 0.795 Mean absolute error 0.0475 Root mean squared error 0.2021 Relative absolute error 22.1059 % Root relative squared error 61.6478 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.042 0.663 0.663 0.663 0.852 climbingdown 0.729 0.027 0.765 0.729 0.747 0.904 climbingup 0.813 0.004 0.813 0.813 0.813 0.922 jumping 0.762 0.037 0.793 0.762 0.777 0.907 lying 0.919 0.039 0.814 0.919 0.864 0.949 standing 0.795 0.02 0.864 0.795 0.828 0.918 sitting 0.984 0.003 0.984 0.984 0.984 0.99 running 0.843 0.031 0.829 0.843 0.836 0.924 walking Weighted Avg. 0.824 0.028 0.824 0.824 0.823 0.924 === Confusion Matrix === a b c d e f g h <-- classified as 59 16 2 0 0 0 1 11 | a = climbingdown 13 62 0 0 0 0 0 10 | b = climbingup 2 0 13 0 0 0 1 0 | c = jumping 0 0 0 96 19 11 0 0 | d = lying 0 0 0 8 114 2 0 0 | e = standing 0 0 0 17 6 89 0 0 | f = sitting 0 0 1 0 0 1 120 0 | g = running 15 3 0 0 1 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 632 79.4969 % Incorrectly Classified Instances 163 20.5031 % Kappa statistic 0.7615 Mean absolute error 0.0545 Root mean squared error 0.2178 Relative absolute error 25.3688 % Root relative squared error 66.4516 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.051 0.621 0.663 0.641 0.829 climbingdown 0.741 0.032 0.733 0.741 0.737 0.878 climbingup 0.75 0.003 0.857 0.75 0.8 0.89 jumping 0.698 0.058 0.693 0.698 0.696 0.86 lying 0.863 0.028 0.849 0.863 0.856 0.933 standing 0.75 0.037 0.771 0.75 0.76 0.883 sitting 0.992 0.007 0.96 0.992 0.976 0.994 running 0.81 0.021 0.875 0.81 0.841 0.911 walking Weighted Avg. 0.795 0.032 0.796 0.795 0.795 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 59 17 2 0 0 0 1 10 | a = climbingdown 17 63 0 0 0 0 1 4 | b = climbingup 4 0 12 0 0 0 0 0 | c = jumping 0 0 0 88 14 22 2 0 | d = lying 0 0 0 14 107 2 1 0 | e = standing 0 0 0 25 3 84 0 0 | f = sitting 0 1 0 0 0 0 121 0 | g = running 15 5 0 0 2 1 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 623 78.3648 % Incorrectly Classified Instances 172 21.6352 % Kappa statistic 0.7484 Mean absolute error 0.0559 Root mean squared error 0.2229 Relative absolute error 26.033 % Root relative squared error 67.9959 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.64 0.055 0.594 0.64 0.616 0.821 climbingdown 0.718 0.027 0.763 0.718 0.739 0.897 climbingup 0.875 0.006 0.737 0.875 0.8 0.966 jumping 0.722 0.058 0.7 0.722 0.711 0.863 lying 0.879 0.037 0.813 0.879 0.845 0.945 standing 0.732 0.032 0.788 0.732 0.759 0.9 sitting 0.91 0 1 0.91 0.953 0.955 running 0.81 0.034 0.81 0.81 0.81 0.9 walking Weighted Avg. 0.784 0.034 0.788 0.784 0.785 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 57 13 1 0 0 0 0 18 | a = climbingdown 18 61 1 0 0 0 0 5 | b = climbingup 1 1 14 0 0 0 0 0 | c = jumping 0 0 0 91 17 18 0 0 | d = lying 0 0 0 11 109 4 0 0 | e = standing 0 0 0 27 3 82 0 0 | f = sitting 3 0 3 1 4 0 111 0 | g = running 17 5 0 0 1 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 616 77.4843 % Incorrectly Classified Instances 179 22.5157 % Kappa statistic 0.7381 Mean absolute error 0.0585 Root mean squared error 0.2277 Relative absolute error 27.2426 % Root relative squared error 69.4481 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.573 0.055 0.567 0.573 0.57 0.817 climbingdown 0.721 0.035 0.713 0.721 0.717 0.894 climbingup 0.875 0.001 0.933 0.875 0.903 0.927 jumping 0.712 0.066 0.669 0.712 0.69 0.847 lying 0.806 0.021 0.877 0.806 0.84 0.919 standing 0.777 0.04 0.763 0.777 0.77 0.882 sitting 0.967 0.001 0.992 0.967 0.979 0.988 running 0.783 0.041 0.77 0.783 0.777 0.882 walking Weighted Avg. 0.775 0.036 0.779 0.775 0.776 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 51 18 0 0 0 0 0 20 | a = climbingdown 17 62 0 1 0 0 0 6 | b = climbingup 0 0 14 0 0 0 0 2 | c = jumping 1 1 0 89 11 23 0 0 | d = lying 1 0 0 20 100 3 0 0 | e = standing 1 0 0 21 3 87 0 0 | f = sitting 1 0 1 1 0 1 119 0 | g = running 18 6 0 1 0 0 1 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 632 79.4969 % Incorrectly Classified Instances 163 20.5031 % Kappa statistic 0.7615 Mean absolute error 0.0536 Root mean squared error 0.2171 Relative absolute error 24.9324 % Root relative squared error 66.2263 % Total Number of Instances 795 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.618 0.042 0.647 0.618 0.632 0.821 climbingdown 0.744 0.038 0.703 0.744 0.723 0.895 climbingup 0.875 0.003 0.875 0.875 0.875 0.937 jumping 0.728 0.051 0.728 0.728 0.728 0.863 lying 0.815 0.039 0.795 0.815 0.805 0.887 standing 0.777 0.031 0.806 0.777 0.791 0.884 sitting 0.976 0.003 0.984 0.976 0.98 0.994 running 0.833 0.031 0.826 0.833 0.83 0.913 walking Weighted Avg. 0.795 0.032 0.795 0.795 0.795 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 55 22 0 0 0 0 0 12 | a = climbingdown 13 64 0 0 0 0 0 9 | b = climbingup 0 1 14 0 0 0 1 0 | c = jumping 0 0 0 91 19 15 0 0 | d = lying 1 0 0 17 101 5 0 0 | e = standing 0 0 1 16 7 87 1 0 | f = sitting 0 0 1 1 0 1 120 0 | g = running 16 4 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 647 79.5818 % Incorrectly Classified Instances 166 20.4182 % Kappa statistic 0.7615 Mean absolute error 0.0549 Root mean squared error 0.2152 Relative absolute error 25.6618 % Root relative squared error 65.756 % Total Number of Instances 813 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.775 0.042 0.667 0.775 0.717 0.871 climbingdown 0.5 0.028 0.625 0.5 0.556 0.811 climbingup 1 0 1 1 1 1 jumping 0.901 0.028 0.861 0.901 0.881 0.959 lying 0.746 0.046 0.763 0.746 0.755 0.884 standing 0.721 0.057 0.705 0.721 0.713 0.853 sitting 0.944 0.001 0.992 0.944 0.967 0.97 running 0.816 0.035 0.81 0.816 0.813 0.894 walking Weighted Avg. 0.796 0.033 0.796 0.796 0.795 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 62 9 0 0 0 0 0 9 | a = climbingdown 17 35 0 0 0 3 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 118 4 8 0 0 | d = lying 1 0 0 9 100 24 0 0 | e = standing 1 1 0 8 25 93 1 0 | f = sitting 0 2 0 1 0 4 119 0 | g = running 11 9 0 1 2 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 646 79.4588 % Incorrectly Classified Instances 167 20.5412 % Kappa statistic 0.7601 Mean absolute error 0.0541 Root mean squared error 0.2136 Relative absolute error 25.2496 % Root relative squared error 65.2655 % Total Number of Instances 813 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.825 0.02 0.815 0.825 0.82 0.911 climbingdown 0.704 0.022 0.758 0.704 0.73 0.879 climbingup 1 0 1 1 1 1 jumping 0.847 0.034 0.828 0.847 0.838 0.913 lying 0.724 0.074 0.66 0.724 0.69 0.859 standing 0.581 0.06 0.647 0.581 0.612 0.8 sitting 0.984 0.003 0.984 0.984 0.984 0.99 running 0.848 0.029 0.841 0.848 0.845 0.928 walking Weighted Avg. 0.795 0.036 0.794 0.795 0.794 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 66 4 0 0 1 1 0 8 | a = climbingdown 9 50 0 0 0 1 0 11 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 111 8 11 0 0 | d = lying 1 0 0 9 97 26 0 1 | e = standing 0 1 0 11 40 75 2 0 | f = sitting 0 0 0 2 0 0 123 0 | g = running 5 10 0 1 1 2 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 619 76.1378 % Incorrectly Classified Instances 194 23.8622 % Kappa statistic 0.7214 Mean absolute error 0.0621 Root mean squared error 0.2301 Relative absolute error 29.0232 % Root relative squared error 70.3374 % Total Number of Instances 813 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.029 0.731 0.713 0.722 0.872 climbingdown 0.614 0.044 0.566 0.614 0.589 0.782 climbingup 1 0 1 1 1 1 jumping 0.826 0.025 0.865 0.826 0.845 0.92 lying 0.806 0.078 0.671 0.806 0.732 0.894 standing 0.589 0.06 0.65 0.589 0.618 0.831 sitting 0.928 0.006 0.967 0.928 0.947 0.971 running 0.736 0.036 0.786 0.736 0.76 0.868 walking Weighted Avg. 0.761 0.04 0.766 0.761 0.762 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 57 10 0 0 0 2 0 11 | a = climbingdown 8 43 0 0 0 5 0 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 109 12 9 2 0 | d = lying 0 1 0 5 108 20 0 0 | e = standing 2 0 0 11 38 76 2 0 | f = sitting 0 2 0 0 2 5 116 0 | g = running 11 20 0 1 1 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 652 80.2956 % Incorrectly Classified Instances 160 19.7044 % Kappa statistic 0.77 Mean absolute error 0.0516 Root mean squared error 0.2113 Relative absolute error 24.1112 % Root relative squared error 64.5862 % Total Number of Instances 812 === 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 0.89 climbingdown 0.771 0.027 0.73 0.771 0.75 0.901 climbingup 1 0 1 1 1 1 jumping 0.855 0.023 0.875 0.855 0.865 0.913 lying 0.679 0.072 0.65 0.679 0.664 0.814 standing 0.651 0.056 0.689 0.651 0.669 0.835 sitting 0.992 0.001 0.992 0.992 0.992 0.994 running 0.864 0.028 0.85 0.864 0.857 0.925 walking Weighted Avg. 0.803 0.034 0.804 0.803 0.803 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 61 8 0 0 0 0 0 11 | a = climbingdown 7 54 0 0 2 1 0 6 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 0 0 112 10 7 0 1 | d = lying 1 2 0 10 91 30 0 0 | e = standing 0 1 0 5 37 84 1 1 | f = sitting 0 0 0 1 0 0 124 0 | g = running 8 9 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 645 79.4335 % Incorrectly Classified Instances 167 20.5665 % Kappa statistic 0.7597 Mean absolute error 0.0549 Root mean squared error 0.2169 Relative absolute error 25.6512 % Root relative squared error 66.2749 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.027 0.718 0.638 0.675 0.835 climbingdown 0.643 0.036 0.625 0.643 0.634 0.853 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.878 0.022 0.885 0.878 0.881 0.934 lying 0.806 0.053 0.75 0.806 0.777 0.91 standing 0.643 0.05 0.709 0.643 0.675 0.819 sitting 0.984 0.01 0.946 0.984 0.965 0.988 running 0.824 0.041 0.786 0.824 0.805 0.902 walking Weighted Avg. 0.794 0.034 0.793 0.794 0.793 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 51 10 0 0 0 2 2 15 | a = climbingdown 12 45 0 1 0 1 0 11 | b = climbingup 0 1 17 0 0 0 0 0 | c = jumping 1 1 0 115 4 8 2 0 | d = lying 0 0 0 5 108 20 0 1 | e = standing 0 2 0 9 32 83 3 0 | f = sitting 0 1 0 0 0 0 123 1 | g = running 7 12 0 0 0 3 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 642 79.064 % Incorrectly Classified Instances 170 20.936 % Kappa statistic 0.7558 Mean absolute error 0.0557 Root mean squared error 0.2146 Relative absolute error 26.0003 % Root relative squared error 65.5723 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.759 0.018 0.822 0.759 0.789 0.921 climbingdown 0.786 0.038 0.663 0.786 0.719 0.909 climbingup 1 0 1 1 1 1 jumping 0.832 0.021 0.886 0.832 0.858 0.917 lying 0.754 0.072 0.673 0.754 0.711 0.877 standing 0.581 0.063 0.636 0.581 0.607 0.81 sitting 0.944 0.004 0.975 0.944 0.959 0.973 running 0.84 0.029 0.84 0.84 0.84 0.918 walking Weighted Avg. 0.791 0.035 0.795 0.791 0.791 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 60 9 0 0 0 0 0 10 | a = climbingdown 3 55 0 0 1 3 0 8 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 109 7 12 1 2 | d = lying 0 2 0 5 101 26 0 0 | e = standing 3 3 0 8 39 75 1 0 | f = sitting 0 3 0 1 1 2 118 0 | g = running 7 11 0 0 1 0 1 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 648 79.803 % Incorrectly Classified Instances 164 20.197 % Kappa statistic 0.7643 Mean absolute error 0.0526 Root mean squared error 0.2124 Relative absolute error 24.5642 % Root relative squared error 64.9074 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.022 0.784 0.734 0.758 0.884 climbingdown 0.714 0.036 0.649 0.714 0.68 0.856 climbingup 1 0 1 1 1 1 jumping 0.84 0.035 0.821 0.84 0.83 0.918 lying 0.737 0.052 0.737 0.737 0.737 0.878 standing 0.677 0.057 0.693 0.677 0.685 0.845 sitting 0.984 0.009 0.954 0.984 0.969 0.991 running 0.815 0.025 0.856 0.815 0.835 0.915 walking Weighted Avg. 0.798 0.034 0.798 0.798 0.798 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 58 7 0 2 1 1 0 10 | a = climbingdown 8 50 0 1 4 2 0 5 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 1 0 110 4 11 3 1 | d = lying 0 1 0 11 98 23 0 0 | e = standing 0 4 0 9 26 88 2 1 | f = sitting 0 0 0 1 0 1 124 0 | g = running 7 14 0 0 0 1 1 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 641 78.9409 % Incorrectly Classified Instances 171 21.0591 % Kappa statistic 0.7541 Mean absolute error 0.0541 Root mean squared error 0.2149 Relative absolute error 25.2552 % Root relative squared error 65.6608 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.023 0.764 0.696 0.728 0.869 climbingdown 0.671 0.034 0.653 0.671 0.662 0.856 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.87 0.032 0.838 0.87 0.854 0.929 lying 0.684 0.057 0.7 0.684 0.692 0.859 standing 0.677 0.062 0.677 0.677 0.677 0.855 sitting 0.96 0.003 0.984 0.96 0.972 0.98 running 0.855 0.033 0.822 0.855 0.838 0.915 walking Weighted Avg. 0.789 0.035 0.789 0.789 0.789 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 55 13 0 0 0 1 0 10 | a = climbingdown 6 47 0 2 1 1 1 12 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 1 0 114 7 7 1 0 | d = lying 0 2 0 9 91 31 0 0 | e = standing 0 0 0 10 31 88 0 1 | f = sitting 1 1 0 1 0 2 121 0 | g = running 9 8 1 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 637 78.4483 % Incorrectly Classified Instances 175 21.5517 % Kappa statistic 0.7484 Mean absolute error 0.0565 Root mean squared error 0.2169 Relative absolute error 26.3844 % Root relative squared error 66.2773 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.03 0.725 0.734 0.73 0.872 climbingdown 0.671 0.028 0.691 0.671 0.681 0.873 climbingup 1 0 1 1 1 1 jumping 0.824 0.031 0.837 0.824 0.831 0.908 lying 0.784 0.068 0.695 0.784 0.737 0.876 standing 0.597 0.054 0.675 0.597 0.634 0.825 sitting 0.944 0.007 0.96 0.944 0.952 0.977 running 0.839 0.033 0.819 0.839 0.829 0.906 walking Weighted Avg. 0.784 0.036 0.785 0.784 0.784 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 58 11 0 0 0 1 0 9 | a = climbingdown 8 47 0 1 1 2 2 9 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 108 9 12 0 2 | d = lying 0 1 0 7 105 18 0 3 | e = standing 2 1 0 11 35 77 3 0 | f = sitting 2 1 0 1 0 3 119 0 | g = running 10 7 0 1 1 1 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 655 80.665 % Incorrectly Classified Instances 157 19.335 % Kappa statistic 0.7743 Mean absolute error 0.0527 Root mean squared error 0.2082 Relative absolute error 24.6249 % Root relative squared error 63.6339 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.759 0.02 0.8 0.759 0.779 0.912 climbingdown 0.757 0.032 0.688 0.757 0.721 0.874 climbingup 1 0 1 1 1 1 jumping 0.863 0.032 0.837 0.863 0.85 0.935 lying 0.784 0.069 0.691 0.784 0.734 0.873 standing 0.605 0.044 0.722 0.605 0.658 0.837 sitting 0.96 0 1 0.96 0.98 0.988 running 0.856 0.028 0.849 0.856 0.853 0.911 walking Weighted Avg. 0.807 0.033 0.809 0.807 0.806 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 60 9 0 0 1 0 0 9 | a = climbingdown 6 53 0 0 0 2 0 9 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 1 0 113 9 7 0 0 | d = lying 0 3 0 9 105 17 0 0 | e = standing 2 2 0 10 36 78 0 1 | f = sitting 0 0 0 1 1 3 121 0 | g = running 6 9 0 2 0 1 0 107 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 662 78.1582 % Incorrectly Classified Instances 185 21.8418 % Kappa statistic 0.7464 Mean absolute error 0.057 Root mean squared error 0.2225 Relative absolute error 26.4703 % Root relative squared error 67.8258 % Total Number of Instances 847 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.04 0.72 0.748 0.733 0.878 climbingdown 0.604 0.036 0.671 0.604 0.636 0.812 climbingup 1 0.004 0.864 1 0.927 0.999 jumping 0.863 0.029 0.836 0.863 0.849 0.917 lying 0.752 0.052 0.724 0.752 0.738 0.872 standing 0.644 0.056 0.68 0.644 0.661 0.825 sitting 0.929 0.006 0.967 0.929 0.947 0.975 running 0.854 0.032 0.82 0.854 0.837 0.929 walking Weighted Avg. 0.782 0.035 0.781 0.782 0.78 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 77 14 1 1 1 0 0 9 | a = climbingdown 19 55 0 1 1 1 1 13 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 1 0 107 2 12 1 0 | d = lying 0 1 0 6 97 24 1 0 | e = standing 0 1 0 11 33 85 1 1 | f = sitting 0 3 2 2 0 2 117 0 | g = running 10 7 0 0 0 1 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 680 80.2834 % Incorrectly Classified Instances 167 19.7166 % Kappa statistic 0.771 Mean absolute error 0.0515 Root mean squared error 0.2127 Relative absolute error 23.9248 % Root relative squared error 64.8423 % Total Number of Instances 847 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.794 0.028 0.794 0.794 0.794 0.913 climbingdown 0.692 0.041 0.67 0.692 0.681 0.846 climbingup 0.895 0.001 0.944 0.895 0.919 0.946 jumping 0.879 0.022 0.872 0.879 0.876 0.941 lying 0.685 0.052 0.706 0.685 0.695 0.861 standing 0.699 0.063 0.674 0.699 0.686 0.856 sitting 0.976 0 1 0.976 0.988 0.988 running 0.862 0.022 0.869 0.862 0.865 0.921 walking Weighted Avg. 0.803 0.032 0.804 0.803 0.804 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 81 14 0 0 0 1 0 6 | a = climbingdown 17 63 0 0 1 1 0 9 | b = climbingup 1 0 17 0 0 1 0 0 | c = jumping 1 0 0 109 6 8 0 0 | d = lying 0 1 0 6 89 33 0 1 | e = standing 0 2 0 10 28 93 0 0 | f = sitting 0 0 1 0 1 1 122 0 | g = running 2 14 0 0 1 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 669 78.9847 % Incorrectly Classified Instances 178 21.0153 % Kappa statistic 0.7561 Mean absolute error 0.0558 Root mean squared error 0.2193 Relative absolute error 25.8965 % Root relative squared error 66.8248 % Total Number of Instances 847 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.028 0.786 0.755 0.77 0.895 climbingdown 0.725 0.041 0.68 0.725 0.702 0.886 climbingup 1 0.002 0.909 1 0.952 0.998 jumping 0.863 0.024 0.863 0.863 0.863 0.935 lying 0.677 0.056 0.688 0.677 0.682 0.845 standing 0.684 0.064 0.664 0.684 0.674 0.84 sitting 0.968 0.004 0.976 0.968 0.972 0.99 running 0.811 0.025 0.846 0.811 0.828 0.9 walking Weighted Avg. 0.79 0.034 0.791 0.79 0.79 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 77 16 1 1 0 0 0 7 | a = climbingdown 11 66 0 0 2 0 1 11 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 107 4 12 1 0 | d = lying 1 2 0 7 88 32 0 0 | e = standing 0 1 0 7 33 91 1 0 | f = sitting 0 1 1 1 0 1 121 0 | g = running 9 11 0 1 1 1 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 674 79.575 % Incorrectly Classified Instances 173 20.425 % Kappa statistic 0.763 Mean absolute error 0.0536 Root mean squared error 0.2159 Relative absolute error 24.9197 % Root relative squared error 65.7957 % Total Number of Instances 847 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.814 0.021 0.838 0.814 0.826 0.912 climbingdown 0.747 0.03 0.747 0.747 0.747 0.889 climbingup 1 0.005 0.833 1 0.909 0.998 jumping 0.855 0.036 0.803 0.855 0.828 0.93 lying 0.669 0.046 0.725 0.669 0.696 0.854 standing 0.654 0.067 0.644 0.654 0.649 0.857 sitting 0.976 0.004 0.976 0.976 0.976 0.99 running 0.828 0.028 0.835 0.828 0.831 0.905 walking Weighted Avg. 0.796 0.033 0.795 0.796 0.795 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 83 11 2 0 0 0 0 6 | a = climbingdown 7 68 0 1 2 0 0 13 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 1 0 0 106 3 13 1 0 | d = lying 0 1 0 9 87 32 0 1 | e = standing 0 0 0 16 28 87 2 0 | f = sitting 0 0 2 0 0 1 122 0 | g = running 8 11 0 0 0 2 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 681 80.4014 % Incorrectly Classified Instances 166 19.5986 % Kappa statistic 0.7724 Mean absolute error 0.0525 Root mean squared error 0.211 Relative absolute error 24.3753 % Root relative squared error 64.3206 % Total Number of Instances 847 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.833 0.024 0.825 0.833 0.829 0.905 climbingdown 0.736 0.036 0.713 0.736 0.724 0.874 climbingup 0.9 0 1 0.9 0.947 0.993 jumping 0.831 0.028 0.837 0.831 0.834 0.921 lying 0.754 0.06 0.695 0.754 0.723 0.863 standing 0.632 0.059 0.667 0.632 0.649 0.842 sitting 0.984 0.006 0.969 0.984 0.976 0.989 running 0.844 0.017 0.896 0.844 0.869 0.924 walking Weighted Avg. 0.804 0.032 0.805 0.804 0.804 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 85 11 0 1 0 1 0 4 | a = climbingdown 12 67 0 1 1 2 1 7 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 0 0 103 4 16 0 1 | d = lying 0 2 0 8 98 22 0 0 | e = standing 0 1 0 10 37 84 1 0 | f = sitting 0 1 0 0 0 1 123 0 | g = running 6 12 0 0 1 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 669 78.9847 % Incorrectly Classified Instances 178 21.0153 % Kappa statistic 0.7559 Mean absolute error 0.0541 Root mean squared error 0.2164 Relative absolute error 25.1424 % Root relative squared error 65.9403 % Total Number of Instances 847 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.034 0.755 0.755 0.755 0.902 climbingdown 0.681 0.033 0.713 0.681 0.697 0.86 climbingup 0.9 0.001 0.947 0.9 0.923 0.949 jumping 0.863 0.032 0.823 0.863 0.843 0.923 lying 0.708 0.053 0.708 0.708 0.708 0.871 standing 0.699 0.056 0.699 0.699 0.699 0.87 sitting 0.952 0 1 0.952 0.975 0.976 running 0.828 0.036 0.795 0.828 0.811 0.906 walking Weighted Avg. 0.79 0.034 0.791 0.79 0.79 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 77 13 0 0 1 1 0 10 | a = climbingdown 12 62 0 0 2 1 0 14 | b = climbingup 2 0 18 0 0 0 0 0 | c = jumping 0 1 0 107 8 7 0 1 | d = lying 1 0 0 7 92 29 0 1 | e = standing 0 0 0 15 25 93 0 0 | f = sitting 1 3 1 0 0 1 119 0 | g = running 9 8 0 1 2 1 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 655 77.4232 % Incorrectly Classified Instances 191 22.5768 % Kappa statistic 0.7378 Mean absolute error 0.0592 Root mean squared error 0.2274 Relative absolute error 27.497 % Root relative squared error 69.32 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.035 0.75 0.765 0.757 0.866 climbingdown 0.593 0.04 0.643 0.593 0.617 0.824 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.848 0.031 0.828 0.848 0.838 0.914 lying 0.767 0.061 0.692 0.767 0.728 0.885 standing 0.606 0.053 0.678 0.606 0.64 0.852 sitting 0.96 0.004 0.976 0.96 0.968 0.986 running 0.803 0.037 0.784 0.803 0.794 0.916 walking Weighted Avg. 0.774 0.037 0.773 0.774 0.773 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 78 14 0 2 0 0 1 7 | a = climbingdown 13 54 0 1 2 0 1 20 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 106 5 12 1 0 | d = lying 1 0 0 3 99 26 0 0 | e = standing 1 1 0 16 34 80 0 0 | f = sitting 1 1 1 0 2 0 121 0 | g = running 10 13 0 0 1 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 682 80.6147 % Incorrectly Classified Instances 164 19.3853 % Kappa statistic 0.7749 Mean absolute error 0.0509 Root mean squared error 0.2096 Relative absolute error 23.6329 % Root relative squared error 63.8907 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.03 0.78 0.757 0.768 0.874 climbingdown 0.744 0.04 0.691 0.744 0.717 0.864 climbingup 0.947 0.002 0.9 0.947 0.923 0.972 jumping 0.856 0.019 0.884 0.856 0.87 0.944 lying 0.76 0.046 0.748 0.76 0.754 0.895 standing 0.689 0.06 0.679 0.689 0.684 0.882 sitting 0.968 0.006 0.968 0.968 0.968 0.986 running 0.828 0.022 0.863 0.828 0.845 0.922 walking Weighted Avg. 0.806 0.031 0.808 0.806 0.807 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 78 16 0 0 0 1 0 8 | a = climbingdown 11 67 0 1 0 1 2 8 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 107 5 13 0 0 | d = lying 0 1 0 3 98 27 0 0 | e = standing 1 1 0 10 28 91 1 0 | f = sitting 1 0 2 0 0 1 122 0 | g = running 9 12 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 663 78.3688 % Incorrectly Classified Instances 183 21.6312 % Kappa statistic 0.749 Mean absolute error 0.0577 Root mean squared error 0.2235 Relative absolute error 26.805 % Root relative squared error 68.1382 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.796 0.032 0.774 0.796 0.785 0.898 climbingdown 0.722 0.041 0.677 0.722 0.699 0.863 climbingup 0.947 0.005 0.818 0.947 0.878 0.995 jumping 0.848 0.028 0.841 0.848 0.845 0.937 lying 0.651 0.053 0.689 0.651 0.669 0.825 standing 0.636 0.074 0.613 0.636 0.625 0.848 sitting 0.952 0.003 0.984 0.952 0.968 0.976 running 0.852 0.015 0.904 0.852 0.878 0.932 walking Weighted Avg. 0.784 0.035 0.786 0.784 0.785 0.9 === Confusion Matrix === a b c d e f g h <-- classified as 82 17 0 0 0 0 0 4 | a = climbingdown 16 65 0 0 0 1 1 7 | b = climbingup 1 0 18 0 0 0 0 0 | c = jumping 0 1 0 106 5 13 0 0 | d = lying 0 2 0 5 84 37 1 0 | e = standing 0 2 0 15 31 84 0 0 | f = sitting 0 0 3 0 1 2 120 0 | g = running 7 9 1 0 1 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 707 83.5697 % Incorrectly Classified Instances 139 16.4303 % Kappa statistic 0.8091 Mean absolute error 0.0456 Root mean squared error 0.1949 Relative absolute error 21.1669 % Root relative squared error 59.4089 % Total Number of Instances 846 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.777 0.028 0.792 0.777 0.784 0.897 climbingdown 0.778 0.032 0.745 0.778 0.761 0.879 climbingup 0.895 0 1 0.895 0.944 0.947 jumping 0.88 0.025 0.859 0.88 0.87 0.932 lying 0.744 0.033 0.8 0.744 0.771 0.891 standing 0.773 0.05 0.739 0.773 0.756 0.876 sitting 0.984 0.004 0.976 0.984 0.98 0.994 running 0.885 0.018 0.893 0.885 0.889 0.945 walking Weighted Avg. 0.836 0.027 0.837 0.836 0.836 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 80 13 0 0 0 0 0 10 | a = climbingdown 12 70 0 1 1 2 1 3 | b = climbingup 1 0 17 0 0 0 1 0 | c = jumping 0 1 0 110 6 8 0 0 | d = lying 1 1 0 4 96 26 1 0 | e = standing 0 2 0 13 15 102 0 0 | f = sitting 1 0 0 0 1 0 124 0 | g = running 6 7 0 0 1 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 7 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 687 73.9505 % Incorrectly Classified Instances 242 26.0495 % Kappa statistic 0.6964 Mean absolute error 0.0692 Root mean squared error 0.243 Relative absolute error 32.2385 % Root relative squared error 74.1397 % Total Number of Instances 929 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.029 0.758 0.75 0.754 0.902 climbingdown 0.75 0.029 0.778 0.75 0.764 0.887 climbingup 0.8 0.001 0.941 0.8 0.865 0.913 jumping 0.726 0.047 0.741 0.726 0.734 0.877 lying 0.681 0.085 0.635 0.681 0.657 0.841 standing 0.433 0.073 0.468 0.433 0.45 0.738 sitting 0.91 0.018 0.903 0.91 0.907 0.938 running 0.909 0.022 0.859 0.909 0.884 0.968 walking Weighted Avg. 0.74 0.044 0.738 0.74 0.738 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 75 16 0 1 0 1 0 7 | a = climbingdown 15 84 0 0 2 1 0 10 | b = climbingup 0 0 16 0 0 0 4 0 | c = jumping 0 0 0 106 21 18 1 0 | d = lying 2 1 0 11 113 36 3 0 | e = standing 1 0 0 25 36 52 6 0 | f = sitting 0 2 1 0 6 3 131 1 | g = running 6 5 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 704 75.8621 % Incorrectly Classified Instances 224 24.1379 % Kappa statistic 0.7191 Mean absolute error 0.0635 Root mean squared error 0.2342 Relative absolute error 29.5647 % Root relative squared error 71.4678 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.013 0.889 0.88 0.884 0.944 climbingdown 0.832 0.016 0.879 0.832 0.855 0.922 climbingup 0.947 0.001 0.947 0.947 0.947 0.97 jumping 0.724 0.05 0.729 0.724 0.727 0.861 lying 0.554 0.089 0.575 0.554 0.564 0.751 standing 0.583 0.084 0.507 0.583 0.543 0.785 sitting 0.861 0.014 0.919 0.861 0.889 0.934 running 0.934 0.016 0.897 0.934 0.915 0.973 walking Weighted Avg. 0.759 0.042 0.764 0.759 0.761 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 88 7 0 0 2 0 0 3 | a = climbingdown 8 94 0 0 1 0 0 10 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 1 0 0 105 19 20 0 0 | d = lying 0 0 0 23 92 41 10 0 | e = standing 0 0 0 14 36 70 0 0 | f = sitting 0 0 1 2 10 7 124 0 | g = running 2 6 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 706 76.0776 % Incorrectly Classified Instances 222 23.9224 % Kappa statistic 0.7214 Mean absolute error 0.0632 Root mean squared error 0.2371 Relative absolute error 29.408 % Root relative squared error 72.3513 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.85 0.012 0.895 0.85 0.872 0.918 climbingdown 0.841 0.027 0.812 0.841 0.826 0.931 climbingup 0.895 0.001 0.944 0.895 0.919 0.972 jumping 0.745 0.037 0.788 0.745 0.766 0.868 lying 0.651 0.084 0.628 0.651 0.639 0.795 standing 0.433 0.089 0.419 0.433 0.426 0.702 sitting 0.917 0.017 0.91 0.917 0.913 0.951 running 0.901 0.014 0.908 0.901 0.905 0.95 walking Weighted Avg. 0.761 0.041 0.764 0.761 0.762 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 85 12 0 0 0 0 1 2 | a = climbingdown 7 95 0 0 1 1 1 8 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 1 0 0 108 16 19 1 0 | d = lying 0 0 0 7 108 47 4 0 | e = standing 0 2 0 22 41 52 3 0 | f = sitting 0 0 1 0 5 5 132 1 | g = running 2 8 0 0 1 0 1 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 710 76.5086 % Incorrectly Classified Instances 218 23.4914 % Kappa statistic 0.7265 Mean absolute error 0.063 Root mean squared error 0.2321 Relative absolute error 29.3296 % Root relative squared error 70.8382 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.014 0.886 0.93 0.907 0.958 climbingdown 0.876 0.016 0.884 0.876 0.88 0.949 climbingup 0.895 0.001 0.944 0.895 0.919 0.999 jumping 0.703 0.056 0.699 0.703 0.701 0.846 lying 0.608 0.085 0.608 0.608 0.608 0.803 standing 0.45 0.077 0.466 0.45 0.458 0.735 sitting 0.924 0.015 0.917 0.924 0.92 0.957 running 0.917 0.011 0.925 0.917 0.921 0.956 walking Weighted Avg. 0.765 0.041 0.764 0.765 0.764 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 93 3 0 0 0 0 0 4 | a = climbingdown 9 99 0 1 0 0 0 4 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 102 17 26 0 0 | d = lying 1 1 0 23 101 34 6 0 | e = standing 0 1 0 19 42 54 4 0 | f = sitting 0 0 1 1 6 2 133 1 | g = running 2 8 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 706 76.0776 % Incorrectly Classified Instances 222 23.9224 % Kappa statistic 0.721 Mean absolute error 0.0635 Root mean squared error 0.2333 Relative absolute error 29.5654 % Root relative squared error 71.206 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.018 0.856 0.89 0.873 0.94 climbingdown 0.805 0.026 0.813 0.805 0.809 0.909 climbingup 0.789 0.001 0.938 0.789 0.857 0.995 jumping 0.71 0.046 0.741 0.71 0.725 0.855 lying 0.741 0.085 0.654 0.741 0.695 0.858 standing 0.417 0.069 0.472 0.417 0.442 0.735 sitting 0.917 0.02 0.892 0.917 0.904 0.951 running 0.851 0.015 0.896 0.851 0.873 0.927 walking Weighted Avg. 0.761 0.042 0.759 0.761 0.759 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 89 7 0 0 2 1 0 1 | a = climbingdown 13 91 0 0 0 0 0 9 | b = climbingup 0 0 15 0 0 0 4 0 | c = jumping 0 0 0 103 16 24 2 0 | d = lying 0 0 0 12 123 29 2 0 | e = standing 1 0 0 23 40 50 6 0 | f = sitting 0 0 0 1 7 2 132 2 | g = running 1 14 1 0 0 0 2 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 665 71.6595 % Incorrectly Classified Instances 263 28.3405 % Kappa statistic 0.6698 Mean absolute error 0.0737 Root mean squared error 0.2552 Relative absolute error 34.338 % Root relative squared error 77.8835 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.022 0.816 0.8 0.808 0.916 climbingdown 0.814 0.034 0.767 0.814 0.79 0.926 climbingup 0.842 0.002 0.889 0.842 0.865 0.989 jumping 0.717 0.059 0.693 0.717 0.705 0.846 lying 0.645 0.094 0.598 0.645 0.62 0.809 standing 0.353 0.083 0.385 0.353 0.368 0.697 sitting 0.834 0.018 0.896 0.834 0.864 0.904 running 0.851 0.02 0.866 0.851 0.858 0.923 walking Weighted Avg. 0.717 0.049 0.717 0.717 0.716 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 80 14 0 1 0 1 0 4 | a = climbingdown 9 92 0 1 0 0 0 11 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 1 0 0 104 19 21 0 0 | d = lying 2 1 0 12 107 38 6 0 | e = standing 2 0 0 31 39 42 5 0 | f = sitting 0 0 2 1 13 7 121 1 | g = running 4 13 0 0 1 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 702 75.6466 % Incorrectly Classified Instances 226 24.3534 % Kappa statistic 0.7161 Mean absolute error 0.0629 Root mean squared error 0.231 Relative absolute error 29.2847 % Root relative squared error 70.5089 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.86 0.012 0.896 0.86 0.878 0.95 climbingdown 0.823 0.026 0.816 0.823 0.819 0.925 climbingup 0.947 0.001 0.947 0.947 0.947 0.971 jumping 0.781 0.045 0.765 0.781 0.773 0.898 lying 0.663 0.1 0.591 0.663 0.625 0.824 standing 0.387 0.063 0.474 0.387 0.426 0.734 sitting 0.882 0.017 0.907 0.882 0.894 0.94 running 0.893 0.024 0.85 0.893 0.871 0.95 walking Weighted Avg. 0.756 0.043 0.754 0.756 0.754 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 86 9 0 0 0 0 0 5 | a = climbingdown 7 93 0 0 0 0 0 13 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 114 20 11 0 0 | d = lying 0 1 0 17 110 35 3 0 | e = standing 0 0 0 16 48 46 9 0 | f = sitting 0 0 1 2 8 5 127 1 | g = running 3 10 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 721 77.694 % Incorrectly Classified Instances 207 22.306 % Kappa statistic 0.7399 Mean absolute error 0.0587 Root mean squared error 0.2256 Relative absolute error 27.3558 % Root relative squared error 68.8672 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.85 0.008 0.924 0.85 0.885 0.93 climbingdown 0.823 0.018 0.861 0.823 0.842 0.921 climbingup 0.737 0.001 0.933 0.737 0.824 0.93 jumping 0.836 0.052 0.748 0.836 0.79 0.901 lying 0.651 0.077 0.647 0.651 0.649 0.802 standing 0.479 0.062 0.533 0.479 0.504 0.757 sitting 0.903 0.02 0.89 0.903 0.897 0.944 running 0.926 0.022 0.862 0.926 0.892 0.958 walking Weighted Avg. 0.777 0.039 0.776 0.777 0.775 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 85 9 0 0 0 2 0 4 | a = climbingdown 5 93 0 0 0 1 0 14 | b = climbingup 0 0 14 0 0 0 5 0 | c = jumping 0 0 0 122 14 9 1 0 | d = lying 0 0 0 19 108 33 6 0 | e = standing 0 0 0 20 39 57 3 0 | f = sitting 0 1 1 2 6 4 130 0 | g = running 2 5 0 0 0 1 1 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 687 74.0302 % Incorrectly Classified Instances 241 25.9698 % Kappa statistic 0.6976 Mean absolute error 0.0673 Root mean squared error 0.2443 Relative absolute error 31.36 % Root relative squared error 74.5476 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.85 0.025 0.802 0.85 0.825 0.946 climbingdown 0.768 0.031 0.775 0.768 0.771 0.884 climbingup 0.85 0.001 0.944 0.85 0.895 0.964 jumping 0.726 0.061 0.688 0.726 0.707 0.832 lying 0.663 0.073 0.663 0.663 0.663 0.809 standing 0.462 0.069 0.495 0.462 0.478 0.752 sitting 0.875 0.023 0.875 0.875 0.875 0.931 running 0.843 0.02 0.864 0.843 0.854 0.952 walking Weighted Avg. 0.74 0.044 0.739 0.74 0.739 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 85 9 0 0 0 0 2 4 | a = climbingdown 14 86 0 0 1 1 0 10 | b = climbingup 0 0 17 0 0 0 2 1 | c = jumping 0 0 0 106 13 21 5 1 | d = lying 1 0 0 19 110 30 6 0 | e = standing 1 0 0 27 33 55 3 0 | f = sitting 1 1 1 2 9 4 126 0 | g = running 4 15 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 702 75.6466 % Incorrectly Classified Instances 226 24.3534 % Kappa statistic 0.7163 Mean absolute error 0.0642 Root mean squared error 0.2347 Relative absolute error 29.8847 % Root relative squared error 71.6269 % Total Number of Instances 928 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.017 0.861 0.87 0.866 0.944 climbingdown 0.821 0.032 0.78 0.821 0.8 0.907 climbingup 0.9 0.001 0.947 0.9 0.923 0.993 jumping 0.781 0.047 0.755 0.781 0.768 0.886 lying 0.679 0.09 0.619 0.679 0.647 0.82 standing 0.4 0.064 0.48 0.4 0.436 0.736 sitting 0.882 0.015 0.914 0.882 0.898 0.94 running 0.86 0.019 0.874 0.86 0.867 0.942 walking Weighted Avg. 0.756 0.042 0.754 0.756 0.754 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 87 11 0 0 0 0 0 2 | a = climbingdown 9 92 0 0 0 1 0 10 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 1 0 114 12 17 2 0 | d = lying 0 1 0 14 112 33 5 0 | e = standing 0 0 0 21 48 48 3 0 | f = sitting 0 1 1 2 9 1 127 3 | g = running 5 12 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 620 71.6763 % Incorrectly Classified Instances 245 28.3237 % Kappa statistic 0.6697 Mean absolute error 0.0745 Root mean squared error 0.2529 Relative absolute error 34.7003 % Root relative squared error 77.2065 % Total Number of Instances 865 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.032 0.709 0.67 0.689 0.879 climbingdown 0.774 0.069 0.653 0.774 0.708 0.88 climbingup 1 0.001 0.929 1 0.963 0.999 jumping 0.761 0.058 0.714 0.761 0.737 0.856 lying 0.426 0.058 0.494 0.426 0.457 0.746 standing 0.601 0.08 0.589 0.601 0.595 0.797 sitting 0.899 0.018 0.905 0.899 0.902 0.944 running 0.779 0.015 0.896 0.779 0.833 0.898 walking Weighted Avg. 0.717 0.047 0.719 0.717 0.716 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 61 25 0 0 1 2 0 2 | a = climbingdown 16 96 0 0 1 2 0 9 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 1 0 0 105 13 15 4 0 | d = lying 0 5 0 13 43 35 5 0 | e = standing 0 3 0 27 21 83 4 0 | f = sitting 0 0 1 2 7 4 124 0 | g = running 8 18 0 0 1 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 590 68.2081 % Incorrectly Classified Instances 275 31.7919 % Kappa statistic 0.6296 Mean absolute error 0.0814 Root mean squared error 0.2655 Relative absolute error 37.9295 % Root relative squared error 81.0505 % Total Number of Instances 865 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.034 0.711 0.703 0.707 0.861 climbingdown 0.718 0.061 0.664 0.718 0.69 0.865 climbingup 1 0 1 1 1 1 jumping 0.623 0.058 0.672 0.623 0.647 0.817 lying 0.436 0.076 0.431 0.436 0.433 0.701 standing 0.529 0.094 0.518 0.529 0.523 0.763 sitting 0.935 0.014 0.928 0.935 0.931 0.966 running 0.754 0.035 0.78 0.754 0.767 0.892 walking Weighted Avg. 0.682 0.052 0.683 0.682 0.682 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 64 18 0 0 1 1 0 7 | a = climbingdown 11 89 0 0 3 1 1 19 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 3 1 0 86 16 28 4 0 | d = lying 4 1 0 15 44 34 3 0 | e = standing 0 2 0 26 35 73 2 0 | f = sitting 1 0 0 1 3 4 129 0 | g = running 7 23 0 0 0 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 602 69.5954 % Incorrectly Classified Instances 263 30.4046 % Kappa statistic 0.6459 Mean absolute error 0.078 Root mean squared error 0.2599 Relative absolute error 36.3559 % Root relative squared error 79.3412 % Total Number of Instances 865 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.027 0.759 0.725 0.742 0.881 climbingdown 0.718 0.047 0.718 0.718 0.718 0.864 climbingup 1 0.001 0.929 1 0.963 0.999 jumping 0.652 0.063 0.662 0.652 0.657 0.851 lying 0.475 0.082 0.432 0.475 0.453 0.735 standing 0.529 0.099 0.503 0.529 0.516 0.777 sitting 0.855 0.007 0.959 0.855 0.904 0.927 running 0.861 0.027 0.84 0.861 0.85 0.93 walking Weighted Avg. 0.696 0.05 0.705 0.696 0.7 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 66 19 0 0 0 0 0 6 | a = climbingdown 15 89 0 1 5 0 0 14 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 90 16 30 2 0 | d = lying 2 1 0 14 48 33 3 0 | e = standing 1 0 0 28 36 73 0 0 | f = sitting 0 1 1 3 6 9 118 0 | g = running 3 14 0 0 0 0 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 598 69.1329 % Incorrectly Classified Instances 267 30.8671 % Kappa statistic 0.6405 Mean absolute error 0.0792 Root mean squared error 0.2625 Relative absolute error 36.9064 % Root relative squared error 80.1444 % Total Number of Instances 865 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.846 0.037 0.726 0.846 0.782 0.916 climbingdown 0.699 0.043 0.729 0.699 0.714 0.827 climbingup 0.923 0 1 0.923 0.96 1 jumping 0.655 0.08 0.611 0.655 0.632 0.815 lying 0.386 0.079 0.394 0.386 0.39 0.712 standing 0.474 0.077 0.537 0.474 0.504 0.763 sitting 0.942 0.017 0.915 0.942 0.929 0.974 running 0.797 0.027 0.831 0.797 0.813 0.902 walking Weighted Avg. 0.691 0.051 0.688 0.691 0.689 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 77 11 0 0 0 0 1 2 | a = climbingdown 19 86 0 0 0 1 2 15 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 1 0 0 91 20 22 4 1 | d = lying 3 2 0 26 39 29 2 0 | e = standing 1 1 0 30 37 65 2 1 | f = sitting 0 0 0 1 3 3 130 1 | g = running 5 18 0 1 0 1 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 590 68.287 % Incorrectly Classified Instances 274 31.713 % Kappa statistic 0.6304 Mean absolute error 0.0805 Root mean squared error 0.2655 Relative absolute error 37.5384 % Root relative squared error 81.0674 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.035 0.703 0.703 0.703 0.873 climbingdown 0.659 0.05 0.686 0.659 0.672 0.84 climbingup 0.917 0.002 0.846 0.917 0.88 0.994 jumping 0.698 0.068 0.664 0.698 0.681 0.872 lying 0.39 0.077 0.398 0.39 0.394 0.665 standing 0.474 0.091 0.496 0.474 0.485 0.75 sitting 0.914 0.007 0.962 0.914 0.937 0.965 running 0.862 0.039 0.785 0.862 0.822 0.938 walking Weighted Avg. 0.683 0.052 0.682 0.683 0.682 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 64 16 0 1 1 1 0 8 | a = climbingdown 22 81 1 0 0 0 0 19 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 0 1 0 97 13 27 1 0 | d = lying 1 3 1 17 39 36 2 1 | e = standing 1 2 0 27 41 65 1 0 | f = sitting 1 1 0 4 4 1 127 1 | g = running 2 14 0 0 0 1 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 625 72.338 % Incorrectly Classified Instances 239 27.662 % Kappa statistic 0.6776 Mean absolute error 0.0726 Root mean squared error 0.2472 Relative absolute error 33.8561 % Root relative squared error 75.473 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.736 0.028 0.753 0.736 0.744 0.886 climbingdown 0.756 0.047 0.727 0.756 0.741 0.894 climbingup 1 0.001 0.923 1 0.96 0.999 jumping 0.698 0.059 0.693 0.698 0.695 0.845 lying 0.48 0.069 0.475 0.48 0.478 0.766 standing 0.547 0.08 0.564 0.547 0.556 0.798 sitting 0.921 0.012 0.934 0.921 0.928 0.96 running 0.854 0.024 0.854 0.854 0.854 0.932 walking Weighted Avg. 0.723 0.045 0.723 0.723 0.723 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 67 20 0 1 0 0 0 3 | a = climbingdown 14 93 0 0 1 0 0 15 | b = climbingup 0 0 12 0 0 0 0 0 | c = jumping 0 1 0 97 17 22 2 0 | d = lying 1 1 0 15 48 32 3 0 | e = standing 1 0 0 25 32 75 4 0 | f = sitting 2 0 1 2 3 3 128 0 | g = running 4 13 0 0 0 1 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 580 67.1296 % Incorrectly Classified Instances 284 32.8704 % Kappa statistic 0.6177 Mean absolute error 0.0828 Root mean squared error 0.2684 Relative absolute error 38.5708 % Root relative squared error 81.9393 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.772 0.034 0.732 0.772 0.751 0.887 climbingdown 0.634 0.062 0.629 0.634 0.632 0.801 climbingup 1 0.001 0.929 1 0.963 0.999 jumping 0.612 0.063 0.649 0.612 0.63 0.809 lying 0.51 0.093 0.418 0.51 0.459 0.753 standing 0.438 0.083 0.5 0.438 0.467 0.781 sitting 0.942 0.011 0.942 0.942 0.942 0.97 running 0.754 0.035 0.78 0.754 0.767 0.884 walking Weighted Avg. 0.671 0.053 0.674 0.671 0.672 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 71 16 0 0 3 1 0 1 | a = climbingdown 18 78 0 0 3 0 0 24 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 3 0 85 23 27 1 0 | d = lying 1 1 0 14 51 30 3 0 | e = standing 0 2 0 29 41 60 4 1 | f = sitting 1 0 1 3 1 2 130 0 | g = running 6 24 0 0 0 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 624 72.2222 % Incorrectly Classified Instances 240 27.7778 % Kappa statistic 0.6761 Mean absolute error 0.072 Root mean squared error 0.249 Relative absolute error 33.5781 % Root relative squared error 76.0365 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.019 0.81 0.703 0.753 0.899 climbingdown 0.75 0.05 0.715 0.75 0.732 0.87 climbingup 0.846 0 1 0.846 0.917 0.956 jumping 0.698 0.059 0.693 0.698 0.695 0.853 lying 0.49 0.069 0.48 0.49 0.485 0.769 standing 0.547 0.083 0.556 0.547 0.551 0.761 sitting 0.942 0.01 0.949 0.942 0.945 0.967 running 0.861 0.034 0.808 0.861 0.833 0.939 walking Weighted Avg. 0.722 0.046 0.724 0.722 0.722 0.868 === Confusion Matrix === a b c d e f g h <-- classified as 64 19 0 0 0 0 0 8 | a = climbingdown 12 93 0 0 1 2 0 16 | b = climbingup 0 0 11 0 0 0 1 1 | c = jumping 0 0 0 97 15 27 0 0 | d = lying 1 3 0 16 49 28 3 0 | e = standing 0 1 0 25 33 75 3 0 | f = sitting 0 0 0 2 4 2 130 0 | g = running 2 14 0 0 0 1 0 105 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 607 70.2546 % Incorrectly Classified Instances 257 29.7454 % Kappa statistic 0.6527 Mean absolute error 0.0775 Root mean squared error 0.2575 Relative absolute error 36.1013 % Root relative squared error 78.6302 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.019 0.803 0.67 0.731 0.867 climbingdown 0.75 0.064 0.664 0.75 0.705 0.879 climbingup 0.846 0 1 0.846 0.917 0.95 jumping 0.655 0.063 0.664 0.655 0.659 0.848 lying 0.39 0.06 0.459 0.39 0.422 0.716 standing 0.569 0.105 0.506 0.569 0.536 0.794 sitting 0.957 0.011 0.943 0.957 0.95 0.972 running 0.836 0.026 0.843 0.836 0.84 0.913 walking Weighted Avg. 0.703 0.05 0.705 0.703 0.702 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 61 23 0 0 3 0 1 3 | a = climbingdown 13 93 0 1 0 1 0 16 | b = climbingup 0 0 11 0 0 1 1 0 | c = jumping 0 1 0 91 15 32 0 0 | d = lying 0 5 0 15 39 40 1 0 | e = standing 0 2 0 29 23 78 5 0 | f = sitting 0 0 0 0 5 1 132 0 | g = running 2 16 0 1 0 1 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 612 70.8333 % Incorrectly Classified Instances 252 29.1667 % Kappa statistic 0.6603 Mean absolute error 0.0765 Root mean squared error 0.2566 Relative absolute error 35.6302 % Root relative squared error 78.3259 % Total Number of Instances 864 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.78 0.032 0.74 0.78 0.759 0.889 climbingdown 0.734 0.041 0.752 0.734 0.743 0.892 climbingup 0.923 0 1 0.923 0.96 0.994 jumping 0.638 0.058 0.677 0.638 0.657 0.811 lying 0.446 0.08 0.425 0.446 0.435 0.734 standing 0.562 0.089 0.542 0.562 0.552 0.763 sitting 0.928 0.006 0.97 0.928 0.948 0.966 running 0.82 0.034 0.8 0.82 0.81 0.911 walking Weighted Avg. 0.708 0.048 0.712 0.708 0.71 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 71 13 0 0 0 0 0 7 | a = climbingdown 14 91 0 0 2 1 0 16 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 0 1 0 88 23 23 2 1 | d = lying 2 0 0 13 45 40 1 0 | e = standing 2 1 0 24 32 77 0 1 | f = sitting 0 1 0 5 3 1 128 0 | g = running 7 14 0 0 1 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 670 72.8261 % Incorrectly Classified Instances 250 27.1739 % Kappa statistic 0.6838 Mean absolute error 0.0726 Root mean squared error 0.2455 Relative absolute error 33.7877 % Root relative squared error 74.8764 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.764 0.059 0.667 0.764 0.712 0.874 climbingdown 0.702 0.028 0.798 0.702 0.747 0.874 climbingup 1 0.002 0.909 1 0.952 0.999 jumping 0.796 0.016 0.857 0.796 0.825 0.901 lying 0.627 0.112 0.538 0.627 0.579 0.8 standing 0.445 0.073 0.517 0.445 0.478 0.775 sitting 0.911 0.012 0.937 0.911 0.924 0.961 running 0.86 0.019 0.867 0.86 0.863 0.942 walking Weighted Avg. 0.728 0.047 0.733 0.728 0.729 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 94 14 0 0 3 0 0 12 | a = climbingdown 32 87 0 0 2 1 0 2 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 78 9 10 1 0 | d = lying 2 3 0 7 99 42 5 0 | e = standing 0 0 0 6 66 61 3 1 | f = sitting 2 0 2 0 5 4 133 0 | g = running 11 5 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 667 72.5 % Incorrectly Classified Instances 253 27.5 % Kappa statistic 0.68 Mean absolute error 0.0727 Root mean squared error 0.2468 Relative absolute error 33.8115 % Root relative squared error 75.2659 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.046 0.697 0.691 0.694 0.873 climbingdown 0.79 0.04 0.754 0.79 0.772 0.899 climbingup 0.9 0 1 0.9 0.947 0.943 jumping 0.796 0.027 0.78 0.796 0.788 0.901 lying 0.627 0.101 0.563 0.627 0.593 0.794 standing 0.453 0.077 0.508 0.453 0.479 0.783 sitting 0.904 0.013 0.93 0.904 0.917 0.957 running 0.833 0.019 0.864 0.833 0.848 0.935 walking Weighted Avg. 0.725 0.048 0.726 0.725 0.725 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 85 23 0 1 0 0 0 14 | a = climbingdown 22 98 0 0 1 2 0 1 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 1 0 78 8 11 0 0 | d = lying 1 0 0 8 99 44 6 0 | e = standing 1 2 0 12 58 62 2 0 | f = sitting 1 1 0 0 9 3 132 0 | g = running 12 5 0 1 1 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 657 71.413 % Incorrectly Classified Instances 263 28.587 % Kappa statistic 0.6676 Mean absolute error 0.0741 Root mean squared error 0.254 Relative absolute error 34.4445 % Root relative squared error 77.4769 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.049 0.688 0.699 0.694 0.885 climbingdown 0.742 0.046 0.713 0.742 0.727 0.872 climbingup 0.95 0.001 0.95 0.95 0.95 0.971 jumping 0.735 0.034 0.72 0.735 0.727 0.874 lying 0.589 0.08 0.604 0.589 0.596 0.792 standing 0.474 0.08 0.508 0.474 0.491 0.786 sitting 0.945 0.018 0.908 0.945 0.926 0.962 running 0.807 0.025 0.821 0.807 0.814 0.922 walking Weighted Avg. 0.714 0.048 0.711 0.714 0.712 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 86 23 0 0 0 1 0 13 | a = climbingdown 21 92 0 0 1 4 1 5 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 1 1 0 72 8 15 1 0 | d = lying 1 4 0 9 93 41 9 1 | e = standing 1 1 0 19 49 65 2 0 | f = sitting 0 1 1 0 3 2 138 1 | g = running 15 7 0 0 0 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 671 72.9348 % Incorrectly Classified Instances 249 27.0652 % Kappa statistic 0.6851 Mean absolute error 0.0696 Root mean squared error 0.2478 Relative absolute error 32.3579 % Root relative squared error 75.5897 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.043 0.712 0.677 0.694 0.858 climbingdown 0.742 0.028 0.807 0.742 0.773 0.887 climbingup 0.95 0.002 0.905 0.95 0.927 1 jumping 0.753 0.022 0.802 0.753 0.777 0.887 lying 0.608 0.091 0.582 0.608 0.594 0.82 standing 0.555 0.091 0.517 0.555 0.535 0.79 sitting 0.904 0.012 0.936 0.904 0.92 0.963 running 0.868 0.03 0.805 0.868 0.835 0.928 walking Weighted Avg. 0.729 0.046 0.734 0.729 0.731 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 84 14 0 0 1 4 0 21 | a = climbingdown 23 92 0 1 4 1 0 3 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 1 0 0 73 6 17 0 0 | d = lying 1 2 0 8 96 46 5 0 | e = standing 0 1 0 9 48 76 3 0 | f = sitting 1 0 2 0 8 3 132 0 | g = running 8 5 0 0 2 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 672 73.0435 % Incorrectly Classified Instances 248 26.9565 % Kappa statistic 0.6864 Mean absolute error 0.0719 Root mean squared error 0.246 Relative absolute error 33.4593 % Root relative squared error 75.0141 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.669 0.046 0.692 0.669 0.68 0.867 climbingdown 0.808 0.053 0.706 0.808 0.754 0.901 climbingup 0.95 0.002 0.905 0.95 0.927 0.996 jumping 0.796 0.022 0.813 0.796 0.804 0.909 lying 0.637 0.096 0.578 0.637 0.606 0.809 standing 0.453 0.072 0.525 0.453 0.486 0.778 sitting 0.938 0.014 0.925 0.938 0.932 0.96 running 0.816 0.011 0.912 0.816 0.861 0.92 walking Weighted Avg. 0.73 0.046 0.731 0.73 0.729 0.877 === Confusion Matrix === a b c d e f g h <-- classified as 83 33 0 0 1 0 0 7 | a = climbingdown 18 101 0 0 2 2 0 2 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 1 1 0 78 7 10 1 0 | d = lying 2 1 0 8 100 42 4 0 | e = standing 0 1 0 10 59 62 5 0 | f = sitting 1 0 2 0 4 2 136 0 | g = running 15 6 0 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 688 74.7826 % Incorrectly Classified Instances 232 25.2174 % Kappa statistic 0.7069 Mean absolute error 0.068 Root mean squared error 0.2361 Relative absolute error 31.6108 % Root relative squared error 71.9949 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.046 0.728 0.798 0.762 0.906 climbingdown 0.744 0.033 0.782 0.744 0.762 0.89 climbingup 0.85 0 1 0.85 0.919 0.943 jumping 0.806 0.036 0.725 0.806 0.763 0.916 lying 0.611 0.076 0.623 0.611 0.617 0.783 standing 0.5 0.07 0.553 0.5 0.525 0.804 sitting 0.924 0.017 0.912 0.924 0.918 0.951 running 0.887 0.016 0.887 0.887 0.887 0.955 walking Weighted Avg. 0.748 0.043 0.746 0.748 0.746 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 99 15 0 1 1 0 0 8 | a = climbingdown 25 93 0 0 0 1 1 5 | b = climbingup 0 0 17 0 0 0 3 0 | c = jumping 0 2 0 79 8 8 1 0 | d = lying 1 2 0 12 96 43 3 0 | e = standing 0 4 0 16 43 68 5 0 | f = sitting 1 0 0 1 6 3 134 0 | g = running 10 3 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 668 72.6087 % Incorrectly Classified Instances 252 27.3913 % Kappa statistic 0.6817 Mean absolute error 0.072 Root mean squared error 0.2469 Relative absolute error 33.5058 % Root relative squared error 75.3093 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.055 0.662 0.694 0.677 0.901 climbingdown 0.776 0.03 0.802 0.776 0.789 0.885 climbingup 1 0.001 0.952 1 0.976 0.999 jumping 0.847 0.034 0.748 0.847 0.794 0.908 lying 0.62 0.1 0.563 0.62 0.59 0.796 standing 0.404 0.066 0.514 0.404 0.453 0.758 sitting 0.903 0.01 0.942 0.903 0.923 0.942 running 0.86 0.024 0.838 0.86 0.848 0.932 walking Weighted Avg. 0.726 0.047 0.723 0.726 0.723 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 86 21 0 0 0 0 1 16 | a = climbingdown 23 97 0 0 2 0 0 3 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 3 0 0 83 7 5 0 0 | d = lying 3 2 0 10 98 42 3 0 | e = standing 0 0 0 17 61 55 3 0 | f = sitting 1 0 1 1 6 5 131 0 | g = running 14 1 0 0 0 0 1 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 652 70.8696 % Incorrectly Classified Instances 268 29.1304 % Kappa statistic 0.6613 Mean absolute error 0.0752 Root mean squared error 0.255 Relative absolute error 34.9778 % Root relative squared error 77.7877 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.036 0.758 0.734 0.746 0.864 climbingdown 0.784 0.029 0.81 0.784 0.797 0.904 climbingup 0.95 0.001 0.95 0.95 0.95 0.996 jumping 0.724 0.036 0.703 0.724 0.714 0.871 lying 0.557 0.105 0.524 0.557 0.54 0.75 standing 0.397 0.084 0.45 0.397 0.422 0.736 sitting 0.903 0.019 0.897 0.903 0.9 0.949 running 0.877 0.03 0.806 0.877 0.84 0.94 walking Weighted Avg. 0.709 0.05 0.706 0.709 0.707 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 91 17 0 0 1 1 0 14 | a = climbingdown 19 98 0 0 0 0 0 8 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 1 0 71 13 13 0 0 | d = lying 0 1 0 11 88 50 7 1 | e = standing 0 0 0 17 57 54 7 1 | f = sitting 0 0 1 2 9 2 131 0 | g = running 10 4 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 656 71.3043 % Incorrectly Classified Instances 264 28.6957 % Kappa statistic 0.6661 Mean absolute error 0.0743 Root mean squared error 0.2509 Relative absolute error 34.5361 % Root relative squared error 76.5266 % Total Number of Instances 920 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.054 0.661 0.677 0.669 0.835 climbingdown 0.75 0.045 0.721 0.75 0.735 0.898 climbingup 1 0 1 1 1 1 jumping 0.724 0.03 0.74 0.724 0.732 0.898 lying 0.601 0.101 0.552 0.601 0.576 0.83 standing 0.467 0.082 0.5 0.467 0.483 0.762 sitting 0.938 0.009 0.951 0.938 0.944 0.967 running 0.816 0.015 0.886 0.816 0.849 0.91 walking Weighted Avg. 0.713 0.049 0.716 0.713 0.714 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 84 24 0 0 4 1 1 10 | a = climbingdown 27 93 0 0 1 1 0 2 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 71 15 12 0 0 | d = lying 2 1 0 9 95 48 3 0 | e = standing 1 1 0 16 52 64 3 0 | f = sitting 1 2 0 0 4 2 136 0 | g = running 12 8 0 0 1 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 656 71.3819 % Incorrectly Classified Instances 263 28.6181 % Kappa statistic 0.667 Mean absolute error 0.0755 Root mean squared error 0.2512 Relative absolute error 35.1153 % Root relative squared error 76.6312 % Total Number of Instances 919 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.058 0.623 0.613 0.618 0.815 climbingdown 0.758 0.049 0.707 0.758 0.732 0.867 climbingup 0.842 0.001 0.941 0.842 0.889 0.962 jumping 0.776 0.034 0.731 0.776 0.752 0.897 lying 0.665 0.092 0.6 0.665 0.631 0.805 standing 0.467 0.063 0.566 0.467 0.512 0.795 sitting 0.903 0.017 0.91 0.903 0.907 0.946 running 0.825 0.021 0.847 0.825 0.836 0.924 walking Weighted Avg. 0.714 0.049 0.713 0.714 0.712 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 76 28 0 0 4 1 1 14 | a = climbingdown 24 94 0 0 1 1 1 3 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 1 0 0 76 7 13 1 0 | d = lying 5 3 0 10 105 31 4 0 | e = standing 1 2 0 17 50 64 3 0 | f = sitting 0 1 1 1 8 3 131 0 | g = running 15 5 0 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 712 83.2749 % Incorrectly Classified Instances 143 16.7251 % Kappa statistic 0.8058 Mean absolute error 0.0459 Root mean squared error 0.196 Relative absolute error 21.3075 % Root relative squared error 59.7483 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.023 0.835 0.804 0.819 0.925 climbingdown 0.872 0.028 0.829 0.872 0.85 0.924 climbingup 0.941 0.004 0.842 0.941 0.889 0.968 jumping 0.833 0.027 0.84 0.833 0.837 0.921 lying 0.738 0.032 0.767 0.738 0.752 0.91 standing 0.664 0.057 0.653 0.664 0.658 0.876 sitting 0.958 0.008 0.958 0.958 0.958 0.977 running 0.908 0.014 0.915 0.908 0.911 0.95 walking Weighted Avg. 0.833 0.026 0.833 0.833 0.833 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 86 13 1 1 0 0 0 6 | a = climbingdown 10 102 1 0 0 0 0 4 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 105 1 19 0 0 | d = lying 0 2 0 0 79 22 4 0 | e = standing 0 0 0 18 21 79 1 0 | f = sitting 2 1 0 0 2 1 137 0 | g = running 5 4 1 1 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 712 83.2749 % Incorrectly Classified Instances 143 16.7251 % Kappa statistic 0.8058 Mean absolute error 0.0449 Root mean squared error 0.1935 Relative absolute error 20.8702 % Root relative squared error 58.9662 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.039 0.748 0.804 0.775 0.882 climbingdown 0.803 0.024 0.839 0.803 0.821 0.891 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.872 0.026 0.852 0.872 0.862 0.937 lying 0.748 0.035 0.755 0.748 0.751 0.903 standing 0.681 0.05 0.686 0.681 0.684 0.891 sitting 0.972 0.007 0.965 0.972 0.969 0.987 running 0.892 0.012 0.922 0.892 0.907 0.975 walking Weighted Avg. 0.833 0.026 0.834 0.833 0.833 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 86 14 0 0 0 0 0 7 | a = climbingdown 19 94 0 0 0 0 2 2 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 109 2 14 0 0 | d = lying 0 0 0 2 80 23 2 0 | e = standing 0 0 0 17 21 81 0 0 | f = sitting 2 1 0 0 1 0 139 0 | g = running 8 3 0 0 2 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 714 83.5088 % Incorrectly Classified Instances 141 16.4912 % Kappa statistic 0.8086 Mean absolute error 0.0462 Root mean squared error 0.1952 Relative absolute error 21.4428 % Root relative squared error 59.5041 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.841 0.036 0.769 0.841 0.804 0.936 climbingdown 0.803 0.02 0.862 0.803 0.832 0.926 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.872 0.021 0.879 0.872 0.876 0.943 lying 0.841 0.039 0.756 0.841 0.796 0.905 standing 0.655 0.041 0.722 0.655 0.687 0.884 sitting 0.916 0.01 0.949 0.916 0.932 0.96 running 0.883 0.024 0.855 0.883 0.869 0.947 walking Weighted Avg. 0.835 0.026 0.837 0.835 0.835 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 90 9 0 0 0 0 1 7 | a = climbingdown 16 94 0 0 0 0 1 6 | b = climbingup 0 1 16 0 0 0 0 0 | c = jumping 0 0 0 109 0 16 0 0 | d = lying 1 0 0 0 90 13 3 0 | e = standing 0 0 0 15 24 78 2 0 | f = sitting 0 1 0 0 5 1 131 5 | g = running 10 4 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 695 81.2865 % Incorrectly Classified Instances 160 18.7135 % Kappa statistic 0.7828 Mean absolute error 0.049 Root mean squared error 0.2063 Relative absolute error 22.7658 % Root relative squared error 62.8913 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.033 0.762 0.755 0.758 0.884 climbingdown 0.821 0.038 0.774 0.821 0.797 0.907 climbingup 1 0 1 1 1 1 jumping 0.824 0.019 0.88 0.824 0.851 0.925 lying 0.738 0.051 0.675 0.738 0.705 0.876 standing 0.658 0.053 0.669 0.658 0.664 0.884 sitting 0.909 0.008 0.956 0.909 0.932 0.954 running 0.925 0.014 0.917 0.925 0.921 0.966 walking Weighted Avg. 0.813 0.029 0.816 0.813 0.814 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 80 21 0 0 0 0 0 5 | a = climbingdown 16 96 0 0 1 0 0 4 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 103 3 17 1 0 | d = lying 0 0 0 3 79 21 3 1 | e = standing 0 0 0 11 28 79 2 0 | f = sitting 2 4 0 0 6 1 130 0 | g = running 6 3 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 714 83.5088 % Incorrectly Classified Instances 141 16.4912 % Kappa statistic 0.8086 Mean absolute error 0.0459 Root mean squared error 0.1954 Relative absolute error 21.3392 % Root relative squared error 59.5526 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.037 0.75 0.792 0.771 0.885 climbingdown 0.803 0.023 0.847 0.803 0.825 0.905 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.824 0.019 0.88 0.824 0.851 0.937 lying 0.85 0.033 0.784 0.85 0.816 0.942 standing 0.733 0.046 0.721 0.733 0.727 0.894 sitting 0.909 0.01 0.949 0.909 0.929 0.953 running 0.892 0.02 0.877 0.892 0.884 0.947 walking Weighted Avg. 0.835 0.026 0.838 0.835 0.836 0.926 === Confusion Matrix === a b c d e f g h <-- classified as 84 12 0 0 1 0 2 7 | a = climbingdown 17 94 0 0 0 0 0 6 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 103 1 20 0 0 | d = lying 0 0 0 1 91 12 3 0 | e = standing 0 0 0 13 18 88 1 0 | f = sitting 3 0 1 0 5 2 130 2 | g = running 8 4 0 0 0 0 1 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 719 84.0936 % Incorrectly Classified Instances 136 15.9064 % Kappa statistic 0.8153 Mean absolute error 0.0418 Root mean squared error 0.1873 Relative absolute error 19.4177 % Root relative squared error 57.0913 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.764 0.047 0.698 0.764 0.73 0.881 climbingdown 0.829 0.027 0.829 0.829 0.829 0.936 climbingup 0.778 0 1 0.778 0.875 0.944 jumping 0.912 0.029 0.844 0.912 0.877 0.949 lying 0.84 0.031 0.795 0.84 0.817 0.949 standing 0.683 0.029 0.796 0.683 0.735 0.889 sitting 0.937 0.01 0.95 0.937 0.944 0.976 running 0.9 0.012 0.923 0.9 0.911 0.959 walking Weighted Avg. 0.841 0.025 0.843 0.841 0.841 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 81 15 0 0 0 0 4 6 | a = climbingdown 16 97 0 0 0 0 1 3 | b = climbingup 4 0 14 0 0 0 0 0 | c = jumping 0 0 0 114 2 9 0 0 | d = lying 1 0 0 3 89 12 1 0 | e = standing 0 0 0 18 19 82 1 0 | f = sitting 6 1 0 0 2 0 134 0 | g = running 8 4 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 705 82.4561 % Incorrectly Classified Instances 150 17.5439 % Kappa statistic 0.7963 Mean absolute error 0.0473 Root mean squared error 0.2015 Relative absolute error 21.9889 % Root relative squared error 61.4051 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.774 0.04 0.732 0.774 0.752 0.872 climbingdown 0.829 0.026 0.836 0.829 0.833 0.902 climbingup 1 0 1 1 1 1 jumping 0.888 0.027 0.847 0.888 0.867 0.935 lying 0.755 0.039 0.734 0.755 0.744 0.907 standing 0.592 0.048 0.67 0.592 0.628 0.821 sitting 0.972 0.01 0.952 0.972 0.962 0.982 running 0.892 0.014 0.915 0.892 0.903 0.936 walking Weighted Avg. 0.825 0.028 0.823 0.825 0.823 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 82 16 0 0 0 0 0 8 | a = climbingdown 17 97 0 0 0 1 0 2 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 111 1 13 0 0 | d = lying 1 0 0 1 80 20 4 0 | e = standing 0 0 0 19 27 71 3 0 | f = sitting 1 1 0 0 1 1 139 0 | g = running 11 2 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 698 81.6374 % Incorrectly Classified Instances 157 18.3626 % Kappa statistic 0.7868 Mean absolute error 0.0493 Root mean squared error 0.207 Relative absolute error 22.8795 % Root relative squared error 63.0959 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.764 0.036 0.75 0.764 0.757 0.87 climbingdown 0.838 0.024 0.845 0.838 0.841 0.923 climbingup 0.778 0.001 0.933 0.778 0.848 0.889 jumping 0.856 0.036 0.805 0.856 0.829 0.929 lying 0.804 0.048 0.705 0.804 0.751 0.894 standing 0.567 0.044 0.68 0.567 0.618 0.817 sitting 0.937 0.006 0.971 0.937 0.954 0.975 running 0.924 0.018 0.894 0.924 0.909 0.967 walking Weighted Avg. 0.816 0.029 0.816 0.816 0.815 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 81 14 1 0 1 0 1 8 | a = climbingdown 16 98 0 0 1 0 0 2 | b = climbingup 2 0 14 0 0 0 2 0 | c = jumping 0 1 0 107 2 15 0 0 | d = lying 1 0 0 3 86 16 1 0 | e = standing 0 0 0 23 29 68 0 0 | f = sitting 2 0 0 0 3 1 134 3 | g = running 6 3 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 714 83.5088 % Incorrectly Classified Instances 141 16.4912 % Kappa statistic 0.8086 Mean absolute error 0.0446 Root mean squared error 0.1929 Relative absolute error 20.7234 % Root relative squared error 58.7741 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.028 0.8 0.792 0.796 0.907 climbingdown 0.838 0.027 0.831 0.838 0.834 0.936 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.802 0.025 0.849 0.802 0.824 0.925 lying 0.813 0.036 0.763 0.813 0.787 0.907 standing 0.681 0.054 0.669 0.681 0.675 0.866 sitting 0.937 0.006 0.971 0.937 0.954 0.97 running 0.933 0.014 0.917 0.933 0.925 0.973 walking Weighted Avg. 0.835 0.026 0.837 0.835 0.836 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 84 16 0 0 0 0 2 4 | a = climbingdown 12 98 0 1 0 0 1 5 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 101 4 21 0 0 | d = lying 0 0 0 0 87 18 1 1 | e = standing 0 1 0 17 20 81 0 0 | f = sitting 3 1 1 0 3 1 134 0 | g = running 6 2 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 693 81.1475 % Incorrectly Classified Instances 161 18.8525 % Kappa statistic 0.7812 Mean absolute error 0.0488 Root mean squared error 0.2063 Relative absolute error 22.6501 % Root relative squared error 62.8813 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.794 0.04 0.739 0.794 0.766 0.89 climbingdown 0.786 0.018 0.876 0.786 0.829 0.924 climbingup 1 0 1 1 1 1 jumping 0.849 0.03 0.829 0.849 0.839 0.947 lying 0.776 0.051 0.686 0.776 0.728 0.885 standing 0.58 0.057 0.622 0.58 0.6 0.821 sitting 0.944 0.006 0.971 0.944 0.957 0.976 running 0.891 0.016 0.898 0.891 0.895 0.947 walking Weighted Avg. 0.811 0.029 0.814 0.811 0.812 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 85 10 0 1 0 0 2 9 | a = climbingdown 21 92 0 0 0 1 0 3 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 107 2 17 0 0 | d = lying 0 0 0 1 83 23 0 0 | e = standing 0 0 0 20 30 69 0 0 | f = sitting 1 0 0 0 6 1 134 0 | g = running 8 3 0 0 0 0 2 106 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 702 81.8182 % Incorrectly Classified Instances 156 18.1818 % Kappa statistic 0.7886 Mean absolute error 0.0491 Root mean squared error 0.2022 Relative absolute error 22.8262 % Root relative squared error 61.6419 % Total Number of Instances 858 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.028 0.784 0.724 0.752 0.894 climbingdown 0.833 0.034 0.8 0.833 0.816 0.913 climbingup 0.75 0.001 0.923 0.75 0.828 0.874 jumping 0.763 0.052 0.725 0.763 0.743 0.908 lying 0.738 0.024 0.814 0.738 0.775 0.895 standing 0.725 0.051 0.696 0.725 0.71 0.912 sitting 0.957 0.004 0.978 0.957 0.968 0.98 running 0.958 0.016 0.905 0.958 0.931 0.971 walking Weighted Avg. 0.818 0.029 0.82 0.818 0.818 0.926 === Confusion Matrix === a b c d e f g h <-- classified as 76 19 0 0 0 0 0 10 | a = climbingdown 19 100 0 0 1 0 0 0 | b = climbingup 0 1 12 0 1 0 1 1 | c = jumping 0 0 0 100 7 24 0 0 | d = lying 1 0 0 10 79 14 2 1 | e = standing 0 0 0 28 5 87 0 0 | f = sitting 0 1 1 0 4 0 134 0 | g = running 1 4 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 687 80.0699 % Incorrectly Classified Instances 171 19.9301 % Kappa statistic 0.7685 Mean absolute error 0.0541 Root mean squared error 0.2138 Relative absolute error 25.1181 % Root relative squared error 65.1662 % Total Number of Instances 858 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.752 0.046 0.693 0.752 0.721 0.886 climbingdown 0.775 0.037 0.775 0.775 0.775 0.874 climbingup 0.765 0.002 0.867 0.765 0.813 0.881 jumping 0.771 0.061 0.697 0.771 0.732 0.882 lying 0.83 0.028 0.807 0.83 0.819 0.9 standing 0.633 0.041 0.717 0.633 0.673 0.869 sitting 0.95 0.006 0.971 0.95 0.96 0.973 running 0.874 0.011 0.929 0.874 0.9 0.949 walking Weighted Avg. 0.801 0.032 0.804 0.801 0.801 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 79 21 0 0 0 0 0 5 | a = climbingdown 25 93 0 0 0 0 0 2 | b = climbingup 0 0 13 0 0 0 3 1 | c = jumping 0 0 0 101 10 20 0 0 | d = lying 0 0 0 9 88 9 0 0 | e = standing 0 0 0 35 9 76 0 0 | f = sitting 1 2 1 0 2 1 133 0 | g = running 9 4 1 0 0 0 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 698 81.4469 % Incorrectly Classified Instances 159 18.5531 % Kappa statistic 0.7843 Mean absolute error 0.0513 Root mean squared error 0.2039 Relative absolute error 23.8511 % Root relative squared error 62.147 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.771 0.035 0.757 0.771 0.764 0.878 climbingdown 0.825 0.031 0.811 0.825 0.818 0.916 climbingup 0.813 0.001 0.929 0.813 0.867 0.937 jumping 0.779 0.05 0.739 0.779 0.758 0.905 lying 0.736 0.029 0.78 0.736 0.757 0.894 standing 0.667 0.043 0.714 0.667 0.69 0.864 sitting 0.971 0.007 0.965 0.971 0.968 0.984 running 0.916 0.019 0.886 0.916 0.901 0.958 walking Weighted Avg. 0.814 0.03 0.814 0.814 0.814 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 81 15 0 0 0 0 0 9 | a = climbingdown 16 99 0 0 1 0 0 4 | b = climbingup 0 1 13 0 0 0 2 0 | c = jumping 0 1 0 102 7 21 0 0 | d = lying 1 5 1 8 78 11 2 0 | e = standing 0 0 0 27 12 80 1 0 | f = sitting 0 0 0 1 2 0 136 1 | g = running 9 1 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 690 80.5134 % Incorrectly Classified Instances 167 19.4866 % Kappa statistic 0.7736 Mean absolute error 0.0533 Root mean squared error 0.2126 Relative absolute error 24.7519 % Root relative squared error 64.8133 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.035 0.748 0.733 0.74 0.9 climbingdown 0.825 0.031 0.811 0.825 0.818 0.91 climbingup 0.75 0.002 0.857 0.75 0.8 0.905 jumping 0.756 0.052 0.723 0.756 0.739 0.882 lying 0.868 0.047 0.724 0.868 0.79 0.919 standing 0.608 0.035 0.737 0.608 0.667 0.836 sitting 0.957 0.007 0.964 0.957 0.961 0.981 running 0.874 0.016 0.897 0.874 0.885 0.948 walking Weighted Avg. 0.805 0.031 0.807 0.805 0.804 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 77 16 0 1 3 0 0 8 | a = climbingdown 15 99 0 0 2 0 0 4 | b = climbingup 1 1 12 0 0 0 2 0 | c = jumping 0 0 0 99 12 20 0 0 | d = lying 1 1 0 5 92 6 1 0 | e = standing 0 1 0 32 14 73 0 0 | f = sitting 0 0 2 0 4 0 134 0 | g = running 9 4 0 0 0 0 2 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 683 79.6966 % Incorrectly Classified Instances 174 20.3034 % Kappa statistic 0.7642 Mean absolute error 0.0551 Root mean squared error 0.2159 Relative absolute error 25.6187 % Root relative squared error 65.8248 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.769 0.031 0.777 0.769 0.773 0.872 climbingdown 0.808 0.028 0.822 0.808 0.815 0.893 climbingup 0.875 0.004 0.824 0.875 0.848 0.937 jumping 0.725 0.041 0.76 0.725 0.742 0.872 lying 0.783 0.047 0.703 0.783 0.741 0.899 standing 0.642 0.046 0.694 0.642 0.667 0.85 sitting 0.971 0.014 0.932 0.971 0.951 0.986 running 0.842 0.024 0.849 0.842 0.845 0.932 walking Weighted Avg. 0.797 0.032 0.796 0.797 0.796 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 80 15 0 1 0 0 1 7 | a = climbingdown 12 97 0 2 0 0 0 9 | b = climbingup 0 0 14 0 0 0 1 1 | c = jumping 0 0 0 95 14 22 0 0 | d = lying 2 1 0 3 83 12 5 0 | e = standing 0 0 0 24 18 77 1 0 | f = sitting 0 0 0 0 3 0 136 1 | g = running 9 5 3 0 0 0 2 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 698 81.4469 % Incorrectly Classified Instances 159 18.5531 % Kappa statistic 0.7844 Mean absolute error 0.0513 Root mean squared error 0.2076 Relative absolute error 23.8497 % Root relative squared error 63.2956 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.779 0.036 0.75 0.779 0.764 0.887 climbingdown 0.808 0.031 0.808 0.808 0.808 0.903 climbingup 0.875 0 1 0.875 0.933 0.937 jumping 0.785 0.051 0.734 0.785 0.758 0.904 lying 0.811 0.039 0.748 0.811 0.778 0.894 standing 0.617 0.039 0.718 0.617 0.664 0.878 sitting 0.957 0.004 0.978 0.957 0.968 0.984 running 0.908 0.015 0.908 0.908 0.908 0.95 walking Weighted Avg. 0.814 0.03 0.815 0.814 0.814 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 81 15 0 0 1 0 0 7 | a = climbingdown 19 97 0 0 1 0 0 3 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 1 1 0 102 10 16 0 0 | d = lying 1 1 0 4 86 13 1 0 | e = standing 0 0 0 33 13 74 0 0 | f = sitting 0 1 0 0 4 0 135 1 | g = running 6 5 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 683 79.6966 % Incorrectly Classified Instances 174 20.3034 % Kappa statistic 0.7642 Mean absolute error 0.0536 Root mean squared error 0.214 Relative absolute error 24.8855 % Root relative squared error 65.2519 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.781 0.036 0.752 0.781 0.766 0.89 climbingdown 0.792 0.034 0.792 0.792 0.792 0.911 climbingup 0.875 0.004 0.824 0.875 0.848 0.936 jumping 0.692 0.052 0.703 0.692 0.698 0.867 lying 0.736 0.035 0.75 0.736 0.743 0.873 standing 0.711 0.056 0.677 0.711 0.694 0.902 sitting 0.964 0.004 0.978 0.964 0.971 0.98 running 0.866 0.015 0.904 0.866 0.884 0.93 walking Weighted Avg. 0.797 0.032 0.799 0.797 0.798 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 82 18 0 0 0 0 0 5 | a = climbingdown 17 95 0 0 0 2 0 6 | b = climbingup 0 1 14 0 0 0 1 0 | c = jumping 0 1 0 90 10 29 0 0 | d = lying 1 1 0 16 78 9 1 0 | e = standing 0 0 0 22 13 86 0 0 | f = sitting 0 1 1 0 2 1 135 0 | g = running 9 3 2 0 1 0 1 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 692 80.7468 % Incorrectly Classified Instances 165 19.2532 % Kappa statistic 0.7765 Mean absolute error 0.0509 Root mean squared error 0.2088 Relative absolute error 23.6527 % Root relative squared error 63.6406 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.79 0.04 0.735 0.79 0.761 0.89 climbingdown 0.825 0.028 0.825 0.825 0.825 0.913 climbingup 1 0.004 0.842 1 0.914 0.999 jumping 0.746 0.051 0.724 0.746 0.735 0.903 lying 0.748 0.028 0.792 0.748 0.769 0.872 standing 0.692 0.05 0.692 0.692 0.692 0.854 sitting 0.936 0.006 0.97 0.936 0.953 0.972 running 0.866 0.016 0.896 0.866 0.88 0.943 walking Weighted Avg. 0.807 0.03 0.81 0.807 0.808 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 83 14 0 1 0 0 0 7 | a = climbingdown 14 99 0 0 2 0 1 4 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 1 0 97 7 25 0 0 | d = lying 2 2 0 8 80 12 3 0 | e = standing 0 0 0 28 9 83 0 0 | f = sitting 2 0 3 0 3 0 131 1 | g = running 12 4 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 673 78.5298 % Incorrectly Classified Instances 184 21.4702 % Kappa statistic 0.7506 Mean absolute error 0.0576 Root mean squared error 0.2205 Relative absolute error 26.7559 % Root relative squared error 67.2049 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.041 0.716 0.743 0.729 0.89 climbingdown 0.765 0.033 0.791 0.765 0.778 0.885 climbingup 0.813 0.005 0.765 0.813 0.788 0.904 jumping 0.771 0.062 0.692 0.771 0.729 0.904 lying 0.748 0.031 0.777 0.748 0.762 0.895 standing 0.642 0.046 0.694 0.642 0.667 0.856 sitting 0.936 0.01 0.949 0.936 0.942 0.971 running 0.857 0.022 0.864 0.857 0.861 0.934 walking Weighted Avg. 0.785 0.034 0.787 0.785 0.785 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 78 19 0 0 0 0 0 8 | a = climbingdown 20 91 0 0 1 0 0 7 | b = climbingup 0 0 13 0 0 0 2 1 | c = jumping 0 0 0 101 9 21 0 0 | d = lying 0 0 0 10 80 13 4 0 | e = standing 0 0 0 35 8 77 0 0 | f = sitting 2 0 4 0 3 0 131 0 | g = running 9 5 0 0 2 0 1 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 695 81.0968 % Incorrectly Classified Instances 162 18.9032 % Kappa statistic 0.7803 Mean absolute error 0.0517 Root mean squared error 0.2077 Relative absolute error 24.0259 % Root relative squared error 63.3207 % Total Number of Instances 857 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.771 0.027 0.802 0.771 0.786 0.89 climbingdown 0.807 0.034 0.793 0.807 0.8 0.893 climbingup 0.875 0.004 0.824 0.875 0.848 0.936 jumping 0.756 0.056 0.707 0.756 0.731 0.872 lying 0.729 0.025 0.804 0.729 0.765 0.9 standing 0.692 0.049 0.697 0.692 0.695 0.876 sitting 0.971 0.008 0.958 0.971 0.965 0.985 running 0.908 0.016 0.9 0.908 0.904 0.959 walking Weighted Avg. 0.811 0.03 0.811 0.811 0.811 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 81 15 1 1 1 0 1 5 | a = climbingdown 15 96 0 1 0 0 1 6 | b = climbingup 0 0 14 0 0 0 1 1 | c = jumping 0 1 0 99 3 27 1 0 | d = lying 1 2 0 15 78 9 2 0 | e = standing 0 0 0 24 13 83 0 0 | f = sitting 0 0 2 0 2 0 136 0 | g = running 4 7 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 698 76.7033 % Incorrectly Classified Instances 212 23.2967 % Kappa statistic 0.7294 Mean absolute error 0.0607 Root mean squared error 0.2307 Relative absolute error 28.1969 % Root relative squared error 70.3039 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.024 0.808 0.672 0.734 0.867 climbingdown 0.795 0.049 0.727 0.795 0.759 0.869 climbingup 1 0 1 1 1 1 jumping 0.865 0.024 0.858 0.865 0.861 0.928 lying 0.711 0.08 0.608 0.711 0.655 0.822 standing 0.482 0.06 0.534 0.482 0.507 0.779 sitting 0.87 0.01 0.941 0.87 0.904 0.945 running 0.899 0.023 0.856 0.899 0.877 0.962 walking Weighted Avg. 0.767 0.038 0.771 0.767 0.767 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 80 28 0 0 1 2 0 8 | a = climbingdown 10 101 0 0 5 1 0 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 115 7 10 1 0 | d = lying 2 2 0 5 96 27 3 0 | e = standing 1 2 0 12 40 55 4 0 | f = sitting 0 0 0 2 9 8 127 0 | g = running 6 6 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 727 79.8901 % Incorrectly Classified Instances 183 20.1099 % Kappa statistic 0.7666 Mean absolute error 0.0536 Root mean squared error 0.2153 Relative absolute error 24.8851 % Root relative squared error 65.6291 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.03 0.784 0.731 0.757 0.891 climbingdown 0.819 0.038 0.776 0.819 0.797 0.882 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.865 0.018 0.891 0.865 0.878 0.932 lying 0.63 0.062 0.639 0.63 0.634 0.815 standing 0.64 0.058 0.613 0.64 0.627 0.81 sitting 0.925 0.004 0.978 0.925 0.951 0.967 running 0.933 0.021 0.867 0.933 0.899 0.959 walking Weighted Avg. 0.799 0.032 0.801 0.799 0.799 0.897 === Confusion Matrix === a b c d e f g h <-- classified as 87 20 0 0 0 0 0 12 | a = climbingdown 16 104 0 0 2 0 0 5 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 115 8 8 1 0 | d = lying 3 4 0 6 85 35 2 0 | e = standing 0 2 0 8 31 73 0 0 | f = sitting 0 0 1 0 7 3 135 0 | g = running 4 4 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 731 80.3297 % Incorrectly Classified Instances 179 19.6703 % Kappa statistic 0.7714 Mean absolute error 0.0526 Root mean squared error 0.2133 Relative absolute error 24.4377 % Root relative squared error 65.0047 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.029 0.81 0.824 0.817 0.909 climbingdown 0.835 0.031 0.815 0.835 0.825 0.917 climbingup 0.882 0 1 0.882 0.938 0.991 jumping 0.865 0.022 0.871 0.865 0.868 0.935 lying 0.674 0.059 0.664 0.674 0.669 0.817 standing 0.561 0.054 0.598 0.561 0.579 0.785 sitting 0.932 0.021 0.895 0.932 0.913 0.953 running 0.891 0.013 0.914 0.891 0.902 0.949 walking Weighted Avg. 0.803 0.032 0.802 0.803 0.803 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 98 14 0 1 1 0 0 5 | a = climbingdown 13 106 0 1 1 1 0 5 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 115 6 8 4 0 | d = lying 2 1 0 5 91 32 4 0 | e = standing 2 3 0 9 30 64 6 0 | f = sitting 0 0 0 1 7 2 136 0 | g = running 6 6 0 0 1 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 708 77.8022 % Incorrectly Classified Instances 202 22.1978 % Kappa statistic 0.7423 Mean absolute error 0.0581 Root mean squared error 0.2219 Relative absolute error 26.9972 % Root relative squared error 67.6348 % Total Number of Instances 910 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.815 0.029 0.808 0.815 0.812 0.921 climbingdown 0.811 0.029 0.817 0.811 0.814 0.908 climbingup 1 0 1 1 1 1 jumping 0.842 0.028 0.836 0.842 0.839 0.934 lying 0.6 0.063 0.623 0.6 0.611 0.81 standing 0.561 0.07 0.533 0.561 0.547 0.81 sitting 0.87 0.02 0.894 0.87 0.882 0.934 running 0.899 0.018 0.884 0.899 0.892 0.954 walking Weighted Avg. 0.778 0.036 0.779 0.778 0.778 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 97 12 0 0 1 2 1 6 | a = climbingdown 11 103 0 1 2 1 1 8 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 112 5 15 0 0 | d = lying 3 3 0 10 81 31 7 0 | e = standing 3 0 0 11 30 64 6 0 | f = sitting 1 0 0 0 11 7 127 0 | g = running 5 7 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 731 80.418 % Incorrectly Classified Instances 178 19.582 % Kappa statistic 0.7726 Mean absolute error 0.0524 Root mean squared error 0.2104 Relative absolute error 24.3281 % Root relative squared error 64.1412 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.773 0.033 0.78 0.773 0.776 0.871 climbingdown 0.825 0.037 0.782 0.825 0.803 0.894 climbingup 0.941 0.001 0.941 0.941 0.941 0.97 jumping 0.917 0.018 0.897 0.917 0.907 0.95 lying 0.634 0.057 0.659 0.634 0.646 0.829 standing 0.614 0.055 0.614 0.614 0.614 0.837 sitting 0.945 0.01 0.945 0.945 0.945 0.98 running 0.867 0.015 0.897 0.867 0.881 0.924 walking Weighted Avg. 0.804 0.031 0.804 0.804 0.804 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 92 20 0 1 1 0 0 5 | a = climbingdown 15 104 0 0 1 0 0 6 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 122 2 8 0 0 | d = lying 2 1 0 7 85 35 3 1 | e = standing 0 1 0 6 33 70 4 0 | f = sitting 0 0 1 0 6 1 138 0 | g = running 9 6 0 0 1 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 707 77.7778 % Incorrectly Classified Instances 202 22.2222 % Kappa statistic 0.7419 Mean absolute error 0.0578 Root mean squared error 0.2197 Relative absolute error 26.8454 % Root relative squared error 66.9492 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.79 0.035 0.77 0.79 0.78 0.895 climbingdown 0.802 0.034 0.789 0.802 0.795 0.896 climbingup 0.941 0.001 0.941 0.941 0.941 0.996 jumping 0.865 0.026 0.852 0.865 0.858 0.931 lying 0.582 0.063 0.614 0.582 0.598 0.847 standing 0.57 0.062 0.57 0.57 0.57 0.789 sitting 0.932 0.018 0.907 0.932 0.919 0.969 running 0.85 0.018 0.879 0.85 0.864 0.933 walking Weighted Avg. 0.778 0.036 0.776 0.778 0.777 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 94 18 0 0 1 0 0 6 | a = climbingdown 14 101 0 0 2 1 1 7 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 115 9 9 0 0 | d = lying 0 2 0 11 78 35 8 0 | e = standing 3 0 0 9 33 65 4 0 | f = sitting 0 0 1 0 4 4 136 1 | g = running 11 7 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 715 78.6579 % Incorrectly Classified Instances 194 21.3421 % Kappa statistic 0.7521 Mean absolute error 0.0554 Root mean squared error 0.2211 Relative absolute error 25.7296 % Root relative squared error 67.3729 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.773 0.034 0.773 0.773 0.773 0.879 climbingdown 0.762 0.038 0.762 0.762 0.762 0.86 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.925 0.024 0.866 0.925 0.895 0.947 lying 0.642 0.062 0.642 0.642 0.642 0.832 standing 0.596 0.05 0.63 0.596 0.613 0.838 sitting 0.897 0.017 0.91 0.897 0.903 0.94 running 0.858 0.022 0.858 0.858 0.858 0.922 walking Weighted Avg. 0.787 0.034 0.785 0.787 0.786 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 92 19 0 0 0 1 0 7 | a = climbingdown 16 96 0 0 3 1 0 10 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 123 6 2 1 0 | d = lying 0 1 0 11 86 30 6 0 | e = standing 1 0 0 7 33 68 5 0 | f = sitting 1 1 0 1 6 6 131 0 | g = running 9 8 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 703 77.3377 % Incorrectly Classified Instances 206 22.6623 % Kappa statistic 0.737 Mean absolute error 0.0587 Root mean squared error 0.2273 Relative absolute error 27.2424 % Root relative squared error 69.2898 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.817 0.032 0.797 0.817 0.807 0.911 climbingdown 0.802 0.024 0.842 0.802 0.821 0.913 climbingup 0.941 0 1 0.941 0.97 1 jumping 0.805 0.019 0.877 0.805 0.839 0.898 lying 0.582 0.068 0.595 0.582 0.589 0.782 standing 0.596 0.082 0.511 0.596 0.551 0.776 sitting 0.911 0.013 0.93 0.911 0.92 0.953 running 0.857 0.024 0.843 0.857 0.85 0.919 walking Weighted Avg. 0.773 0.036 0.781 0.773 0.776 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 98 6 0 0 1 3 0 12 | a = climbingdown 14 101 0 0 4 0 0 7 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 1 0 107 7 15 2 0 | d = lying 1 1 0 9 78 40 5 0 | e = standing 2 1 0 5 36 68 2 0 | f = sitting 0 0 0 1 5 7 133 0 | g = running 7 10 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 738 81.1881 % Incorrectly Classified Instances 171 18.8119 % Kappa statistic 0.7816 Mean absolute error 0.0522 Root mean squared error 0.2067 Relative absolute error 24.2458 % Root relative squared error 63.0042 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.033 0.785 0.792 0.788 0.899 climbingdown 0.865 0.023 0.858 0.865 0.862 0.935 climbingup 1 0.002 0.895 1 0.944 0.999 jumping 0.857 0.026 0.851 0.857 0.854 0.93 lying 0.719 0.063 0.664 0.719 0.69 0.84 standing 0.611 0.044 0.663 0.611 0.636 0.837 sitting 0.911 0.007 0.964 0.911 0.937 0.955 running 0.874 0.02 0.867 0.874 0.87 0.938 walking Weighted Avg. 0.812 0.03 0.813 0.812 0.812 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 95 13 0 0 1 0 0 11 | a = climbingdown 11 109 0 0 2 0 0 4 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 114 7 11 0 0 | d = lying 2 1 0 10 97 21 4 0 | e = standing 0 1 0 10 32 69 1 0 | f = sitting 0 0 2 0 7 3 133 1 | g = running 12 3 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 729 80.198 % Incorrectly Classified Instances 180 19.802 % Kappa statistic 0.7701 Mean absolute error 0.0535 Root mean squared error 0.212 Relative absolute error 24.8483 % Root relative squared error 64.6107 % Total Number of Instances 909 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.028 0.817 0.824 0.82 0.924 climbingdown 0.81 0.026 0.836 0.81 0.823 0.897 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.872 0.023 0.866 0.872 0.869 0.93 lying 0.689 0.066 0.646 0.689 0.667 0.819 standing 0.611 0.045 0.657 0.611 0.633 0.856 sitting 0.897 0.016 0.916 0.897 0.907 0.941 running 0.866 0.027 0.831 0.866 0.848 0.934 walking Weighted Avg. 0.802 0.032 0.803 0.802 0.802 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 98 8 0 0 3 1 0 9 | a = climbingdown 11 102 0 0 2 1 0 10 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 116 9 6 2 0 | d = lying 1 5 0 6 93 23 6 1 | e = standing 0 0 0 12 28 69 3 1 | f = sitting 1 0 0 0 9 5 131 0 | g = running 9 7 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 721 80.9203 % Incorrectly Classified Instances 170 19.0797 % Kappa statistic 0.7787 Mean absolute error 0.0525 Root mean squared error 0.2109 Relative absolute error 24.3608 % Root relative squared error 64.2754 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.796 0.037 0.748 0.796 0.771 0.905 climbingdown 0.763 0.03 0.791 0.763 0.777 0.887 climbingup 0.95 0.003 0.864 0.95 0.905 0.995 jumping 0.828 0.031 0.8 0.828 0.814 0.914 lying 0.76 0.046 0.737 0.76 0.748 0.886 standing 0.64 0.052 0.69 0.64 0.664 0.854 sitting 0.931 0.011 0.944 0.931 0.938 0.965 running 0.919 0.012 0.926 0.919 0.922 0.959 walking Weighted Avg. 0.809 0.03 0.809 0.809 0.809 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 86 16 0 1 0 0 0 5 | a = climbingdown 22 87 0 0 0 1 0 4 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 1 0 0 96 3 15 1 0 | d = lying 1 1 0 4 98 19 6 0 | e = standing 0 1 0 19 29 87 0 0 | f = sitting 0 0 3 0 3 4 135 0 | g = running 5 5 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 705 79.1246 % Incorrectly Classified Instances 186 20.8754 % Kappa statistic 0.7577 Mean absolute error 0.0567 Root mean squared error 0.2188 Relative absolute error 26.3231 % Root relative squared error 66.6831 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.034 0.767 0.824 0.795 0.926 climbingdown 0.754 0.026 0.811 0.754 0.782 0.895 climbingup 0.85 0 1 0.85 0.919 0.968 jumping 0.828 0.048 0.722 0.828 0.771 0.905 lying 0.721 0.05 0.71 0.721 0.715 0.866 standing 0.544 0.05 0.661 0.544 0.597 0.822 sitting 0.924 0.023 0.887 0.924 0.905 0.96 running 0.943 0.012 0.928 0.943 0.935 0.967 walking Weighted Avg. 0.791 0.034 0.789 0.791 0.789 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 89 15 0 0 0 0 0 4 | a = climbingdown 22 86 0 0 1 0 0 5 | b = climbingup 0 0 17 0 0 0 3 0 | c = jumping 0 0 0 96 6 13 1 0 | d = lying 1 0 0 8 93 20 7 0 | e = standing 0 1 0 28 27 74 6 0 | f = sitting 1 0 0 1 4 5 134 0 | g = running 3 4 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 699 78.4512 % Incorrectly Classified Instances 192 21.5488 % Kappa statistic 0.7498 Mean absolute error 0.0573 Root mean squared error 0.2201 Relative absolute error 26.6109 % Root relative squared error 67.0581 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.024 0.804 0.722 0.761 0.899 climbingdown 0.833 0.036 0.772 0.833 0.802 0.924 climbingup 0.8 0.001 0.941 0.8 0.865 0.939 jumping 0.776 0.043 0.732 0.776 0.753 0.882 lying 0.667 0.059 0.656 0.667 0.662 0.849 standing 0.607 0.067 0.617 0.607 0.612 0.817 sitting 0.918 0.017 0.912 0.918 0.915 0.96 running 0.959 0.003 0.983 0.959 0.971 0.986 walking Weighted Avg. 0.785 0.035 0.786 0.785 0.785 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 78 24 0 0 3 0 1 2 | a = climbingdown 16 95 0 2 1 0 0 0 | b = climbingup 0 0 16 0 0 0 4 0 | c = jumping 0 0 0 90 5 21 0 0 | d = lying 1 0 0 9 86 27 6 0 | e = standing 0 0 0 21 30 82 2 0 | f = sitting 1 0 1 1 6 3 134 0 | g = running 1 4 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 716 80.3591 % Incorrectly Classified Instances 175 19.6409 % Kappa statistic 0.772 Mean absolute error 0.0516 Root mean squared error 0.2105 Relative absolute error 23.9707 % Root relative squared error 64.147 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.798 0.031 0.784 0.798 0.791 0.911 climbingdown 0.816 0.03 0.802 0.816 0.809 0.9 climbingup 0.8 0.001 0.941 0.8 0.865 0.936 jumping 0.759 0.039 0.746 0.759 0.752 0.901 lying 0.75 0.062 0.671 0.75 0.708 0.864 standing 0.63 0.046 0.708 0.63 0.667 0.869 sitting 0.911 0.016 0.917 0.911 0.914 0.954 running 0.959 0.004 0.975 0.959 0.967 0.981 walking Weighted Avg. 0.804 0.032 0.805 0.804 0.804 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 87 19 0 0 0 0 0 3 | a = climbingdown 18 93 0 1 2 0 0 0 | b = climbingup 0 0 16 0 0 0 4 0 | c = jumping 0 0 0 88 10 17 1 0 | d = lying 0 3 0 8 96 15 6 0 | e = standing 1 0 0 20 28 85 1 0 | f = sitting 1 0 1 1 7 3 133 0 | g = running 4 1 0 0 0 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 732 82.1549 % Incorrectly Classified Instances 159 17.8451 % Kappa statistic 0.7929 Mean absolute error 0.0496 Root mean squared error 0.2023 Relative absolute error 22.9989 % Root relative squared error 61.628 % Total Number of Instances 891 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.806 0.02 0.845 0.806 0.825 0.922 climbingdown 0.904 0.028 0.824 0.904 0.862 0.952 climbingup 0.952 0 1 0.952 0.976 1 jumping 0.784 0.041 0.74 0.784 0.762 0.892 lying 0.664 0.037 0.752 0.664 0.705 0.857 standing 0.689 0.063 0.66 0.689 0.674 0.864 sitting 0.932 0.015 0.925 0.932 0.928 0.964 running 0.951 0.003 0.983 0.951 0.967 0.977 walking Weighted Avg. 0.822 0.029 0.823 0.822 0.821 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 87 19 0 0 0 0 0 2 | a = climbingdown 11 103 0 0 0 0 0 0 | b = climbingup 0 0 20 0 0 0 1 0 | c = jumping 0 1 0 91 6 18 0 0 | d = lying 0 0 0 7 85 29 7 0 | e = standing 0 0 0 24 15 93 3 0 | f = sitting 1 0 0 1 7 1 136 0 | g = running 4 2 0 0 0 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 695 78.0899 % Incorrectly Classified Instances 195 21.9101 % Kappa statistic 0.746 Mean absolute error 0.0584 Root mean squared error 0.2264 Relative absolute error 27.0872 % Root relative squared error 68.9728 % Total Number of Instances 890 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.018 0.848 0.722 0.78 0.872 climbingdown 0.842 0.041 0.75 0.842 0.793 0.919 climbingup 0.95 0.006 0.792 0.95 0.864 0.998 jumping 0.835 0.05 0.711 0.835 0.768 0.925 lying 0.664 0.062 0.644 0.664 0.654 0.808 standing 0.537 0.05 0.658 0.537 0.591 0.787 sitting 0.897 0.015 0.923 0.897 0.91 0.956 running 0.951 0.012 0.929 0.951 0.94 0.976 walking Weighted Avg. 0.781 0.035 0.781 0.781 0.778 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 78 24 0 0 1 0 1 4 | a = climbingdown 13 96 0 0 1 0 0 4 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 1 0 96 8 10 0 0 | d = lying 1 1 0 9 85 26 5 1 | e = standing 0 1 0 29 29 73 4 0 | f = sitting 0 0 5 0 8 2 131 0 | g = running 0 5 0 1 0 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 698 78.427 % Incorrectly Classified Instances 192 21.573 % Kappa statistic 0.7496 Mean absolute error 0.0565 Root mean squared error 0.2199 Relative absolute error 26.2446 % Root relative squared error 67.0161 % Total Number of Instances 890 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.033 0.755 0.741 0.748 0.922 climbingdown 0.833 0.045 0.731 0.833 0.779 0.921 climbingup 0.9 0.001 0.947 0.9 0.923 0.996 jumping 0.73 0.037 0.743 0.73 0.737 0.89 lying 0.727 0.052 0.699 0.727 0.713 0.872 standing 0.603 0.062 0.636 0.603 0.619 0.811 sitting 0.952 0.009 0.952 0.952 0.952 0.975 running 0.87 0.009 0.939 0.87 0.903 0.935 walking Weighted Avg. 0.784 0.035 0.786 0.784 0.784 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 80 22 0 0 0 0 0 6 | a = climbingdown 18 95 0 0 0 0 0 1 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 1 0 0 84 12 18 0 0 | d = lying 0 3 0 2 93 28 2 0 | e = standing 0 1 0 27 23 82 3 0 | f = sitting 0 1 1 0 4 1 139 0 | g = running 7 8 0 0 1 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 722 81.1236 % Incorrectly Classified Instances 168 18.8764 % Kappa statistic 0.781 Mean absolute error 0.0504 Root mean squared error 0.206 Relative absolute error 23.3868 % Root relative squared error 62.7798 % Total Number of Instances 890 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.806 0.019 0.853 0.806 0.829 0.946 climbingdown 0.895 0.027 0.829 0.895 0.861 0.949 climbingup 0.95 0.002 0.905 0.95 0.927 0.974 jumping 0.73 0.037 0.743 0.73 0.737 0.901 lying 0.711 0.052 0.695 0.711 0.703 0.854 standing 0.647 0.066 0.638 0.647 0.642 0.857 sitting 0.932 0.008 0.958 0.932 0.944 0.964 running 0.935 0.007 0.958 0.935 0.947 0.965 walking Weighted Avg. 0.811 0.031 0.813 0.811 0.812 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 87 17 0 0 1 0 0 3 | a = climbingdown 10 102 0 0 1 0 0 1 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 84 11 20 0 0 | d = lying 0 1 0 5 91 26 4 1 | e = standing 0 1 0 24 22 88 1 0 | f = sitting 0 1 1 0 4 4 136 0 | g = running 5 1 1 0 1 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 700 78.6517 % Incorrectly Classified Instances 190 21.3483 % Kappa statistic 0.7523 Mean absolute error 0.0569 Root mean squared error 0.2191 Relative absolute error 26.3984 % Root relative squared error 66.7758 % Total Number of Instances 890 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.787 0.038 0.739 0.787 0.762 0.91 climbingdown 0.711 0.034 0.757 0.711 0.733 0.871 climbingup 0.8 0.002 0.889 0.8 0.842 0.923 jumping 0.809 0.04 0.75 0.809 0.778 0.905 lying 0.727 0.052 0.699 0.727 0.713 0.883 standing 0.596 0.053 0.669 0.596 0.63 0.831 sitting 0.925 0.015 0.925 0.925 0.925 0.962 running 0.943 0.013 0.921 0.943 0.932 0.969 walking Weighted Avg. 0.787 0.034 0.785 0.787 0.785 0.905 === Confusion Matrix === a b c d e f g h <-- classified as 85 19 0 0 1 0 0 3 | a = climbingdown 24 81 0 0 1 1 0 7 | b = climbingup 0 0 16 0 0 0 4 0 | c = jumping 0 1 0 93 6 15 0 0 | d = lying 2 1 0 7 93 21 4 0 | e = standing 0 0 0 23 29 81 3 0 | f = sitting 2 0 2 1 3 3 135 0 | g = running 2 5 0 0 0 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 694 77.9775 % Incorrectly Classified Instances 196 22.0225 % Kappa statistic 0.7445 Mean absolute error 0.0584 Root mean squared error 0.2246 Relative absolute error 27.1311 % Root relative squared error 68.4248 % Total Number of Instances 890 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.027 0.809 0.824 0.817 0.913 climbingdown 0.798 0.034 0.778 0.798 0.788 0.898 climbingup 0.85 0.003 0.85 0.85 0.85 0.947 jumping 0.733 0.045 0.708 0.733 0.72 0.872 lying 0.656 0.058 0.656 0.656 0.656 0.833 standing 0.647 0.07 0.624 0.647 0.635 0.845 sitting 0.856 0.012 0.933 0.856 0.893 0.953 running 0.943 0.007 0.958 0.943 0.95 0.973 walking Weighted Avg. 0.78 0.035 0.783 0.78 0.781 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 89 18 0 0 0 0 0 1 | a = climbingdown 18 91 0 0 0 0 1 4 | b = climbingup 0 0 17 0 0 0 3 0 | c = jumping 1 0 0 85 10 20 0 0 | d = lying 0 2 0 11 84 27 4 0 | e = standing 0 2 0 23 22 88 1 0 | f = sitting 0 0 3 1 11 6 125 0 | g = running 2 4 0 0 1 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 14 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 679 81.9059 % Incorrectly Classified Instances 150 18.0941 % Kappa statistic 0.7884 Mean absolute error 0.0488 Root mean squared error 0.1936 Relative absolute error 22.8288 % Root relative squared error 59.249 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.031 0.652 0.804 0.72 0.937 climbingdown 0.723 0.018 0.849 0.723 0.781 0.934 climbingup 1 0.001 0.947 1 0.973 1 jumping 0.901 0.007 0.956 0.901 0.928 0.962 lying 0.632 0.071 0.612 0.632 0.622 0.861 standing 0.695 0.08 0.665 0.695 0.679 0.885 sitting 0.992 0.001 0.992 0.992 0.992 0.996 running 0.962 0.003 0.984 0.962 0.973 0.981 walking Weighted Avg. 0.819 0.032 0.826 0.819 0.821 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 45 11 0 0 0 0 0 0 | a = climbingdown 22 73 1 1 1 0 1 2 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 109 3 9 0 0 | d = lying 0 1 0 0 79 45 0 0 | e = standing 0 0 0 4 43 107 0 0 | f = sitting 0 0 0 0 1 0 121 0 | g = running 2 1 0 0 2 0 0 127 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 655 79.0109 % Incorrectly Classified Instances 174 20.9891 % Kappa statistic 0.7544 Mean absolute error 0.0559 Root mean squared error 0.2067 Relative absolute error 26.1475 % Root relative squared error 63.2342 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.032 0.603 0.679 0.639 0.899 climbingdown 0.713 0.029 0.774 0.713 0.742 0.93 climbingup 0.833 0.001 0.938 0.833 0.882 0.916 jumping 0.917 0.013 0.925 0.917 0.921 0.959 lying 0.565 0.078 0.56 0.565 0.562 0.825 standing 0.639 0.086 0.631 0.639 0.635 0.862 sitting 0.992 0.004 0.976 0.992 0.984 0.994 running 0.977 0.003 0.985 0.977 0.981 0.985 walking Weighted Avg. 0.79 0.036 0.793 0.79 0.791 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 38 18 0 0 0 0 0 0 | a = climbingdown 24 72 1 0 0 2 0 2 | b = climbingup 1 0 15 0 0 0 2 0 | c = jumping 0 0 0 111 4 6 0 0 | d = lying 0 0 0 4 70 50 0 0 | e = standing 0 0 0 5 50 99 1 0 | f = sitting 0 1 0 0 0 0 121 0 | g = running 0 2 0 0 1 0 0 129 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 659 79.4934 % Incorrectly Classified Instances 170 20.5066 % Kappa statistic 0.7599 Mean absolute error 0.0546 Root mean squared error 0.2047 Relative absolute error 25.5665 % Root relative squared error 62.6286 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.027 0.638 0.661 0.649 0.842 climbingdown 0.762 0.045 0.7 0.762 0.73 0.945 climbingup 0.944 0.001 0.944 0.944 0.944 0.972 jumping 0.884 0.011 0.93 0.884 0.907 0.96 lying 0.565 0.057 0.636 0.565 0.598 0.856 standing 0.723 0.092 0.644 0.723 0.681 0.868 sitting 0.951 0 1 0.951 0.975 0.986 running 0.932 0.007 0.961 0.932 0.946 0.975 walking Weighted Avg. 0.795 0.036 0.8 0.795 0.797 0.924 === Confusion Matrix === a b c d e f g h <-- classified as 37 17 0 0 1 0 0 1 | a = climbingdown 20 77 0 0 0 0 0 4 | b = climbingup 0 1 17 0 0 0 0 0 | c = jumping 0 1 0 107 4 9 0 0 | d = lying 0 2 0 2 70 50 0 0 | e = standing 1 3 0 6 33 112 0 0 | f = sitting 0 3 1 0 0 2 116 0 | g = running 0 6 0 0 2 1 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 675 81.4234 % Incorrectly Classified Instances 154 18.5766 % Kappa statistic 0.7826 Mean absolute error 0.0503 Root mean squared error 0.1993 Relative absolute error 23.5243 % Root relative squared error 60.9979 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.026 0.636 0.636 0.636 0.854 climbingdown 0.743 0.038 0.728 0.743 0.735 0.882 climbingup 0.833 0.001 0.938 0.833 0.882 0.987 jumping 0.959 0.017 0.906 0.959 0.932 0.974 lying 0.712 0.067 0.654 0.712 0.682 0.879 standing 0.684 0.055 0.741 0.684 0.711 0.896 sitting 0.959 0.006 0.967 0.959 0.963 0.977 running 0.924 0.007 0.96 0.924 0.942 0.962 walking Weighted Avg. 0.814 0.031 0.816 0.814 0.815 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 35 20 0 0 0 0 0 0 | a = climbingdown 18 75 0 0 2 1 0 5 | b = climbingup 0 0 15 0 0 0 3 0 | c = jumping 0 0 0 116 1 4 0 0 | d = lying 0 1 0 4 89 31 0 0 | e = standing 0 2 0 7 40 106 0 0 | f = sitting 0 1 1 0 2 1 118 0 | g = running 2 4 0 1 2 0 1 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 658 79.3727 % Incorrectly Classified Instances 171 20.6273 % Kappa statistic 0.7585 Mean absolute error 0.0562 Root mean squared error 0.2095 Relative absolute error 26.3049 % Root relative squared error 64.1117 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.034 0.594 0.691 0.639 0.874 climbingdown 0.663 0.036 0.72 0.663 0.691 0.877 climbingup 0.944 0.005 0.81 0.944 0.872 0.998 jumping 0.917 0.014 0.917 0.917 0.917 0.947 lying 0.504 0.047 0.656 0.504 0.57 0.852 standing 0.768 0.093 0.654 0.768 0.706 0.875 sitting 0.967 0.004 0.975 0.967 0.971 0.984 running 0.947 0.009 0.954 0.947 0.95 0.973 walking Weighted Avg. 0.794 0.035 0.795 0.794 0.792 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 38 16 0 0 0 0 0 1 | a = climbingdown 25 67 1 1 1 0 1 5 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 111 2 8 0 0 | d = lying 0 2 0 5 63 54 1 0 | e = standing 0 2 0 4 30 119 0 0 | f = sitting 0 1 2 0 0 1 119 0 | g = running 1 5 1 0 0 0 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 665 80.2171 % Incorrectly Classified Instances 164 19.7829 % Kappa statistic 0.7685 Mean absolute error 0.0526 Root mean squared error 0.2064 Relative absolute error 24.6358 % Root relative squared error 63.1406 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.031 0.6 0.655 0.626 0.867 climbingdown 0.725 0.029 0.779 0.725 0.751 0.9 climbingup 0.944 0.002 0.895 0.944 0.919 0.972 jumping 0.901 0.003 0.982 0.901 0.94 0.961 lying 0.632 0.078 0.59 0.632 0.61 0.845 standing 0.688 0.079 0.667 0.688 0.677 0.877 sitting 0.959 0.003 0.983 0.959 0.971 0.979 running 0.962 0.007 0.962 0.962 0.962 0.974 walking Weighted Avg. 0.802 0.034 0.809 0.802 0.805 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 36 17 1 0 0 1 0 0 | a = climbingdown 22 74 0 0 1 0 1 4 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 1 1 0 109 4 6 0 0 | d = lying 1 0 0 1 79 44 0 0 | e = standing 0 0 0 1 47 106 0 0 | f = sitting 0 0 1 0 2 1 118 1 | g = running 0 3 0 0 1 1 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 659 79.4934 % Incorrectly Classified Instances 170 20.5066 % Kappa statistic 0.7602 Mean absolute error 0.0515 Root mean squared error 0.1998 Relative absolute error 24.0895 % Root relative squared error 61.1343 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.509 0.027 0.571 0.509 0.538 0.89 climbingdown 0.765 0.047 0.696 0.765 0.729 0.918 climbingup 0.944 0.004 0.85 0.944 0.895 0.97 jumping 0.926 0.008 0.949 0.926 0.937 0.961 lying 0.656 0.08 0.594 0.656 0.624 0.883 standing 0.636 0.065 0.69 0.636 0.662 0.886 sitting 0.984 0.004 0.976 0.984 0.98 0.989 running 0.939 0.004 0.976 0.939 0.957 0.973 walking Weighted Avg. 0.795 0.034 0.797 0.795 0.795 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 28 25 1 0 0 0 1 0 | a = climbingdown 20 78 0 0 1 1 0 2 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 1 0 112 4 4 0 0 | d = lying 0 1 0 2 82 39 0 1 | e = standing 0 0 0 3 51 98 2 0 | f = sitting 0 0 2 0 0 0 121 0 | g = running 0 7 0 1 0 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 665 80.2171 % Incorrectly Classified Instances 164 19.7829 % Kappa statistic 0.7685 Mean absolute error 0.0521 Root mean squared error 0.2031 Relative absolute error 24.3948 % Root relative squared error 62.158 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.027 0.632 0.655 0.643 0.881 climbingdown 0.716 0.037 0.73 0.716 0.723 0.921 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.926 0.008 0.949 0.926 0.937 0.971 lying 0.608 0.068 0.613 0.608 0.61 0.835 standing 0.682 0.076 0.673 0.682 0.677 0.87 sitting 0.967 0 1 0.967 0.983 0.991 running 0.962 0.014 0.926 0.962 0.944 0.971 walking Weighted Avg. 0.802 0.034 0.803 0.802 0.802 0.923 === Confusion Matrix === a b c d e f g h <-- classified as 36 18 0 0 0 0 0 1 | a = climbingdown 20 73 0 0 0 1 0 8 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 112 3 5 0 0 | d = lying 0 1 0 3 76 45 0 0 | e = standing 0 3 0 3 42 105 0 1 | f = sitting 0 0 1 0 3 0 119 0 | g = running 1 4 0 0 0 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 664 80.0965 % Incorrectly Classified Instances 165 19.9035 % Kappa statistic 0.7674 Mean absolute error 0.0546 Root mean squared error 0.2051 Relative absolute error 25.556 % Root relative squared error 62.7521 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.041 0.549 0.709 0.619 0.873 climbingdown 0.637 0.029 0.756 0.637 0.691 0.873 climbingup 1 0 1 1 1 1 jumping 0.934 0.013 0.926 0.934 0.93 0.969 lying 0.6 0.063 0.63 0.6 0.615 0.866 standing 0.714 0.076 0.683 0.714 0.698 0.873 sitting 0.984 0.003 0.984 0.984 0.984 0.991 running 0.939 0.009 0.953 0.939 0.946 0.974 walking Weighted Avg. 0.801 0.033 0.805 0.801 0.802 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 39 15 0 0 0 0 0 1 | a = climbingdown 30 65 0 1 0 1 1 4 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 113 3 4 0 0 | d = lying 0 1 0 2 75 46 0 1 | e = standing 0 0 0 5 39 110 0 0 | f = sitting 0 1 0 0 1 0 120 0 | g = running 2 3 0 1 1 0 1 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 687 82.8709 % Incorrectly Classified Instances 142 17.1291 % Kappa statistic 0.7993 Mean absolute error 0.0473 Root mean squared error 0.1925 Relative absolute error 22.1308 % Root relative squared error 58.8788 % Total Number of Instances 829 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.643 0.017 0.735 0.643 0.686 0.856 climbingdown 0.802 0.033 0.771 0.802 0.786 0.921 climbingup 1 0.002 0.905 1 0.95 0.999 jumping 0.959 0.008 0.951 0.959 0.955 0.977 lying 0.544 0.048 0.667 0.544 0.599 0.855 standing 0.805 0.081 0.693 0.805 0.745 0.91 sitting 0.967 0 1 0.967 0.983 0.987 running 0.954 0.011 0.94 0.954 0.947 0.967 walking Weighted Avg. 0.829 0.031 0.828 0.829 0.826 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 36 19 0 1 0 0 0 0 | a = climbingdown 11 81 0 0 2 1 0 6 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 116 1 3 0 0 | d = lying 0 1 0 3 68 51 0 2 | e = standing 1 0 0 1 28 124 0 0 | f = sitting 0 0 2 0 2 0 118 0 | g = running 1 3 0 1 1 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 631 80.7939 % Incorrectly Classified Instances 150 19.2061 % Kappa statistic 0.7751 Mean absolute error 0.0504 Root mean squared error 0.2087 Relative absolute error 23.5709 % Root relative squared error 63.8292 % Total Number of Instances 781 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.563 0.018 0.675 0.563 0.614 0.838 climbingdown 0.732 0.036 0.774 0.732 0.752 0.876 climbingup 0.889 0.003 0.889 0.889 0.889 0.963 jumping 0.913 0.027 0.865 0.913 0.888 0.95 lying 0.652 0.056 0.67 0.652 0.661 0.863 standing 0.664 0.065 0.642 0.664 0.653 0.837 sitting 0.964 0.003 0.982 0.964 0.973 0.979 running 0.978 0.017 0.923 0.978 0.949 0.981 walking Weighted Avg. 0.808 0.032 0.805 0.808 0.806 0.913 === Confusion Matrix === a b c d e f g h <-- classified as 27 20 0 0 0 1 0 0 | a = climbingdown 13 82 1 3 1 3 0 9 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 0 0 0 115 5 5 0 1 | d = lying 0 1 0 5 75 33 0 1 | e = standing 0 1 0 9 29 77 0 0 | f = sitting 0 0 1 0 2 1 108 0 | g = running 0 2 0 1 0 0 0 131 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 636 81.4341 % Incorrectly Classified Instances 145 18.5659 % Kappa statistic 0.7831 Mean absolute error 0.0501 Root mean squared error 0.2055 Relative absolute error 23.4444 % Root relative squared error 62.8464 % Total Number of Instances 781 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.034 0.576 0.708 0.636 0.891 climbingdown 0.741 0.039 0.761 0.741 0.751 0.894 climbingup 0.667 0.001 0.923 0.667 0.774 0.888 jumping 0.952 0.008 0.96 0.952 0.956 0.977 lying 0.678 0.071 0.624 0.678 0.65 0.848 standing 0.672 0.045 0.722 0.672 0.696 0.846 sitting 0.964 0.009 0.947 0.964 0.956 0.98 running 0.918 0.008 0.961 0.918 0.939 0.954 walking Weighted Avg. 0.814 0.029 0.821 0.814 0.816 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 34 12 0 0 1 1 0 0 | a = climbingdown 20 83 0 0 4 0 0 5 | b = climbingup 0 2 12 0 0 0 4 0 | c = jumping 1 0 0 120 5 0 0 0 | d = lying 1 4 0 2 78 28 2 0 | e = standing 0 2 0 2 34 78 0 0 | f = sitting 0 0 1 1 2 0 108 0 | g = running 3 6 0 0 1 1 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 627 80.3846 % Incorrectly Classified Instances 153 19.6154 % Kappa statistic 0.7705 Mean absolute error 0.0527 Root mean squared error 0.2115 Relative absolute error 24.6308 % Root relative squared error 64.694 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.604 0.02 0.659 0.604 0.63 0.828 climbingdown 0.721 0.043 0.734 0.721 0.727 0.876 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.952 0.021 0.896 0.952 0.923 0.976 lying 0.626 0.048 0.692 0.626 0.658 0.869 standing 0.69 0.066 0.645 0.69 0.667 0.831 sitting 0.964 0.001 0.991 0.964 0.977 0.985 running 0.896 0.026 0.876 0.896 0.886 0.944 walking Weighted Avg. 0.804 0.033 0.802 0.804 0.802 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 29 18 0 0 0 0 0 1 | a = climbingdown 12 80 0 1 1 3 0 14 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 120 3 3 0 0 | d = lying 0 1 0 6 72 34 1 1 | e = standing 0 1 0 7 27 80 0 1 | f = sitting 1 0 1 0 0 2 108 0 | g = running 2 9 0 0 1 2 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 634 81.2821 % Incorrectly Classified Instances 146 18.7179 % Kappa statistic 0.7814 Mean absolute error 0.051 Root mean squared error 0.208 Relative absolute error 23.8566 % Root relative squared error 63.6138 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.031 0.589 0.688 0.635 0.833 climbingdown 0.676 0.045 0.714 0.676 0.694 0.852 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.898 0.02 0.898 0.898 0.898 0.94 lying 0.696 0.056 0.684 0.696 0.69 0.855 standing 0.707 0.05 0.713 0.707 0.71 0.861 sitting 0.982 0 1 0.982 0.991 0.991 running 0.917 0.014 0.931 0.917 0.924 0.958 walking Weighted Avg. 0.813 0.03 0.815 0.813 0.814 0.908 === Confusion Matrix === a b c d e f g h <-- classified as 33 13 1 0 1 0 0 0 | a = climbingdown 22 75 0 0 4 1 0 9 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 114 3 9 0 0 | d = lying 1 7 0 5 80 22 0 0 | e = standing 0 2 0 8 24 82 0 0 | f = sitting 0 0 0 0 2 0 110 0 | g = running 0 7 0 0 3 1 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 631 80.8974 % Incorrectly Classified Instances 149 19.1026 % Kappa statistic 0.7772 Mean absolute error 0.0512 Root mean squared error 0.2114 Relative absolute error 23.9599 % Root relative squared error 64.6327 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.038 0.563 0.735 0.637 0.874 climbingdown 0.649 0.028 0.791 0.649 0.713 0.841 climbingup 0.944 0.004 0.85 0.944 0.895 0.996 jumping 0.945 0.026 0.876 0.945 0.909 0.969 lying 0.737 0.054 0.7 0.737 0.718 0.869 standing 0.638 0.047 0.705 0.638 0.67 0.821 sitting 0.946 0.006 0.964 0.946 0.955 0.971 running 0.917 0.017 0.917 0.917 0.917 0.952 walking Weighted Avg. 0.809 0.029 0.812 0.809 0.808 0.906 === Confusion Matrix === a b c d e f g h <-- classified as 36 11 0 0 0 0 0 2 | a = climbingdown 22 72 0 4 1 4 0 8 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 1 1 0 120 3 2 0 0 | d = lying 2 1 0 4 84 22 1 0 | e = standing 1 0 0 9 30 74 2 0 | f = sitting 0 0 3 0 0 2 106 1 | g = running 2 6 0 0 2 1 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 646 82.8205 % Incorrectly Classified Instances 134 17.1795 % Kappa statistic 0.7993 Mean absolute error 0.0459 Root mean squared error 0.1972 Relative absolute error 21.47 % Root relative squared error 60.314 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.023 0.685 0.755 0.718 0.92 climbingdown 0.721 0.031 0.792 0.721 0.755 0.883 climbingup 0.882 0.004 0.833 0.882 0.857 0.968 jumping 0.921 0.012 0.936 0.921 0.929 0.955 lying 0.667 0.045 0.717 0.667 0.691 0.878 standing 0.776 0.054 0.714 0.776 0.744 0.88 sitting 0.982 0.003 0.982 0.982 0.982 0.991 running 0.902 0.026 0.876 0.902 0.889 0.944 walking Weighted Avg. 0.828 0.028 0.829 0.828 0.828 0.924 === Confusion Matrix === a b c d e f g h <-- classified as 37 11 0 0 0 1 0 0 | a = climbingdown 13 80 2 0 0 0 0 16 | b = climbingup 0 0 15 0 1 0 1 0 | c = jumping 1 0 0 117 6 3 0 0 | d = lying 0 1 0 4 76 31 1 1 | e = standing 1 2 0 3 20 90 0 0 | f = sitting 0 0 1 0 1 0 111 0 | g = running 2 7 0 1 2 1 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 629 80.641 % Incorrectly Classified Instances 151 19.359 % Kappa statistic 0.774 Mean absolute error 0.0514 Root mean squared error 0.2073 Relative absolute error 24.0504 % Root relative squared error 63.4014 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.036 0.552 0.667 0.604 0.859 climbingdown 0.67 0.043 0.721 0.67 0.694 0.867 climbingup 1 0.003 0.895 1 0.944 0.999 jumping 0.921 0.018 0.907 0.921 0.914 0.962 lying 0.658 0.057 0.664 0.658 0.661 0.864 standing 0.707 0.05 0.713 0.707 0.71 0.866 sitting 0.991 0 1 0.991 0.996 1 running 0.895 0.017 0.915 0.895 0.905 0.955 walking Weighted Avg. 0.806 0.03 0.809 0.806 0.807 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 32 12 0 0 2 0 0 2 | a = climbingdown 21 75 1 2 3 1 0 9 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 117 2 7 0 0 | d = lying 1 4 0 9 75 25 0 0 | e = standing 2 1 0 1 30 82 0 0 | f = sitting 0 0 1 0 0 0 112 0 | g = running 1 12 0 0 1 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 607 77.8205 % Incorrectly Classified Instances 173 22.1795 % Kappa statistic 0.7407 Mean absolute error 0.057 Root mean squared error 0.222 Relative absolute error 26.6668 % Root relative squared error 67.8784 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.625 0.022 0.652 0.625 0.638 0.872 climbingdown 0.705 0.048 0.712 0.705 0.709 0.872 climbingup 0.944 0.001 0.944 0.944 0.944 0.972 jumping 0.857 0.023 0.878 0.857 0.867 0.939 lying 0.667 0.081 0.585 0.667 0.623 0.825 standing 0.603 0.051 0.673 0.603 0.636 0.845 sitting 0.956 0.006 0.964 0.956 0.96 0.975 running 0.895 0.026 0.875 0.895 0.885 0.955 walking Weighted Avg. 0.778 0.037 0.78 0.778 0.779 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 30 15 0 0 1 0 0 2 | a = climbingdown 14 79 1 1 1 2 0 14 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 2 0 108 9 6 1 0 | d = lying 0 2 0 10 76 23 2 1 | e = standing 1 1 0 3 41 70 0 0 | f = sitting 0 1 0 1 1 2 108 0 | g = running 1 11 0 0 1 1 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 623 79.8718 % Incorrectly Classified Instances 157 20.1282 % Kappa statistic 0.7647 Mean absolute error 0.0533 Root mean squared error 0.2145 Relative absolute error 24.9042 % Root relative squared error 65.5878 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.02 0.681 0.667 0.674 0.86 climbingdown 0.688 0.048 0.706 0.688 0.697 0.849 climbingup 1 0 1 1 1 1 jumping 0.913 0.015 0.92 0.913 0.916 0.953 lying 0.684 0.069 0.629 0.684 0.655 0.871 standing 0.621 0.051 0.679 0.621 0.649 0.843 sitting 0.982 0.006 0.965 0.982 0.974 0.99 running 0.902 0.025 0.882 0.902 0.892 0.956 walking Weighted Avg. 0.799 0.033 0.798 0.799 0.798 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 32 15 0 1 0 0 0 0 | a = climbingdown 14 77 0 0 5 1 0 15 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 1 3 0 115 3 3 1 0 | d = lying 0 1 0 3 78 28 3 1 | e = standing 0 1 0 6 37 72 0 0 | f = sitting 0 0 0 0 1 1 111 0 | g = running 0 12 0 0 0 1 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 624 80 % Incorrectly Classified Instances 156 20 % Kappa statistic 0.7662 Mean absolute error 0.0515 Root mean squared error 0.2101 Relative absolute error 24.0701 % Root relative squared error 64.2509 % Total Number of Instances 780 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.542 0.025 0.591 0.542 0.565 0.865 climbingdown 0.688 0.049 0.7 0.688 0.694 0.83 climbingup 1 0.004 0.857 1 0.923 0.999 jumping 0.881 0.018 0.902 0.881 0.892 0.95 lying 0.643 0.06 0.649 0.643 0.646 0.855 standing 0.741 0.053 0.711 0.741 0.726 0.864 sitting 0.982 0.003 0.982 0.982 0.982 0.989 running 0.917 0.02 0.904 0.917 0.91 0.968 walking Weighted Avg. 0.8 0.032 0.799 0.8 0.799 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 26 20 1 0 1 0 0 0 | a = climbingdown 17 77 1 4 2 1 0 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 111 12 3 0 0 | d = lying 1 0 0 5 74 30 2 3 | e = standing 0 3 0 3 24 86 0 0 | f = sitting 0 0 1 0 1 0 110 0 | g = running 0 10 0 0 0 1 0 122 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 636 78.1327 % Incorrectly Classified Instances 178 21.8673 % Kappa statistic 0.7445 Mean absolute error 0.0578 Root mean squared error 0.215 Relative absolute error 27.0519 % Root relative squared error 65.7515 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.615 0.03 0.582 0.615 0.598 0.895 climbingdown 0.73 0.043 0.73 0.73 0.73 0.896 climbingup 1 0 1 1 1 1 jumping 0.893 0.022 0.878 0.893 0.885 0.959 lying 0.574 0.062 0.659 0.574 0.614 0.843 standing 0.625 0.081 0.573 0.625 0.598 0.812 sitting 0.976 0.007 0.96 0.976 0.968 0.991 running 0.946 0.01 0.946 0.946 0.946 0.97 walking Weighted Avg. 0.781 0.036 0.781 0.781 0.781 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 32 18 0 1 0 0 0 1 | a = climbingdown 22 81 0 1 2 0 1 4 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 108 1 10 0 1 | d = lying 0 5 0 7 81 44 4 0 | e = standing 1 0 0 5 38 75 0 1 | f = sitting 0 2 0 0 1 0 120 0 | g = running 0 4 0 1 0 2 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 662 81.3268 % Incorrectly Classified Instances 152 18.6732 % Kappa statistic 0.7818 Mean absolute error 0.0509 Root mean squared error 0.2018 Relative absolute error 23.8039 % Root relative squared error 61.7316 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.519 0.038 0.482 0.519 0.5 0.816 climbingdown 0.714 0.047 0.708 0.714 0.711 0.897 climbingup 1 0 1 1 1 1 jumping 0.942 0.012 0.934 0.942 0.938 0.966 lying 0.738 0.055 0.738 0.738 0.738 0.89 standing 0.65 0.053 0.678 0.65 0.664 0.834 sitting 0.984 0.007 0.96 0.984 0.972 0.991 running 0.945 0.004 0.976 0.945 0.96 0.981 walking Weighted Avg. 0.813 0.03 0.814 0.813 0.814 0.921 === Confusion Matrix === a b c d e f g h <-- classified as 27 22 0 0 1 0 0 2 | a = climbingdown 28 80 0 1 1 1 0 1 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 114 2 4 0 0 | d = lying 1 1 0 2 104 31 2 0 | e = standing 0 2 0 5 32 78 3 0 | f = sitting 0 2 0 0 0 0 121 0 | g = running 0 5 0 0 1 1 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 641 78.7469 % Incorrectly Classified Instances 173 21.2531 % Kappa statistic 0.7516 Mean absolute error 0.0563 Root mean squared error 0.2139 Relative absolute error 26.3483 % Root relative squared error 65.4234 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.034 0.559 0.635 0.595 0.815 climbingdown 0.67 0.038 0.735 0.67 0.701 0.894 climbingup 1 0 1 1 1 1 jumping 0.876 0.009 0.946 0.876 0.91 0.941 lying 0.674 0.08 0.638 0.674 0.655 0.845 standing 0.633 0.065 0.628 0.633 0.631 0.865 sitting 0.976 0.006 0.968 0.976 0.972 0.986 running 0.93 0.016 0.915 0.93 0.922 0.966 walking Weighted Avg. 0.787 0.036 0.792 0.787 0.789 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 33 16 0 0 1 0 0 2 | a = climbingdown 24 75 0 0 4 1 1 7 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 3 0 106 5 6 0 1 | d = lying 1 2 0 3 95 36 3 1 | e = standing 0 0 0 3 41 76 0 0 | f = sitting 0 0 0 0 2 1 120 0 | g = running 1 6 0 0 1 1 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 656 80.5897 % Incorrectly Classified Instances 158 19.4103 % Kappa statistic 0.7733 Mean absolute error 0.0524 Root mean squared error 0.2061 Relative absolute error 24.5181 % Root relative squared error 63.0262 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.034 0.559 0.623 0.589 0.849 climbingdown 0.705 0.037 0.752 0.705 0.728 0.898 climbingup 1 0 1 1 1 1 jumping 0.934 0.012 0.934 0.934 0.934 0.965 lying 0.671 0.059 0.701 0.671 0.686 0.876 standing 0.661 0.066 0.635 0.661 0.648 0.858 sitting 0.967 0.001 0.992 0.967 0.979 0.986 running 0.953 0.016 0.917 0.953 0.935 0.973 walking Weighted Avg. 0.806 0.032 0.808 0.806 0.806 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 33 18 0 1 0 0 0 1 | a = climbingdown 25 79 0 0 0 0 0 8 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 113 1 6 0 0 | d = lying 1 0 0 3 94 40 1 1 | e = standing 0 2 0 3 35 80 0 1 | f = sitting 0 0 0 0 4 0 118 0 | g = running 0 5 0 1 0 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 664 81.5725 % Incorrectly Classified Instances 150 18.4275 % Kappa statistic 0.785 Mean absolute error 0.0505 Root mean squared error 0.2022 Relative absolute error 23.5945 % Root relative squared error 61.826 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.811 0.038 0.597 0.811 0.688 0.909 climbingdown 0.732 0.02 0.854 0.732 0.788 0.894 climbingup 0.941 0.003 0.889 0.941 0.914 0.969 jumping 0.959 0.019 0.899 0.959 0.928 0.985 lying 0.7 0.068 0.681 0.7 0.69 0.87 standing 0.587 0.055 0.651 0.587 0.617 0.847 sitting 0.934 0.006 0.966 0.934 0.95 0.968 running 0.969 0.006 0.969 0.969 0.969 0.981 walking Weighted Avg. 0.816 0.03 0.82 0.816 0.816 0.924 === Confusion Matrix === a b c d e f g h <-- classified as 43 10 0 0 0 0 0 0 | a = climbingdown 24 82 0 1 0 0 2 3 | b = climbingup 0 1 16 0 0 0 0 0 | c = jumping 0 0 0 116 0 5 0 0 | d = lying 2 0 0 5 98 33 1 1 | e = standing 1 0 0 6 42 71 1 0 | f = sitting 1 0 2 1 4 0 114 0 | g = running 1 3 0 0 0 0 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 666 81.8182 % Incorrectly Classified Instances 148 18.1818 % Kappa statistic 0.7877 Mean absolute error 0.0493 Root mean squared error 0.2008 Relative absolute error 23.06 % Root relative squared error 61.4078 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.035 0.609 0.792 0.689 0.89 climbingdown 0.688 0.027 0.802 0.688 0.74 0.89 climbingup 1 0 1 1 1 1 jumping 0.967 0.01 0.944 0.967 0.955 0.987 lying 0.729 0.076 0.667 0.729 0.696 0.852 standing 0.612 0.051 0.679 0.612 0.643 0.824 sitting 0.951 0.001 0.991 0.951 0.971 0.975 running 0.945 0.012 0.938 0.945 0.942 0.975 walking Weighted Avg. 0.818 0.03 0.823 0.818 0.819 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 42 10 0 0 1 0 0 0 | a = climbingdown 25 77 0 3 2 0 0 5 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 0 117 1 1 0 0 | d = lying 1 1 0 1 102 34 1 0 | e = standing 0 0 0 1 44 74 0 2 | f = sitting 0 2 0 0 3 0 116 1 | g = running 1 4 0 2 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 654 80.344 % Incorrectly Classified Instances 160 19.656 % Kappa statistic 0.7701 Mean absolute error 0.0542 Root mean squared error 0.2071 Relative absolute error 25.3253 % Root relative squared error 63.3424 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.026 0.623 0.623 0.623 0.9 climbingdown 0.766 0.034 0.78 0.766 0.773 0.909 climbingup 0.941 0 1 0.941 0.97 0.996 jumping 0.959 0.017 0.907 0.959 0.932 0.982 lying 0.674 0.071 0.664 0.674 0.669 0.849 standing 0.558 0.065 0.598 0.558 0.578 0.814 sitting 0.975 0.006 0.967 0.975 0.971 0.984 running 0.953 0.01 0.946 0.953 0.949 0.972 walking Weighted Avg. 0.803 0.033 0.801 0.803 0.802 0.918 === Confusion Matrix === a b c d e f g h <-- classified as 33 19 0 0 1 0 0 0 | a = climbingdown 18 85 0 0 1 0 1 6 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 117 2 3 0 0 | d = lying 1 0 0 3 95 40 1 1 | e = standing 0 1 0 8 43 67 1 0 | f = sitting 0 0 0 0 1 2 119 0 | g = running 1 4 0 1 0 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 658 80.8354 % Incorrectly Classified Instances 156 19.1646 % Kappa statistic 0.7756 Mean absolute error 0.0503 Root mean squared error 0.2009 Relative absolute error 23.5034 % Root relative squared error 61.441 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.472 0.025 0.568 0.472 0.515 0.878 climbingdown 0.766 0.048 0.714 0.766 0.739 0.928 climbingup 1 0 1 1 1 1 jumping 0.926 0.009 0.95 0.926 0.938 0.97 lying 0.745 0.074 0.677 0.745 0.709 0.872 standing 0.608 0.055 0.658 0.608 0.632 0.874 sitting 0.975 0.003 0.983 0.975 0.979 0.988 running 0.945 0.01 0.945 0.945 0.945 0.982 walking Weighted Avg. 0.808 0.032 0.808 0.808 0.807 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 25 27 0 0 0 0 0 1 | a = climbingdown 16 85 0 0 2 2 0 6 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 113 2 5 1 0 | d = lying 1 1 0 2 105 31 1 0 | e = standing 0 0 0 4 43 73 0 0 | f = sitting 0 0 0 0 3 0 119 0 | g = running 1 6 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 648 79.6069 % Incorrectly Classified Instances 166 20.3931 % Kappa statistic 0.7618 Mean absolute error 0.0558 Root mean squared error 0.2085 Relative absolute error 26.1094 % Root relative squared error 63.777 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.032 0.6 0.679 0.637 0.896 climbingdown 0.721 0.037 0.755 0.721 0.737 0.894 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.902 0.022 0.88 0.902 0.891 0.951 lying 0.66 0.062 0.689 0.66 0.674 0.861 standing 0.65 0.069 0.619 0.65 0.634 0.871 sitting 0.959 0.006 0.967 0.959 0.963 0.984 running 0.922 0.01 0.944 0.922 0.933 0.963 walking Weighted Avg. 0.796 0.034 0.799 0.796 0.797 0.919 === Confusion Matrix === a b c d e f g h <-- classified as 36 13 0 1 1 0 1 1 | a = climbingdown 23 80 0 1 1 0 1 5 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 1 1 0 110 2 8 0 0 | d = lying 0 4 0 5 93 39 0 0 | e = standing 0 0 0 7 34 78 1 0 | f = sitting 0 0 0 0 4 0 117 1 | g = running 0 8 0 1 0 1 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 654 80.344 % Incorrectly Classified Instances 160 19.656 % Kappa statistic 0.7704 Mean absolute error 0.0534 Root mean squared error 0.2054 Relative absolute error 24.973 % Root relative squared error 62.828 % Total Number of Instances 814 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.037 0.541 0.623 0.579 0.816 climbingdown 0.703 0.031 0.78 0.703 0.739 0.904 climbingup 1 0.005 0.81 1 0.895 0.997 jumping 0.917 0.016 0.91 0.917 0.914 0.966 lying 0.759 0.08 0.665 0.759 0.709 0.874 standing 0.6 0.05 0.673 0.6 0.634 0.831 sitting 0.943 0.001 0.991 0.943 0.967 0.974 running 0.938 0.007 0.96 0.938 0.949 0.976 walking Weighted Avg. 0.803 0.032 0.809 0.803 0.805 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 33 18 0 1 1 0 0 0 | a = climbingdown 27 78 0 1 1 0 0 4 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 1 111 6 3 0 0 | d = lying 0 0 1 0 107 31 1 1 | e = standing 0 0 0 8 40 72 0 0 | f = sitting 0 0 2 0 5 0 116 0 | g = running 1 4 0 1 1 1 0 120 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 692 89.0605 % Incorrectly Classified Instances 85 10.9395 % Kappa statistic 0.8723 Mean absolute error 0.0289 Root mean squared error 0.1566 Relative absolute error 13.5058 % Root relative squared error 47.8652 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.51 0.033 0.51 0.51 0.51 0.815 climbingdown 0.806 0.032 0.782 0.806 0.794 0.868 climbingup 0.905 0.003 0.905 0.905 0.905 0.975 jumping 0.829 0.014 0.919 0.829 0.872 0.961 lying 0.983 0.009 0.952 0.983 0.967 0.987 standing 0.929 0.026 0.86 0.929 0.893 0.964 sitting 0.952 0.005 0.975 0.952 0.963 0.977 running 0.977 0.003 0.984 0.977 0.981 0.986 walking Weighted Avg. 0.891 0.015 0.892 0.891 0.891 0.952 === Confusion Matrix === a b c d e f g h <-- classified as 25 18 1 0 0 0 3 2 | a = climbingdown 19 79 0 0 0 0 0 0 | b = climbingup 1 1 19 0 0 0 0 0 | c = jumping 1 0 0 102 4 16 0 0 | d = lying 0 0 0 1 118 1 0 0 | e = standing 0 0 0 8 0 104 0 0 | f = sitting 2 1 1 0 2 0 118 0 | g = running 1 2 0 0 0 0 0 127 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 681 87.6448 % Incorrectly Classified Instances 96 12.3552 % Kappa statistic 0.8557 Mean absolute error 0.0335 Root mean squared error 0.1707 Relative absolute error 15.6353 % Root relative squared error 52.1932 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.033 0.571 0.653 0.61 0.83 climbingdown 0.724 0.049 0.683 0.724 0.703 0.86 climbingup 0.7 0.004 0.824 0.7 0.757 0.848 jumping 0.886 0.017 0.908 0.886 0.897 0.947 lying 0.983 0.015 0.922 0.983 0.952 0.986 standing 0.902 0.009 0.944 0.902 0.922 0.948 sitting 0.919 0.008 0.958 0.919 0.938 0.96 running 0.931 0.006 0.968 0.931 0.949 0.967 walking Weighted Avg. 0.876 0.017 0.882 0.876 0.878 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 32 14 1 0 0 0 2 0 | a = climbingdown 19 71 2 0 0 0 2 4 | b = climbingup 0 5 14 0 0 0 1 0 | c = jumping 0 1 0 109 7 6 0 0 | d = lying 0 1 0 1 119 0 0 0 | e = standing 0 0 0 10 1 101 0 0 | f = sitting 5 4 0 0 1 0 114 0 | g = running 0 8 0 0 1 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 685 88.1596 % Incorrectly Classified Instances 92 11.8404 % Kappa statistic 0.8618 Mean absolute error 0.0304 Root mean squared error 0.1602 Relative absolute error 14.2218 % Root relative squared error 48.9674 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.58 0.037 0.518 0.58 0.547 0.811 climbingdown 0.714 0.034 0.753 0.714 0.733 0.887 climbingup 0.85 0.004 0.85 0.85 0.85 0.919 jumping 0.919 0.017 0.911 0.919 0.915 0.948 lying 0.908 0.014 0.924 0.908 0.916 0.94 standing 0.938 0.015 0.913 0.938 0.925 0.976 sitting 0.935 0.006 0.967 0.935 0.951 0.98 running 0.969 0.008 0.962 0.969 0.966 0.985 walking Weighted Avg. 0.882 0.016 0.884 0.882 0.882 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 29 17 1 0 0 0 1 2 | a = climbingdown 19 70 2 0 1 0 3 3 | b = climbingup 3 0 17 0 0 0 0 0 | c = jumping 0 0 0 113 4 6 0 0 | d = lying 0 1 0 7 109 3 0 0 | e = standing 0 0 0 4 3 105 0 0 | f = sitting 4 2 0 0 1 1 116 0 | g = running 1 3 0 0 0 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 683 87.9022 % Incorrectly Classified Instances 94 12.0978 % Kappa statistic 0.8586 Mean absolute error 0.0319 Root mean squared error 0.1654 Relative absolute error 14.9108 % Root relative squared error 50.572 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.54 0.03 0.551 0.54 0.545 0.8 climbingdown 0.704 0.04 0.719 0.704 0.711 0.88 climbingup 0.75 0.004 0.833 0.75 0.789 0.897 jumping 0.902 0.017 0.91 0.902 0.906 0.955 lying 0.975 0.012 0.936 0.975 0.955 0.982 standing 0.911 0.011 0.936 0.911 0.923 0.952 sitting 0.952 0.012 0.937 0.952 0.944 0.97 running 0.954 0.012 0.939 0.954 0.947 0.974 walking Weighted Avg. 0.879 0.017 0.878 0.879 0.878 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 27 17 0 0 0 0 4 2 | a = climbingdown 19 69 2 0 0 0 3 5 | b = climbingup 0 5 15 0 0 0 0 0 | c = jumping 0 0 0 111 5 7 0 0 | d = lying 0 0 0 2 117 0 1 0 | e = standing 0 0 0 8 2 102 0 0 | f = sitting 0 3 1 1 0 0 118 1 | g = running 3 2 0 0 1 0 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 682 87.7735 % Incorrectly Classified Instances 95 12.2265 % Kappa statistic 0.8573 Mean absolute error 0.0323 Root mean squared error 0.1659 Relative absolute error 15.102 % Root relative squared error 50.6945 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.6 0.023 0.638 0.6 0.619 0.817 climbingdown 0.753 0.037 0.745 0.753 0.749 0.892 climbingup 0.667 0.013 0.583 0.667 0.622 0.939 jumping 0.927 0.021 0.891 0.927 0.908 0.955 lying 0.933 0.02 0.896 0.933 0.914 0.972 standing 0.875 0.011 0.933 0.875 0.903 0.944 sitting 0.927 0.011 0.943 0.927 0.935 0.97 running 0.969 0.003 0.984 0.969 0.977 0.987 walking Weighted Avg. 0.878 0.017 0.879 0.878 0.878 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 30 15 4 0 0 0 1 0 | a = climbingdown 11 73 5 1 2 0 3 2 | b = climbingup 1 4 14 0 0 0 2 0 | c = jumping 0 0 0 114 3 6 0 0 | d = lying 0 0 0 7 112 1 0 0 | e = standing 0 0 0 6 7 98 1 0 | f = sitting 2 5 1 0 1 0 115 0 | g = running 3 1 0 0 0 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 667 85.843 % Incorrectly Classified Instances 110 14.157 % Kappa statistic 0.8346 Mean absolute error 0.037 Root mean squared error 0.1777 Relative absolute error 17.2996 % Root relative squared error 54.3099 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.48 0.036 0.48 0.48 0.48 0.767 climbingdown 0.684 0.04 0.713 0.684 0.698 0.848 climbingup 0.619 0.008 0.684 0.619 0.65 0.829 jumping 0.862 0.017 0.906 0.862 0.883 0.944 lying 0.933 0.02 0.896 0.933 0.914 0.969 standing 0.92 0.014 0.92 0.92 0.92 0.968 sitting 0.935 0.014 0.927 0.935 0.931 0.97 running 0.977 0.014 0.934 0.977 0.955 0.985 walking Weighted Avg. 0.858 0.02 0.857 0.858 0.857 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 24 19 1 0 0 0 4 2 | a = climbingdown 18 67 4 0 0 0 3 6 | b = climbingup 5 3 13 0 0 0 0 0 | c = jumping 0 0 0 106 8 8 0 1 | d = lying 0 0 0 5 112 1 2 0 | e = standing 0 0 0 6 3 103 0 0 | f = sitting 2 3 1 0 2 0 115 0 | g = running 1 2 0 0 0 0 0 127 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 675 86.8726 % Incorrectly Classified Instances 102 13.1274 % Kappa statistic 0.847 Mean absolute error 0.0348 Root mean squared error 0.1729 Relative absolute error 16.2755 % Root relative squared error 52.8395 % Total Number of Instances 777 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.58 0.041 0.492 0.58 0.532 0.821 climbingdown 0.735 0.038 0.735 0.735 0.735 0.888 climbingup 0.714 0.011 0.652 0.714 0.682 0.875 jumping 0.894 0.021 0.887 0.894 0.891 0.953 lying 0.933 0.009 0.949 0.933 0.941 0.961 standing 0.911 0.017 0.903 0.911 0.907 0.974 sitting 0.894 0.006 0.965 0.894 0.928 0.961 running 0.962 0.005 0.977 0.962 0.969 0.988 walking Weighted Avg. 0.869 0.017 0.875 0.869 0.871 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 29 15 1 0 0 0 3 2 | a = climbingdown 22 72 4 0 0 0 0 0 | b = climbingup 5 0 15 0 0 0 0 1 | c = jumping 0 1 0 110 3 9 0 0 | d = lying 0 1 0 5 112 2 0 0 | e = standing 0 0 0 8 1 102 1 0 | f = sitting 3 7 2 1 0 0 110 0 | g = running 0 2 1 0 2 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 684 88.1443 % Incorrectly Classified Instances 92 11.8557 % Kappa statistic 0.8614 Mean absolute error 0.0314 Root mean squared error 0.1658 Relative absolute error 14.6594 % Root relative squared error 50.6905 % Total Number of Instances 776 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.51 0.029 0.543 0.51 0.526 0.786 climbingdown 0.745 0.046 0.702 0.745 0.723 0.857 climbingup 0.667 0.003 0.875 0.667 0.757 0.856 jumping 0.911 0.018 0.903 0.911 0.907 0.969 lying 0.942 0.008 0.958 0.942 0.95 0.97 standing 0.928 0.012 0.928 0.928 0.928 0.961 sitting 0.967 0.012 0.937 0.967 0.952 0.978 running 0.954 0.008 0.962 0.954 0.958 0.971 walking Weighted Avg. 0.881 0.017 0.881 0.881 0.881 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 25 20 0 0 0 0 3 1 | a = climbingdown 16 73 2 0 1 0 4 2 | b = climbingup 2 3 14 0 0 0 1 1 | c = jumping 0 1 0 112 3 7 0 0 | d = lying 0 0 0 5 113 1 0 1 | e = standing 0 1 0 7 0 103 0 0 | f = sitting 0 3 0 0 1 0 119 0 | g = running 3 3 0 0 0 0 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 680 87.6289 % Incorrectly Classified Instances 96 12.3711 % Kappa statistic 0.8557 Mean absolute error 0.0331 Root mean squared error 0.1678 Relative absolute error 15.4835 % Root relative squared error 51.2976 % Total Number of Instances 776 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.036 0.552 0.653 0.598 0.843 climbingdown 0.704 0.038 0.726 0.704 0.715 0.874 climbingup 0.714 0.008 0.714 0.714 0.714 0.855 jumping 0.911 0.021 0.89 0.911 0.9 0.962 lying 0.925 0.014 0.925 0.925 0.925 0.956 standing 0.883 0.009 0.942 0.883 0.912 0.95 sitting 0.927 0.011 0.942 0.927 0.934 0.965 running 0.985 0.003 0.985 0.985 0.985 0.99 walking Weighted Avg. 0.876 0.016 0.88 0.876 0.878 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 32 13 2 0 0 0 2 0 | a = climbingdown 21 69 3 1 0 0 3 1 | b = climbingup 3 3 15 0 0 0 0 0 | c = jumping 0 1 0 113 5 5 0 0 | d = lying 1 1 0 4 111 1 1 1 | e = standing 0 0 0 9 3 98 1 0 | f = sitting 0 7 1 0 1 0 114 0 | g = running 1 1 0 0 0 0 0 128 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 675 86.9845 % Incorrectly Classified Instances 101 13.0155 % Kappa statistic 0.848 Mean absolute error 0.0337 Root mean squared error 0.1702 Relative absolute error 15.7265 % Root relative squared error 52.0184 % Total Number of Instances 776 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.028 0.592 0.592 0.592 0.863 climbingdown 0.735 0.043 0.713 0.735 0.724 0.9 climbingup 0.714 0.008 0.714 0.714 0.714 0.853 jumping 0.911 0.028 0.862 0.911 0.885 0.949 lying 0.942 0.015 0.919 0.942 0.93 0.966 standing 0.865 0.008 0.95 0.865 0.906 0.96 sitting 0.919 0.009 0.95 0.919 0.934 0.956 running 0.954 0.011 0.947 0.954 0.95 0.978 walking Weighted Avg. 0.87 0.018 0.872 0.87 0.87 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 29 16 1 0 0 0 2 1 | a = climbingdown 15 72 3 0 0 0 3 5 | b = climbingup 1 5 15 0 0 0 0 0 | c = jumping 0 0 0 112 7 4 0 0 | d = lying 0 0 0 5 113 1 1 0 | e = standing 0 0 0 13 2 96 0 0 | f = sitting 3 4 1 0 1 0 114 1 | g = running 1 4 1 0 0 0 0 124 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 665 85.8065 % Incorrectly Classified Instances 110 14.1935 % Kappa statistic 0.8341 Mean absolute error 0.0388 Root mean squared error 0.1788 Relative absolute error 18.1296 % Root relative squared error 54.6647 % Total Number of Instances 775 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.545 0.026 0.612 0.545 0.577 0.828 climbingdown 0.747 0.037 0.74 0.747 0.743 0.89 climbingup 0.882 0.007 0.75 0.882 0.811 0.939 jumping 0.943 0.008 0.958 0.943 0.95 0.973 lying 0.787 0.03 0.81 0.787 0.798 0.896 standing 0.878 0.036 0.833 0.878 0.855 0.942 sitting 0.949 0.003 0.982 0.949 0.965 0.98 running 0.946 0.017 0.918 0.946 0.932 0.98 walking Weighted Avg. 0.858 0.021 0.857 0.858 0.857 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 30 19 1 0 1 0 0 4 | a = climbingdown 17 71 2 0 0 0 0 5 | b = climbingup 1 0 15 0 0 0 1 0 | c = jumping 0 1 0 115 2 4 0 0 | d = lying 0 1 0 4 85 17 1 0 | e = standing 0 0 0 1 14 115 0 1 | f = sitting 0 0 2 0 3 0 111 1 | g = running 1 4 0 0 0 2 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 660 85.1613 % Incorrectly Classified Instances 115 14.8387 % Kappa statistic 0.8266 Mean absolute error 0.0404 Root mean squared error 0.1798 Relative absolute error 18.8795 % Root relative squared error 54.9649 % Total Number of Instances 775 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.444 0.037 0.471 0.444 0.457 0.864 climbingdown 0.688 0.049 0.667 0.688 0.677 0.87 climbingup 0.882 0.004 0.833 0.882 0.857 0.941 jumping 0.967 0.008 0.959 0.967 0.963 0.985 lying 0.889 0.027 0.842 0.889 0.865 0.96 standing 0.817 0.03 0.849 0.817 0.833 0.955 sitting 0.983 0.003 0.983 0.983 0.983 0.989 running 0.915 0.012 0.937 0.915 0.926 0.953 walking Weighted Avg. 0.852 0.021 0.851 0.852 0.851 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 24 26 0 0 0 0 0 4 | a = climbingdown 22 66 2 0 0 2 1 3 | b = climbingup 0 1 15 0 0 0 1 0 | c = jumping 1 0 0 117 0 3 0 0 | d = lying 0 0 0 0 96 12 0 0 | e = standing 0 1 0 5 18 107 0 0 | f = sitting 1 0 0 0 0 0 116 1 | g = running 3 5 1 0 0 2 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 662 85.5297 % Incorrectly Classified Instances 112 14.4703 % Kappa statistic 0.8307 Mean absolute error 0.0389 Root mean squared error 0.1809 Relative absolute error 18.1864 % Root relative squared error 55.3206 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.574 0.025 0.633 0.574 0.602 0.837 climbingdown 0.781 0.032 0.773 0.781 0.777 0.902 climbingup 0.875 0.003 0.875 0.875 0.875 0.935 jumping 0.934 0.012 0.934 0.934 0.934 0.97 lying 0.796 0.042 0.754 0.796 0.775 0.909 standing 0.809 0.036 0.822 0.809 0.815 0.906 sitting 0.983 0.002 0.991 0.983 0.987 0.995 running 0.931 0.016 0.924 0.931 0.927 0.968 walking Weighted Avg. 0.855 0.022 0.855 0.855 0.855 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 31 18 0 0 0 0 0 5 | a = climbingdown 12 75 2 2 0 0 0 5 | b = climbingup 1 1 14 0 0 0 0 0 | c = jumping 0 0 0 113 4 4 0 0 | d = lying 1 0 0 3 86 17 1 0 | e = standing 0 1 0 3 21 106 0 0 | f = sitting 0 0 0 0 2 0 116 0 | g = running 4 2 0 0 1 2 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 657 84.8837 % Incorrectly Classified Instances 117 15.1163 % Kappa statistic 0.8234 Mean absolute error 0.04 Root mean squared error 0.1871 Relative absolute error 18.6899 % Root relative squared error 57.2332 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.033 0.6 0.667 0.632 0.831 climbingdown 0.75 0.043 0.713 0.75 0.731 0.871 climbingup 0.625 0.005 0.714 0.625 0.667 0.808 jumping 0.917 0.006 0.965 0.917 0.941 0.964 lying 0.796 0.036 0.782 0.796 0.789 0.891 standing 0.84 0.042 0.803 0.84 0.821 0.93 sitting 0.983 0.003 0.983 0.983 0.983 0.99 running 0.892 0.005 0.975 0.892 0.932 0.951 walking Weighted Avg. 0.849 0.022 0.855 0.849 0.851 0.926 === Confusion Matrix === a b c d e f g h <-- classified as 36 17 0 0 0 0 0 1 | a = climbingdown 17 72 2 1 2 0 0 2 | b = climbingup 2 3 10 0 0 0 1 0 | c = jumping 0 1 0 111 2 7 0 0 | d = lying 0 1 0 0 86 20 1 0 | e = standing 0 0 0 3 18 110 0 0 | f = sitting 0 0 1 0 1 0 116 0 | g = running 5 7 1 0 1 0 0 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 670 86.5633 % Incorrectly Classified Instances 104 13.4367 % Kappa statistic 0.8429 Mean absolute error 0.0365 Root mean squared error 0.1754 Relative absolute error 17.0707 % Root relative squared error 53.6287 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.463 0.025 0.581 0.463 0.515 0.796 climbingdown 0.758 0.046 0.699 0.758 0.727 0.879 climbingup 0.882 0.004 0.833 0.882 0.857 0.939 jumping 1 0.005 0.976 1 0.988 0.998 lying 0.841 0.034 0.796 0.841 0.818 0.923 standing 0.832 0.022 0.886 0.832 0.858 0.937 sitting 0.966 0.003 0.983 0.966 0.974 0.986 running 0.946 0.016 0.925 0.946 0.935 0.973 walking Weighted Avg. 0.866 0.02 0.864 0.866 0.864 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 25 25 0 0 0 0 0 4 | a = climbingdown 16 72 1 0 1 0 0 5 | b = climbingup 0 1 15 0 0 0 1 0 | c = jumping 0 0 0 122 0 0 0 0 | d = lying 0 1 1 1 90 13 1 0 | e = standing 0 0 0 2 20 109 0 0 | f = sitting 0 0 0 0 2 1 114 1 | g = running 2 4 1 0 0 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 669 86.4341 % Incorrectly Classified Instances 105 13.5659 % Kappa statistic 0.8415 Mean absolute error 0.038 Root mean squared error 0.1777 Relative absolute error 17.7544 % Root relative squared error 54.3276 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.024 0.673 0.648 0.66 0.906 climbingdown 0.832 0.04 0.745 0.832 0.786 0.919 climbingup 0.882 0.001 0.938 0.882 0.909 0.94 jumping 0.975 0.009 0.952 0.975 0.964 0.989 lying 0.804 0.04 0.761 0.804 0.782 0.882 standing 0.802 0.03 0.847 0.802 0.824 0.906 sitting 0.958 0.002 0.991 0.958 0.974 0.978 running 0.9 0.011 0.944 0.9 0.921 0.952 walking Weighted Avg. 0.864 0.021 0.867 0.864 0.865 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 35 18 0 0 0 0 0 1 | a = climbingdown 10 79 0 1 0 0 0 5 | b = climbingup 0 1 15 0 0 0 1 0 | c = jumping 0 1 0 119 1 1 0 0 | d = lying 0 0 0 2 86 18 0 1 | e = standing 0 1 0 3 22 105 0 0 | f = sitting 1 1 1 0 2 0 113 0 | g = running 6 5 0 0 2 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 674 87.0801 % Incorrectly Classified Instances 100 12.9199 % Kappa statistic 0.8489 Mean absolute error 0.0352 Root mean squared error 0.1698 Relative absolute error 16.4758 % Root relative squared error 51.9149 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.024 0.63 0.537 0.58 0.86 climbingdown 0.811 0.038 0.748 0.811 0.778 0.926 climbingup 0.882 0.001 0.938 0.882 0.909 0.94 jumping 0.943 0.006 0.966 0.943 0.954 0.975 lying 0.86 0.037 0.786 0.86 0.821 0.928 standing 0.817 0.028 0.856 0.817 0.836 0.927 sitting 0.983 0 1 0.983 0.991 0.995 running 0.946 0.014 0.932 0.946 0.939 0.965 walking Weighted Avg. 0.871 0.02 0.871 0.871 0.87 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 29 19 0 0 0 0 0 6 | a = climbingdown 15 77 0 0 0 0 0 3 | b = climbingup 1 1 15 0 0 0 0 0 | c = jumping 1 1 0 115 1 4 0 0 | d = lying 0 0 0 1 92 14 0 0 | e = standing 0 0 0 2 22 107 0 0 | f = sitting 0 0 0 0 2 0 116 0 | g = running 0 5 1 1 0 0 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 665 85.9173 % Incorrectly Classified Instances 109 14.0827 % Kappa statistic 0.8356 Mean absolute error 0.0389 Root mean squared error 0.178 Relative absolute error 18.1835 % Root relative squared error 54.4457 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.039 0.556 0.648 0.598 0.831 climbingdown 0.684 0.041 0.699 0.684 0.691 0.882 climbingup 0.765 0.003 0.867 0.765 0.813 0.969 jumping 0.943 0.008 0.958 0.943 0.95 0.977 lying 0.925 0.028 0.839 0.925 0.88 0.966 standing 0.847 0.02 0.895 0.847 0.871 0.943 sitting 0.975 0.006 0.966 0.975 0.97 0.988 running 0.862 0.016 0.918 0.862 0.889 0.933 walking Weighted Avg. 0.859 0.02 0.864 0.859 0.861 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 35 16 0 0 0 0 0 3 | a = climbingdown 21 65 1 0 0 0 2 6 | b = climbingup 0 4 13 0 0 0 0 0 | c = jumping 0 0 0 115 2 5 0 0 | d = lying 0 0 0 0 99 8 0 0 | e = standing 0 0 0 5 15 111 0 0 | f = sitting 0 0 1 0 1 0 115 1 | g = running 7 8 0 0 1 0 2 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 654 84.4961 % Incorrectly Classified Instances 120 15.5039 % Kappa statistic 0.8188 Mean absolute error 0.0407 Root mean squared error 0.1839 Relative absolute error 19.0433 % Root relative squared error 56.2254 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.593 0.04 0.525 0.593 0.557 0.844 climbingdown 0.663 0.029 0.759 0.663 0.708 0.894 climbingup 0.765 0.003 0.867 0.765 0.813 0.881 jumping 0.959 0.005 0.975 0.959 0.967 0.977 lying 0.778 0.041 0.757 0.778 0.767 0.913 standing 0.84 0.039 0.815 0.84 0.827 0.932 sitting 0.983 0.005 0.975 0.983 0.979 0.993 running 0.922 0.017 0.915 0.922 0.919 0.954 walking Weighted Avg. 0.845 0.023 0.847 0.845 0.845 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 32 17 1 0 0 0 0 4 | a = climbingdown 24 63 1 1 1 0 0 5 | b = climbingup 0 0 13 0 0 0 2 2 | c = jumping 0 0 0 117 3 2 0 0 | d = lying 0 0 0 1 84 22 1 0 | e = standing 0 0 0 1 20 110 0 0 | f = sitting 1 0 0 0 1 0 116 0 | g = running 4 3 0 0 2 1 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 667 86.1757 % Incorrectly Classified Instances 107 13.8243 % Kappa statistic 0.8385 Mean absolute error 0.0365 Root mean squared error 0.177 Relative absolute error 17.0818 % Root relative squared error 54.1214 % Total Number of Instances 774 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.043 0.53 0.648 0.583 0.852 climbingdown 0.674 0.029 0.762 0.674 0.715 0.857 climbingup 0.882 0 1 0.882 0.938 0.962 jumping 0.951 0.002 0.991 0.951 0.971 0.982 lying 0.815 0.032 0.807 0.815 0.811 0.931 standing 0.847 0.028 0.86 0.847 0.854 0.935 sitting 0.991 0.011 0.943 0.991 0.967 0.992 running 0.938 0.014 0.931 0.938 0.935 0.971 walking Weighted Avg. 0.862 0.02 0.866 0.862 0.863 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 35 14 0 0 0 0 0 5 | a = climbingdown 27 64 0 0 1 0 1 2 | b = climbingup 1 0 15 0 0 0 1 0 | c = jumping 0 0 0 116 0 4 1 1 | d = lying 0 1 0 1 88 14 3 1 | e = standing 0 1 0 0 18 111 1 0 | f = sitting 1 0 0 0 0 0 116 0 | g = running 2 4 0 0 2 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 636 83.905 % Incorrectly Classified Instances 122 16.095 % Kappa statistic 0.8116 Mean absolute error 0.0441 Root mean squared error 0.1897 Relative absolute error 20.6421 % Root relative squared error 58.0646 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.027 0.648 0.745 0.693 0.908 climbingdown 0.777 0.019 0.879 0.777 0.825 0.908 climbingup 1 0 1 1 1 1 jumping 0.933 0.008 0.957 0.933 0.945 0.97 lying 0.698 0.064 0.664 0.698 0.681 0.87 standing 0.644 0.053 0.65 0.644 0.647 0.847 sitting 0.992 0.002 0.992 0.992 0.992 0.996 running 0.961 0.014 0.932 0.961 0.947 0.974 walking Weighted Avg. 0.839 0.025 0.843 0.839 0.84 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 35 10 0 0 0 0 0 2 | a = climbingdown 18 87 0 0 1 0 0 6 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 112 4 3 0 1 | d = lying 0 0 0 3 81 31 1 0 | e = standing 0 0 0 2 34 65 0 0 | f = sitting 0 0 0 0 0 1 119 0 | g = running 1 2 0 0 2 0 0 124 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 646 85.2243 % Incorrectly Classified Instances 112 14.7757 % Kappa statistic 0.8271 Mean absolute error 0.0436 Root mean squared error 0.1847 Relative absolute error 20.4033 % Root relative squared error 56.5395 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.766 0.028 0.643 0.766 0.699 0.877 climbingdown 0.795 0.025 0.848 0.795 0.82 0.918 climbingup 1 0 1 1 1 1 jumping 0.992 0.006 0.967 0.992 0.979 0.994 lying 0.716 0.061 0.68 0.716 0.697 0.891 standing 0.644 0.044 0.691 0.644 0.667 0.835 sitting 0.983 0 1 0.983 0.992 0.991 running 0.953 0.006 0.969 0.953 0.961 0.975 walking Weighted Avg. 0.852 0.023 0.855 0.852 0.853 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 36 9 0 0 1 0 0 1 | a = climbingdown 20 89 0 0 1 0 0 2 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 119 0 0 0 1 | d = lying 0 2 0 4 83 27 0 0 | e = standing 0 0 0 0 36 65 0 0 | f = sitting 0 1 0 0 1 0 118 0 | g = running 0 4 0 0 0 2 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 651 85.8839 % Incorrectly Classified Instances 107 14.1161 % Kappa statistic 0.8349 Mean absolute error 0.0402 Root mean squared error 0.1743 Relative absolute error 18.8331 % Root relative squared error 53.3718 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.809 0.021 0.717 0.809 0.76 0.925 climbingdown 0.839 0.023 0.862 0.839 0.851 0.934 climbingup 1 0.001 0.929 1 0.963 0.999 jumping 0.959 0.006 0.967 0.959 0.963 0.981 lying 0.647 0.045 0.721 0.647 0.682 0.861 standing 0.71 0.059 0.645 0.71 0.676 0.9 sitting 0.983 0.003 0.983 0.983 0.983 0.99 running 0.977 0.003 0.984 0.977 0.981 0.986 walking Weighted Avg. 0.859 0.022 0.861 0.859 0.859 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 38 9 0 0 0 0 0 0 | a = climbingdown 15 94 0 0 0 1 1 1 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 116 3 2 0 0 | d = lying 0 2 0 1 75 36 1 1 | e = standing 0 1 0 3 25 71 0 0 | f = sitting 0 0 1 0 1 0 118 0 | g = running 0 3 0 0 0 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 648 85.4881 % Incorrectly Classified Instances 110 14.5119 % Kappa statistic 0.83 Mean absolute error 0.0403 Root mean squared error 0.1808 Relative absolute error 18.8972 % Root relative squared error 55.3332 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.021 0.674 0.66 0.667 0.83 climbingdown 0.829 0.031 0.821 0.829 0.825 0.923 climbingup 0.923 0 1 0.923 0.96 0.962 jumping 0.942 0.002 0.991 0.942 0.966 0.972 lying 0.692 0.042 0.75 0.692 0.72 0.885 standing 0.79 0.05 0.705 0.79 0.745 0.888 sitting 0.992 0.002 0.992 0.992 0.992 0.995 running 0.93 0.021 0.902 0.93 0.916 0.958 walking Weighted Avg. 0.855 0.023 0.857 0.855 0.855 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 31 10 0 0 0 0 0 6 | a = climbingdown 10 92 0 0 2 0 0 7 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 1 1 0 114 5 0 0 0 | d = lying 1 2 0 1 81 32 0 0 | e = standing 1 0 0 0 20 79 0 0 | f = sitting 0 1 0 0 0 0 119 0 | g = running 2 6 0 0 0 1 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 651 85.8839 % Incorrectly Classified Instances 107 14.1161 % Kappa statistic 0.8347 Mean absolute error 0.041 Root mean squared error 0.1741 Relative absolute error 19.1869 % Root relative squared error 53.2999 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.63 0.021 0.659 0.63 0.644 0.832 climbingdown 0.838 0.036 0.802 0.838 0.819 0.955 climbingup 1 0 1 1 1 1 jumping 0.959 0.003 0.983 0.959 0.971 0.984 lying 0.733 0.047 0.739 0.733 0.736 0.928 standing 0.72 0.047 0.699 0.72 0.709 0.899 sitting 0.992 0.002 0.992 0.992 0.992 0.996 running 0.946 0.008 0.961 0.946 0.953 0.972 walking Weighted Avg. 0.859 0.022 0.86 0.859 0.859 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 29 15 0 0 1 0 0 1 | a = climbingdown 14 93 0 0 0 0 0 4 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 1 0 0 116 3 1 0 0 | d = lying 0 1 0 0 85 30 0 0 | e = standing 0 1 0 2 24 72 1 0 | f = sitting 0 0 0 0 1 0 120 0 | g = running 0 6 0 0 1 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 633 83.5092 % Incorrectly Classified Instances 125 16.4908 % Kappa statistic 0.807 Mean absolute error 0.0442 Root mean squared error 0.1903 Relative absolute error 20.6931 % Root relative squared error 58.2432 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.023 0.68 0.723 0.701 0.879 climbingdown 0.82 0.026 0.843 0.82 0.831 0.926 climbingup 1 0 1 1 1 1 jumping 0.959 0.013 0.935 0.959 0.947 0.982 lying 0.681 0.062 0.664 0.681 0.672 0.884 standing 0.6 0.055 0.625 0.6 0.612 0.814 sitting 0.992 0.002 0.992 0.992 0.992 0.995 running 0.93 0.011 0.944 0.93 0.937 0.959 walking Weighted Avg. 0.835 0.026 0.835 0.835 0.835 0.929 === Confusion Matrix === a b c d e f g h <-- classified as 34 12 0 1 0 0 0 0 | a = climbingdown 13 91 0 2 0 0 0 5 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 116 3 2 0 0 | d = lying 1 0 0 0 79 33 1 2 | e = standing 0 0 0 4 36 60 0 0 | f = sitting 0 0 0 0 1 0 120 0 | g = running 2 5 0 1 0 1 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 658 86.8074 % Incorrectly Classified Instances 100 13.1926 % Kappa statistic 0.8455 Mean absolute error 0.0376 Root mean squared error 0.1703 Relative absolute error 17.6075 % Root relative squared error 52.1307 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.014 0.756 0.66 0.705 0.878 climbingdown 0.919 0.031 0.836 0.919 0.876 0.954 climbingup 0.929 0.001 0.929 0.929 0.929 0.964 jumping 0.934 0.002 0.991 0.934 0.962 0.976 lying 0.724 0.051 0.718 0.724 0.721 0.883 standing 0.72 0.05 0.686 0.72 0.702 0.885 sitting 0.983 0 1 0.983 0.992 0.991 running 0.969 0.003 0.984 0.969 0.977 0.988 walking Weighted Avg. 0.868 0.021 0.871 0.868 0.869 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 31 14 0 0 0 2 0 0 | a = climbingdown 7 102 0 0 1 0 0 1 | b = climbingup 0 1 13 0 0 0 0 0 | c = jumping 0 0 0 113 4 4 0 0 | d = lying 2 2 0 1 84 26 0 1 | e = standing 0 1 0 0 27 72 0 0 | f = sitting 0 0 1 0 1 0 118 0 | g = running 1 2 0 0 0 1 0 125 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 638 84.1689 % Incorrectly Classified Instances 120 15.8311 % Kappa statistic 0.8145 Mean absolute error 0.0426 Root mean squared error 0.1793 Relative absolute error 19.9717 % Root relative squared error 54.8837 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.553 0.017 0.684 0.553 0.612 0.856 climbingdown 0.856 0.036 0.805 0.856 0.83 0.946 climbingup 1 0.001 0.933 1 0.966 0.999 jumping 0.975 0.008 0.959 0.975 0.967 0.986 lying 0.681 0.058 0.681 0.681 0.681 0.902 standing 0.66 0.053 0.653 0.66 0.657 0.913 sitting 0.975 0 1 0.975 0.987 0.987 running 0.953 0.011 0.946 0.953 0.95 0.975 walking Weighted Avg. 0.842 0.025 0.84 0.842 0.84 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 26 18 1 0 1 0 0 1 | a = climbingdown 10 95 0 1 0 0 0 5 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 118 1 2 0 0 | d = lying 0 1 0 3 79 32 0 1 | e = standing 0 1 0 1 32 66 0 0 | f = sitting 1 0 0 0 2 0 117 0 | g = running 1 3 0 0 1 1 0 123 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 628 82.8496 % Incorrectly Classified Instances 130 17.1504 % Kappa statistic 0.7993 Mean absolute error 0.0452 Root mean squared error 0.191 Relative absolute error 21.1861 % Root relative squared error 58.4684 % Total Number of Instances 758 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.638 0.025 0.625 0.638 0.632 0.829 climbingdown 0.795 0.033 0.809 0.795 0.802 0.914 climbingup 1 0 1 1 1 1 jumping 0.992 0.005 0.975 0.992 0.983 0.998 lying 0.578 0.047 0.691 0.578 0.629 0.874 standing 0.7 0.076 0.583 0.7 0.636 0.863 sitting 0.983 0 1 0.983 0.992 0.992 running 0.938 0.013 0.938 0.938 0.938 0.965 walking Weighted Avg. 0.828 0.026 0.832 0.828 0.829 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 30 15 0 1 0 0 0 1 | a = climbingdown 15 89 0 0 1 3 0 4 | b = climbingup 0 0 14 0 0 0 0 0 | c = jumping 0 0 0 119 1 0 0 0 | d = lying 0 0 0 1 67 47 0 1 | e = standing 1 0 0 1 26 70 0 2 | f = sitting 0 0 0 0 2 0 118 0 | g = running 2 6 0 0 0 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 626 82.6948 % Incorrectly Classified Instances 131 17.3052 % Kappa statistic 0.7976 Mean absolute error 0.0468 Root mean squared error 0.193 Relative absolute error 21.9256 % Root relative squared error 59.0796 % Total Number of Instances 757 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.031 0.593 0.681 0.634 0.832 climbingdown 0.768 0.025 0.843 0.768 0.804 0.92 climbingup 1 0.001 0.929 1 0.963 0.999 jumping 0.942 0.014 0.926 0.942 0.934 0.97 lying 0.655 0.058 0.673 0.655 0.664 0.894 standing 0.67 0.059 0.632 0.67 0.65 0.87 sitting 0.975 0 1 0.975 0.987 0.991 running 0.946 0.011 0.946 0.946 0.946 0.97 walking Weighted Avg. 0.827 0.026 0.831 0.827 0.828 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 32 12 0 0 0 0 0 3 | a = climbingdown 19 86 0 0 2 1 0 4 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 2 0 0 113 3 2 0 0 | d = lying 0 0 0 5 76 35 0 0 | e = standing 0 0 0 4 29 67 0 0 | f = sitting 0 0 1 0 1 1 117 0 | g = running 1 4 0 0 2 0 0 122 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 672 82.8607 % Incorrectly Classified Instances 139 17.1393 % Kappa statistic 0.7998 Mean absolute error 0.0452 Root mean squared error 0.1945 Relative absolute error 21.1169 % Root relative squared error 59.4476 % Total Number of Instances 811 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.537 0.033 0.537 0.537 0.537 0.859 climbingdown 0.694 0.046 0.706 0.694 0.7 0.869 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.936 0.015 0.921 0.936 0.929 0.959 lying 0.778 0.047 0.754 0.778 0.766 0.887 standing 0.795 0.033 0.808 0.795 0.802 0.901 sitting 0.952 0.006 0.967 0.952 0.96 0.975 running 0.901 0.018 0.908 0.901 0.904 0.96 walking Weighted Avg. 0.829 0.027 0.829 0.829 0.829 0.924 === Confusion Matrix === a b c d e f g h <-- classified as 29 21 0 1 0 0 2 1 | a = climbingdown 23 77 0 2 0 0 1 8 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 1 0 0 117 4 3 0 0 | d = lying 0 0 0 5 98 20 1 2 | e = standing 0 0 0 1 23 97 0 1 | f = sitting 0 0 1 1 4 0 119 0 | g = running 1 11 0 0 1 0 0 118 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 675 83.2306 % Incorrectly Classified Instances 136 16.7694 % Kappa statistic 0.8041 Mean absolute error 0.0442 Root mean squared error 0.1947 Relative absolute error 20.6768 % Root relative squared error 59.5351 % Total Number of Instances 811 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.519 0.034 0.519 0.519 0.519 0.841 climbingdown 0.694 0.051 0.681 0.694 0.688 0.877 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.936 0.009 0.951 0.936 0.944 0.966 lying 0.784 0.047 0.754 0.784 0.769 0.896 standing 0.772 0.035 0.798 0.772 0.785 0.894 sitting 0.984 0.007 0.961 0.984 0.972 0.985 running 0.924 0.01 0.945 0.924 0.934 0.968 walking Weighted Avg. 0.832 0.026 0.833 0.832 0.833 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 28 26 0 0 0 0 0 0 | a = climbingdown 23 77 0 2 2 0 0 7 | b = climbingup 0 1 16 0 0 0 0 0 | c = jumping 1 1 0 117 3 1 2 0 | d = lying 1 1 0 1 98 23 1 0 | e = standing 0 0 0 3 23 95 2 0 | f = sitting 0 0 0 0 2 0 123 0 | g = running 1 7 0 0 2 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 701 86.4365 % Incorrectly Classified Instances 110 13.5635 % Kappa statistic 0.8415 Mean absolute error 0.0381 Root mean squared error 0.171 Relative absolute error 17.7932 % Root relative squared error 52.2659 % Total Number of Instances 811 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.022 0.673 0.648 0.66 0.936 climbingdown 0.757 0.039 0.757 0.757 0.757 0.906 climbingup 1 0 1 1 1 1 jumping 0.968 0.009 0.953 0.968 0.96 0.979 lying 0.84 0.047 0.766 0.84 0.802 0.918 standing 0.78 0.02 0.873 0.78 0.824 0.919 sitting 0.984 0.006 0.969 0.984 0.976 0.99 running 0.916 0.015 0.923 0.916 0.92 0.955 walking Weighted Avg. 0.864 0.022 0.865 0.864 0.864 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 35 16 0 0 0 0 2 1 | a = climbingdown 15 84 0 2 0 0 1 9 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 0 121 2 0 0 0 | d = lying 1 2 0 3 105 13 1 0 | e = standing 0 2 0 1 24 96 0 0 | f = sitting 0 0 0 0 2 0 123 0 | g = running 1 5 0 0 4 1 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 675 83.3333 % Incorrectly Classified Instances 135 16.6667 % Kappa statistic 0.8056 Mean absolute error 0.0443 Root mean squared error 0.1923 Relative absolute error 20.6968 % Root relative squared error 58.7991 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.574 0.05 0.449 0.574 0.504 0.778 climbingdown 0.613 0.047 0.673 0.613 0.642 0.843 climbingup 0.938 0.001 0.938 0.938 0.938 0.968 jumping 0.944 0.012 0.937 0.944 0.941 0.974 lying 0.824 0.041 0.786 0.824 0.805 0.904 standing 0.805 0.022 0.868 0.805 0.835 0.914 sitting 0.976 0.007 0.96 0.976 0.968 0.985 running 0.908 0.01 0.944 0.908 0.926 0.962 walking Weighted Avg. 0.833 0.024 0.839 0.833 0.835 0.922 === Confusion Matrix === a b c d e f g h <-- classified as 31 22 0 0 0 0 1 0 | a = climbingdown 31 68 1 2 1 0 1 7 | b = climbingup 1 0 15 0 0 0 0 0 | c = jumping 1 1 0 119 4 1 0 0 | d = lying 1 1 0 4 103 14 2 0 | e = standing 0 0 0 2 21 99 1 0 | f = sitting 1 1 0 0 1 0 121 0 | g = running 3 8 0 0 1 0 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 687 84.8148 % Incorrectly Classified Instances 123 15.1852 % Kappa statistic 0.8227 Mean absolute error 0.0404 Root mean squared error 0.1824 Relative absolute error 18.878 % Root relative squared error 55.7579 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.034 0.574 0.648 0.609 0.852 climbingdown 0.748 0.044 0.728 0.748 0.738 0.903 climbingup 0.938 0 1 0.938 0.968 1 jumping 0.913 0.001 0.991 0.913 0.95 0.96 lying 0.824 0.047 0.763 0.824 0.792 0.907 standing 0.78 0.033 0.807 0.78 0.793 0.912 sitting 0.968 0.004 0.976 0.968 0.972 0.981 running 0.916 0.01 0.945 0.916 0.93 0.965 walking Weighted Avg. 0.848 0.023 0.854 0.848 0.851 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 35 16 0 0 1 0 1 1 | a = climbingdown 22 83 0 0 1 0 1 4 | b = climbingup 1 0 15 0 0 0 0 0 | c = jumping 1 3 0 115 5 2 0 0 | d = lying 0 1 0 1 103 19 1 0 | e = standing 0 2 0 0 23 96 0 2 | f = sitting 1 1 0 0 2 0 120 0 | g = running 1 8 0 0 0 2 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 680 83.9506 % Incorrectly Classified Instances 130 16.0494 % Kappa statistic 0.8125 Mean absolute error 0.0443 Root mean squared error 0.188 Relative absolute error 20.7194 % Root relative squared error 57.4795 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.593 0.029 0.593 0.593 0.593 0.885 climbingdown 0.741 0.049 0.709 0.741 0.725 0.9 climbingup 1 0 1 1 1 1 jumping 0.928 0.009 0.951 0.928 0.939 0.967 lying 0.744 0.039 0.775 0.744 0.759 0.882 standing 0.797 0.039 0.784 0.797 0.79 0.938 sitting 0.992 0.003 0.984 0.992 0.988 0.994 running 0.908 0.018 0.908 0.908 0.908 0.953 walking Weighted Avg. 0.84 0.025 0.84 0.84 0.84 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 32 21 0 0 0 0 0 1 | a = climbingdown 18 83 0 0 0 0 1 10 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 2 0 116 4 1 0 1 | d = lying 1 3 0 3 93 24 1 0 | e = standing 0 0 0 2 23 98 0 0 | f = sitting 1 0 0 0 0 0 123 0 | g = running 1 8 0 1 0 2 0 119 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 685 84.5679 % Incorrectly Classified Instances 125 15.4321 % Kappa statistic 0.8196 Mean absolute error 0.0408 Root mean squared error 0.1827 Relative absolute error 19.0454 % Root relative squared error 55.872 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.574 0.029 0.585 0.574 0.579 0.848 climbingdown 0.759 0.047 0.72 0.759 0.739 0.891 climbingup 0.875 0 1 0.875 0.933 0.969 jumping 0.976 0.006 0.968 0.976 0.972 0.987 lying 0.752 0.044 0.758 0.752 0.755 0.903 standing 0.78 0.041 0.774 0.78 0.777 0.924 sitting 0.984 0.001 0.992 0.984 0.988 0.99 running 0.924 0.01 0.945 0.924 0.934 0.956 walking Weighted Avg. 0.846 0.024 0.847 0.846 0.846 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 31 23 0 0 0 0 0 0 | a = climbingdown 19 85 0 0 2 0 1 5 | b = climbingup 2 0 14 0 0 0 0 0 | c = jumping 0 0 0 122 2 1 0 0 | d = lying 0 0 0 3 94 27 0 1 | e = standing 0 0 0 1 25 96 0 1 | f = sitting 0 2 0 0 0 0 122 0 | g = running 1 8 0 0 1 0 0 121 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 682 84.1975 % Incorrectly Classified Instances 128 15.8025 % Kappa statistic 0.8155 Mean absolute error 0.0422 Root mean squared error 0.1891 Relative absolute error 19.7254 % Root relative squared error 57.8123 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.033 0.583 0.648 0.614 0.818 climbingdown 0.723 0.037 0.757 0.723 0.74 0.88 climbingup 1 0 1 1 1 1 jumping 0.92 0.015 0.92 0.92 0.92 0.954 lying 0.77 0.048 0.746 0.77 0.758 0.891 standing 0.789 0.032 0.815 0.789 0.802 0.898 sitting 0.976 0.004 0.976 0.976 0.976 0.983 running 0.923 0.013 0.93 0.923 0.927 0.962 walking Weighted Avg. 0.842 0.025 0.844 0.842 0.843 0.923 === Confusion Matrix === a b c d e f g h <-- classified as 35 18 0 0 0 0 0 1 | a = climbingdown 22 81 0 1 0 0 1 7 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 115 6 4 0 0 | d = lying 1 1 0 7 97 17 2 1 | e = standing 1 0 0 1 24 97 0 0 | f = sitting 0 1 0 0 2 0 121 0 | g = running 1 6 0 1 1 1 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 686 84.6914 % Incorrectly Classified Instances 124 15.3086 % Kappa statistic 0.8209 Mean absolute error 0.0406 Root mean squared error 0.1845 Relative absolute error 18.9709 % Root relative squared error 56.3867 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.02 0.643 0.5 0.563 0.803 climbingdown 0.793 0.056 0.693 0.793 0.739 0.898 climbingup 0.824 0 1 0.824 0.903 0.971 jumping 0.944 0.01 0.944 0.944 0.944 0.978 lying 0.81 0.044 0.773 0.81 0.791 0.925 standing 0.779 0.031 0.819 0.779 0.798 0.888 sitting 0.984 0.003 0.984 0.984 0.984 0.993 running 0.916 0.015 0.923 0.916 0.92 0.947 walking Weighted Avg. 0.847 0.025 0.848 0.847 0.846 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 27 27 0 0 0 0 0 0 | a = climbingdown 13 88 0 0 0 1 1 8 | b = climbingup 0 2 14 0 0 0 1 0 | c = jumping 0 2 0 118 4 0 0 1 | d = lying 0 1 0 4 102 19 0 0 | e = standing 0 0 0 2 24 95 0 1 | f = sitting 1 0 0 0 1 0 122 0 | g = running 1 7 0 1 1 1 0 120 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 688 84.9383 % Incorrectly Classified Instances 122 15.0617 % Kappa statistic 0.8242 Mean absolute error 0.0398 Root mean squared error 0.1817 Relative absolute error 18.5988 % Root relative squared error 55.5591 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.611 0.037 0.541 0.611 0.574 0.765 climbingdown 0.703 0.04 0.736 0.703 0.719 0.908 climbingup 1 0.003 0.895 1 0.944 0.999 jumping 0.928 0.001 0.991 0.928 0.959 0.962 lying 0.817 0.05 0.752 0.817 0.783 0.916 standing 0.779 0.028 0.833 0.779 0.805 0.912 sitting 0.968 0 1 0.968 0.984 0.983 running 0.962 0.015 0.926 0.962 0.944 0.985 walking Weighted Avg. 0.849 0.023 0.854 0.849 0.851 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 33 20 0 0 0 0 0 1 | a = climbingdown 23 78 0 1 2 0 0 7 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 116 6 2 0 0 | d = lying 2 3 0 0 103 17 0 1 | e = standing 2 0 0 0 24 95 0 1 | f = sitting 1 0 2 0 1 0 120 0 | g = running 0 4 0 0 1 0 0 126 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 2 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 716 89.1656 % Incorrectly Classified Instances 87 10.8344 % Kappa statistic 0.8741 Mean absolute error 0.0293 Root mean squared error 0.156 Relative absolute error 13.6346 % Root relative squared error 47.5573 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.018 0.862 0.88 0.871 0.941 climbingdown 0.848 0.023 0.84 0.848 0.844 0.911 climbingup 0.882 0 1 0.882 0.938 0.962 jumping 0.874 0.031 0.841 0.874 0.857 0.956 lying 0.943 0.011 0.926 0.943 0.935 0.964 standing 0.835 0.021 0.883 0.835 0.858 0.929 sitting 0.992 0.003 0.983 0.992 0.987 0.998 running 0.872 0.019 0.887 0.872 0.879 0.964 walking Weighted Avg. 0.892 0.018 0.892 0.892 0.892 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 81 6 0 0 0 0 0 5 | a = climbingdown 6 84 0 1 0 0 0 8 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 111 3 13 0 0 | d = lying 0 1 0 4 100 1 0 0 | e = standing 1 0 0 15 5 106 0 0 | f = sitting 0 0 0 1 0 0 117 0 | g = running 6 9 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 714 88.9166 % Incorrectly Classified Instances 89 11.0834 % Kappa statistic 0.8712 Mean absolute error 0.0301 Root mean squared error 0.1622 Relative absolute error 13.9703 % Root relative squared error 49.4357 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.023 0.835 0.88 0.857 0.941 climbingdown 0.808 0.02 0.851 0.808 0.829 0.909 climbingup 0.941 0 1 0.941 0.97 0.97 jumping 0.906 0.027 0.865 0.906 0.885 0.954 lying 0.858 0.014 0.901 0.858 0.879 0.934 standing 0.866 0.025 0.866 0.866 0.866 0.95 sitting 1 0.001 0.992 1 0.996 0.999 running 0.88 0.019 0.888 0.88 0.884 0.934 walking Weighted Avg. 0.889 0.018 0.89 0.889 0.889 0.948 === Confusion Matrix === a b c d e f g h <-- classified as 81 5 0 0 1 0 0 5 | a = climbingdown 11 80 0 0 0 0 0 8 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 115 2 10 0 0 | d = lying 0 0 0 8 91 7 0 0 | e = standing 0 0 0 10 7 110 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 5 9 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 711 88.543 % Incorrectly Classified Instances 92 11.457 % Kappa statistic 0.867 Mean absolute error 0.0313 Root mean squared error 0.1648 Relative absolute error 14.5214 % Root relative squared error 50.2352 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.913 0.014 0.894 0.913 0.903 0.942 climbingdown 0.879 0.036 0.777 0.879 0.825 0.926 climbingup 0.882 0.001 0.938 0.882 0.909 0.995 jumping 0.906 0.024 0.878 0.906 0.891 0.983 lying 0.915 0.022 0.866 0.915 0.89 0.948 standing 0.803 0.018 0.895 0.803 0.846 0.913 sitting 0.992 0.003 0.983 0.992 0.987 0.995 running 0.803 0.016 0.895 0.803 0.847 0.889 walking Weighted Avg. 0.885 0.018 0.888 0.885 0.885 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 84 3 0 0 0 0 0 5 | a = climbingdown 5 87 0 0 1 0 0 6 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 115 5 7 0 0 | d = lying 0 1 0 3 97 5 0 0 | e = standing 1 2 0 13 9 102 0 0 | f = sitting 0 0 1 0 0 0 117 0 | g = running 4 19 0 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 704 87.6712 % Incorrectly Classified Instances 99 12.3288 % Kappa statistic 0.8569 Mean absolute error 0.0327 Root mean squared error 0.1682 Relative absolute error 15.2089 % Root relative squared error 51.2579 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.029 0.796 0.901 0.845 0.944 climbingdown 0.838 0.023 0.838 0.838 0.838 0.92 climbingup 0.889 0.001 0.941 0.889 0.914 0.936 jumping 0.827 0.025 0.861 0.827 0.843 0.924 lying 0.888 0.016 0.896 0.888 0.892 0.964 standing 0.857 0.031 0.837 0.857 0.847 0.929 sitting 0.992 0.003 0.983 0.992 0.987 0.997 running 0.838 0.015 0.907 0.838 0.871 0.933 walking Weighted Avg. 0.877 0.02 0.878 0.877 0.877 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 82 7 0 0 0 0 0 2 | a = climbingdown 8 83 0 0 0 0 0 8 | b = climbingup 0 0 16 0 0 0 2 0 | c = jumping 1 0 0 105 6 15 0 0 | d = lying 2 0 0 4 95 6 0 0 | e = standing 0 0 0 13 5 108 0 0 | f = sitting 0 0 1 0 0 0 117 0 | g = running 10 9 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 694 86.4259 % Incorrectly Classified Instances 109 13.5741 % Kappa statistic 0.8423 Mean absolute error 0.0359 Root mean squared error 0.1765 Relative absolute error 16.6537 % Root relative squared error 53.8048 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.78 0.022 0.816 0.78 0.798 0.885 climbingdown 0.798 0.038 0.745 0.798 0.771 0.897 climbingup 0.778 0.001 0.933 0.778 0.848 0.888 jumping 0.89 0.036 0.825 0.89 0.856 0.942 lying 0.916 0.011 0.925 0.916 0.92 0.957 standing 0.817 0.018 0.896 0.817 0.855 0.925 sitting 0.992 0.007 0.959 0.992 0.975 0.989 running 0.846 0.023 0.861 0.846 0.853 0.938 walking Weighted Avg. 0.864 0.022 0.866 0.864 0.864 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 71 12 0 0 0 0 1 7 | a = climbingdown 10 79 0 0 1 0 0 9 | b = climbingup 0 0 14 0 0 0 4 0 | c = jumping 0 0 0 113 4 10 0 0 | d = lying 2 0 0 5 98 2 0 0 | e = standing 1 1 0 18 3 103 0 0 | f = sitting 0 0 1 0 0 0 117 0 | g = running 3 14 0 1 0 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 689 85.8032 % Incorrectly Classified Instances 114 14.1968 % Kappa statistic 0.8352 Mean absolute error 0.0383 Root mean squared error 0.1816 Relative absolute error 17.769 % Root relative squared error 55.3352 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.846 0.02 0.846 0.846 0.846 0.95 climbingdown 0.838 0.044 0.728 0.838 0.779 0.905 climbingup 0.833 0.004 0.833 0.833 0.833 0.931 jumping 0.921 0.037 0.824 0.921 0.87 0.955 lying 0.869 0.017 0.886 0.869 0.877 0.952 standing 0.77 0.024 0.858 0.77 0.812 0.899 sitting 0.966 0.001 0.991 0.966 0.979 0.986 running 0.795 0.017 0.886 0.795 0.838 0.915 walking Weighted Avg. 0.858 0.022 0.862 0.858 0.858 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 77 10 0 0 0 0 0 4 | a = climbingdown 7 83 0 0 0 1 0 8 | b = climbingup 2 0 15 0 0 0 1 0 | c = jumping 0 0 0 117 4 6 0 0 | d = lying 0 0 0 5 93 9 0 0 | e = standing 0 1 0 20 8 97 0 0 | f = sitting 1 0 3 0 0 0 114 0 | g = running 4 20 0 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 705 87.7958 % Incorrectly Classified Instances 98 12.2042 % Kappa statistic 0.8583 Mean absolute error 0.0324 Root mean squared error 0.1689 Relative absolute error 15.0656 % Root relative squared error 51.4736 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.015 0.88 0.89 0.885 0.936 climbingdown 0.818 0.026 0.818 0.818 0.818 0.898 climbingup 0.941 0.003 0.889 0.941 0.914 0.965 jumping 0.827 0.025 0.861 0.827 0.843 0.913 lying 0.925 0.019 0.884 0.925 0.904 0.958 standing 0.841 0.03 0.841 0.841 0.841 0.922 sitting 0.975 0.001 0.991 0.975 0.983 0.989 running 0.864 0.023 0.864 0.864 0.864 0.93 walking Weighted Avg. 0.878 0.02 0.878 0.878 0.878 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 81 3 0 0 0 0 0 7 | a = climbingdown 7 81 0 0 0 2 0 9 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 105 7 15 0 0 | d = lying 0 2 0 3 99 3 0 0 | e = standing 0 0 0 14 6 106 0 0 | f = sitting 1 0 2 0 0 0 115 0 | g = running 3 13 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 714 88.9166 % Incorrectly Classified Instances 89 11.0834 % Kappa statistic 0.8712 Mean absolute error 0.0303 Root mean squared error 0.1603 Relative absolute error 14.0638 % Root relative squared error 48.8623 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.848 0.017 0.867 0.848 0.857 0.93 climbingdown 0.798 0.021 0.84 0.798 0.819 0.923 climbingup 0.941 0 1 0.941 0.97 0.97 jumping 0.825 0.018 0.897 0.825 0.86 0.933 lying 0.953 0.009 0.944 0.953 0.949 0.972 standing 0.913 0.032 0.839 0.913 0.875 0.949 sitting 0.983 0.001 0.991 0.983 0.987 0.991 running 0.881 0.031 0.832 0.881 0.856 0.926 walking Weighted Avg. 0.889 0.018 0.89 0.889 0.889 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 78 4 0 0 1 1 0 8 | a = climbingdown 7 79 0 0 0 0 0 13 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 104 3 18 0 0 | d = lying 0 0 0 2 102 3 0 0 | e = standing 0 0 0 10 1 115 0 0 | f = sitting 0 1 0 0 1 0 116 0 | g = running 5 9 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 710 88.4184 % Incorrectly Classified Instances 93 11.5816 % Kappa statistic 0.8654 Mean absolute error 0.0307 Root mean squared error 0.1626 Relative absolute error 14.2674 % Root relative squared error 49.552 % Total Number of Instances 803 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.848 0.02 0.848 0.848 0.848 0.947 climbingdown 0.768 0.016 0.874 0.768 0.817 0.946 climbingup 0.941 0 1 0.941 0.97 0.996 jumping 0.849 0.024 0.87 0.849 0.859 0.919 lying 0.925 0.014 0.908 0.925 0.917 0.958 standing 0.857 0.027 0.857 0.857 0.857 0.933 sitting 1 0.001 0.992 1 0.996 0.999 running 0.915 0.034 0.824 0.915 0.867 0.962 walking Weighted Avg. 0.884 0.019 0.885 0.884 0.884 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 78 5 0 0 0 0 0 9 | a = climbingdown 9 76 0 0 0 0 0 14 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 107 5 14 0 0 | d = lying 0 0 0 4 99 4 0 0 | e = standing 1 0 0 12 5 108 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 4 6 0 0 0 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 689 85.9102 % Incorrectly Classified Instances 113 14.0898 % Kappa statistic 0.8363 Mean absolute error 0.0373 Root mean squared error 0.1823 Relative absolute error 17.3483 % Root relative squared error 55.5802 % Total Number of Instances 802 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.025 0.818 0.88 0.848 0.925 climbingdown 0.73 0.028 0.785 0.73 0.756 0.879 climbingup 0.941 0 1 0.941 0.97 0.966 jumping 0.81 0.034 0.816 0.81 0.813 0.913 lying 0.877 0.016 0.894 0.877 0.886 0.926 standing 0.85 0.033 0.831 0.85 0.84 0.928 sitting 0.991 0.001 0.991 0.991 0.991 0.994 running 0.855 0.026 0.847 0.855 0.851 0.92 walking Weighted Avg. 0.859 0.023 0.859 0.859 0.859 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 81 7 0 0 0 0 0 4 | a = climbingdown 11 73 0 1 1 0 0 14 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 102 7 17 0 0 | d = lying 0 2 0 6 93 5 0 0 | e = standing 0 0 0 16 3 108 0 0 | f = sitting 1 0 0 0 0 0 116 0 | g = running 6 11 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 536 82.716 % Incorrectly Classified Instances 112 17.284 % Kappa statistic 0.7947 Mean absolute error 0.0464 Root mean squared error 0.1985 Relative absolute error 22.0285 % Root relative squared error 61.1714 % Total Number of Instances 648 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.034 0.765 0.729 0.747 0.894 climbingdown 0.316 0.021 0.316 0.316 0.316 0.641 climbingup 1 0.002 0.938 1 0.968 0.999 jumping 0.89 0.015 0.934 0.89 0.911 0.957 lying 0.828 0.042 0.821 0.828 0.824 0.914 standing 0.811 0.044 0.782 0.811 0.796 0.906 sitting 0.968 0 1 0.968 0.984 0.984 running 0.829 0.047 0.786 0.829 0.807 0.902 walking Weighted Avg. 0.827 0.031 0.829 0.827 0.828 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 62 2 0 0 3 0 0 18 | a = climbingdown 4 6 0 1 1 0 0 7 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 113 3 11 0 0 | d = lying 5 2 0 2 101 12 0 0 | e = standing 1 1 0 5 13 86 0 0 | f = sitting 0 0 0 0 1 1 61 0 | g = running 9 8 1 0 1 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 539 83.179 % Incorrectly Classified Instances 109 16.821 % Kappa statistic 0.8 Mean absolute error 0.0453 Root mean squared error 0.1948 Relative absolute error 21.5292 % Root relative squared error 60.0341 % Total Number of Instances 648 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.032 0.775 0.721 0.747 0.865 climbingdown 0.158 0.021 0.188 0.158 0.171 0.621 climbingup 1 0 1 1 1 1 jumping 0.921 0.01 0.959 0.921 0.94 0.965 lying 0.869 0.046 0.815 0.869 0.841 0.937 standing 0.764 0.042 0.779 0.764 0.771 0.872 sitting 1 0 1 1 1 1 running 0.836 0.048 0.78 0.836 0.807 0.906 walking Weighted Avg. 0.832 0.03 0.83 0.832 0.83 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 62 7 0 0 1 2 0 14 | a = climbingdown 5 3 0 0 0 0 0 11 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 117 2 8 0 0 | d = lying 1 1 0 0 106 13 0 1 | e = standing 0 0 0 5 20 81 0 0 | f = sitting 0 0 0 0 0 0 63 0 | g = running 12 5 0 0 1 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 543 83.7963 % Incorrectly Classified Instances 105 16.2037 % Kappa statistic 0.8076 Mean absolute error 0.0436 Root mean squared error 0.1917 Relative absolute error 20.6897 % Root relative squared error 59.0849 % Total Number of Instances 648 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.032 0.783 0.756 0.769 0.853 climbingdown 0.316 0.019 0.333 0.316 0.324 0.693 climbingup 1 0 1 1 1 1 jumping 0.89 0.019 0.919 0.89 0.904 0.97 lying 0.811 0.036 0.839 0.811 0.825 0.917 standing 0.811 0.044 0.782 0.811 0.796 0.902 sitting 1 0.002 0.984 1 0.992 0.999 running 0.873 0.039 0.821 0.873 0.846 0.916 walking Weighted Avg. 0.838 0.029 0.838 0.838 0.838 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 65 6 0 0 2 0 0 13 | a = climbingdown 6 6 0 0 0 0 0 7 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 0 0 113 1 12 0 0 | d = lying 3 2 0 4 99 12 1 1 | e = standing 0 0 0 5 15 86 0 0 | f = sitting 0 0 0 0 0 0 63 0 | g = running 8 4 0 1 1 0 0 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 546 84.3895 % Incorrectly Classified Instances 101 15.6105 % Kappa statistic 0.8142 Mean absolute error 0.0415 Root mean squared error 0.188 Relative absolute error 19.74 % Root relative squared error 57.944 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.779 0.036 0.77 0.779 0.775 0.887 climbingdown 0.056 0.013 0.111 0.056 0.074 0.537 climbingup 1 0 1 1 1 1 jumping 0.906 0.025 0.898 0.906 0.902 0.947 lying 0.836 0.032 0.857 0.836 0.846 0.922 standing 0.849 0.037 0.818 0.849 0.833 0.941 sitting 1 0.002 0.984 1 0.992 0.999 running 0.845 0.041 0.809 0.845 0.827 0.902 walking Weighted Avg. 0.844 0.029 0.834 0.844 0.839 0.92 === Confusion Matrix === a b c d e f g h <-- classified as 67 3 0 0 3 0 1 12 | a = climbingdown 7 1 0 0 1 0 0 9 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 115 4 7 0 1 | d = lying 3 1 0 3 102 13 0 0 | e = standing 0 0 0 10 6 90 0 0 | f = sitting 0 0 0 0 0 0 63 0 | g = running 10 4 0 0 3 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 555 85.7805 % Incorrectly Classified Instances 92 14.2195 % Kappa statistic 0.8309 Mean absolute error 0.0398 Root mean squared error 0.1802 Relative absolute error 18.9273 % Root relative squared error 55.5599 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.698 0.036 0.75 0.698 0.723 0.844 climbingdown 0.278 0.017 0.313 0.278 0.294 0.683 climbingup 1 0.002 0.938 1 0.968 0.999 jumping 0.929 0.017 0.929 0.929 0.929 0.978 lying 0.885 0.03 0.871 0.885 0.878 0.953 standing 0.84 0.031 0.84 0.84 0.84 0.917 sitting 1 0 1 1 1 1 running 0.882 0.034 0.843 0.882 0.862 0.927 walking Weighted Avg. 0.858 0.025 0.855 0.858 0.856 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 60 8 0 0 5 0 0 13 | a = climbingdown 7 5 1 0 1 0 0 4 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 118 2 7 0 0 | d = lying 1 1 0 1 108 10 0 1 | e = standing 1 1 0 8 7 89 0 0 | f = sitting 0 0 0 0 0 0 63 0 | g = running 11 1 0 0 1 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 540 83.4621 % Incorrectly Classified Instances 107 16.5379 % Kappa statistic 0.8036 Mean absolute error 0.0451 Root mean squared error 0.1966 Relative absolute error 21.4175 % Root relative squared error 60.615 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.041 0.733 0.733 0.733 0.862 climbingdown 0.222 0.022 0.222 0.222 0.222 0.619 climbingup 1 0 1 1 1 1 jumping 0.921 0.015 0.936 0.921 0.929 0.972 lying 0.82 0.029 0.87 0.82 0.844 0.905 standing 0.821 0.044 0.784 0.821 0.802 0.901 sitting 1 0 1 1 1 1 running 0.827 0.043 0.798 0.827 0.813 0.914 walking Weighted Avg. 0.835 0.029 0.836 0.835 0.835 0.917 === Confusion Matrix === a b c d e f g h <-- classified as 63 3 0 0 4 0 0 16 | a = climbingdown 8 4 0 0 0 0 0 6 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 0 0 117 1 8 0 0 | d = lying 4 1 0 1 100 16 0 0 | e = standing 0 1 0 7 10 87 0 1 | f = sitting 0 0 0 0 0 0 63 0 | g = running 10 9 0 0 0 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 537 82.9985 % Incorrectly Classified Instances 110 17.0015 % Kappa statistic 0.798 Mean absolute error 0.0447 Root mean squared error 0.1982 Relative absolute error 21.2529 % Root relative squared error 61.1073 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.043 0.73 0.756 0.743 0.869 climbingdown 0.333 0.021 0.316 0.333 0.324 0.667 climbingup 0.933 0 1 0.933 0.966 0.967 jumping 0.906 0.027 0.891 0.906 0.898 0.961 lying 0.836 0.03 0.864 0.836 0.85 0.921 standing 0.811 0.043 0.789 0.811 0.8 0.894 sitting 0.984 0 1 0.984 0.992 0.992 running 0.791 0.037 0.813 0.791 0.802 0.907 walking Weighted Avg. 0.83 0.031 0.832 0.83 0.831 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 65 5 0 0 1 1 0 14 | a = climbingdown 4 6 0 0 1 1 0 6 | b = climbingup 1 0 14 0 0 0 0 0 | c = jumping 0 0 0 115 2 10 0 0 | d = lying 3 1 0 5 102 11 0 0 | e = standing 0 0 0 9 11 86 0 0 | f = sitting 0 0 0 0 1 0 62 0 | g = running 16 7 0 0 0 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 539 83.3076 % Incorrectly Classified Instances 108 16.6924 % Kappa statistic 0.8016 Mean absolute error 0.0441 Root mean squared error 0.1969 Relative absolute error 20.9346 % Root relative squared error 60.6818 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.041 0.739 0.765 0.751 0.882 climbingdown 0.105 0.024 0.118 0.105 0.111 0.603 climbingup 0.938 0.002 0.938 0.938 0.938 0.968 jumping 0.953 0.01 0.96 0.953 0.957 0.976 lying 0.844 0.051 0.792 0.844 0.817 0.902 standing 0.811 0.03 0.843 0.811 0.827 0.885 sitting 0.952 0 1 0.952 0.975 0.976 running 0.8 0.039 0.807 0.8 0.804 0.899 walking Weighted Avg. 0.833 0.029 0.833 0.833 0.833 0.911 === Confusion Matrix === a b c d e f g h <-- classified as 65 6 0 0 3 0 0 11 | a = climbingdown 7 2 0 0 0 0 0 10 | b = climbingup 0 0 15 0 1 0 0 0 | c = jumping 0 0 0 121 2 4 0 0 | d = lying 4 1 1 2 103 11 0 0 | e = standing 1 0 0 3 16 86 0 0 | f = sitting 0 1 0 0 1 1 59 0 | g = running 11 7 0 0 4 0 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 537 82.9985 % Incorrectly Classified Instances 110 17.0015 % Kappa statistic 0.7984 Mean absolute error 0.0445 Root mean squared error 0.1948 Relative absolute error 21.1119 % Root relative squared error 60.026 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.776 0.036 0.767 0.776 0.772 0.923 climbingdown 0.316 0.025 0.273 0.316 0.293 0.677 climbingup 1 0 1 1 1 1 jumping 0.841 0.017 0.922 0.841 0.88 0.953 lying 0.877 0.042 0.829 0.877 0.853 0.931 standing 0.822 0.048 0.772 0.822 0.796 0.91 sitting 1 0.002 0.984 1 0.992 1 running 0.782 0.03 0.843 0.782 0.811 0.89 walking Weighted Avg. 0.83 0.03 0.835 0.83 0.832 0.925 === Confusion Matrix === a b c d e f g h <-- classified as 66 6 0 0 4 0 0 9 | a = climbingdown 4 6 0 0 1 0 1 7 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 106 7 13 0 0 | d = lying 1 0 0 1 107 13 0 0 | e = standing 0 1 0 8 10 88 0 0 | f = sitting 0 0 0 0 0 0 62 0 | g = running 15 9 0 0 0 0 0 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 515 79.5981 % Incorrectly Classified Instances 132 20.4019 % Kappa statistic 0.7579 Mean absolute error 0.0534 Root mean squared error 0.2192 Relative absolute error 25.3366 % Root relative squared error 67.5436 % Total Number of Instances 647 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.776 0.048 0.71 0.776 0.742 0.881 climbingdown 0.211 0.025 0.2 0.211 0.205 0.695 climbingup 0.875 0 1 0.875 0.933 0.938 jumping 0.873 0.021 0.909 0.873 0.891 0.948 lying 0.843 0.057 0.773 0.843 0.806 0.893 standing 0.679 0.041 0.766 0.679 0.72 0.848 sitting 0.984 0.002 0.984 0.984 0.984 0.991 running 0.766 0.047 0.773 0.766 0.769 0.866 walking Weighted Avg. 0.796 0.037 0.799 0.796 0.797 0.895 === Confusion Matrix === a b c d e f g h <-- classified as 66 4 0 0 2 0 0 13 | a = climbingdown 7 4 0 0 1 0 0 7 | b = climbingup 0 0 14 0 2 0 0 0 | c = jumping 0 1 0 110 1 14 0 0 | d = lying 2 1 0 2 102 8 1 5 | e = standing 0 1 0 9 24 72 0 0 | f = sitting 1 0 0 0 0 0 62 0 | g = running 17 9 0 0 0 0 0 85 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 646 77.458 % Incorrectly Classified Instances 188 22.542 % Kappa statistic 0.7377 Mean absolute error 0.0587 Root mean squared error 0.2256 Relative absolute error 27.3371 % Root relative squared error 68.8307 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.044 0.698 0.74 0.718 0.886 climbingdown 0.596 0.042 0.644 0.596 0.619 0.824 climbingup 1 0 1 1 1 1 jumping 0.717 0.037 0.738 0.717 0.727 0.872 lying 0.783 0.035 0.802 0.783 0.792 0.89 standing 0.762 0.057 0.742 0.762 0.752 0.887 sitting 0.992 0.004 0.975 0.992 0.983 0.996 running 0.754 0.044 0.748 0.754 0.751 0.862 walking Weighted Avg. 0.775 0.037 0.774 0.775 0.774 0.892 === Confusion Matrix === a b c d e f g h <-- classified as 74 10 0 0 2 2 1 11 | a = climbingdown 17 56 0 1 0 0 0 20 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 76 9 20 1 0 | d = lying 1 3 0 7 101 17 0 0 | e = standing 2 0 0 19 13 112 1 0 | f = sitting 0 0 0 0 1 0 118 0 | g = running 12 18 0 0 0 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 670 80.3357 % Incorrectly Classified Instances 164 19.6643 % Kappa statistic 0.7716 Mean absolute error 0.0522 Root mean squared error 0.212 Relative absolute error 24.3122 % Root relative squared error 64.6867 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.78 0.03 0.78 0.78 0.78 0.901 climbingdown 0.766 0.039 0.713 0.766 0.738 0.905 climbingup 1 0 1 1 1 1 jumping 0.774 0.054 0.678 0.774 0.722 0.864 lying 0.837 0.03 0.837 0.837 0.837 0.925 standing 0.694 0.038 0.797 0.694 0.742 0.848 sitting 0.983 0.001 0.992 0.983 0.987 0.999 running 0.77 0.037 0.783 0.77 0.777 0.915 walking Weighted Avg. 0.803 0.032 0.806 0.803 0.804 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 78 8 0 0 1 0 1 12 | a = climbingdown 8 72 0 0 0 0 0 14 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 82 9 15 0 0 | d = lying 1 3 0 6 108 11 0 0 | e = standing 3 0 0 33 9 102 0 0 | f = sitting 0 1 0 0 1 0 117 0 | g = running 10 17 0 0 1 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 654 78.4173 % Incorrectly Classified Instances 180 21.5827 % Kappa statistic 0.7489 Mean absolute error 0.058 Root mean squared error 0.2259 Relative absolute error 26.9939 % Root relative squared error 68.9085 % Total Number of Instances 834 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.026 0.779 0.677 0.724 0.825 climbingdown 0.713 0.05 0.644 0.713 0.677 0.866 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.689 0.047 0.682 0.689 0.685 0.846 lying 0.837 0.04 0.794 0.837 0.815 0.917 standing 0.777 0.041 0.804 0.777 0.79 0.886 sitting 0.983 0.003 0.983 0.983 0.983 0.991 running 0.746 0.045 0.74 0.746 0.743 0.877 walking Weighted Avg. 0.784 0.035 0.786 0.784 0.784 0.891 === Confusion Matrix === a b c d e f g h <-- classified as 67 11 0 0 1 3 0 17 | a = climbingdown 9 67 0 0 3 1 0 14 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 1 0 73 13 19 0 0 | d = lying 0 2 0 13 108 5 1 0 | e = standing 0 1 0 21 10 115 0 1 | f = sitting 1 0 0 0 1 0 117 0 | g = running 9 22 0 0 0 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 654 78.5114 % Incorrectly Classified Instances 179 21.4886 % Kappa statistic 0.75 Mean absolute error 0.0567 Root mean squared error 0.2206 Relative absolute error 26.3836 % Root relative squared error 67.3292 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.027 0.783 0.727 0.754 0.882 climbingdown 0.71 0.054 0.623 0.71 0.663 0.869 climbingup 1 0 1 1 1 1 jumping 0.679 0.044 0.692 0.679 0.686 0.849 lying 0.838 0.038 0.801 0.838 0.82 0.898 standing 0.777 0.042 0.799 0.777 0.788 0.912 sitting 0.983 0.003 0.983 0.983 0.983 0.991 running 0.713 0.041 0.75 0.713 0.731 0.858 walking Weighted Avg. 0.785 0.035 0.787 0.785 0.786 0.899 === Confusion Matrix === a b c d e f g h <-- classified as 72 16 0 1 0 0 0 10 | a = climbingdown 7 66 0 0 1 0 0 19 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 1 0 0 72 11 20 2 0 | d = lying 1 0 0 11 109 9 0 0 | e = standing 0 0 0 20 13 115 0 0 | f = sitting 0 0 0 0 2 0 117 0 | g = running 11 24 0 0 0 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 659 79.1116 % Incorrectly Classified Instances 174 20.8884 % Kappa statistic 0.757 Mean absolute error 0.0546 Root mean squared error 0.2135 Relative absolute error 25.3973 % Root relative squared error 65.149 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.038 0.731 0.76 0.745 0.894 climbingdown 0.667 0.035 0.705 0.667 0.685 0.867 climbingup 1 0 1 1 1 1 jumping 0.698 0.051 0.667 0.698 0.682 0.847 lying 0.853 0.028 0.846 0.853 0.849 0.937 standing 0.755 0.05 0.766 0.755 0.76 0.914 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.744 0.039 0.763 0.744 0.753 0.92 walking Weighted Avg. 0.791 0.034 0.791 0.791 0.791 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 76 10 0 0 1 1 0 12 | a = climbingdown 12 62 0 0 2 0 1 16 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 74 7 25 0 0 | d = lying 0 0 0 11 110 8 0 0 | e = standing 0 1 0 26 9 111 0 0 | f = sitting 0 0 0 0 1 0 119 0 | g = running 16 15 0 0 0 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 653 78.3914 % Incorrectly Classified Instances 180 21.6086 % Kappa statistic 0.7485 Mean absolute error 0.0577 Root mean squared error 0.2221 Relative absolute error 26.852 % Root relative squared error 67.762 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.044 0.695 0.73 0.712 0.852 climbingdown 0.591 0.038 0.663 0.591 0.625 0.836 climbingup 1 0 1 1 1 1 jumping 0.689 0.047 0.682 0.689 0.685 0.889 lying 0.829 0.034 0.817 0.829 0.823 0.91 standing 0.803 0.047 0.787 0.803 0.795 0.918 sitting 0.992 0 1 0.992 0.996 1 running 0.752 0.042 0.752 0.752 0.752 0.877 walking Weighted Avg. 0.784 0.035 0.783 0.784 0.783 0.904 === Confusion Matrix === a b c d e f g h <-- classified as 73 13 0 1 2 1 0 10 | a = climbingdown 16 55 0 0 2 0 0 20 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 73 11 22 0 0 | d = lying 0 2 0 12 107 8 0 0 | e = standing 0 0 0 20 9 118 0 0 | f = sitting 0 0 0 0 0 1 119 0 | g = running 16 13 0 1 0 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 648 77.7911 % Incorrectly Classified Instances 185 22.2089 % Kappa statistic 0.7417 Mean absolute error 0.0576 Root mean squared error 0.2263 Relative absolute error 26.8224 % Root relative squared error 69.0474 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.033 0.736 0.67 0.702 0.848 climbingdown 0.699 0.053 0.625 0.699 0.66 0.845 climbingup 1 0.001 0.944 1 0.971 0.999 jumping 0.645 0.043 0.69 0.645 0.667 0.82 lying 0.845 0.038 0.801 0.845 0.823 0.912 standing 0.782 0.047 0.782 0.782 0.782 0.899 sitting 1 0.001 0.992 1 0.996 0.999 running 0.719 0.042 0.744 0.719 0.731 0.864 walking Weighted Avg. 0.778 0.036 0.778 0.778 0.777 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 67 13 0 1 0 4 0 15 | a = climbingdown 11 65 0 0 1 1 0 15 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 1 0 69 16 21 0 0 | d = lying 0 4 0 9 109 6 1 0 | e = standing 1 1 0 21 9 115 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 12 20 1 0 1 0 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 659 79.1116 % Incorrectly Classified Instances 174 20.8884 % Kappa statistic 0.757 Mean absolute error 0.0554 Root mean squared error 0.2186 Relative absolute error 25.784 % Root relative squared error 66.6804 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.03 0.773 0.75 0.761 0.887 climbingdown 0.656 0.032 0.718 0.656 0.685 0.84 climbingup 1 0 1 1 1 1 jumping 0.72 0.05 0.681 0.72 0.7 0.891 lying 0.853 0.038 0.803 0.853 0.827 0.915 standing 0.721 0.041 0.791 0.721 0.754 0.875 sitting 0.992 0 1 0.992 0.996 1 running 0.785 0.052 0.72 0.785 0.751 0.888 walking Weighted Avg. 0.791 0.034 0.792 0.791 0.791 0.903 === Confusion Matrix === a b c d e f g h <-- classified as 75 8 0 0 2 0 0 15 | a = climbingdown 9 61 0 0 2 0 0 21 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 77 11 18 0 1 | d = lying 1 0 0 8 110 10 0 0 | e = standing 2 0 0 28 11 106 0 0 | f = sitting 0 0 0 0 1 0 118 0 | g = running 10 16 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 653 78.3914 % Incorrectly Classified Instances 180 21.6086 % Kappa statistic 0.7487 Mean absolute error 0.0568 Root mean squared error 0.218 Relative absolute error 26.4275 % Root relative squared error 66.5031 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.049 0.676 0.75 0.711 0.879 climbingdown 0.667 0.041 0.674 0.667 0.67 0.858 climbingup 1 0.001 0.944 1 0.971 1 jumping 0.682 0.043 0.702 0.682 0.692 0.867 lying 0.829 0.023 0.87 0.829 0.849 0.935 standing 0.789 0.057 0.748 0.789 0.768 0.92 sitting 0.992 0.003 0.983 0.992 0.987 0.994 running 0.702 0.035 0.773 0.702 0.736 0.875 walking Weighted Avg. 0.784 0.035 0.785 0.784 0.784 0.909 === Confusion Matrix === a b c d e f g h <-- classified as 75 12 0 0 2 0 0 11 | a = climbingdown 16 62 0 0 0 0 1 14 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 73 7 26 1 0 | d = lying 1 0 0 8 107 13 0 0 | e = standing 1 0 0 23 7 116 0 0 | f = sitting 1 0 0 0 0 0 118 0 | g = running 17 18 1 0 0 0 0 85 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 661 79.3517 % Incorrectly Classified Instances 172 20.6483 % Kappa statistic 0.7599 Mean absolute error 0.054 Root mean squared error 0.217 Relative absolute error 25.134 % Root relative squared error 66.2158 % Total Number of Instances 833 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.03 0.768 0.73 0.749 0.884 climbingdown 0.656 0.041 0.67 0.656 0.663 0.859 climbingup 1 0 1 1 1 1 jumping 0.72 0.056 0.653 0.72 0.684 0.855 lying 0.845 0.02 0.886 0.845 0.865 0.924 standing 0.721 0.047 0.768 0.721 0.744 0.894 sitting 0.983 0 1 0.983 0.992 0.991 running 0.835 0.046 0.754 0.835 0.792 0.911 walking Weighted Avg. 0.794 0.033 0.796 0.794 0.794 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 73 16 0 0 1 1 0 9 | a = climbingdown 8 61 0 0 0 0 0 24 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 3 0 0 77 5 22 0 0 | d = lying 0 2 0 9 109 9 0 0 | e = standing 2 1 0 31 7 106 0 0 | f = sitting 0 0 0 1 1 0 117 0 | g = running 9 11 0 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 687 85.875 % Incorrectly Classified Instances 113 14.125 % Kappa statistic 0.836 Mean absolute error 0.037 Root mean squared error 0.1763 Relative absolute error 17.2002 % Root relative squared error 53.7411 % Total Number of Instances 800 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.04 0.702 0.695 0.698 0.837 climbingdown 0.677 0.038 0.7 0.677 0.689 0.859 climbingup 0.941 0.003 0.889 0.941 0.914 0.966 jumping 0.925 0.024 0.874 0.925 0.899 0.967 lying 0.992 0.001 0.992 0.992 0.992 0.994 standing 0.862 0.012 0.926 0.862 0.893 0.965 sitting 0.959 0.004 0.975 0.959 0.967 0.974 running 0.815 0.041 0.776 0.815 0.795 0.916 walking Weighted Avg. 0.859 0.021 0.859 0.859 0.859 0.936 === Confusion Matrix === a b c d e f g h <-- classified as 66 16 0 0 0 0 1 12 | a = climbingdown 13 63 0 0 0 0 1 16 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 0 0 0 111 1 8 0 0 | d = lying 0 0 0 0 117 0 1 0 | e = standing 0 0 0 16 0 100 0 0 | f = sitting 2 3 0 0 0 0 117 0 | g = running 12 8 2 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 680 85 % Incorrectly Classified Instances 120 15 % Kappa statistic 0.8257 Mean absolute error 0.0395 Root mean squared error 0.1864 Relative absolute error 18.3282 % Root relative squared error 56.7971 % Total Number of Instances 800 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.052 0.63 0.663 0.646 0.829 climbingdown 0.613 0.034 0.704 0.613 0.655 0.791 climbingup 0.882 0.001 0.938 0.882 0.909 0.994 jumping 0.925 0.013 0.925 0.925 0.925 0.972 lying 0.983 0.001 0.991 0.983 0.987 0.992 standing 0.931 0.012 0.931 0.931 0.931 0.975 sitting 0.984 0.013 0.93 0.984 0.956 0.988 running 0.756 0.046 0.744 0.756 0.75 0.884 walking Weighted Avg. 0.85 0.023 0.849 0.85 0.849 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 63 14 0 0 0 0 1 17 | a = climbingdown 16 57 1 0 1 0 5 13 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 1 0 111 0 8 0 0 | d = lying 1 0 0 1 116 0 0 0 | e = standing 0 0 0 8 0 108 0 0 | f = sitting 1 0 0 0 0 0 120 1 | g = running 19 9 0 0 0 0 1 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 694 86.75 % Incorrectly Classified Instances 106 13.25 % Kappa statistic 0.8462 Mean absolute error 0.0351 Root mean squared error 0.1744 Relative absolute error 16.3228 % Root relative squared error 53.1637 % Total Number of Instances 800 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.037 0.737 0.76 0.749 0.867 climbingdown 0.656 0.04 0.685 0.656 0.67 0.859 climbingup 1 0 1 1 1 1 jumping 0.908 0.01 0.939 0.908 0.923 0.964 lying 0.992 0.003 0.983 0.992 0.987 0.994 standing 0.922 0.016 0.907 0.922 0.915 0.976 sitting 0.975 0.004 0.975 0.975 0.975 0.99 running 0.773 0.043 0.76 0.773 0.767 0.894 walking Weighted Avg. 0.868 0.02 0.867 0.868 0.867 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 73 12 0 0 0 0 2 9 | a = climbingdown 12 61 0 0 0 0 0 20 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 108 0 11 0 0 | d = lying 0 1 0 0 117 0 0 0 | e = standing 0 0 0 7 2 107 0 0 | f = sitting 1 2 0 0 0 0 119 0 | g = running 13 13 0 0 0 0 1 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 673 84.125 % Incorrectly Classified Instances 127 15.875 % Kappa statistic 0.8158 Mean absolute error 0.0414 Root mean squared error 0.1892 Relative absolute error 19.2264 % Root relative squared error 57.662 % Total Number of Instances 800 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.621 0.057 0.596 0.621 0.608 0.795 climbingdown 0.71 0.045 0.673 0.71 0.691 0.889 climbingup 0.941 0.001 0.941 0.941 0.941 0.97 jumping 0.933 0.016 0.91 0.933 0.921 0.976 lying 1 0.003 0.983 1 0.992 0.998 standing 0.888 0.012 0.928 0.888 0.907 0.947 sitting 0.934 0.003 0.983 0.934 0.958 0.979 running 0.717 0.046 0.735 0.717 0.726 0.886 walking Weighted Avg. 0.841 0.024 0.844 0.841 0.842 0.93 === Confusion Matrix === a b c d e f g h <-- classified as 59 17 0 0 0 0 1 18 | a = climbingdown 12 66 1 0 0 0 1 13 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 0 0 0 111 0 8 0 0 | d = lying 0 0 0 0 118 0 0 0 | e = standing 1 0 0 11 1 103 0 0 | f = sitting 3 4 0 0 1 0 114 0 | g = running 23 11 0 0 0 0 0 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 689 86.125 % Incorrectly Classified Instances 111 13.875 % Kappa statistic 0.8389 Mean absolute error 0.0373 Root mean squared error 0.1753 Relative absolute error 17.3123 % Root relative squared error 53.4302 % Total Number of Instances 800 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.041 0.701 0.716 0.708 0.857 climbingdown 0.71 0.038 0.71 0.71 0.71 0.865 climbingup 0.882 0.001 0.938 0.882 0.909 0.962 jumping 0.925 0.019 0.895 0.925 0.91 0.96 lying 0.983 0.003 0.983 0.983 0.983 0.99 standing 0.888 0.012 0.928 0.888 0.907 0.96 sitting 0.975 0.007 0.96 0.975 0.967 0.993 running 0.767 0.038 0.78 0.767 0.773 0.901 walking Weighted Avg. 0.861 0.021 0.862 0.861 0.861 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 68 13 0 0 0 0 1 13 | a = climbingdown 13 66 0 0 0 0 1 13 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 0 0 0 111 1 8 0 0 | d = lying 0 2 0 0 115 0 0 0 | e = standing 0 0 0 13 0 103 0 0 | f = sitting 2 0 0 0 1 0 119 0 | g = running 14 12 1 0 0 0 1 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 681 85.2315 % Incorrectly Classified Instances 118 14.7685 % Kappa statistic 0.8284 Mean absolute error 0.04 Root mean squared error 0.1848 Relative absolute error 18.5658 % Root relative squared error 56.3415 % Total Number of Instances 799 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.642 0.047 0.649 0.642 0.646 0.823 climbingdown 0.656 0.034 0.718 0.656 0.685 0.846 climbingup 0.875 0.001 0.933 0.875 0.903 0.929 jumping 0.9 0.012 0.931 0.9 0.915 0.97 lying 1 0.006 0.967 1 0.983 0.997 standing 0.923 0.016 0.908 0.923 0.915 0.98 sitting 0.983 0.013 0.93 0.983 0.956 0.988 running 0.775 0.041 0.769 0.775 0.772 0.884 walking Weighted Avg. 0.852 0.023 0.85 0.852 0.851 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 61 13 0 0 1 0 3 17 | a = climbingdown 16 61 1 0 0 0 4 11 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 0 0 0 108 1 11 0 0 | d = lying 0 0 0 0 117 0 0 0 | e = standing 0 0 0 8 1 108 0 0 | f = sitting 1 0 0 0 1 0 119 0 | g = running 16 11 0 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 678 84.8561 % Incorrectly Classified Instances 121 15.1439 % Kappa statistic 0.8242 Mean absolute error 0.0399 Root mean squared error 0.1875 Relative absolute error 18.5246 % Root relative squared error 57.1636 % Total Number of Instances 799 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.044 0.67 0.663 0.667 0.821 climbingdown 0.731 0.034 0.739 0.731 0.735 0.88 climbingup 0.938 0.004 0.833 0.938 0.882 0.962 jumping 0.892 0.019 0.892 0.892 0.892 0.946 lying 0.983 0 1 0.983 0.991 0.991 standing 0.88 0.019 0.888 0.88 0.884 0.948 sitting 0.959 0.007 0.959 0.959 0.959 0.974 running 0.758 0.047 0.74 0.758 0.749 0.898 walking Weighted Avg. 0.849 0.023 0.849 0.849 0.849 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 63 9 0 0 0 0 1 22 | a = climbingdown 14 68 1 0 0 0 1 9 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 107 0 13 0 0 | d = lying 0 0 0 0 115 0 1 1 | e = standing 0 1 0 13 0 103 0 0 | f = sitting 2 1 2 0 0 0 116 0 | g = running 15 13 0 0 0 0 1 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 687 85.9825 % Incorrectly Classified Instances 112 14.0175 % Kappa statistic 0.8372 Mean absolute error 0.0374 Root mean squared error 0.1799 Relative absolute error 17.3598 % Root relative squared error 54.8483 % Total Number of Instances 799 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.043 0.691 0.705 0.698 0.858 climbingdown 0.699 0.03 0.756 0.699 0.726 0.866 climbingup 0.938 0.001 0.938 0.938 0.938 0.964 jumping 0.925 0.016 0.91 0.925 0.917 0.976 lying 0.991 0.004 0.975 0.991 0.983 0.993 standing 0.897 0.015 0.913 0.897 0.905 0.961 sitting 0.934 0.007 0.958 0.934 0.946 0.963 running 0.792 0.046 0.754 0.792 0.772 0.895 walking Weighted Avg. 0.86 0.022 0.86 0.86 0.86 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 67 9 1 0 0 0 1 17 | a = climbingdown 12 65 0 0 0 0 3 13 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 111 0 9 0 0 | d = lying 0 0 0 0 116 1 0 0 | e = standing 0 0 0 11 1 105 0 0 | f = sitting 4 1 0 0 2 0 113 1 | g = running 14 11 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 689 86.2328 % Incorrectly Classified Instances 110 13.7672 % Kappa statistic 0.84 Mean absolute error 0.0366 Root mean squared error 0.1782 Relative absolute error 16.9959 % Root relative squared error 54.3344 % Total Number of Instances 799 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.058 0.613 0.684 0.647 0.841 climbingdown 0.624 0.027 0.753 0.624 0.682 0.859 climbingup 0.75 0.001 0.923 0.75 0.828 0.936 jumping 0.95 0.009 0.95 0.95 0.95 0.986 lying 1 0.001 0.992 1 0.996 0.999 standing 0.957 0.01 0.941 0.957 0.949 0.98 sitting 0.967 0.004 0.975 0.967 0.971 0.981 running 0.783 0.047 0.746 0.783 0.764 0.889 walking Weighted Avg. 0.862 0.021 0.864 0.862 0.862 0.939 === Confusion Matrix === a b c d e f g h <-- classified as 65 8 0 0 0 1 0 21 | a = climbingdown 22 58 0 1 1 0 2 9 | b = climbingup 1 0 12 0 0 0 1 2 | c = jumping 0 0 0 114 0 6 0 0 | d = lying 0 0 0 0 118 0 0 0 | e = standing 0 0 0 5 0 111 0 0 | f = sitting 2 1 1 0 0 0 117 0 | g = running 16 10 0 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 674 84.3554 % Incorrectly Classified Instances 125 15.6446 % Kappa statistic 0.8183 Mean absolute error 0.0415 Root mean squared error 0.1896 Relative absolute error 19.3008 % Root relative squared error 57.8095 % Total Number of Instances 799 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.045 0.673 0.695 0.684 0.856 climbingdown 0.763 0.042 0.703 0.763 0.732 0.861 climbingup 0.813 0.001 0.929 0.813 0.867 0.928 jumping 0.958 0.031 0.846 0.958 0.898 0.963 lying 0.966 0.004 0.974 0.966 0.97 0.98 standing 0.802 0.012 0.921 0.802 0.857 0.946 sitting 0.959 0.009 0.951 0.959 0.955 0.985 running 0.717 0.035 0.782 0.717 0.748 0.877 walking Weighted Avg. 0.844 0.024 0.846 0.844 0.843 0.928 === Confusion Matrix === a b c d e f g h <-- classified as 66 15 0 0 1 0 1 12 | a = climbingdown 8 71 0 0 0 0 2 12 | b = climbingup 1 0 13 0 0 0 2 0 | c = jumping 0 0 0 115 0 5 0 0 | d = lying 0 1 0 0 114 3 0 0 | e = standing 0 1 0 21 1 93 0 0 | f = sitting 2 1 1 0 1 0 116 0 | g = running 21 12 0 0 0 0 1 86 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 665 82.404 % Incorrectly Classified Instances 142 17.596 % Kappa statistic 0.7957 Mean absolute error 0.049 Root mean squared error 0.1996 Relative absolute error 22.768 % Root relative squared error 60.8317 % Total Number of Instances 807 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.602 0.041 0.67 0.602 0.634 0.836 climbingdown 0.677 0.031 0.747 0.677 0.71 0.888 climbingup 0.882 0.006 0.75 0.882 0.811 0.938 jumping 0.868 0.035 0.814 0.868 0.84 0.937 lying 0.941 0.013 0.926 0.941 0.933 0.963 standing 0.746 0.028 0.822 0.746 0.782 0.91 sitting 0.992 0.006 0.967 0.992 0.979 0.994 running 0.866 0.044 0.774 0.866 0.817 0.933 walking Weighted Avg. 0.824 0.027 0.822 0.824 0.822 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 59 18 3 0 0 0 0 18 | a = climbingdown 20 65 0 0 0 0 0 11 | b = climbingup 0 0 15 0 0 0 1 1 | c = jumping 0 0 0 105 2 14 0 0 | d = lying 0 0 0 1 112 5 1 0 | e = standing 0 0 0 23 7 88 0 0 | f = sitting 0 0 1 0 0 0 118 0 | g = running 9 4 1 0 0 0 2 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 686 85.0062 % Incorrectly Classified Instances 121 14.9938 % Kappa statistic 0.826 Mean absolute error 0.043 Root mean squared error 0.1856 Relative absolute error 19.9577 % Root relative squared error 56.545 % Total Number of Instances 807 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.047 0.663 0.663 0.663 0.847 climbingdown 0.813 0.023 0.83 0.813 0.821 0.93 climbingup 0.722 0.004 0.813 0.722 0.765 0.887 jumping 0.833 0.02 0.877 0.833 0.855 0.945 lying 0.949 0.006 0.966 0.949 0.957 0.975 standing 0.857 0.035 0.81 0.857 0.833 0.912 sitting 0.975 0 1 0.975 0.987 0.996 running 0.84 0.039 0.787 0.84 0.813 0.928 walking Weighted Avg. 0.85 0.023 0.852 0.85 0.851 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 65 13 1 0 0 0 0 19 | a = climbingdown 13 78 0 0 0 0 0 5 | b = climbingup 3 0 13 0 0 0 0 2 | c = jumping 0 0 0 100 0 20 0 0 | d = lying 1 0 0 1 112 4 0 0 | e = standing 0 0 0 13 4 102 0 0 | f = sitting 0 0 2 0 0 0 116 1 | g = running 16 3 0 0 0 0 0 100 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 667 82.7543 % Incorrectly Classified Instances 139 17.2457 % Kappa statistic 0.7999 Mean absolute error 0.0476 Root mean squared error 0.1999 Relative absolute error 22.1022 % Root relative squared error 60.9254 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.051 0.644 0.663 0.653 0.823 climbingdown 0.813 0.032 0.772 0.813 0.792 0.893 climbingup 0.882 0.003 0.882 0.882 0.882 0.94 jumping 0.825 0.034 0.811 0.825 0.818 0.929 lying 0.932 0.023 0.873 0.932 0.902 0.968 standing 0.739 0.028 0.822 0.739 0.779 0.909 sitting 0.983 0.003 0.983 0.983 0.983 0.991 running 0.798 0.026 0.841 0.798 0.819 0.921 walking Weighted Avg. 0.828 0.027 0.828 0.828 0.827 0.923 === Confusion Matrix === a b c d e f g h <-- classified as 65 17 1 0 1 0 1 13 | a = climbingdown 15 78 0 0 0 0 0 3 | b = climbingup 0 1 15 0 0 0 0 1 | c = jumping 1 0 0 99 3 17 0 0 | d = lying 0 1 0 5 110 2 0 0 | e = standing 1 0 0 18 12 88 0 0 | f = sitting 0 1 0 0 0 0 117 1 | g = running 19 3 1 0 0 0 1 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 674 83.6228 % Incorrectly Classified Instances 132 16.3772 % Kappa statistic 0.8099 Mean absolute error 0.0456 Root mean squared error 0.1941 Relative absolute error 21.1727 % Root relative squared error 59.1553 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.571 0.034 0.7 0.571 0.629 0.792 climbingdown 0.823 0.042 0.725 0.823 0.771 0.915 climbingup 0.882 0.003 0.882 0.882 0.882 0.939 jumping 0.758 0.029 0.82 0.758 0.788 0.929 lying 0.975 0.012 0.935 0.975 0.954 0.986 standing 0.815 0.036 0.795 0.815 0.805 0.922 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.866 0.032 0.824 0.866 0.844 0.921 walking Weighted Avg. 0.836 0.026 0.834 0.836 0.834 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 56 21 1 1 0 1 0 18 | a = climbingdown 13 79 0 0 0 0 0 4 | b = climbingup 0 1 15 0 0 0 1 0 | c = jumping 0 2 0 91 5 22 0 0 | d = lying 0 0 0 1 115 2 0 0 | e = standing 0 1 0 18 3 97 0 0 | f = sitting 0 0 1 0 0 0 118 0 | g = running 11 5 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 688 85.3598 % Incorrectly Classified Instances 118 14.6402 % Kappa statistic 0.8301 Mean absolute error 0.0423 Root mean squared error 0.185 Relative absolute error 19.6199 % Root relative squared error 56.3595 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.66 0.042 0.681 0.66 0.67 0.858 climbingdown 0.804 0.031 0.78 0.804 0.792 0.901 climbingup 0.941 0.003 0.889 0.941 0.914 0.969 jumping 0.85 0.025 0.857 0.85 0.854 0.924 lying 0.949 0.015 0.918 0.949 0.933 0.969 standing 0.815 0.028 0.836 0.815 0.826 0.928 sitting 0.992 0 1 0.992 0.996 0.996 running 0.849 0.026 0.849 0.849 0.849 0.928 walking Weighted Avg. 0.854 0.023 0.853 0.854 0.853 0.933 === Confusion Matrix === a b c d e f g h <-- classified as 64 18 1 0 1 0 0 13 | a = climbingdown 14 78 0 0 0 0 0 5 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 0 0 0 102 2 16 0 0 | d = lying 1 0 0 2 112 3 0 0 | e = standing 0 0 0 15 7 97 0 0 | f = sitting 0 1 0 0 0 0 118 0 | g = running 14 3 1 0 0 0 0 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 656 81.3896 % Incorrectly Classified Instances 150 18.6104 % Kappa statistic 0.784 Mean absolute error 0.0497 Root mean squared error 0.2092 Relative absolute error 23.093 % Root relative squared error 63.7322 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.047 0.637 0.592 0.614 0.781 climbingdown 0.784 0.028 0.792 0.784 0.788 0.911 climbingup 0.824 0.006 0.737 0.824 0.778 0.908 jumping 0.808 0.042 0.77 0.808 0.789 0.892 lying 0.983 0.022 0.885 0.983 0.932 0.984 standing 0.697 0.031 0.798 0.697 0.744 0.901 sitting 0.966 0.006 0.966 0.966 0.966 0.981 running 0.824 0.033 0.81 0.824 0.817 0.9 walking Weighted Avg. 0.814 0.029 0.811 0.814 0.812 0.91 === Confusion Matrix === a b c d e f g h <-- classified as 58 16 3 0 3 0 0 18 | a = climbingdown 17 76 1 1 0 0 0 2 | b = climbingup 1 1 14 0 0 0 1 0 | c = jumping 0 0 0 97 3 20 0 0 | d = lying 0 0 0 0 116 1 0 1 | e = standing 0 0 0 28 8 83 0 0 | f = sitting 0 0 1 0 1 0 114 2 | g = running 15 3 0 0 0 0 3 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 655 81.2655 % Incorrectly Classified Instances 151 18.7345 % Kappa statistic 0.7827 Mean absolute error 0.0519 Root mean squared error 0.2065 Relative absolute error 24.0835 % Root relative squared error 62.9206 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.571 0.042 0.651 0.571 0.609 0.802 climbingdown 0.784 0.044 0.71 0.784 0.745 0.901 climbingup 0.882 0.006 0.75 0.882 0.811 0.939 jumping 0.817 0.035 0.803 0.817 0.81 0.905 lying 0.941 0.019 0.895 0.941 0.917 0.966 standing 0.731 0.029 0.813 0.731 0.77 0.89 sitting 0.975 0.007 0.958 0.975 0.966 0.987 running 0.815 0.033 0.808 0.815 0.812 0.924 walking Weighted Avg. 0.813 0.029 0.811 0.813 0.811 0.914 === Confusion Matrix === a b c d e f g h <-- classified as 56 22 2 0 0 1 0 17 | a = climbingdown 13 76 1 0 0 0 2 5 | b = climbingup 1 0 15 0 0 0 0 1 | c = jumping 0 2 0 98 5 14 1 0 | d = lying 0 0 0 2 111 5 0 0 | e = standing 0 1 0 22 8 87 1 0 | f = sitting 0 1 2 0 0 0 115 0 | g = running 16 5 0 0 0 0 1 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 678 84.1191 % Incorrectly Classified Instances 128 15.8809 % Kappa statistic 0.8156 Mean absolute error 0.0445 Root mean squared error 0.1908 Relative absolute error 20.6453 % Root relative squared error 58.148 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.052 0.667 0.755 0.708 0.904 climbingdown 0.794 0.014 0.885 0.794 0.837 0.918 climbingup 0.706 0.003 0.857 0.706 0.774 0.86 jumping 0.867 0.035 0.813 0.867 0.839 0.928 lying 0.966 0.01 0.942 0.966 0.954 0.978 standing 0.748 0.026 0.832 0.748 0.788 0.895 sitting 0.983 0.004 0.975 0.983 0.979 0.988 running 0.773 0.039 0.773 0.773 0.773 0.91 walking Weighted Avg. 0.841 0.025 0.844 0.841 0.841 0.931 === Confusion Matrix === a b c d e f g h <-- classified as 74 5 0 0 0 0 0 19 | a = climbingdown 12 77 1 0 0 0 0 7 | b = climbingup 3 0 12 0 0 0 2 0 | c = jumping 0 0 0 104 1 15 0 0 | d = lying 1 0 0 0 114 3 0 0 | e = standing 0 0 0 24 6 89 0 0 | f = sitting 0 1 0 0 0 0 116 1 | g = running 21 4 1 0 0 0 1 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 684 84.8635 % Incorrectly Classified Instances 122 15.1365 % Kappa statistic 0.8244 Mean absolute error 0.0429 Root mean squared error 0.1864 Relative absolute error 19.9348 % Root relative squared error 56.7969 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.045 0.692 0.735 0.713 0.883 climbingdown 0.802 0.025 0.811 0.802 0.806 0.913 climbingup 1 0.003 0.895 1 0.944 0.998 jumping 0.808 0.023 0.858 0.808 0.833 0.91 lying 0.958 0.015 0.919 0.958 0.938 0.987 standing 0.831 0.031 0.824 0.831 0.827 0.958 sitting 0.992 0.001 0.992 0.992 0.992 1 running 0.767 0.032 0.807 0.767 0.786 0.896 walking Weighted Avg. 0.849 0.024 0.849 0.849 0.848 0.938 === Confusion Matrix === a b c d e f g h <-- classified as 72 11 0 0 0 0 0 15 | a = climbingdown 12 77 0 0 0 0 0 7 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 97 6 17 0 0 | d = lying 1 0 0 0 114 4 0 0 | e = standing 0 0 0 16 4 98 0 0 | f = sitting 0 0 1 0 0 0 117 0 | g = running 19 7 1 0 0 0 1 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 670 83.1266 % Incorrectly Classified Instances 136 16.8734 % Kappa statistic 0.8041 Mean absolute error 0.0459 Root mean squared error 0.1951 Relative absolute error 21.317 % Root relative squared error 59.4448 % Total Number of Instances 806 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.052 0.606 0.582 0.594 0.844 climbingdown 0.771 0.027 0.796 0.771 0.783 0.912 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.842 0.035 0.808 0.842 0.824 0.93 lying 0.992 0.013 0.929 0.992 0.959 0.995 standing 0.771 0.025 0.843 0.771 0.805 0.919 sitting 0.992 0.001 0.992 0.992 0.992 0.996 running 0.8 0.042 0.768 0.8 0.784 0.903 walking Weighted Avg. 0.831 0.027 0.83 0.831 0.83 0.932 === Confusion Matrix === a b c d e f g h <-- classified as 57 14 0 1 1 0 0 25 | a = climbingdown 18 74 0 0 0 0 0 4 | b = climbingup 1 0 16 0 0 0 0 0 | c = jumping 0 0 0 101 3 16 0 0 | d = lying 0 0 0 0 118 1 0 0 | e = standing 0 0 0 22 5 91 0 0 | f = sitting 0 0 0 1 0 0 117 0 | g = running 18 5 0 0 0 0 1 96 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 679 85.8407 % Incorrectly Classified Instances 112 14.1593 % Kappa statistic 0.8356 Mean absolute error 0.0379 Root mean squared error 0.1806 Relative absolute error 17.5963 % Root relative squared error 55.0684 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.779 0.024 0.813 0.779 0.796 0.912 climbingdown 0.634 0.05 0.628 0.634 0.631 0.838 climbingup 0.938 0.003 0.882 0.938 0.909 0.967 jumping 0.992 0.003 0.984 0.992 0.988 0.995 lying 0.91 0.015 0.917 0.91 0.914 0.964 standing 0.933 0.016 0.899 0.933 0.916 0.963 sitting 0.966 0 1 0.966 0.983 0.983 running 0.727 0.052 0.715 0.727 0.721 0.878 walking Weighted Avg. 0.858 0.022 0.859 0.858 0.859 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 74 11 0 0 1 0 0 9 | a = climbingdown 7 59 0 0 2 0 0 25 | b = climbingup 1 0 15 0 0 0 0 0 | c = jumping 0 0 0 120 0 1 0 0 | d = lying 1 0 0 0 111 10 0 0 | e = standing 0 0 0 2 5 98 0 0 | f = sitting 0 0 2 0 1 0 114 1 | g = running 8 24 0 0 1 0 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 689 87.1049 % Incorrectly Classified Instances 102 12.8951 % Kappa statistic 0.8501 Mean absolute error 0.0351 Root mean squared error 0.1745 Relative absolute error 16.2907 % Root relative squared error 53.1905 % Total Number of Instances 791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.019 0.845 0.747 0.793 0.878 climbingdown 0.613 0.052 0.613 0.613 0.613 0.829 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.967 0 1 0.967 0.983 0.985 lying 0.967 0.015 0.921 0.967 0.944 0.975 standing 0.924 0.007 0.951 0.924 0.937 0.964 sitting 1 0.001 0.992 1 0.996 0.999 running 0.795 0.055 0.724 0.795 0.758 0.893 walking Weighted Avg. 0.871 0.02 0.874 0.871 0.871 0.937 === Confusion Matrix === a b c d e f g h <-- classified as 71 13 0 0 2 0 0 9 | a = climbingdown 8 57 0 0 0 0 0 28 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 116 0 4 0 0 | d = lying 3 0 0 0 117 1 0 0 | e = standing 0 0 0 0 8 97 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 2 23 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 686 86.8354 % Incorrectly Classified Instances 104 13.1646 % Kappa statistic 0.847 Mean absolute error 0.0356 Root mean squared error 0.1719 Relative absolute error 16.5379 % Root relative squared error 52.4088 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.032 0.782 0.832 0.806 0.917 climbingdown 0.548 0.044 0.622 0.548 0.583 0.807 climbingup 1 0.001 0.941 1 0.97 1 jumping 0.992 0 1 0.992 0.996 0.999 lying 0.942 0.018 0.905 0.942 0.923 0.964 standing 0.914 0.006 0.96 0.914 0.937 0.983 sitting 0.992 0 1 0.992 0.996 1 running 0.77 0.051 0.734 0.77 0.752 0.904 walking Weighted Avg. 0.868 0.02 0.867 0.868 0.867 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 79 7 0 0 3 0 0 6 | a = climbingdown 15 51 0 0 0 0 0 27 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 119 0 1 0 0 | d = lying 0 3 0 0 114 3 0 1 | e = standing 0 0 0 0 9 96 0 0 | f = sitting 0 0 1 0 0 0 117 0 | g = running 7 21 0 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 701 88.7342 % Incorrectly Classified Instances 89 11.2658 % Kappa statistic 0.8691 Mean absolute error 0.0309 Root mean squared error 0.1593 Relative absolute error 14.3592 % Root relative squared error 48.5503 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.022 0.847 0.874 0.86 0.927 climbingdown 0.656 0.037 0.701 0.656 0.678 0.859 climbingup 1 0 1 1 1 1 jumping 0.992 0.006 0.967 0.992 0.979 0.998 lying 0.942 0.01 0.942 0.942 0.942 0.976 standing 0.905 0.01 0.931 0.905 0.918 0.957 sitting 1 0.003 0.983 1 0.992 1 running 0.779 0.042 0.772 0.779 0.776 0.911 walking Weighted Avg. 0.887 0.018 0.886 0.887 0.886 0.951 === Confusion Matrix === a b c d e f g h <-- classified as 83 10 0 0 0 0 0 2 | a = climbingdown 6 61 0 0 0 0 0 26 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 119 0 1 0 0 | d = lying 0 0 0 1 114 6 0 0 | e = standing 0 0 0 3 7 95 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 9 16 0 0 0 0 2 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 681 86.2025 % Incorrectly Classified Instances 109 13.7975 % Kappa statistic 0.8398 Mean absolute error 0.0376 Root mean squared error 0.1739 Relative absolute error 17.4678 % Root relative squared error 52.9981 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.024 0.817 0.8 0.809 0.907 climbingdown 0.674 0.053 0.626 0.674 0.649 0.891 climbingup 1 0.001 0.941 1 0.97 0.999 jumping 0.975 0.003 0.983 0.975 0.979 0.994 lying 0.884 0.015 0.915 0.884 0.899 0.951 standing 0.925 0.019 0.883 0.925 0.903 0.95 sitting 0.975 0 1 0.975 0.987 0.991 running 0.738 0.043 0.756 0.738 0.747 0.891 walking Weighted Avg. 0.862 0.021 0.864 0.862 0.863 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 76 10 0 0 1 0 0 8 | a = climbingdown 7 62 0 0 2 0 0 21 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 117 0 3 0 0 | d = lying 2 1 0 1 107 10 0 0 | e = standing 0 1 0 1 6 98 0 0 | f = sitting 0 1 1 0 1 0 115 0 | g = running 8 24 0 0 0 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 681 86.2025 % Incorrectly Classified Instances 109 13.7975 % Kappa statistic 0.8398 Mean absolute error 0.0382 Root mean squared error 0.1798 Relative absolute error 17.7321 % Root relative squared error 54.8069 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.8 0.026 0.809 0.8 0.804 0.889 climbingdown 0.685 0.057 0.612 0.685 0.646 0.852 climbingup 0.938 0.001 0.938 0.938 0.938 0.968 jumping 1 0.001 0.992 1 0.996 0.999 lying 0.901 0.016 0.908 0.901 0.905 0.946 standing 0.914 0.012 0.923 0.914 0.919 0.97 sitting 0.983 0 1 0.983 0.991 0.991 running 0.697 0.045 0.739 0.697 0.717 0.872 walking Weighted Avg. 0.862 0.021 0.865 0.862 0.863 0.935 === Confusion Matrix === a b c d e f g h <-- classified as 76 10 0 0 3 0 0 6 | a = climbingdown 7 63 0 0 0 0 0 22 | b = climbingup 1 0 15 0 0 0 0 0 | c = jumping 0 0 0 121 0 0 0 0 | d = lying 2 0 0 0 109 8 0 2 | e = standing 0 0 0 1 8 96 0 0 | f = sitting 1 0 1 0 0 0 116 0 | g = running 7 30 0 0 0 0 0 85 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 694 87.8481 % Incorrectly Classified Instances 96 12.1519 % Kappa statistic 0.8589 Mean absolute error 0.0334 Root mean squared error 0.1686 Relative absolute error 15.5203 % Root relative squared error 51.4028 % Total Number of Instances 790 === 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 0.922 climbingdown 0.677 0.052 0.636 0.677 0.656 0.852 climbingup 1 0 1 1 1 1 jumping 0.975 0 1 0.975 0.987 0.994 lying 0.926 0.013 0.926 0.926 0.926 0.967 standing 0.914 0.013 0.914 0.914 0.914 0.959 sitting 1 0 1 1 1 1 running 0.76 0.039 0.78 0.76 0.77 0.891 walking Weighted Avg. 0.878 0.019 0.88 0.878 0.879 0.945 === Confusion Matrix === a b c d e f g h <-- classified as 79 11 0 0 0 0 0 5 | a = climbingdown 10 63 0 0 0 0 0 20 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 118 0 3 0 0 | d = lying 1 1 0 0 112 6 0 1 | e = standing 0 1 0 0 8 96 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 5 23 0 0 1 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 688 87.0886 % Incorrectly Classified Instances 102 12.9114 % Kappa statistic 0.85 Mean absolute error 0.0339 Root mean squared error 0.171 Relative absolute error 15.7522 % Root relative squared error 52.126 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.029 0.808 0.894 0.848 0.942 climbingdown 0.624 0.03 0.734 0.624 0.674 0.878 climbingup 1 0 1 1 1 1 jumping 0.959 0.007 0.959 0.959 0.959 0.983 lying 0.885 0.012 0.931 0.885 0.908 0.973 standing 0.905 0.023 0.856 0.905 0.88 0.945 sitting 1 0 1 1 1 1 running 0.769 0.048 0.744 0.769 0.756 0.878 walking Weighted Avg. 0.871 0.02 0.87 0.871 0.87 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 84 1 0 0 1 1 0 7 | a = climbingdown 11 58 0 0 0 0 0 24 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 116 1 4 0 0 | d = lying 1 0 0 1 108 11 0 1 | e = standing 0 0 0 4 6 95 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 8 20 0 0 0 0 0 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 680 86.0759 % Incorrectly Classified Instances 110 13.9241 % Kappa statistic 0.8381 Mean absolute error 0.0367 Root mean squared error 0.1779 Relative absolute error 17.0419 % Root relative squared error 54.2475 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.766 0.024 0.809 0.766 0.787 0.911 climbingdown 0.624 0.052 0.617 0.624 0.62 0.841 climbingup 0.938 0 1 0.938 0.968 0.969 jumping 0.983 0.003 0.983 0.983 0.983 0.995 lying 0.943 0.022 0.885 0.943 0.913 0.969 standing 0.857 0.007 0.947 0.857 0.9 0.962 sitting 1 0.006 0.967 1 0.983 0.997 running 0.769 0.046 0.75 0.769 0.759 0.886 walking Weighted Avg. 0.861 0.022 0.862 0.861 0.861 0.942 === Confusion Matrix === a b c d e f g h <-- classified as 72 15 0 0 1 0 1 5 | a = climbingdown 9 58 0 0 0 0 0 26 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 1 0 119 0 1 0 0 | d = lying 2 0 0 0 115 4 1 0 | e = standing 0 0 0 2 13 90 0 0 | f = sitting 0 0 0 0 0 0 118 0 | g = running 6 20 0 0 1 0 1 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 681 86.2025 % Incorrectly Classified Instances 109 13.7975 % Kappa statistic 0.8398 Mean absolute error 0.0377 Root mean squared error 0.1797 Relative absolute error 17.5295 % Root relative squared error 54.7937 % Total Number of Instances 790 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.819 0.023 0.828 0.819 0.824 0.908 climbingdown 0.602 0.056 0.589 0.602 0.596 0.802 climbingup 0.938 0.001 0.938 0.938 0.938 0.968 jumping 0.967 0.001 0.992 0.967 0.979 0.985 lying 0.91 0.01 0.941 0.91 0.925 0.962 standing 0.943 0.018 0.892 0.943 0.917 0.979 sitting 0.983 0.003 0.983 0.983 0.983 0.991 running 0.744 0.046 0.744 0.744 0.744 0.879 walking Weighted Avg. 0.862 0.021 0.863 0.862 0.863 0.934 === Confusion Matrix === a b c d e f g h <-- classified as 77 10 1 0 1 0 0 5 | a = climbingdown 11 56 0 0 1 0 0 25 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 117 0 4 0 0 | d = lying 1 1 0 0 111 8 1 0 | e = standing 0 1 0 1 4 99 0 0 | f = sitting 0 0 0 0 1 0 116 1 | g = running 4 27 0 0 0 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 732 89.2683 % Incorrectly Classified Instances 88 10.7317 % Kappa statistic 0.8754 Mean absolute error 0.0286 Root mean squared error 0.1584 Relative absolute error 13.291 % Root relative squared error 48.2685 % Total Number of Instances 820 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.811 0.038 0.761 0.811 0.785 0.91 climbingdown 0.615 0.025 0.757 0.615 0.679 0.789 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.952 0.011 0.937 0.952 0.944 0.975 lying 0.958 0.007 0.958 0.958 0.958 0.982 standing 0.941 0.007 0.957 0.941 0.949 0.984 sitting 0.992 0.001 0.992 0.992 0.992 0.996 running 0.886 0.033 0.826 0.886 0.855 0.937 walking Weighted Avg. 0.893 0.017 0.892 0.893 0.891 0.946 === Confusion Matrix === a b c d e f g h <-- classified as 86 13 0 1 0 0 1 5 | a = climbingdown 17 56 0 0 0 0 0 18 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 118 2 4 0 0 | d = lying 0 1 0 3 114 1 0 0 | e = standing 0 0 0 4 3 112 0 0 | f = sitting 0 0 1 0 0 0 119 0 | g = running 10 4 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 734 89.6215 % Incorrectly Classified Instances 85 10.3785 % Kappa statistic 0.8794 Mean absolute error 0.0279 Root mean squared error 0.1546 Relative absolute error 12.9634 % Root relative squared error 47.1115 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.802 0.036 0.766 0.802 0.783 0.879 climbingdown 0.67 0.025 0.772 0.67 0.718 0.867 climbingup 1 0 1 1 1 1 jumping 0.96 0.01 0.944 0.96 0.952 0.973 lying 0.95 0.007 0.958 0.95 0.954 0.976 standing 0.958 0.011 0.934 0.958 0.946 0.984 sitting 0.958 0 1 0.958 0.979 0.979 running 0.894 0.03 0.84 0.894 0.866 0.975 walking Weighted Avg. 0.896 0.016 0.896 0.896 0.896 0.953 === Confusion Matrix === a b c d e f g h <-- classified as 85 13 0 0 0 0 0 8 | a = climbingdown 15 61 0 0 1 1 0 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 119 2 3 0 0 | d = lying 1 0 0 3 113 2 0 0 | e = standing 0 0 0 4 1 114 0 0 | f = sitting 2 0 0 0 1 2 115 0 | g = running 8 5 0 0 0 0 0 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 729 89.011 % Incorrectly Classified Instances 90 10.989 % Kappa statistic 0.8724 Mean absolute error 0.0288 Root mean squared error 0.1596 Relative absolute error 13.3647 % Root relative squared error 48.6297 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.029 0.79 0.738 0.763 0.874 climbingdown 0.736 0.034 0.728 0.736 0.732 0.889 climbingup 1 0 1 1 1 1 jumping 0.96 0.014 0.922 0.96 0.941 0.974 lying 0.958 0.009 0.95 0.958 0.954 0.975 standing 0.924 0.006 0.965 0.924 0.944 0.98 sitting 1 0.003 0.983 1 0.992 0.999 running 0.844 0.032 0.824 0.844 0.834 0.908 walking Weighted Avg. 0.89 0.017 0.89 0.89 0.89 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 79 14 0 0 1 0 1 12 | a = climbingdown 14 67 0 0 0 0 0 10 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 119 1 4 0 0 | d = lying 0 0 0 4 115 0 1 0 | e = standing 0 0 0 6 3 110 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 7 11 0 0 1 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 726 88.6447 % Incorrectly Classified Instances 93 11.3553 % Kappa statistic 0.8681 Mean absolute error 0.0309 Root mean squared error 0.1665 Relative absolute error 14.3449 % Root relative squared error 50.7424 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.794 0.034 0.78 0.794 0.787 0.883 climbingdown 0.689 0.032 0.729 0.689 0.709 0.837 climbingup 1 0 1 1 1 1 jumping 0.935 0.019 0.899 0.935 0.917 0.968 lying 0.917 0.01 0.94 0.917 0.928 0.97 standing 0.95 0.009 0.95 0.95 0.95 0.967 sitting 1 0 1 1 1 1 running 0.846 0.029 0.839 0.846 0.842 0.914 walking Weighted Avg. 0.886 0.018 0.886 0.886 0.886 0.94 === Confusion Matrix === a b c d e f g h <-- classified as 85 15 0 0 0 0 0 7 | a = climbingdown 13 62 0 1 1 0 0 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 116 3 5 0 0 | d = lying 0 0 0 9 110 1 0 0 | e = standing 0 0 0 3 3 113 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 11 8 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 718 87.6679 % Incorrectly Classified Instances 101 12.3321 % Kappa statistic 0.8569 Mean absolute error 0.0324 Root mean squared error 0.1686 Relative absolute error 15.0261 % Root relative squared error 51.3736 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.804 0.038 0.761 0.804 0.782 0.89 climbingdown 0.744 0.043 0.684 0.744 0.713 0.891 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.944 0.016 0.914 0.944 0.929 0.972 lying 0.917 0.009 0.948 0.917 0.932 0.962 standing 0.933 0.011 0.933 0.933 0.933 0.981 sitting 0.983 0.001 0.992 0.983 0.987 0.991 running 0.764 0.024 0.847 0.764 0.803 0.918 walking Weighted Avg. 0.877 0.019 0.879 0.877 0.877 0.947 === Confusion Matrix === a b c d e f g h <-- classified as 86 13 0 0 3 0 0 5 | a = climbingdown 11 67 0 0 0 0 0 12 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 117 2 5 0 0 | d = lying 2 1 0 4 110 3 0 0 | e = standing 0 0 0 7 1 111 0 0 | f = sitting 2 0 0 0 0 0 117 0 | g = running 12 17 0 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 723 88.2784 % Incorrectly Classified Instances 96 11.7216 % Kappa statistic 0.8638 Mean absolute error 0.0316 Root mean squared error 0.1662 Relative absolute error 14.6553 % Root relative squared error 50.6432 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.022 0.833 0.748 0.788 0.877 climbingdown 0.678 0.027 0.753 0.678 0.713 0.868 climbingup 1 0 1 1 1 1 jumping 0.887 0.016 0.909 0.887 0.898 0.937 lying 0.933 0.019 0.896 0.933 0.914 0.958 standing 0.933 0.011 0.933 0.933 0.933 0.965 sitting 0.992 0.003 0.983 0.992 0.987 0.994 running 0.927 0.037 0.814 0.927 0.867 0.952 walking Weighted Avg. 0.883 0.019 0.882 0.883 0.881 0.941 === Confusion Matrix === a b c d e f g h <-- classified as 80 14 0 0 2 0 1 10 | a = climbingdown 13 61 0 0 0 0 0 16 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 110 8 5 1 0 | d = lying 0 0 0 6 112 2 0 0 | e = standing 0 0 0 5 3 111 0 0 | f = sitting 0 0 0 0 0 1 118 0 | g = running 3 6 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 735 89.7436 % Incorrectly Classified Instances 84 10.2564 % Kappa statistic 0.881 Mean absolute error 0.028 Root mean squared error 0.1532 Relative absolute error 12.9835 % Root relative squared error 46.6973 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.813 0.024 0.837 0.813 0.825 0.912 climbingdown 0.856 0.044 0.706 0.856 0.774 0.909 climbingup 1 0 1 1 1 1 jumping 0.96 0.013 0.93 0.96 0.944 0.982 lying 0.917 0.006 0.965 0.917 0.94 0.964 standing 0.941 0.011 0.933 0.941 0.937 0.969 sitting 1 0.001 0.992 1 0.996 1 running 0.764 0.019 0.879 0.764 0.817 0.924 walking Weighted Avg. 0.897 0.015 0.901 0.897 0.898 0.955 === Confusion Matrix === a b c d e f g h <-- classified as 87 13 0 0 0 0 1 6 | a = climbingdown 6 77 0 0 0 0 0 7 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 119 2 3 0 0 | d = lying 0 1 0 4 110 5 0 0 | e = standing 0 0 0 5 2 112 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 11 18 0 0 0 0 0 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 737 89.9878 % Incorrectly Classified Instances 82 10.0122 % Kappa statistic 0.8837 Mean absolute error 0.027 Root mean squared error 0.1509 Relative absolute error 12.5205 % Root relative squared error 45.9882 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.888 0.031 0.812 0.888 0.848 0.939 climbingdown 0.744 0.022 0.807 0.744 0.775 0.889 climbingup 0.941 0 1 0.941 0.97 0.971 jumping 0.919 0.01 0.942 0.919 0.931 0.958 lying 0.95 0.009 0.95 0.95 0.95 0.971 standing 0.916 0.013 0.924 0.916 0.92 0.947 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.846 0.03 0.832 0.846 0.839 0.923 walking Weighted Avg. 0.9 0.016 0.901 0.9 0.9 0.949 === Confusion Matrix === a b c d e f g h <-- classified as 95 6 0 0 0 0 0 6 | a = climbingdown 9 67 0 0 0 0 0 14 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 114 4 6 0 0 | d = lying 2 0 0 1 114 3 0 0 | e = standing 1 1 0 6 1 109 0 1 | f = sitting 0 0 0 0 1 0 118 0 | g = running 10 9 0 0 0 0 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 725 88.5226 % Incorrectly Classified Instances 94 11.4774 % Kappa statistic 0.8667 Mean absolute error 0.0306 Root mean squared error 0.1627 Relative absolute error 14.2253 % Root relative squared error 49.5796 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.024 0.819 0.72 0.766 0.854 climbingdown 0.733 0.036 0.717 0.733 0.725 0.868 climbingup 1 0 1 1 1 1 jumping 0.903 0.01 0.941 0.903 0.922 0.955 lying 0.942 0.02 0.89 0.942 0.915 0.972 standing 0.924 0.009 0.948 0.924 0.936 0.97 sitting 1 0 1 1 1 1 running 0.902 0.034 0.822 0.902 0.86 0.946 walking Weighted Avg. 0.885 0.018 0.886 0.885 0.885 0.943 === Confusion Matrix === a b c d e f g h <-- classified as 77 18 0 0 3 0 0 9 | a = climbingdown 9 66 0 0 1 0 0 14 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 2 1 0 112 7 2 0 0 | d = lying 0 1 0 1 113 4 0 1 | e = standing 0 1 0 6 2 109 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 6 5 0 0 1 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 719 87.79 % Incorrectly Classified Instances 100 12.21 % Kappa statistic 0.8583 Mean absolute error 0.0315 Root mean squared error 0.1652 Relative absolute error 14.6172 % Root relative squared error 50.3501 % Total Number of Instances 819 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.757 0.031 0.786 0.757 0.771 0.897 climbingdown 0.711 0.041 0.681 0.711 0.696 0.872 climbingup 1 0 1 1 1 1 jumping 0.927 0.016 0.913 0.927 0.92 0.968 lying 0.924 0.01 0.94 0.924 0.932 0.958 standing 0.915 0.009 0.947 0.915 0.931 0.964 sitting 1 0.003 0.984 1 0.992 0.999 running 0.837 0.032 0.824 0.837 0.831 0.919 walking Weighted Avg. 0.878 0.019 0.879 0.878 0.878 0.944 === Confusion Matrix === a b c d e f g h <-- classified as 81 15 0 0 0 0 1 10 | a = climbingdown 15 64 0 1 0 0 0 10 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 115 3 5 0 0 | d = lying 0 0 0 6 110 1 0 2 | e = standing 0 2 0 3 4 108 1 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 7 12 0 1 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 13 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 665 74.8874 % Incorrectly Classified Instances 223 25.1126 % Kappa statistic 0.7077 Mean absolute error 0.0665 Root mean squared error 0.236 Relative absolute error 30.9843 % Root relative squared error 72.0212 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.032 0.667 0.675 0.671 0.848 climbingdown 0.656 0.063 0.636 0.656 0.646 0.833 climbingup 1 0.001 0.95 1 0.974 0.999 jumping 0.874 0.021 0.887 0.874 0.88 0.935 lying 0.674 0.063 0.669 0.674 0.671 0.839 standing 0.63 0.061 0.649 0.63 0.639 0.839 sitting 0.983 0.003 0.983 0.983 0.983 0.991 running 0.698 0.049 0.704 0.698 0.701 0.879 walking Weighted Avg. 0.749 0.042 0.749 0.749 0.749 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 52 15 0 0 0 0 2 8 | a = climbingdown 11 84 0 0 2 2 0 29 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 0 0 125 5 12 0 0 | d = lying 0 5 0 10 95 31 0 0 | e = standing 1 3 0 6 40 85 0 0 | f = sitting 1 0 1 0 0 0 117 0 | g = running 12 25 0 0 0 1 0 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 640 72.0721 % Incorrectly Classified Instances 248 27.9279 % Kappa statistic 0.6746 Mean absolute error 0.073 Root mean squared error 0.2508 Relative absolute error 34.0057 % Root relative squared error 76.5428 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.02 0.768 0.697 0.731 0.84 climbingdown 0.602 0.053 0.658 0.602 0.629 0.822 climbingup 0.85 0 1 0.85 0.919 0.99 jumping 0.825 0.031 0.837 0.825 0.831 0.916 lying 0.553 0.063 0.624 0.553 0.586 0.815 standing 0.667 0.088 0.577 0.667 0.619 0.799 sitting 0.983 0.004 0.975 0.983 0.979 0.99 running 0.714 0.07 0.629 0.714 0.669 0.859 walking Weighted Avg. 0.721 0.048 0.725 0.721 0.721 0.866 === Confusion Matrix === a b c d e f g h <-- classified as 53 12 0 0 0 0 0 11 | a = climbingdown 6 77 0 0 2 2 0 41 | b = climbingup 0 0 17 0 0 0 3 0 | c = jumping 0 0 0 118 10 15 0 0 | d = lying 1 2 0 14 78 46 0 0 | e = standing 1 0 0 9 34 90 0 1 | f = sitting 0 0 0 0 0 2 117 0 | g = running 8 26 0 0 1 1 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 624 70.2703 % Incorrectly Classified Instances 264 29.7297 % Kappa statistic 0.6539 Mean absolute error 0.0785 Root mean squared error 0.2559 Relative absolute error 36.5517 % Root relative squared error 78.0999 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.023 0.736 0.697 0.716 0.857 climbingdown 0.625 0.082 0.563 0.625 0.593 0.845 climbingup 1 0 1 1 1 1 jumping 0.769 0.019 0.887 0.769 0.824 0.891 lying 0.589 0.078 0.589 0.589 0.589 0.776 standing 0.642 0.086 0.57 0.642 0.604 0.823 sitting 0.992 0 1 0.992 0.996 0.996 running 0.583 0.06 0.617 0.583 0.599 0.847 walking Weighted Avg. 0.703 0.051 0.711 0.703 0.706 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 53 13 0 1 0 1 0 8 | a = climbingdown 7 80 0 0 0 5 0 36 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 1 0 0 110 21 11 0 0 | d = lying 1 4 0 7 83 46 0 0 | e = standing 0 3 0 6 37 86 0 2 | f = sitting 1 0 0 0 0 0 118 0 | g = running 9 42 0 0 0 2 0 74 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 645 72.6351 % Incorrectly Classified Instances 243 27.3649 % Kappa statistic 0.6814 Mean absolute error 0.0725 Root mean squared error 0.2484 Relative absolute error 33.7438 % Root relative squared error 75.8003 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.03 0.667 0.623 0.644 0.827 climbingdown 0.63 0.055 0.656 0.63 0.643 0.798 climbingup 0.95 0.001 0.95 0.95 0.95 0.971 jumping 0.838 0.023 0.875 0.838 0.856 0.926 lying 0.655 0.071 0.637 0.655 0.646 0.846 standing 0.627 0.077 0.592 0.627 0.609 0.82 sitting 0.975 0 1 0.975 0.987 0.991 running 0.677 0.063 0.642 0.677 0.659 0.845 walking Weighted Avg. 0.726 0.046 0.73 0.726 0.728 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 48 11 0 0 2 1 0 15 | a = climbingdown 10 80 0 0 2 2 0 33 | b = climbingup 0 0 19 1 0 0 0 0 | c = jumping 1 0 0 119 10 12 0 0 | d = lying 0 1 0 7 93 41 0 0 | e = standing 0 3 0 9 38 84 0 0 | f = sitting 1 0 1 0 1 0 116 0 | g = running 12 27 0 0 0 2 0 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 649 73.0856 % Incorrectly Classified Instances 239 26.9144 % Kappa statistic 0.6867 Mean absolute error 0.0705 Root mean squared error 0.2439 Relative absolute error 32.8272 % Root relative squared error 74.4343 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.023 0.75 0.74 0.745 0.88 climbingdown 0.63 0.053 0.667 0.63 0.648 0.805 climbingup 1 0 1 1 1 1 jumping 0.894 0.034 0.836 0.894 0.864 0.931 lying 0.627 0.083 0.589 0.627 0.608 0.823 standing 0.515 0.06 0.605 0.515 0.556 0.789 sitting 0.975 0.001 0.991 0.975 0.983 0.991 running 0.717 0.062 0.659 0.717 0.687 0.862 walking Weighted Avg. 0.731 0.046 0.729 0.731 0.729 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 57 9 0 0 1 1 1 8 | a = climbingdown 5 80 0 2 2 1 0 37 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 127 10 5 0 0 | d = lying 0 4 0 12 89 36 0 1 | e = standing 3 2 0 11 48 69 0 1 | f = sitting 1 2 0 0 0 0 116 0 | g = running 10 23 0 0 1 2 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 664 74.7748 % Incorrectly Classified Instances 224 25.2252 % Kappa statistic 0.7064 Mean absolute error 0.068 Root mean squared error 0.2399 Relative absolute error 31.6652 % Root relative squared error 73.2099 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.022 0.763 0.753 0.758 0.888 climbingdown 0.641 0.058 0.651 0.641 0.646 0.822 climbingup 0.95 0 1 0.95 0.974 0.997 jumping 0.908 0.028 0.86 0.908 0.884 0.939 lying 0.627 0.06 0.664 0.627 0.645 0.831 standing 0.604 0.06 0.643 0.604 0.623 0.819 sitting 0.983 0.003 0.983 0.983 0.983 0.995 running 0.706 0.064 0.645 0.706 0.674 0.865 walking Weighted Avg. 0.748 0.043 0.747 0.748 0.747 0.881 === Confusion Matrix === a b c d e f g h <-- classified as 58 8 0 1 0 0 0 10 | a = climbingdown 10 82 0 0 2 0 1 33 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 1 0 129 5 7 0 0 | d = lying 1 4 0 9 89 37 0 2 | e = standing 2 1 0 10 37 81 0 3 | f = sitting 0 0 0 1 0 0 117 1 | g = running 5 30 0 0 1 1 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 649 73.0856 % Incorrectly Classified Instances 239 26.9144 % Kappa statistic 0.6871 Mean absolute error 0.0691 Root mean squared error 0.2447 Relative absolute error 32.1917 % Root relative squared error 74.6592 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.044 0.617 0.753 0.678 0.855 climbingdown 0.641 0.053 0.672 0.641 0.656 0.82 climbingup 0.95 0 1 0.95 0.974 0.997 jumping 0.867 0.023 0.879 0.867 0.873 0.929 lying 0.631 0.075 0.614 0.631 0.622 0.827 standing 0.597 0.065 0.62 0.597 0.608 0.84 sitting 1 0.001 0.992 1 0.996 0.999 running 0.619 0.052 0.661 0.619 0.639 0.842 walking Weighted Avg. 0.731 0.044 0.732 0.731 0.731 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 58 7 0 0 1 0 0 11 | a = climbingdown 17 82 0 0 0 2 0 27 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 0 0 124 10 8 0 1 | d = lying 1 2 0 10 89 39 0 0 | e = standing 0 2 0 7 44 80 0 1 | f = sitting 0 0 0 0 0 0 119 0 | g = running 18 29 0 0 1 0 0 78 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 632 71.1712 % Incorrectly Classified Instances 256 28.8288 % Kappa statistic 0.6646 Mean absolute error 0.0746 Root mean squared error 0.2521 Relative absolute error 34.751 % Root relative squared error 76.9228 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.038 0.627 0.675 0.65 0.831 climbingdown 0.625 0.08 0.567 0.625 0.595 0.832 climbingup 0.9 0 1 0.9 0.947 0.993 jumping 0.874 0.03 0.85 0.874 0.862 0.936 lying 0.61 0.051 0.694 0.61 0.649 0.816 standing 0.634 0.074 0.603 0.634 0.618 0.837 sitting 1 0.005 0.967 1 0.983 0.996 running 0.532 0.058 0.604 0.532 0.565 0.846 walking Weighted Avg. 0.712 0.048 0.712 0.712 0.711 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 52 11 0 0 0 2 2 10 | a = climbingdown 10 80 0 0 1 3 0 34 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 0 1 0 125 9 8 0 0 | d = lying 0 4 0 8 86 43 0 0 | e = standing 2 5 0 14 28 85 0 0 | f = sitting 0 0 0 0 0 0 119 0 | g = running 19 40 0 0 0 0 0 67 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 641 72.1847 % Incorrectly Classified Instances 247 27.8153 % Kappa statistic 0.6763 Mean absolute error 0.073 Root mean squared error 0.2513 Relative absolute error 33.9941 % Root relative squared error 76.6706 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.025 0.74 0.74 0.74 0.873 climbingdown 0.477 0.058 0.581 0.477 0.524 0.777 climbingup 1 0.002 0.909 1 0.952 0.999 jumping 0.832 0.026 0.862 0.832 0.847 0.919 lying 0.695 0.076 0.632 0.695 0.662 0.848 standing 0.612 0.062 0.636 0.612 0.624 0.821 sitting 0.966 0.001 0.991 0.966 0.979 0.987 running 0.706 0.075 0.61 0.706 0.654 0.849 walking Weighted Avg. 0.722 0.047 0.723 0.722 0.721 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 57 9 0 0 0 1 0 10 | a = climbingdown 13 61 0 0 6 2 1 45 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 119 14 10 0 0 | d = lying 1 1 0 7 98 34 0 0 | e = standing 0 1 0 12 37 82 0 2 | f = sitting 2 0 2 0 0 0 115 0 | g = running 4 33 0 0 0 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 644 72.5225 % Incorrectly Classified Instances 244 27.4775 % Kappa statistic 0.6803 Mean absolute error 0.073 Root mean squared error 0.249 Relative absolute error 33.9698 % Root relative squared error 75.9861 % Total Number of Instances 888 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.032 0.679 0.714 0.696 0.853 climbingdown 0.688 0.064 0.642 0.688 0.664 0.845 climbingup 0.95 0.001 0.95 0.95 0.95 0.996 jumping 0.755 0.035 0.806 0.755 0.78 0.876 lying 0.603 0.068 0.625 0.603 0.614 0.809 standing 0.672 0.078 0.604 0.672 0.636 0.826 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.643 0.041 0.723 0.643 0.681 0.867 walking Weighted Avg. 0.725 0.046 0.729 0.725 0.726 0.869 === Confusion Matrix === a b c d e f g h <-- classified as 55 12 0 0 1 0 0 9 | a = climbingdown 12 88 0 1 4 1 0 22 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 1 0 108 19 15 0 0 | d = lying 0 3 0 10 85 43 0 0 | e = standing 1 1 0 15 27 90 0 0 | f = sitting 0 0 1 0 0 0 118 0 | g = running 13 32 0 0 0 0 0 81 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 488 60.2469 % Incorrectly Classified Instances 322 39.7531 % Kappa statistic 0.5368 Mean absolute error 0.1009 Root mean squared error 0.2988 Relative absolute error 47.0116 % Root relative squared error 91.2119 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.494 0.067 0.456 0.494 0.474 0.767 climbingdown 0.447 0.096 0.455 0.447 0.451 0.713 climbingup 0.947 0 1 0.947 0.973 0.974 jumping 0.792 0.049 0.757 0.792 0.774 0.896 lying 0.381 0.054 0.451 0.381 0.413 0.721 standing 0.576 0.089 0.571 0.576 0.573 0.787 sitting 0.967 0.004 0.975 0.967 0.971 0.983 running 0.367 0.103 0.357 0.367 0.362 0.68 walking Weighted Avg. 0.602 0.065 0.602 0.602 0.602 0.804 === Confusion Matrix === a b c d e f g h <-- classified as 41 17 0 0 2 3 0 20 | a = climbingdown 21 55 0 1 0 7 1 38 | b = climbingup 0 0 18 0 1 0 0 0 | c = jumping 0 3 0 103 7 15 0 2 | d = lying 4 3 0 11 32 26 1 7 | e = standing 8 5 0 14 27 80 0 5 | f = sitting 1 0 0 2 0 1 119 0 | g = running 15 38 0 5 2 8 1 40 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 526 64.9383 % Incorrectly Classified Instances 284 35.0617 % Kappa statistic 0.591 Mean absolute error 0.0915 Root mean squared error 0.2824 Relative absolute error 42.6085 % Root relative squared error 86.1811 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.361 0.052 0.441 0.361 0.397 0.678 climbingdown 0.553 0.093 0.515 0.553 0.533 0.754 climbingup 1 0 1 1 1 1 jumping 0.8 0.032 0.825 0.8 0.813 0.898 lying 0.476 0.047 0.541 0.476 0.506 0.76 standing 0.619 0.091 0.585 0.619 0.601 0.817 sitting 0.992 0.001 0.992 0.992 0.992 0.996 running 0.523 0.091 0.471 0.523 0.496 0.749 walking Weighted Avg. 0.649 0.058 0.65 0.649 0.649 0.823 === Confusion Matrix === a b c d e f g h <-- classified as 30 23 0 2 1 7 0 20 | a = climbingdown 15 68 0 1 2 4 0 33 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 3 1 0 104 2 19 0 1 | d = lying 0 8 0 6 40 26 0 4 | e = standing 9 3 0 10 25 86 0 6 | f = sitting 0 0 0 1 0 0 122 0 | g = running 11 29 0 2 4 5 1 57 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 508 62.716 % Incorrectly Classified Instances 302 37.284 % Kappa statistic 0.567 Mean absolute error 0.0956 Root mean squared error 0.2836 Relative absolute error 44.5358 % Root relative squared error 86.5652 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.518 0.073 0.448 0.518 0.48 0.74 climbingdown 0.476 0.08 0.518 0.476 0.496 0.776 climbingup 1 0.001 0.95 1 0.974 0.999 jumping 0.785 0.034 0.816 0.785 0.8 0.892 lying 0.464 0.084 0.39 0.464 0.424 0.748 standing 0.568 0.07 0.627 0.568 0.596 0.797 sitting 0.984 0.001 0.992 0.984 0.988 0.992 running 0.431 0.087 0.435 0.431 0.433 0.721 walking Weighted Avg. 0.627 0.058 0.634 0.627 0.63 0.822 === Confusion Matrix === a b c d e f g h <-- classified as 43 16 1 0 7 2 0 14 | a = climbingdown 21 59 0 1 4 6 0 33 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 2 2 0 102 11 12 0 1 | d = lying 5 3 0 6 39 21 1 9 | e = standing 5 2 0 15 35 79 0 3 | f = sitting 1 0 0 0 0 0 120 1 | g = running 19 32 0 1 4 6 0 47 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 509 62.8395 % Incorrectly Classified Instances 301 37.1605 % Kappa statistic 0.5679 Mean absolute error 0.0948 Root mean squared error 0.2859 Relative absolute error 44.1567 % Root relative squared error 87.2489 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.518 0.065 0.478 0.518 0.497 0.754 climbingdown 0.468 0.093 0.475 0.468 0.472 0.759 climbingup 1 0 1 1 1 1 jumping 0.754 0.041 0.778 0.754 0.766 0.874 lying 0.5 0.07 0.452 0.5 0.475 0.756 standing 0.576 0.075 0.615 0.576 0.595 0.784 sitting 0.975 0.004 0.975 0.975 0.975 0.987 running 0.459 0.083 0.463 0.459 0.461 0.752 walking Weighted Avg. 0.628 0.059 0.632 0.628 0.63 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 43 15 0 2 4 4 0 15 | a = climbingdown 21 58 0 0 6 4 0 35 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 4 2 0 98 8 17 0 1 | d = lying 4 3 0 8 42 22 3 2 | e = standing 2 5 0 17 30 80 0 5 | f = sitting 2 0 0 0 1 0 119 0 | g = running 14 39 0 1 2 3 0 50 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 512 63.2099 % Incorrectly Classified Instances 298 36.7901 % Kappa statistic 0.5723 Mean absolute error 0.094 Root mean squared error 0.2852 Relative absolute error 43.797 % Root relative squared error 87.0341 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.578 0.07 0.485 0.578 0.527 0.77 climbingdown 0.528 0.093 0.504 0.528 0.516 0.784 climbingup 0.947 0.001 0.947 0.947 0.947 0.972 jumping 0.729 0.038 0.783 0.729 0.755 0.897 lying 0.5 0.061 0.488 0.5 0.494 0.764 standing 0.532 0.077 0.587 0.532 0.558 0.768 sitting 1 0.001 0.992 1 0.996 1 running 0.436 0.084 0.449 0.436 0.442 0.717 walking Weighted Avg. 0.632 0.059 0.636 0.632 0.633 0.824 === Confusion Matrix === a b c d e f g h <-- classified as 48 11 0 0 2 5 0 17 | a = climbingdown 20 65 1 1 3 5 0 28 | b = climbingup 0 0 18 1 0 0 0 0 | c = jumping 3 2 0 94 9 20 0 1 | d = lying 5 4 0 8 42 19 1 5 | e = standing 2 12 0 15 28 74 0 8 | f = sitting 0 0 0 0 0 0 123 0 | g = running 21 35 0 1 2 3 0 48 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 530 65.4321 % Incorrectly Classified Instances 280 34.5679 % Kappa statistic 0.5975 Mean absolute error 0.0888 Root mean squared error 0.2765 Relative absolute error 41.3555 % Root relative squared error 84.3944 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.488 0.061 0.482 0.488 0.485 0.753 climbingdown 0.512 0.089 0.508 0.512 0.51 0.751 climbingup 0.947 0.001 0.947 0.947 0.947 0.973 jumping 0.783 0.043 0.777 0.783 0.78 0.898 lying 0.571 0.051 0.565 0.571 0.568 0.823 standing 0.703 0.067 0.683 0.703 0.693 0.845 sitting 0.984 0 1 0.984 0.992 0.992 running 0.373 0.09 0.394 0.373 0.383 0.695 walking Weighted Avg. 0.654 0.055 0.653 0.654 0.654 0.832 === Confusion Matrix === a b c d e f g h <-- classified as 41 17 0 1 2 2 0 21 | a = climbingdown 14 63 0 3 7 7 0 29 | b = climbingup 0 0 18 0 0 0 0 1 | c = jumping 1 1 0 101 8 15 0 3 | d = lying 5 5 0 5 48 18 0 3 | e = standing 4 3 0 17 13 97 0 4 | f = sitting 0 0 0 0 0 0 121 2 | g = running 20 35 1 3 7 3 0 41 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 527 65.0617 % Incorrectly Classified Instances 283 34.9383 % Kappa statistic 0.5936 Mean absolute error 0.0914 Root mean squared error 0.2795 Relative absolute error 42.5817 % Root relative squared error 85.305 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.052 0.568 0.595 0.581 0.817 climbingdown 0.52 0.083 0.529 0.52 0.525 0.744 climbingup 0.947 0.003 0.9 0.947 0.923 0.973 jumping 0.822 0.034 0.822 0.822 0.822 0.92 lying 0.429 0.065 0.434 0.429 0.431 0.74 standing 0.572 0.074 0.612 0.572 0.592 0.794 sitting 0.976 0.001 0.992 0.976 0.984 0.987 running 0.491 0.093 0.454 0.491 0.472 0.741 walking Weighted Avg. 0.651 0.056 0.653 0.651 0.651 0.83 === Confusion Matrix === a b c d e f g h <-- classified as 50 12 0 1 3 1 1 16 | a = climbingdown 12 64 0 1 7 4 0 35 | b = climbingup 1 0 18 0 0 0 0 0 | c = jumping 0 1 0 106 8 14 0 0 | d = lying 2 4 0 5 36 28 0 9 | e = standing 5 7 2 14 26 79 0 5 | f = sitting 1 1 0 0 0 1 120 0 | g = running 17 32 0 2 3 2 0 54 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 515 63.5802 % Incorrectly Classified Instances 295 36.4198 % Kappa statistic 0.576 Mean absolute error 0.0929 Root mean squared error 0.2837 Relative absolute error 43.2362 % Root relative squared error 86.5793 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.061 0.488 0.5 0.494 0.731 climbingdown 0.472 0.086 0.496 0.472 0.483 0.753 climbingup 0.95 0.004 0.864 0.95 0.905 0.974 jumping 0.798 0.057 0.725 0.798 0.76 0.888 lying 0.464 0.052 0.506 0.464 0.484 0.782 standing 0.601 0.086 0.589 0.601 0.595 0.778 sitting 0.992 0.004 0.976 0.992 0.984 1 running 0.45 0.073 0.49 0.45 0.469 0.735 walking Weighted Avg. 0.636 0.059 0.63 0.636 0.632 0.82 === Confusion Matrix === a b c d e f g h <-- classified as 42 16 1 2 2 5 0 16 | a = climbingdown 20 58 1 3 3 8 0 30 | b = climbingup 0 0 19 1 0 0 0 0 | c = jumping 2 2 0 103 6 15 0 1 | d = lying 3 4 0 9 39 26 2 1 | e = standing 4 4 0 22 22 83 0 3 | f = sitting 1 0 0 0 0 0 122 0 | g = running 14 33 1 2 5 4 1 49 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 543 67.037 % Incorrectly Classified Instances 267 32.963 % Kappa statistic 0.6167 Mean absolute error 0.084 Root mean squared error 0.2725 Relative absolute error 39.1103 % Root relative squared error 83.135 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.536 0.062 0.5 0.536 0.517 0.766 climbingdown 0.545 0.074 0.568 0.545 0.556 0.759 climbingup 1 0.003 0.909 1 0.952 1 jumping 0.791 0.029 0.836 0.791 0.813 0.907 lying 0.488 0.052 0.519 0.488 0.503 0.785 standing 0.609 0.08 0.609 0.609 0.609 0.81 sitting 0.984 0 1 0.984 0.992 0.992 running 0.578 0.081 0.525 0.578 0.55 0.775 walking Weighted Avg. 0.67 0.053 0.674 0.67 0.672 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 45 17 0 1 0 4 0 17 | a = climbingdown 19 67 1 0 3 5 0 28 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 2 0 0 102 7 17 0 1 | d = lying 4 2 0 7 41 26 0 4 | e = standing 6 4 0 11 26 84 0 7 | f = sitting 0 1 1 0 0 0 121 0 | g = running 14 27 0 1 2 2 0 63 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 513 63.3333 % Incorrectly Classified Instances 297 36.6667 % Kappa statistic 0.5736 Mean absolute error 0.0931 Root mean squared error 0.289 Relative absolute error 43.3283 % Root relative squared error 88.2006 % Total Number of Instances 810 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.566 0.061 0.516 0.566 0.54 0.798 climbingdown 0.455 0.092 0.471 0.455 0.463 0.721 climbingup 0.95 0.003 0.905 0.95 0.927 0.974 jumping 0.746 0.044 0.764 0.746 0.755 0.862 lying 0.548 0.054 0.541 0.548 0.544 0.813 standing 0.609 0.08 0.609 0.609 0.609 0.794 sitting 0.976 0.003 0.984 0.976 0.98 0.988 running 0.404 0.09 0.411 0.404 0.407 0.699 walking Weighted Avg. 0.633 0.059 0.634 0.633 0.633 0.817 === Confusion Matrix === a b c d e f g h <-- classified as 47 17 0 1 1 3 0 14 | a = climbingdown 18 56 0 4 2 5 0 38 | b = climbingup 0 1 19 0 0 0 0 0 | c = jumping 2 1 0 97 9 18 0 3 | d = lying 1 1 2 5 46 25 1 3 | e = standing 3 4 0 19 23 84 0 5 | f = sitting 1 1 0 0 0 1 120 0 | g = running 19 38 0 1 4 2 1 44 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 591 66.8552 % Incorrectly Classified Instances 293 33.1448 % Kappa statistic 0.6155 Mean absolute error 0.0875 Root mean squared error 0.2685 Relative absolute error 40.666 % Root relative squared error 81.8348 % Total Number of Instances 884 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.048 0.616 0.656 0.635 0.816 climbingdown 0.533 0.098 0.464 0.533 0.496 0.757 climbingup 0.9 0.005 0.818 0.9 0.857 0.974 jumping 0.881 0.023 0.852 0.881 0.867 0.94 lying 0.527 0.072 0.592 0.527 0.558 0.807 standing 0.537 0.091 0.518 0.537 0.527 0.778 sitting 0.959 0.004 0.975 0.959 0.967 0.987 running 0.602 0.045 0.694 0.602 0.644 0.813 walking Weighted Avg. 0.669 0.055 0.673 0.669 0.669 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 61 21 0 0 2 2 0 7 | a = climbingdown 23 65 0 0 3 5 0 26 | b = climbingup 0 0 18 0 0 0 2 0 | c = jumping 1 0 0 104 6 7 0 0 | d = lying 1 10 0 7 77 50 1 0 | e = standing 3 7 1 11 41 73 0 0 | f = sitting 1 0 3 0 0 0 116 1 | g = running 9 37 0 0 1 4 0 77 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 560 63.4202 % Incorrectly Classified Instances 323 36.5798 % Kappa statistic 0.5752 Mean absolute error 0.0934 Root mean squared error 0.276 Relative absolute error 43.4238 % Root relative squared error 84.1568 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.043 0.642 0.656 0.649 0.818 climbingdown 0.434 0.099 0.414 0.434 0.424 0.717 climbingup 0.947 0.003 0.857 0.947 0.9 0.999 jumping 0.915 0.017 0.893 0.915 0.904 0.955 lying 0.548 0.09 0.548 0.548 0.548 0.83 standing 0.412 0.095 0.441 0.412 0.426 0.765 sitting 0.975 0.003 0.983 0.975 0.979 0.991 running 0.516 0.078 0.528 0.516 0.522 0.788 walking Weighted Avg. 0.634 0.062 0.632 0.634 0.633 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 61 14 0 1 2 3 0 12 | a = climbingdown 13 53 0 2 3 6 0 45 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 108 3 5 0 1 | d = lying 2 5 1 1 80 57 0 0 | e = standing 5 8 0 9 57 56 0 1 | f = sitting 0 1 2 0 0 0 118 0 | g = running 14 46 0 0 1 0 1 66 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 589 66.7044 % Incorrectly Classified Instances 294 33.2956 % Kappa statistic 0.6129 Mean absolute error 0.0867 Root mean squared error 0.2685 Relative absolute error 40.2845 % Root relative squared error 81.8621 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.032 0.699 0.617 0.655 0.852 climbingdown 0.5 0.084 0.488 0.5 0.494 0.799 climbingup 0.842 0.001 0.941 0.842 0.889 0.92 jumping 0.898 0.016 0.898 0.898 0.898 0.947 lying 0.517 0.075 0.577 0.517 0.545 0.819 standing 0.559 0.103 0.497 0.559 0.526 0.784 sitting 0.983 0.005 0.967 0.983 0.975 0.989 running 0.609 0.074 0.582 0.609 0.595 0.813 walking Weighted Avg. 0.667 0.057 0.67 0.667 0.668 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 58 16 0 2 0 4 0 14 | a = climbingdown 10 61 0 0 5 8 0 38 | b = climbingup 0 0 16 0 0 0 3 0 | c = jumping 0 2 0 106 7 3 0 0 | d = lying 5 2 0 2 75 60 0 1 | e = standing 2 7 0 8 41 76 0 2 | f = sitting 0 0 1 0 0 0 119 1 | g = running 8 37 0 0 2 2 1 78 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 577 65.3454 % Incorrectly Classified Instances 306 34.6546 % Kappa statistic 0.5973 Mean absolute error 0.0907 Root mean squared error 0.2746 Relative absolute error 42.1445 % Root relative squared error 83.7155 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.606 0.035 0.671 0.606 0.637 0.823 climbingdown 0.451 0.091 0.444 0.451 0.447 0.723 climbingup 0.85 0.003 0.85 0.85 0.85 0.922 jumping 0.907 0.017 0.892 0.907 0.899 0.966 lying 0.566 0.083 0.573 0.566 0.569 0.811 standing 0.544 0.095 0.51 0.544 0.527 0.768 sitting 0.958 0.004 0.975 0.958 0.966 0.981 running 0.547 0.077 0.547 0.547 0.547 0.795 walking Weighted Avg. 0.653 0.059 0.656 0.653 0.654 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 57 15 0 2 2 2 1 15 | a = climbingdown 13 55 0 2 4 7 0 41 | b = climbingup 0 0 17 0 1 0 2 0 | c = jumping 0 1 0 107 3 7 0 0 | d = lying 2 4 0 3 82 52 0 2 | e = standing 2 7 0 6 47 74 0 0 | f = sitting 0 0 3 0 1 1 115 0 | g = running 11 42 0 0 3 2 0 70 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 561 63.5334 % Incorrectly Classified Instances 322 36.4666 % Kappa statistic 0.5761 Mean absolute error 0.0941 Root mean squared error 0.2829 Relative absolute error 43.7244 % Root relative squared error 86.2371 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.527 0.052 0.544 0.527 0.536 0.749 climbingdown 0.492 0.101 0.438 0.492 0.463 0.746 climbingup 0.8 0.001 0.941 0.8 0.865 0.948 jumping 0.881 0.008 0.945 0.881 0.912 0.949 lying 0.568 0.087 0.565 0.568 0.567 0.81 standing 0.493 0.096 0.482 0.493 0.487 0.77 sitting 0.983 0.005 0.967 0.983 0.975 0.99 running 0.496 0.075 0.525 0.496 0.51 0.759 walking Weighted Avg. 0.635 0.061 0.641 0.635 0.638 0.828 === Confusion Matrix === a b c d e f g h <-- classified as 49 20 1 0 2 3 0 18 | a = climbingdown 16 60 0 0 5 6 0 35 | b = climbingup 0 0 16 0 0 0 4 0 | c = jumping 1 2 0 104 6 5 0 0 | d = lying 1 4 0 2 83 55 0 1 | e = standing 5 7 0 4 51 67 0 2 | f = sitting 1 0 0 0 0 0 119 1 | g = running 17 44 0 0 0 3 0 63 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 535 60.5889 % Incorrectly Classified Instances 348 39.4111 % Kappa statistic 0.5425 Mean absolute error 0.1003 Root mean squared error 0.2932 Relative absolute error 46.6193 % Root relative squared error 89.371 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.581 0.049 0.581 0.581 0.581 0.78 climbingdown 0.418 0.126 0.347 0.418 0.379 0.694 climbingup 0.8 0.002 0.889 0.8 0.842 0.898 jumping 0.949 0.024 0.862 0.949 0.903 0.975 lying 0.466 0.085 0.519 0.466 0.491 0.754 standing 0.456 0.09 0.481 0.456 0.468 0.728 sitting 0.975 0.004 0.975 0.975 0.975 0.987 running 0.425 0.079 0.474 0.425 0.448 0.734 walking Weighted Avg. 0.606 0.066 0.606 0.606 0.605 0.806 === Confusion Matrix === a b c d e f g h <-- classified as 54 20 0 0 3 4 1 11 | a = climbingdown 13 51 0 2 7 3 0 46 | b = climbingup 0 0 16 0 3 0 1 0 | c = jumping 0 1 0 112 1 4 0 0 | d = lying 3 11 1 7 68 53 1 2 | e = standing 3 14 0 9 47 62 0 1 | f = sitting 1 0 1 0 1 0 118 0 | g = running 19 50 0 0 1 3 0 54 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 582 65.9117 % Incorrectly Classified Instances 301 34.0883 % Kappa statistic 0.6044 Mean absolute error 0.0897 Root mean squared error 0.2713 Relative absolute error 41.6921 % Root relative squared error 82.6989 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.058 0.553 0.613 0.582 0.778 climbingdown 0.557 0.08 0.527 0.557 0.542 0.796 climbingup 0.95 0 1 0.95 0.974 0.972 jumping 0.899 0.02 0.877 0.899 0.888 0.947 lying 0.493 0.077 0.558 0.493 0.524 0.788 standing 0.504 0.1 0.476 0.504 0.489 0.78 sitting 0.992 0.003 0.984 0.992 0.988 0.994 running 0.559 0.06 0.612 0.559 0.584 0.814 walking Weighted Avg. 0.659 0.057 0.66 0.659 0.659 0.844 === Confusion Matrix === a b c d e f g h <-- classified as 57 16 0 2 1 4 1 12 | a = climbingdown 18 68 0 0 3 3 1 29 | b = climbingup 0 0 19 0 1 0 0 0 | c = jumping 1 0 0 107 4 6 0 1 | d = lying 4 4 0 6 72 58 0 2 | e = standing 9 4 0 7 46 68 0 1 | f = sitting 0 0 0 0 0 1 120 0 | g = running 14 37 0 0 2 3 0 71 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 560 63.4202 % Incorrectly Classified Instances 323 36.5798 % Kappa statistic 0.5754 Mean absolute error 0.0948 Root mean squared error 0.2769 Relative absolute error 44.0601 % Root relative squared error 84.3994 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.059 0.565 0.656 0.607 0.808 climbingdown 0.41 0.095 0.41 0.41 0.41 0.729 climbingup 0.9 0.002 0.9 0.9 0.9 0.949 jumping 0.824 0.012 0.916 0.824 0.867 0.91 lying 0.527 0.09 0.538 0.527 0.533 0.837 standing 0.496 0.103 0.465 0.496 0.48 0.756 sitting 0.967 0.001 0.992 0.967 0.979 0.987 running 0.567 0.065 0.595 0.567 0.581 0.816 walking Weighted Avg. 0.634 0.061 0.642 0.634 0.637 0.836 === Confusion Matrix === a b c d e f g h <-- classified as 61 16 0 2 2 4 0 8 | a = climbingdown 28 50 0 0 2 6 0 36 | b = climbingup 0 0 18 0 0 1 1 0 | c = jumping 2 2 0 98 9 8 0 0 | d = lying 1 4 1 6 77 56 0 1 | e = standing 4 7 0 1 52 67 0 4 | f = sitting 1 0 1 0 0 2 117 0 | g = running 11 43 0 0 1 0 0 72 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 579 65.5719 % Incorrectly Classified Instances 304 34.4281 % Kappa statistic 0.6003 Mean absolute error 0.089 Root mean squared error 0.2699 Relative absolute error 41.3504 % Root relative squared error 82.265 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.052 0.573 0.591 0.582 0.794 climbingdown 0.492 0.079 0.5 0.492 0.496 0.791 climbingup 0.75 0.006 0.75 0.75 0.75 0.94 jumping 0.941 0.016 0.903 0.941 0.922 0.968 lying 0.527 0.08 0.566 0.527 0.546 0.811 standing 0.541 0.092 0.514 0.541 0.527 0.777 sitting 0.959 0.007 0.959 0.959 0.959 0.989 running 0.559 0.07 0.573 0.559 0.566 0.8 walking Weighted Avg. 0.656 0.057 0.654 0.656 0.655 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 55 17 0 0 1 3 0 17 | a = climbingdown 18 60 0 0 5 6 0 33 | b = climbingup 0 0 15 0 1 0 4 0 | c = jumping 2 2 0 112 2 1 0 0 | d = lying 5 4 0 3 77 56 0 1 | e = standing 3 4 0 6 47 73 0 2 | f = sitting 0 0 5 0 0 0 116 0 | g = running 13 33 0 3 3 3 1 71 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 567 64.2129 % Incorrectly Classified Instances 316 35.7871 % Kappa statistic 0.5846 Mean absolute error 0.0927 Root mean squared error 0.2751 Relative absolute error 43.0663 % Root relative squared error 83.8689 % Total Number of Instances 883 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.613 0.051 0.588 0.613 0.6 0.772 climbingdown 0.434 0.081 0.461 0.434 0.447 0.74 climbingup 1 0.005 0.833 1 0.909 0.999 jumping 0.899 0.021 0.87 0.899 0.884 0.951 lying 0.548 0.099 0.523 0.548 0.535 0.808 standing 0.444 0.091 0.469 0.444 0.456 0.799 sitting 0.967 0 1 0.967 0.983 0.983 running 0.575 0.07 0.579 0.575 0.577 0.794 walking Weighted Avg. 0.642 0.06 0.64 0.642 0.641 0.839 === Confusion Matrix === a b c d e f g h <-- classified as 57 18 0 0 1 9 0 8 | a = climbingdown 19 53 0 1 4 3 0 42 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 1 0 107 4 6 0 1 | d = lying 4 2 1 9 80 49 0 1 | e = standing 1 5 1 6 61 60 0 1 | f = sitting 0 0 2 0 2 0 117 0 | g = running 16 36 0 0 1 1 0 73 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 686 81.5696 % Incorrectly Classified Instances 155 18.4304 % Kappa statistic 0.786 Mean absolute error 0.0484 Root mean squared error 0.2039 Relative absolute error 22.4975 % Root relative squared error 62.1524 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.795 0.028 0.759 0.795 0.776 0.923 climbingdown 0.688 0.051 0.675 0.688 0.681 0.863 climbingup 1 0 1 1 1 1 jumping 0.92 0.01 0.943 0.92 0.931 0.96 lying 0.741 0.042 0.769 0.741 0.755 0.873 standing 0.797 0.046 0.74 0.797 0.767 0.904 sitting 0.967 0 1 0.967 0.983 0.983 running 0.764 0.038 0.782 0.764 0.773 0.894 walking Weighted Avg. 0.816 0.03 0.818 0.816 0.817 0.916 === Confusion Matrix === a b c d e f g h <-- classified as 66 12 0 0 0 1 0 4 | a = climbingdown 8 77 0 0 4 1 0 22 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 115 6 4 0 0 | d = lying 1 4 0 2 100 27 0 1 | e = standing 0 1 0 4 19 94 0 0 | f = sitting 2 2 0 0 0 0 117 0 | g = running 10 18 0 1 1 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 663 78.8347 % Incorrectly Classified Instances 178 21.1653 % Kappa statistic 0.7539 Mean absolute error 0.0554 Root mean squared error 0.2226 Relative absolute error 25.7305 % Root relative squared error 67.8759 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.771 0.03 0.736 0.771 0.753 0.873 climbingdown 0.705 0.052 0.675 0.705 0.69 0.847 climbingup 0.789 0.001 0.938 0.789 0.857 0.92 jumping 0.888 0.014 0.917 0.888 0.902 0.952 lying 0.822 0.061 0.721 0.822 0.768 0.902 standing 0.619 0.035 0.745 0.619 0.676 0.828 sitting 0.984 0.003 0.984 0.984 0.984 0.995 running 0.709 0.05 0.714 0.709 0.711 0.84 walking Weighted Avg. 0.788 0.035 0.791 0.788 0.788 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 64 8 0 0 0 0 0 11 | a = climbingdown 10 79 0 0 2 1 0 20 | b = climbingup 0 0 15 0 0 0 2 2 | c = jumping 0 0 0 111 6 8 0 0 | d = lying 0 4 0 2 111 16 0 2 | e = standing 0 4 0 8 33 73 0 0 | f = sitting 1 0 0 0 0 0 120 1 | g = running 12 22 1 0 2 0 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 675 80.2616 % Incorrectly Classified Instances 166 19.7384 % Kappa statistic 0.7707 Mean absolute error 0.0519 Root mean squared error 0.2124 Relative absolute error 24.1223 % Root relative squared error 64.7715 % Total Number of Instances 841 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.831 0.032 0.742 0.831 0.784 0.911 climbingdown 0.696 0.036 0.75 0.696 0.722 0.858 climbingup 0.947 0.001 0.947 0.947 0.947 0.973 jumping 0.88 0.017 0.902 0.88 0.891 0.947 lying 0.763 0.057 0.72 0.763 0.741 0.879 standing 0.669 0.05 0.687 0.669 0.678 0.823 sitting 0.975 0 1 0.975 0.988 0.987 running 0.78 0.038 0.786 0.78 0.783 0.894 walking Weighted Avg. 0.803 0.032 0.804 0.803 0.803 0.902 === Confusion Matrix === a b c d e f g h <-- classified as 69 7 0 0 1 0 0 6 | a = climbingdown 11 78 1 0 2 0 0 20 | b = climbingup 1 0 18 0 0 0 0 0 | c = jumping 0 0 0 110 5 10 0 0 | d = lying 1 0 0 5 103 26 0 0 | e = standing 0 1 0 7 31 79 0 0 | f = sitting 1 1 0 0 0 0 119 1 | g = running 10 17 0 0 1 0 0 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 687 81.7857 % Incorrectly Classified Instances 153 18.2143 % Kappa statistic 0.7883 Mean absolute error 0.0492 Root mean squared error 0.2055 Relative absolute error 22.8741 % Root relative squared error 62.6592 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.021 0.789 0.714 0.75 0.88 climbingdown 0.685 0.045 0.697 0.685 0.691 0.867 climbingup 1 0.001 0.95 1 0.974 0.999 jumping 0.952 0.008 0.952 0.952 0.952 0.976 lying 0.778 0.037 0.802 0.778 0.789 0.905 standing 0.754 0.039 0.761 0.754 0.757 0.881 sitting 0.992 0.003 0.984 0.992 0.988 0.999 running 0.778 0.057 0.705 0.778 0.74 0.868 walking Weighted Avg. 0.818 0.03 0.819 0.818 0.818 0.915 === Confusion Matrix === a b c d e f g h <-- classified as 60 11 0 0 0 0 0 13 | a = climbingdown 3 76 1 0 0 1 2 28 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 119 2 4 0 0 | d = lying 1 5 0 1 105 23 0 0 | e = standing 0 0 0 5 24 89 0 0 | f = sitting 1 0 0 0 0 0 121 0 | g = running 11 17 0 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 708 84.2857 % Incorrectly Classified Instances 132 15.7143 % Kappa statistic 0.8174 Mean absolute error 0.0429 Root mean squared error 0.1893 Relative absolute error 19.949 % Root relative squared error 57.7096 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.774 0.025 0.774 0.774 0.774 0.918 climbingdown 0.766 0.04 0.746 0.766 0.756 0.889 climbingup 0.895 0.001 0.944 0.895 0.919 0.966 jumping 0.928 0.014 0.921 0.928 0.924 0.965 lying 0.83 0.03 0.842 0.83 0.836 0.927 standing 0.805 0.033 0.798 0.805 0.802 0.904 sitting 0.984 0.004 0.976 0.984 0.98 0.994 running 0.778 0.035 0.797 0.778 0.787 0.882 walking Weighted Avg. 0.843 0.025 0.843 0.843 0.843 0.927 === Confusion Matrix === a b c d e f g h <-- classified as 65 8 0 0 0 1 1 9 | a = climbingdown 8 85 0 0 1 0 1 16 | b = climbingup 0 1 17 0 0 0 1 0 | c = jumping 0 0 0 116 4 5 0 0 | d = lying 1 0 0 4 112 18 0 0 | e = standing 0 1 0 6 16 95 0 0 | f = sitting 1 1 0 0 0 0 120 0 | g = running 9 18 1 0 0 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 661 78.6905 % Incorrectly Classified Instances 179 21.3095 % Kappa statistic 0.7522 Mean absolute error 0.0557 Root mean squared error 0.2226 Relative absolute error 25.9023 % Root relative squared error 67.8518 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.036 0.679 0.679 0.679 0.842 climbingdown 0.595 0.043 0.68 0.595 0.635 0.8 climbingup 0.895 0.001 0.944 0.895 0.919 0.946 jumping 0.928 0.013 0.928 0.928 0.928 0.976 lying 0.831 0.048 0.769 0.831 0.799 0.907 standing 0.695 0.039 0.745 0.695 0.719 0.848 sitting 0.959 0.007 0.959 0.959 0.959 0.978 running 0.746 0.062 0.681 0.746 0.712 0.864 walking Weighted Avg. 0.787 0.035 0.787 0.787 0.786 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 57 11 0 0 0 0 2 14 | a = climbingdown 12 66 0 0 2 2 1 28 | b = climbingup 0 0 17 0 0 0 1 1 | c = jumping 0 0 0 116 4 5 0 0 | d = lying 0 1 0 2 113 20 0 0 | e = standing 2 0 0 7 27 82 0 0 | f = sitting 1 1 1 0 1 0 116 1 | g = running 12 18 0 0 0 1 1 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 672 80 % Incorrectly Classified Instances 168 20 % Kappa statistic 0.7676 Mean absolute error 0.0522 Root mean squared error 0.213 Relative absolute error 24.2408 % Root relative squared error 64.9373 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.036 0.693 0.726 0.709 0.876 climbingdown 0.685 0.047 0.691 0.685 0.688 0.843 climbingup 0.947 0.001 0.947 0.947 0.947 0.973 jumping 0.896 0.014 0.918 0.896 0.907 0.947 lying 0.801 0.051 0.752 0.801 0.776 0.91 standing 0.712 0.042 0.737 0.712 0.724 0.881 sitting 0.95 0.001 0.991 0.95 0.97 0.977 running 0.77 0.041 0.77 0.77 0.77 0.887 walking Weighted Avg. 0.8 0.032 0.802 0.8 0.801 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 61 14 0 0 0 0 0 9 | a = climbingdown 13 76 0 0 3 0 0 19 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 112 5 8 0 0 | d = lying 0 1 0 4 109 22 0 0 | e = standing 2 1 0 6 25 84 0 0 | f = sitting 2 2 1 0 0 0 115 1 | g = running 10 16 0 0 3 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 684 81.4286 % Incorrectly Classified Instances 156 18.5714 % Kappa statistic 0.7841 Mean absolute error 0.0503 Root mean squared error 0.2086 Relative absolute error 23.3589 % Root relative squared error 63.5867 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.028 0.727 0.675 0.7 0.84 climbingdown 0.757 0.041 0.737 0.757 0.747 0.878 climbingup 0.947 0.001 0.947 0.947 0.947 0.973 jumping 0.872 0.011 0.932 0.872 0.901 0.926 lying 0.846 0.037 0.816 0.846 0.83 0.923 standing 0.78 0.043 0.748 0.78 0.763 0.892 sitting 0.983 0.001 0.992 0.983 0.988 0.995 running 0.717 0.053 0.705 0.717 0.711 0.86 walking Weighted Avg. 0.814 0.03 0.816 0.814 0.815 0.907 === Confusion Matrix === a b c d e f g h <-- classified as 56 5 0 0 0 1 1 20 | a = climbingdown 7 84 0 0 1 2 0 17 | b = climbingup 0 0 18 0 0 0 0 1 | c = jumping 0 2 0 109 5 9 0 0 | d = lying 0 0 0 2 115 19 0 0 | e = standing 0 0 0 6 20 92 0 0 | f = sitting 1 1 0 0 0 0 119 0 | g = running 13 22 1 0 0 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 668 79.5238 % Incorrectly Classified Instances 172 20.4762 % Kappa statistic 0.762 Mean absolute error 0.0537 Root mean squared error 0.2187 Relative absolute error 24.9706 % Root relative squared error 66.694 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.03 0.726 0.735 0.731 0.87 climbingdown 0.703 0.041 0.722 0.703 0.712 0.865 climbingup 0.895 0.001 0.944 0.895 0.919 0.947 jumping 0.936 0.018 0.9 0.936 0.918 0.961 lying 0.728 0.044 0.762 0.728 0.744 0.875 standing 0.712 0.05 0.7 0.712 0.706 0.838 sitting 0.967 0.006 0.967 0.967 0.967 0.981 running 0.748 0.048 0.736 0.748 0.742 0.874 walking Weighted Avg. 0.795 0.033 0.795 0.795 0.795 0.898 === Confusion Matrix === a b c d e f g h <-- classified as 61 6 0 0 0 2 3 11 | a = climbingdown 11 78 0 0 3 0 0 19 | b = climbingup 0 0 17 0 0 0 0 2 | c = jumping 0 0 0 117 5 3 0 0 | d = lying 1 1 0 3 99 31 1 0 | e = standing 0 0 0 10 23 84 0 1 | f = sitting 2 0 1 0 0 0 117 1 | g = running 9 23 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 679 80.8333 % Incorrectly Classified Instances 161 19.1667 % Kappa statistic 0.7773 Mean absolute error 0.0511 Root mean squared error 0.2088 Relative absolute error 23.7526 % Root relative squared error 63.651 % Total Number of Instances 840 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.026 0.75 0.723 0.736 0.85 climbingdown 0.676 0.037 0.735 0.676 0.704 0.885 climbingup 1 0.002 0.905 1 0.95 0.999 jumping 0.937 0.01 0.944 0.937 0.94 0.983 lying 0.741 0.035 0.8 0.741 0.769 0.886 standing 0.797 0.05 0.723 0.797 0.758 0.903 sitting 0.975 0.006 0.967 0.975 0.971 0.984 running 0.748 0.056 0.704 0.748 0.725 0.86 walking Weighted Avg. 0.808 0.031 0.809 0.808 0.808 0.912 === Confusion Matrix === a b c d e f g h <-- classified as 60 9 0 0 0 1 1 12 | a = climbingdown 9 75 0 0 1 1 0 25 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 118 2 6 0 0 | d = lying 0 1 0 5 100 28 0 1 | e = standing 0 0 0 2 22 94 0 0 | f = sitting 0 1 0 0 0 0 118 2 | g = running 11 16 2 0 0 0 3 95 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 687 77.9796 % Incorrectly Classified Instances 194 22.0204 % Kappa statistic 0.7437 Mean absolute error 0.0581 Root mean squared error 0.2245 Relative absolute error 27.0774 % Root relative squared error 68.5189 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.038 0.659 0.617 0.637 0.812 climbingdown 0.817 0.045 0.708 0.817 0.759 0.905 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.829 0.024 0.85 0.829 0.84 0.918 lying 0.756 0.056 0.756 0.756 0.756 0.887 standing 0.697 0.059 0.676 0.697 0.687 0.843 sitting 1 0.001 0.992 1 0.996 0.999 running 0.694 0.033 0.775 0.694 0.732 0.86 walking Weighted Avg. 0.78 0.037 0.78 0.78 0.779 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 58 18 0 0 1 1 0 16 | a = climbingdown 8 85 0 0 2 0 0 9 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 102 7 14 0 0 | d = lying 0 4 0 7 124 29 0 0 | e = standing 0 0 0 11 29 92 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 22 13 1 0 1 0 1 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 679 77.0715 % Incorrectly Classified Instances 202 22.9285 % Kappa statistic 0.7331 Mean absolute error 0.0615 Root mean squared error 0.2313 Relative absolute error 28.6614 % Root relative squared error 70.5906 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.038 0.681 0.681 0.681 0.839 climbingdown 0.75 0.033 0.75 0.75 0.75 0.866 climbingup 0.947 0 1 0.947 0.973 1 jumping 0.821 0.021 0.863 0.821 0.842 0.903 lying 0.689 0.061 0.72 0.689 0.704 0.859 standing 0.712 0.075 0.627 0.712 0.667 0.864 sitting 0.992 0 1 0.992 0.996 0.996 running 0.734 0.04 0.752 0.734 0.743 0.861 walking Weighted Avg. 0.771 0.039 0.774 0.771 0.772 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 64 11 0 0 0 0 0 19 | a = climbingdown 11 78 0 1 1 2 0 11 | b = climbingup 1 0 18 0 0 0 0 0 | c = jumping 0 0 0 101 11 11 0 0 | d = lying 0 1 0 7 113 43 0 0 | e = standing 0 0 0 8 30 94 0 0 | f = sitting 1 0 0 0 0 0 120 0 | g = running 17 14 0 0 2 0 0 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 652 74.0068 % Incorrectly Classified Instances 229 25.9932 % Kappa statistic 0.6972 Mean absolute error 0.0663 Root mean squared error 0.2396 Relative absolute error 30.9017 % Root relative squared error 73.1348 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.585 0.048 0.591 0.585 0.588 0.832 climbingdown 0.587 0.035 0.693 0.587 0.635 0.833 climbingup 0.895 0 1 0.895 0.944 0.966 jumping 0.815 0.022 0.856 0.815 0.835 0.901 lying 0.707 0.056 0.744 0.707 0.725 0.883 standing 0.652 0.079 0.593 0.652 0.621 0.821 sitting 1 0.004 0.976 1 0.988 0.997 running 0.772 0.059 0.679 0.772 0.722 0.894 walking Weighted Avg. 0.74 0.043 0.743 0.74 0.74 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 55 12 0 0 1 0 2 24 | a = climbingdown 21 61 0 1 3 0 0 18 | b = climbingup 1 0 17 0 0 0 1 0 | c = jumping 0 0 0 101 5 17 0 1 | d = lying 0 1 0 4 116 42 0 1 | e = standing 0 2 0 12 31 86 0 1 | f = sitting 0 0 0 0 0 0 121 0 | g = running 16 12 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 661 75.0284 % Incorrectly Classified Instances 220 24.9716 % Kappa statistic 0.7093 Mean absolute error 0.0659 Root mean squared error 0.2383 Relative absolute error 30.7048 % Root relative squared error 72.7163 % Total Number of Instances 881 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.553 0.039 0.627 0.553 0.588 0.826 climbingdown 0.721 0.044 0.688 0.721 0.704 0.878 climbingup 0.947 0.003 0.857 0.947 0.9 0.998 jumping 0.847 0.028 0.833 0.847 0.84 0.928 lying 0.738 0.057 0.747 0.738 0.742 0.885 standing 0.624 0.061 0.643 0.624 0.634 0.827 sitting 0.983 0.001 0.992 0.983 0.987 0.992 running 0.724 0.057 0.674 0.724 0.698 0.831 walking Weighted Avg. 0.75 0.041 0.749 0.75 0.749 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 52 15 0 0 0 0 0 27 | a = climbingdown 13 75 1 0 0 1 0 14 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 105 6 12 0 1 | d = lying 0 1 0 8 121 33 0 1 | e = standing 0 3 0 13 34 83 0 0 | f = sitting 0 0 2 0 0 0 118 0 | g = running 18 15 0 0 1 0 0 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 686 77.9545 % Incorrectly Classified Instances 194 22.0455 % Kappa statistic 0.7434 Mean absolute error 0.0583 Root mean squared error 0.2221 Relative absolute error 27.1655 % Root relative squared error 67.7814 % Total Number of Instances 880 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.681 0.045 0.646 0.681 0.663 0.872 climbingdown 0.76 0.027 0.79 0.76 0.775 0.891 climbingup 1 0.001 0.947 1 0.973 0.999 jumping 0.903 0.032 0.824 0.903 0.862 0.949 lying 0.738 0.059 0.742 0.738 0.74 0.897 standing 0.594 0.054 0.664 0.594 0.627 0.804 sitting 0.983 0 1 0.983 0.992 0.991 running 0.772 0.041 0.754 0.772 0.763 0.889 walking Weighted Avg. 0.78 0.037 0.778 0.78 0.778 0.901 === Confusion Matrix === a b c d e f g h <-- classified as 64 10 0 0 0 0 0 20 | a = climbingdown 12 79 0 1 1 0 0 11 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 112 2 9 0 0 | d = lying 0 1 0 11 121 31 0 0 | e = standing 1 2 0 12 39 79 0 0 | f = sitting 1 0 1 0 0 0 118 0 | g = running 21 7 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 674 76.5909 % Incorrectly Classified Instances 206 23.4091 % Kappa statistic 0.7275 Mean absolute error 0.0623 Root mean squared error 0.231 Relative absolute error 29.0381 % Root relative squared error 70.5064 % Total Number of Instances 880 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.042 0.616 0.57 0.592 0.813 climbingdown 0.699 0.039 0.706 0.699 0.702 0.845 climbingup 1 0.003 0.857 1 0.923 0.997 jumping 0.823 0.028 0.829 0.823 0.826 0.913 lying 0.689 0.053 0.748 0.689 0.717 0.854 standing 0.707 0.066 0.657 0.707 0.681 0.854 sitting 0.992 0 1 0.992 0.996 0.996 running 0.823 0.042 0.761 0.823 0.791 0.904 walking Weighted Avg. 0.766 0.039 0.766 0.766 0.765 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 53 19 3 0 1 0 0 17 | a = climbingdown 13 72 0 0 4 1 0 13 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 102 8 13 0 0 | d = lying 2 5 0 9 113 34 0 1 | e = standing 0 1 0 12 25 94 0 1 | f = sitting 1 0 0 0 0 0 120 0 | g = running 17 4 0 0 0 1 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 672 76.3636 % Incorrectly Classified Instances 208 23.6364 % Kappa statistic 0.7244 Mean absolute error 0.0624 Root mean squared error 0.2328 Relative absolute error 29.0674 % Root relative squared error 71.0687 % Total Number of Instances 880 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.041 0.632 0.591 0.611 0.818 climbingdown 0.786 0.035 0.75 0.786 0.768 0.891 climbingup 0.944 0 1 0.944 0.971 0.972 jumping 0.839 0.032 0.813 0.839 0.825 0.934 lying 0.793 0.066 0.734 0.793 0.762 0.897 standing 0.564 0.059 0.63 0.564 0.595 0.772 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.726 0.044 0.732 0.726 0.729 0.868 walking Weighted Avg. 0.764 0.04 0.761 0.764 0.762 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 55 13 0 0 0 0 0 25 | a = climbingdown 12 81 0 0 1 1 0 8 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 104 5 15 0 0 | d = lying 0 1 0 8 130 25 0 0 | e = standing 0 2 0 16 40 75 0 0 | f = sitting 1 0 0 0 0 0 120 0 | g = running 19 11 0 0 1 3 0 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 656 74.5455 % Incorrectly Classified Instances 224 25.4545 % Kappa statistic 0.7035 Mean absolute error 0.0664 Root mean squared error 0.2405 Relative absolute error 30.9159 % Root relative squared error 73.4084 % Total Number of Instances 880 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.052 0.594 0.645 0.619 0.824 climbingdown 0.631 0.039 0.684 0.631 0.657 0.806 climbingup 0.944 0.001 0.944 0.944 0.944 0.972 jumping 0.806 0.028 0.826 0.806 0.816 0.907 lying 0.707 0.068 0.703 0.707 0.705 0.871 standing 0.639 0.071 0.616 0.639 0.627 0.865 sitting 1 0.003 0.984 1 0.992 0.999 running 0.742 0.036 0.773 0.742 0.757 0.867 walking Weighted Avg. 0.745 0.043 0.747 0.745 0.746 0.882 === Confusion Matrix === a b c d e f g h <-- classified as 60 16 0 0 1 0 1 15 | a = climbingdown 23 65 0 0 0 3 0 12 | b = climbingup 0 0 17 0 0 0 1 0 | c = jumping 0 0 0 100 12 12 0 0 | d = lying 0 2 0 8 116 38 0 0 | e = standing 0 0 0 13 35 85 0 0 | f = sitting 0 0 0 0 0 0 121 0 | g = running 18 12 1 0 1 0 0 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 682 77.5 % Incorrectly Classified Instances 198 22.5 % Kappa statistic 0.7377 Mean absolute error 0.0583 Root mean squared error 0.2252 Relative absolute error 27.1417 % Root relative squared error 68.7472 % Total Number of Instances 880 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.634 0.038 0.663 0.634 0.648 0.838 climbingdown 0.644 0.04 0.684 0.644 0.663 0.832 climbingup 0.944 0.002 0.895 0.944 0.919 0.967 jumping 0.871 0.028 0.837 0.871 0.854 0.941 lying 0.823 0.061 0.754 0.823 0.787 0.913 standing 0.621 0.045 0.707 0.621 0.661 0.822 sitting 0.983 0 1 0.983 0.992 0.992 running 0.766 0.048 0.725 0.766 0.745 0.902 walking Weighted Avg. 0.775 0.038 0.773 0.775 0.773 0.896 === Confusion Matrix === a b c d e f g h <-- classified as 59 16 0 0 0 0 0 18 | a = climbingdown 10 67 0 1 7 2 0 17 | b = climbingup 1 0 17 0 0 0 0 0 | c = jumping 0 1 0 108 5 10 0 0 | d = lying 0 1 0 6 135 22 0 0 | e = standing 1 2 0 14 32 82 0 1 | f = sitting 0 0 2 0 0 0 119 0 | g = running 18 11 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 671 76.25 % Incorrectly Classified Instances 209 23.75 % Kappa statistic 0.7233 Mean absolute error 0.0623 Root mean squared error 0.2326 Relative absolute error 28.9961 % Root relative squared error 70.9906 % Total Number of Instances 880 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.574 0.042 0.621 0.574 0.597 0.795 climbingdown 0.692 0.032 0.742 0.692 0.716 0.843 climbingup 0.889 0.002 0.889 0.889 0.889 0.962 jumping 0.855 0.028 0.835 0.855 0.845 0.941 lying 0.73 0.059 0.739 0.73 0.735 0.88 standing 0.667 0.057 0.672 0.667 0.669 0.838 sitting 1 0.003 0.984 1 0.992 0.998 running 0.766 0.054 0.699 0.766 0.731 0.878 walking Weighted Avg. 0.763 0.04 0.761 0.763 0.761 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 54 12 2 0 0 0 1 25 | a = climbingdown 14 72 0 0 3 1 0 14 | b = climbingup 1 0 16 0 0 0 1 0 | c = jumping 0 0 0 106 6 12 0 0 | d = lying 0 2 0 12 119 30 0 0 | e = standing 0 0 0 9 33 88 0 2 | f = sitting 0 0 0 0 0 0 121 0 | g = running 18 11 0 0 0 0 0 95 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 538 66.2562 % Incorrectly Classified Instances 274 33.7438 % Kappa statistic 0.6077 Mean absolute error 0.0875 Root mean squared error 0.2675 Relative absolute error 40.6791 % Root relative squared error 81.589 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.046 0.58 0.595 0.587 0.795 climbingdown 0.452 0.073 0.528 0.452 0.487 0.765 climbingup 1 0.001 0.95 1 0.974 1 jumping 0.949 0.007 0.957 0.949 0.953 0.97 lying 0.548 0.081 0.548 0.548 0.548 0.815 standing 0.429 0.078 0.429 0.429 0.429 0.775 sitting 0.983 0 1 0.983 0.991 1 running 0.591 0.106 0.52 0.591 0.553 0.79 walking Weighted Avg. 0.663 0.056 0.664 0.663 0.662 0.85 === Confusion Matrix === a b c d e f g h <-- classified as 47 11 0 0 0 1 0 20 | a = climbingdown 13 56 0 0 4 3 0 48 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 1 0 0 112 4 1 0 0 | d = lying 2 4 0 2 68 46 0 2 | e = standing 0 3 0 3 48 42 0 2 | f = sitting 2 0 0 0 0 0 116 0 | g = running 16 32 1 0 0 5 0 78 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 548 67.4877 % Incorrectly Classified Instances 264 32.5123 % Kappa statistic 0.6219 Mean absolute error 0.0866 Root mean squared error 0.2673 Relative absolute error 40.2826 % Root relative squared error 81.5299 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.57 0.053 0.536 0.57 0.552 0.758 climbingdown 0.468 0.093 0.475 0.468 0.472 0.725 climbingup 0.947 0 1 0.947 0.973 0.973 jumping 0.941 0.006 0.965 0.941 0.953 0.971 lying 0.645 0.076 0.606 0.645 0.625 0.868 standing 0.449 0.064 0.489 0.449 0.468 0.771 sitting 1 0 1 1 1 1 running 0.561 0.087 0.556 0.561 0.558 0.772 walking Weighted Avg. 0.675 0.054 0.676 0.675 0.675 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 45 18 0 0 1 2 0 13 | a = climbingdown 19 58 0 0 3 1 0 43 | b = climbingup 0 0 18 0 0 1 0 0 | c = jumping 1 1 0 111 1 2 0 2 | d = lying 1 4 0 0 80 39 0 0 | e = standing 1 5 0 3 44 44 0 1 | f = sitting 0 0 0 0 0 0 118 0 | g = running 17 36 0 1 3 1 0 74 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 538 66.2562 % Incorrectly Classified Instances 274 33.7438 % Kappa statistic 0.6075 Mean absolute error 0.0864 Root mean squared error 0.2619 Relative absolute error 40.1649 % Root relative squared error 79.8856 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.034 0.671 0.646 0.658 0.847 climbingdown 0.419 0.089 0.46 0.419 0.439 0.733 climbingup 1 0.003 0.905 1 0.95 1 jumping 0.924 0.004 0.973 0.924 0.948 0.966 lying 0.504 0.08 0.53 0.504 0.517 0.832 standing 0.429 0.077 0.433 0.429 0.431 0.796 sitting 0.992 0 1 0.992 0.996 0.996 running 0.647 0.108 0.541 0.647 0.589 0.808 walking Weighted Avg. 0.663 0.057 0.665 0.663 0.662 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 51 11 0 0 1 0 0 16 | a = climbingdown 11 52 0 0 8 3 0 50 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 4 0 109 3 1 0 1 | d = lying 3 4 1 0 62 49 0 4 | e = standing 3 6 1 3 41 42 0 2 | f = sitting 0 0 0 0 1 0 117 0 | g = running 8 36 0 0 1 2 0 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 535 65.8867 % Incorrectly Classified Instances 277 34.1133 % Kappa statistic 0.6028 Mean absolute error 0.0905 Root mean squared error 0.2667 Relative absolute error 42.0705 % Root relative squared error 81.3495 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.456 0.048 0.507 0.456 0.48 0.684 climbingdown 0.403 0.084 0.463 0.403 0.431 0.731 climbingup 1 0 1 1 1 1 jumping 0.915 0.006 0.964 0.915 0.939 0.967 lying 0.667 0.087 0.577 0.667 0.619 0.873 standing 0.398 0.069 0.443 0.398 0.419 0.806 sitting 0.992 0.001 0.992 0.992 0.992 0.995 running 0.632 0.103 0.545 0.632 0.585 0.787 walking Weighted Avg. 0.659 0.057 0.658 0.659 0.657 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 36 21 0 0 3 3 1 15 | a = climbingdown 16 50 0 1 6 4 0 47 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 2 0 108 3 5 0 0 | d = lying 0 4 0 0 82 35 0 2 | e = standing 2 1 0 3 47 39 0 6 | f = sitting 0 0 0 0 1 0 117 0 | g = running 17 30 0 0 0 2 0 84 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 559 68.8424 % Incorrectly Classified Instances 253 31.1576 % Kappa statistic 0.6379 Mean absolute error 0.0814 Root mean squared error 0.2586 Relative absolute error 37.8347 % Root relative squared error 78.8677 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.658 0.033 0.684 0.658 0.671 0.835 climbingdown 0.5 0.092 0.496 0.5 0.498 0.734 climbingup 0.95 0.003 0.905 0.95 0.927 0.998 jumping 0.958 0.01 0.942 0.958 0.95 0.988 lying 0.618 0.07 0.613 0.618 0.615 0.847 standing 0.51 0.071 0.495 0.51 0.503 0.813 sitting 0.983 0.004 0.975 0.983 0.979 0.991 running 0.541 0.081 0.567 0.541 0.554 0.787 walking Weighted Avg. 0.688 0.052 0.687 0.688 0.688 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 52 11 1 0 0 2 0 13 | a = climbingdown 13 62 0 0 2 6 0 41 | b = climbingup 0 0 19 0 0 0 1 0 | c = jumping 0 1 0 113 3 1 0 0 | d = lying 1 4 0 4 76 37 1 0 | e = standing 0 2 0 3 42 50 0 1 | f = sitting 0 0 1 0 0 1 115 0 | g = running 10 45 0 0 1 4 1 72 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 533 65.6404 % Incorrectly Classified Instances 279 34.3596 % Kappa statistic 0.6003 Mean absolute error 0.0875 Root mean squared error 0.2661 Relative absolute error 40.6734 % Root relative squared error 81.1517 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.048 0.568 0.582 0.575 0.813 climbingdown 0.427 0.089 0.465 0.427 0.445 0.743 climbingup 0.95 0 1 0.95 0.974 0.975 jumping 0.898 0.01 0.938 0.898 0.918 0.943 lying 0.699 0.084 0.597 0.699 0.644 0.875 standing 0.357 0.069 0.417 0.357 0.385 0.757 sitting 0.991 0.001 0.991 0.991 0.991 0.996 running 0.541 0.1 0.514 0.541 0.527 0.803 walking Weighted Avg. 0.656 0.057 0.655 0.656 0.655 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 46 15 0 1 0 3 0 14 | a = climbingdown 15 53 0 1 4 2 0 49 | b = climbingup 0 0 19 0 0 1 0 0 | c = jumping 0 1 0 106 1 9 0 1 | d = lying 1 2 0 1 86 33 0 0 | e = standing 1 3 0 4 51 35 1 3 | f = sitting 0 0 0 0 0 0 116 1 | g = running 18 40 0 0 2 1 0 72 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 553 68.1034 % Incorrectly Classified Instances 259 31.8966 % Kappa statistic 0.6292 Mean absolute error 0.0838 Root mean squared error 0.2615 Relative absolute error 38.9724 % Root relative squared error 79.7439 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.595 0.049 0.566 0.595 0.58 0.808 climbingdown 0.435 0.089 0.47 0.435 0.452 0.706 climbingup 1 0 1 1 1 1 jumping 0.941 0.013 0.925 0.941 0.933 0.963 lying 0.683 0.077 0.613 0.683 0.646 0.871 standing 0.459 0.059 0.517 0.459 0.486 0.835 sitting 1 0 1 1 1 1 running 0.564 0.085 0.564 0.564 0.564 0.778 walking Weighted Avg. 0.681 0.053 0.678 0.681 0.679 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 47 14 0 0 2 4 0 12 | a = climbingdown 17 54 0 0 4 5 0 44 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 2 1 0 111 3 0 0 1 | d = lying 1 2 0 3 84 32 0 1 | e = standing 0 3 0 6 44 45 0 0 | f = sitting 0 0 0 0 0 0 117 0 | g = running 16 41 0 0 0 1 0 75 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 547 67.3645 % Incorrectly Classified Instances 265 32.6355 % Kappa statistic 0.6212 Mean absolute error 0.0875 Root mean squared error 0.264 Relative absolute error 40.6983 % Root relative squared error 80.501 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.038 0.622 0.582 0.601 0.758 climbingdown 0.492 0.11 0.445 0.492 0.467 0.758 climbingup 1 0.001 0.952 1 0.976 0.999 jumping 0.966 0.012 0.934 0.966 0.95 0.982 lying 0.463 0.039 0.679 0.463 0.551 0.823 standing 0.684 0.09 0.511 0.684 0.585 0.84 sitting 0.991 0.003 0.983 0.991 0.987 0.995 running 0.496 0.087 0.528 0.496 0.512 0.765 walking Weighted Avg. 0.674 0.054 0.68 0.674 0.672 0.852 === Confusion Matrix === a b c d e f g h <-- classified as 46 16 1 1 0 2 1 12 | a = climbingdown 12 61 0 0 1 5 0 45 | b = climbingup 0 0 20 0 0 0 0 0 | c = jumping 0 0 0 114 0 4 0 0 | d = lying 2 8 0 5 57 51 0 0 | e = standing 0 2 0 1 25 67 1 2 | f = sitting 0 1 0 0 0 0 116 0 | g = running 14 49 0 1 1 2 0 66 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 571 70.3202 % Incorrectly Classified Instances 241 29.6798 % Kappa statistic 0.6546 Mean absolute error 0.0781 Root mean squared error 0.2562 Relative absolute error 36.3117 % Root relative squared error 78.126 % Total Number of Instances 812 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.658 0.037 0.658 0.658 0.658 0.838 climbingdown 0.552 0.09 0.527 0.552 0.539 0.78 climbingup 0.947 0.001 0.947 0.947 0.947 0.97 jumping 0.949 0.016 0.91 0.949 0.929 0.973 lying 0.602 0.06 0.643 0.602 0.622 0.809 standing 0.439 0.056 0.518 0.439 0.475 0.752 sitting 0.992 0 1 0.992 0.996 0.996 running 0.654 0.087 0.596 0.654 0.624 0.819 walking Weighted Avg. 0.703 0.05 0.701 0.703 0.701 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 52 16 0 0 0 0 0 11 | a = climbingdown 12 69 0 1 1 1 0 41 | b = climbingup 1 0 18 0 0 0 0 0 | c = jumping 0 0 0 111 2 4 0 0 | d = lying 2 5 1 5 74 34 0 2 | e = standing 1 6 0 5 38 43 0 5 | f = sitting 1 0 0 0 0 0 117 0 | g = running 10 35 0 0 0 1 0 87 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 537 66.2145 % Incorrectly Classified Instances 274 33.7855 % Kappa statistic 0.6068 Mean absolute error 0.086 Root mean squared error 0.2594 Relative absolute error 40.0141 % Root relative squared error 79.1169 % Total Number of Instances 811 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.519 0.042 0.569 0.519 0.543 0.797 climbingdown 0.384 0.086 0.449 0.384 0.414 0.759 climbingup 0.947 0 1 0.947 0.973 0.974 jumping 0.949 0.017 0.902 0.949 0.925 0.969 lying 0.545 0.063 0.609 0.545 0.575 0.866 standing 0.557 0.067 0.529 0.557 0.543 0.815 sitting 0.983 0.001 0.991 0.983 0.987 0.991 running 0.617 0.118 0.506 0.617 0.556 0.804 walking Weighted Avg. 0.662 0.057 0.661 0.662 0.66 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 41 17 0 0 1 0 0 20 | a = climbingdown 16 48 0 1 2 2 0 56 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 111 5 0 0 1 | d = lying 0 5 0 5 67 44 0 2 | e = standing 1 1 0 5 35 54 0 1 | f = sitting 1 0 0 0 0 1 116 0 | g = running 13 36 0 1 0 1 0 82 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 638 74.6199 % Incorrectly Classified Instances 217 25.3801 % Kappa statistic 0.7047 Mean absolute error 0.0668 Root mean squared error 0.2395 Relative absolute error 31.0882 % Root relative squared error 73.0631 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.671 0.035 0.671 0.671 0.671 0.867 climbingdown 0.566 0.06 0.571 0.566 0.569 0.805 climbingup 0.947 0.001 0.947 0.947 0.947 0.974 jumping 0.856 0.022 0.87 0.856 0.863 0.916 lying 0.692 0.062 0.672 0.692 0.681 0.81 standing 0.683 0.053 0.683 0.683 0.683 0.88 sitting 0.992 0.004 0.975 0.992 0.983 0.992 running 0.701 0.058 0.715 0.701 0.708 0.843 walking Weighted Avg. 0.746 0.042 0.746 0.746 0.746 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 55 13 0 0 2 0 1 11 | a = climbingdown 14 60 0 1 2 0 0 29 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 107 11 7 0 0 | d = lying 0 3 0 7 92 30 1 0 | e = standing 0 1 0 7 30 84 0 1 | f = sitting 0 0 1 0 0 0 119 0 | g = running 13 28 0 1 0 2 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 649 75.9064 % Incorrectly Classified Instances 206 24.0936 % Kappa statistic 0.7198 Mean absolute error 0.0635 Root mean squared error 0.2313 Relative absolute error 29.5423 % Root relative squared error 70.5592 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.022 0.761 0.659 0.706 0.847 climbingdown 0.726 0.059 0.636 0.726 0.678 0.879 climbingup 1 0.002 0.905 1 0.95 1 jumping 0.88 0.032 0.827 0.88 0.853 0.949 lying 0.639 0.05 0.702 0.639 0.669 0.839 standing 0.667 0.063 0.641 0.667 0.653 0.868 sitting 0.983 0 1 0.983 0.992 0.992 running 0.707 0.054 0.732 0.707 0.72 0.86 walking Weighted Avg. 0.759 0.04 0.761 0.759 0.759 0.894 === Confusion Matrix === a b c d e f g h <-- classified as 54 9 2 0 2 1 0 14 | a = climbingdown 4 77 0 2 2 0 0 21 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 110 6 8 0 0 | d = lying 1 2 0 9 85 35 0 1 | e = standing 0 2 0 12 25 82 0 2 | f = sitting 1 0 0 0 1 0 118 0 | g = running 11 30 0 0 0 2 0 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 637 74.5029 % Incorrectly Classified Instances 218 25.4971 % Kappa statistic 0.7035 Mean absolute error 0.0668 Root mean squared error 0.2369 Relative absolute error 31.1152 % Root relative squared error 72.2897 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.032 0.706 0.732 0.719 0.876 climbingdown 0.651 0.052 0.639 0.651 0.645 0.843 climbingup 0.947 0.001 0.947 0.947 0.947 0.973 jumping 0.84 0.016 0.897 0.84 0.868 0.919 lying 0.602 0.064 0.635 0.602 0.618 0.825 standing 0.699 0.075 0.61 0.699 0.652 0.855 sitting 0.967 0.001 0.991 0.967 0.979 0.983 running 0.701 0.055 0.725 0.701 0.713 0.848 walking Weighted Avg. 0.745 0.042 0.75 0.745 0.747 0.88 === Confusion Matrix === a b c d e f g h <-- classified as 60 6 0 0 2 0 0 14 | a = climbingdown 10 69 0 0 2 2 0 23 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 0 0 105 11 9 0 0 | d = lying 0 2 0 6 80 44 0 1 | e = standing 0 2 0 5 29 86 0 1 | f = sitting 0 1 1 1 1 0 116 0 | g = running 15 28 0 0 1 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 653 76.3743 % Incorrectly Classified Instances 202 23.6257 % Kappa statistic 0.7247 Mean absolute error 0.0633 Root mean squared error 0.2303 Relative absolute error 29.4532 % Root relative squared error 70.2618 % Total Number of Instances 855 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.018 0.791 0.646 0.711 0.871 climbingdown 0.67 0.061 0.607 0.67 0.637 0.839 climbingup 0.895 0 1 0.895 0.944 0.947 jumping 0.88 0.019 0.887 0.88 0.884 0.929 lying 0.692 0.05 0.719 0.692 0.705 0.862 standing 0.642 0.061 0.637 0.642 0.64 0.839 sitting 0.975 0.001 0.992 0.975 0.983 0.987 running 0.776 0.065 0.713 0.776 0.743 0.876 walking Weighted Avg. 0.764 0.04 0.768 0.764 0.765 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 53 9 0 0 1 0 1 18 | a = climbingdown 7 71 0 0 1 1 0 26 | b = climbingup 1 0 17 0 0 1 0 0 | c = jumping 0 1 0 110 4 9 0 1 | d = lying 0 6 0 3 92 32 0 0 | e = standing 1 2 0 10 30 79 0 1 | f = sitting 0 0 0 1 0 2 117 0 | g = running 5 28 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 648 75.8782 % Incorrectly Classified Instances 206 24.1218 % Kappa statistic 0.7194 Mean absolute error 0.0641 Root mean squared error 0.2325 Relative absolute error 29.8283 % Root relative squared error 70.9608 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.04 0.656 0.72 0.686 0.836 climbingdown 0.66 0.049 0.654 0.66 0.657 0.833 climbingup 1 0 1 1 1 1 jumping 0.895 0.023 0.867 0.895 0.881 0.939 lying 0.679 0.068 0.65 0.679 0.664 0.869 standing 0.602 0.053 0.655 0.602 0.627 0.798 sitting 0.983 0 1 0.983 0.992 0.996 running 0.728 0.047 0.764 0.728 0.746 0.884 walking Weighted Avg. 0.759 0.04 0.76 0.759 0.759 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 59 8 0 0 2 1 0 12 | a = climbingdown 12 70 0 2 1 1 0 20 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 0 0 111 7 6 0 0 | d = lying 1 5 0 7 91 30 0 0 | e = standing 2 0 0 8 38 74 0 1 | f = sitting 0 0 0 0 1 1 118 0 | g = running 16 24 0 0 0 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 657 76.9321 % Incorrectly Classified Instances 197 23.0679 % Kappa statistic 0.7314 Mean absolute error 0.0612 Root mean squared error 0.225 Relative absolute error 28.4814 % Root relative squared error 68.6485 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.031 0.704 0.695 0.699 0.861 climbingdown 0.613 0.053 0.619 0.613 0.616 0.837 climbingup 1 0 1 1 1 1 jumping 0.832 0.027 0.839 0.832 0.835 0.913 lying 0.724 0.051 0.724 0.724 0.724 0.883 standing 0.721 0.046 0.721 0.721 0.721 0.861 sitting 1 0.001 0.992 1 0.996 0.999 running 0.735 0.058 0.725 0.735 0.73 0.871 walking Weighted Avg. 0.769 0.039 0.769 0.769 0.769 0.893 === Confusion Matrix === a b c d e f g h <-- classified as 57 11 0 0 2 0 0 12 | a = climbingdown 6 65 0 1 3 2 0 29 | b = climbingup 0 0 18 0 0 0 0 0 | c = jumping 0 1 0 104 9 11 0 0 | d = lying 1 3 0 11 97 21 1 0 | e = standing 2 3 0 7 22 88 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 15 22 0 1 1 0 0 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 644 75.4098 % Incorrectly Classified Instances 210 24.5902 % Kappa statistic 0.7137 Mean absolute error 0.0661 Root mean squared error 0.2383 Relative absolute error 30.791 % Root relative squared error 72.7079 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.691 0.036 0.667 0.691 0.679 0.846 climbingdown 0.623 0.047 0.653 0.623 0.638 0.804 climbingup 1 0 1 1 1 1 jumping 0.888 0.025 0.86 0.888 0.874 0.938 lying 0.669 0.064 0.659 0.669 0.664 0.839 standing 0.607 0.055 0.649 0.607 0.627 0.803 sitting 0.983 0 1 0.983 0.992 1 running 0.75 0.061 0.721 0.75 0.735 0.861 walking Weighted Avg. 0.754 0.041 0.753 0.754 0.753 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 56 9 0 0 1 0 0 15 | a = climbingdown 10 66 0 0 2 1 0 27 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 0 0 111 9 5 0 0 | d = lying 2 1 0 7 89 33 0 1 | e = standing 2 3 0 11 32 74 0 0 | f = sitting 0 0 0 0 1 1 118 0 | g = running 14 22 0 0 1 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 644 75.4098 % Incorrectly Classified Instances 210 24.5902 % Kappa statistic 0.7135 Mean absolute error 0.0651 Root mean squared error 0.2356 Relative absolute error 30.3089 % Root relative squared error 71.8757 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.022 0.746 0.617 0.676 0.818 climbingdown 0.594 0.071 0.543 0.594 0.568 0.802 climbingup 0.947 0 1 0.947 0.973 0.974 jumping 0.912 0.027 0.851 0.912 0.88 0.949 lying 0.699 0.054 0.705 0.699 0.702 0.824 standing 0.602 0.047 0.685 0.602 0.641 0.83 sitting 1 0.001 0.992 1 0.996 0.999 running 0.762 0.065 0.709 0.762 0.734 0.88 walking Weighted Avg. 0.754 0.041 0.755 0.754 0.753 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 50 17 0 0 0 0 0 14 | a = climbingdown 8 63 0 0 3 0 0 32 | b = climbingup 0 0 18 0 0 0 1 0 | c = jumping 0 1 0 114 4 6 0 0 | d = lying 0 2 0 10 93 28 0 0 | e = standing 3 4 0 10 32 74 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 6 29 0 0 0 0 0 112 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 628 73.5363 % Incorrectly Classified Instances 226 26.4637 % Kappa statistic 0.6921 Mean absolute error 0.069 Root mean squared error 0.2446 Relative absolute error 32.1278 % Root relative squared error 74.6193 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.03 0.72 0.728 0.724 0.851 climbingdown 0.519 0.066 0.529 0.519 0.524 0.774 climbingup 1 0 1 1 1 1 jumping 0.864 0.022 0.871 0.864 0.867 0.936 lying 0.624 0.054 0.68 0.624 0.651 0.85 standing 0.683 0.07 0.622 0.683 0.651 0.813 sitting 0.992 0.004 0.975 0.992 0.983 0.994 running 0.687 0.064 0.692 0.687 0.689 0.85 walking Weighted Avg. 0.735 0.044 0.735 0.735 0.735 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 59 10 0 0 1 2 0 9 | a = climbingdown 12 55 0 0 4 1 0 34 | b = climbingup 0 0 19 0 0 0 0 0 | c = jumping 0 1 0 108 6 10 0 0 | d = lying 1 0 0 9 83 37 2 1 | e = standing 0 4 0 7 28 84 0 0 | f = sitting 0 0 0 0 0 0 119 1 | g = running 10 34 0 0 0 1 1 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 652 76.3466 % Incorrectly Classified Instances 202 23.6534 % Kappa statistic 0.7246 Mean absolute error 0.0618 Root mean squared error 0.2308 Relative absolute error 28.762 % Root relative squared error 70.4171 % Total Number of Instances 854 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.027 0.731 0.695 0.713 0.87 climbingdown 0.629 0.057 0.606 0.629 0.617 0.812 climbingup 0.895 0 1 0.895 0.944 0.947 jumping 0.888 0.026 0.854 0.888 0.871 0.952 lying 0.729 0.068 0.664 0.729 0.695 0.842 standing 0.626 0.042 0.713 0.626 0.667 0.835 sitting 1 0.003 0.984 1 0.992 0.999 running 0.728 0.052 0.743 0.728 0.735 0.869 walking Weighted Avg. 0.763 0.04 0.764 0.763 0.763 0.885 === Confusion Matrix === a b c d e f g h <-- classified as 57 12 0 0 1 0 0 12 | a = climbingdown 7 66 0 1 7 0 0 24 | b = climbingup 0 0 17 0 0 0 2 0 | c = jumping 0 0 0 111 7 7 0 0 | d = lying 1 0 0 10 97 24 0 1 | e = standing 2 3 0 8 33 77 0 0 | f = sitting 0 0 0 0 0 0 120 0 | g = running 11 28 0 0 1 0 0 107 | h = walking ------------------------------------------------------------------------------------------------------ SUBJECT: 4 Posture: chest RUN: 0 FOLD: 0 Correctly Classified Instances 742 72.0388 % Incorrectly Classified Instances 288 27.9612 % Kappa statistic 0.6739 Mean absolute error 0.0731 Root mean squared error 0.2521 Relative absolute error 34.1179 % Root relative squared error 77.0532 % Total Number of Instances 1030 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.026 0.838 0.778 0.807 0.891 climbingdown 0.793 0.029 0.81 0.793 0.801 0.901 climbingup 1 0 1 1 1 1 jumping 0.826 0.021 0.852 0.826 0.838 0.915 lying 0.583 0.08 0.533 0.583 0.557 0.777 standing 0.456 0.071 0.444 0.456 0.45 0.746 sitting 0.66 0.073 0.694 0.66 0.677 0.82 running 0.907 0.027 0.83 0.907 0.867 0.939 walking Weighted Avg. 0.72 0.047 0.724 0.72 0.722 0.857 === Confusion Matrix === a b c d e f g h <-- classified as 119 15 0 1 2 0 5 11 | a = climbingdown 14 111 0 0 0 0 2 13 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 2 0 109 4 11 6 0 | d = lying 0 1 0 4 81 28 25 0 | e = standing 0 0 0 8 32 52 22 0 | f = sitting 2 3 0 6 33 26 136 0 | g = running 7 5 0 0 0 0 0 117 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 724 70.2913 % Incorrectly Classified Instances 306 29.7087 % Kappa statistic 0.6538 Mean absolute error 0.0773 Root mean squared error 0.2605 Relative absolute error 36.1111 % Root relative squared error 79.6233 % Total Number of Instances 1030 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.784 0.039 0.779 0.784 0.782 0.886 climbingdown 0.764 0.037 0.764 0.764 0.764 0.869 climbingup 0.941 0.003 0.842 0.941 0.889 0.967 jumping 0.773 0.028 0.803 0.773 0.788 0.896 lying 0.568 0.085 0.51 0.568 0.537 0.77 standing 0.465 0.069 0.457 0.465 0.461 0.711 sitting 0.65 0.063 0.72 0.65 0.684 0.81 running 0.876 0.022 0.85 0.876 0.863 0.929 walking Weighted Avg. 0.703 0.049 0.706 0.703 0.704 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 120 22 0 0 0 0 2 9 | a = climbingdown 17 107 0 2 2 0 3 9 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 102 6 15 9 0 | d = lying 4 0 0 8 79 29 18 1 | e = standing 2 0 0 8 32 53 19 0 | f = sitting 5 2 3 7 35 19 134 1 | g = running 6 9 0 0 1 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 732 71.068 % Incorrectly Classified Instances 298 28.932 % Kappa statistic 0.6633 Mean absolute error 0.0755 Root mean squared error 0.2562 Relative absolute error 35.26 % Root relative squared error 78.2835 % Total Number of Instances 1030 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.85 0.035 0.807 0.85 0.828 0.919 climbingdown 0.85 0.031 0.81 0.85 0.829 0.93 climbingup 1 0.002 0.895 1 0.944 0.999 jumping 0.818 0.024 0.831 0.818 0.824 0.924 lying 0.583 0.089 0.506 0.583 0.542 0.765 standing 0.404 0.083 0.377 0.404 0.39 0.706 sitting 0.583 0.056 0.723 0.583 0.645 0.785 running 0.86 0.016 0.888 0.86 0.874 0.952 walking Weighted Avg. 0.711 0.047 0.717 0.711 0.712 0.855 === Confusion Matrix === a b c d e f g h <-- classified as 130 16 0 0 2 0 2 3 | a = climbingdown 10 119 0 0 0 0 2 9 | b = climbingup 0 0 17 0 0 0 0 0 | c = jumping 0 0 0 108 3 13 8 0 | d = lying 0 0 0 4 81 36 18 0 | e = standing 1 1 0 10 40 46 16 0 | f = sitting 6 7 2 8 34 27 120 2 | g = running 14 4 0 0 0 0 0 111 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 709 68.9018 % Incorrectly Classified Instances 320 31.0982 % Kappa statistic 0.6368 Mean absolute error 0.0803 Root mean squared error 0.2664 Relative absolute error 37.5252 % Root relative squared error 81.4395 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.752 0.027 0.827 0.752 0.788 0.913 climbingdown 0.793 0.046 0.73 0.793 0.76 0.889 climbingup 0.938 0.001 0.938 0.938 0.938 0.968 jumping 0.78 0.028 0.805 0.78 0.792 0.91 lying 0.54 0.088 0.49 0.54 0.514 0.765 standing 0.412 0.063 0.448 0.412 0.429 0.75 sitting 0.657 0.084 0.663 0.657 0.66 0.806 running 0.836 0.027 0.817 0.836 0.826 0.897 walking Weighted Avg. 0.689 0.053 0.691 0.689 0.689 0.848 === Confusion Matrix === a b c d e f g h <-- classified as 115 21 0 0 0 1 2 14 | a = climbingdown 14 111 0 0 0 2 4 9 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 1 0 103 7 14 6 0 | d = lying 0 0 0 4 75 27 33 0 | e = standing 0 1 0 14 30 47 22 0 | f = sitting 3 4 1 7 41 14 136 1 | g = running 6 14 0 0 0 0 1 107 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 725 70.4568 % Incorrectly Classified Instances 304 29.5432 % Kappa statistic 0.6544 Mean absolute error 0.0766 Root mean squared error 0.2584 Relative absolute error 35.7701 % Root relative squared error 78.9913 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.041 0.78 0.837 0.808 0.921 climbingdown 0.779 0.031 0.796 0.779 0.787 0.877 climbingup 0.938 0 1 0.938 0.968 0.998 jumping 0.818 0.017 0.878 0.818 0.847 0.917 lying 0.468 0.082 0.471 0.468 0.469 0.724 standing 0.509 0.058 0.523 0.509 0.516 0.779 sitting 0.667 0.1 0.627 0.667 0.646 0.81 running 0.813 0.019 0.86 0.813 0.835 0.904 walking Weighted Avg. 0.705 0.052 0.707 0.705 0.705 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 128 17 0 1 0 0 1 6 | a = climbingdown 17 109 0 0 1 1 2 10 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 0 0 0 108 10 5 9 0 | d = lying 1 0 0 4 65 27 42 0 | e = standing 0 1 0 5 24 58 26 0 | f = sitting 4 2 0 5 37 20 138 1 | g = running 14 8 0 0 1 0 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 725 70.4568 % Incorrectly Classified Instances 304 29.5432 % Kappa statistic 0.6548 Mean absolute error 0.0761 Root mean squared error 0.255 Relative absolute error 35.523 % Root relative squared error 77.9398 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.03 0.829 0.824 0.826 0.918 climbingdown 0.85 0.034 0.799 0.85 0.824 0.924 climbingup 0.938 0 1 0.938 0.968 0.998 jumping 0.788 0.033 0.776 0.788 0.782 0.901 lying 0.414 0.066 0.496 0.414 0.451 0.744 standing 0.439 0.074 0.424 0.439 0.431 0.754 sitting 0.675 0.091 0.65 0.675 0.662 0.814 running 0.891 0.018 0.877 0.891 0.884 0.955 walking Weighted Avg. 0.705 0.051 0.701 0.705 0.702 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 126 16 0 0 2 0 3 6 | a = climbingdown 12 119 0 0 0 0 2 7 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 2 1 0 104 6 12 7 0 | d = lying 0 0 0 7 58 35 40 0 | e = standing 1 2 0 14 24 50 22 1 | f = sitting 2 6 0 9 27 21 139 2 | g = running 9 5 0 0 0 0 0 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 734 71.3314 % Incorrectly Classified Instances 295 28.6686 % Kappa statistic 0.6652 Mean absolute error 0.0738 Root mean squared error 0.2547 Relative absolute error 34.4821 % Root relative squared error 77.858 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.83 0.033 0.814 0.83 0.822 0.915 climbingdown 0.821 0.031 0.804 0.821 0.813 0.903 climbingup 0.75 0 1 0.75 0.857 0.875 jumping 0.811 0.028 0.811 0.811 0.811 0.904 lying 0.507 0.073 0.522 0.507 0.514 0.743 standing 0.43 0.077 0.412 0.43 0.421 0.749 sitting 0.68 0.074 0.697 0.68 0.688 0.837 running 0.883 0.019 0.869 0.883 0.876 0.96 walking Weighted Avg. 0.713 0.048 0.714 0.713 0.713 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 127 14 0 0 0 0 2 10 | a = climbingdown 17 115 0 0 0 0 2 6 | b = climbingup 0 0 12 0 0 0 4 0 | c = jumping 0 1 0 107 7 9 8 0 | d = lying 1 0 0 7 71 39 22 0 | e = standing 0 0 0 9 33 49 23 0 | f = sitting 3 6 0 9 25 22 140 1 | g = running 8 7 0 0 0 0 0 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 746 72.4976 % Incorrectly Classified Instances 283 27.5024 % Kappa statistic 0.6789 Mean absolute error 0.0714 Root mean squared error 0.2501 Relative absolute error 33.3693 % Root relative squared error 76.4433 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.817 0.031 0.822 0.817 0.82 0.921 climbingdown 0.779 0.03 0.801 0.779 0.79 0.902 climbingup 0.875 0 1 0.875 0.933 1 jumping 0.847 0.027 0.822 0.847 0.835 0.917 lying 0.593 0.075 0.553 0.593 0.572 0.79 standing 0.482 0.056 0.519 0.482 0.5 0.76 sitting 0.646 0.079 0.672 0.646 0.658 0.803 running 0.899 0.024 0.841 0.899 0.869 0.942 walking Weighted Avg. 0.725 0.047 0.724 0.725 0.724 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 125 15 0 1 0 0 3 9 | a = climbingdown 16 109 0 0 0 0 2 13 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 2 0 0 111 8 5 5 0 | d = lying 0 0 0 4 83 24 29 0 | e = standing 0 0 0 7 30 55 22 0 | f = sitting 5 5 0 12 29 22 133 0 | g = running 4 7 0 0 0 0 2 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 743 72.206 % Incorrectly Classified Instances 286 27.794 % Kappa statistic 0.6755 Mean absolute error 0.0735 Root mean squared error 0.2539 Relative absolute error 34.3459 % Root relative squared error 77.6104 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.032 0.821 0.837 0.828 0.913 climbingdown 0.759 0.033 0.787 0.759 0.773 0.872 climbingup 0.875 0 1 0.875 0.933 0.964 jumping 0.855 0.026 0.83 0.855 0.842 0.913 lying 0.564 0.081 0.523 0.564 0.543 0.784 standing 0.513 0.061 0.509 0.513 0.511 0.762 sitting 0.66 0.077 0.683 0.66 0.672 0.815 running 0.845 0.017 0.879 0.845 0.862 0.911 walking Weighted Avg. 0.722 0.048 0.725 0.722 0.723 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 128 14 0 0 1 0 4 6 | a = climbingdown 19 107 0 0 0 2 8 5 | b = climbingup 1 0 14 0 0 0 1 0 | c = jumping 0 0 0 112 8 6 5 0 | d = lying 0 0 0 9 79 25 27 0 | e = standing 0 0 0 10 28 58 16 1 | f = sitting 1 4 0 4 35 23 136 3 | g = running 7 11 0 0 0 0 2 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 718 69.7765 % Incorrectly Classified Instances 311 30.2235 % Kappa statistic 0.6474 Mean absolute error 0.0785 Root mean squared error 0.2627 Relative absolute error 36.6503 % Root relative squared error 80.2969 % Total Number of Instances 1029 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.816 0.039 0.785 0.816 0.8 0.907 climbingdown 0.807 0.047 0.729 0.807 0.766 0.899 climbingup 0.765 0.001 0.929 0.765 0.839 0.991 jumping 0.841 0.031 0.799 0.841 0.819 0.92 lying 0.507 0.078 0.507 0.507 0.507 0.744 standing 0.496 0.072 0.459 0.496 0.477 0.76 sitting 0.626 0.075 0.675 0.626 0.65 0.814 running 0.783 0.01 0.918 0.783 0.845 0.898 walking Weighted Avg. 0.698 0.051 0.703 0.698 0.699 0.851 === Confusion Matrix === a b c d e f g h <-- classified as 124 19 0 0 0 1 2 6 | a = climbingdown 18 113 0 0 0 1 5 3 | b = climbingup 0 0 13 0 0 0 4 0 | c = jumping 0 0 0 111 4 8 9 0 | d = lying 1 0 0 9 71 29 30 0 | e = standing 1 1 0 11 32 56 12 0 | f = sitting 3 6 1 8 33 26 129 0 | g = running 11 16 0 0 0 1 0 101 | h = walking ------------------------------------------------------------------------------------------------------ Posture: forearm RUN: 0 FOLD: 0 Correctly Classified Instances 562 57.523 % Incorrectly Classified Instances 415 42.477 % Kappa statistic 0.5032 Mean absolute error 0.1087 Root mean squared error 0.3084 Relative absolute error 50.8899 % Root relative squared error 94.37 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.451 0.067 0.491 0.451 0.47 0.785 climbingdown 0.592 0.099 0.534 0.592 0.562 0.781 climbingup 0.917 0.002 0.846 0.917 0.88 0.958 jumping 0.582 0.078 0.558 0.582 0.569 0.76 lying 0.552 0.061 0.495 0.552 0.522 0.772 standing 0.589 0.066 0.601 0.589 0.595 0.793 sitting 0.56 0.093 0.594 0.56 0.577 0.755 running 0.667 0.033 0.736 0.667 0.7 0.841 walking Weighted Avg. 0.575 0.073 0.578 0.575 0.576 0.784 === Confusion Matrix === a b c d e f g h <-- classified as 55 40 1 5 0 2 6 13 | a = climbingdown 31 93 1 3 2 1 12 14 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 3 5 0 82 16 17 18 0 | d = lying 0 1 0 15 53 12 15 0 | e = standing 0 2 0 20 16 83 20 0 | f = sitting 10 12 0 19 20 22 107 1 | g = running 13 21 0 3 0 1 1 78 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 558 57.1136 % Incorrectly Classified Instances 419 42.8864 % Kappa statistic 0.4984 Mean absolute error 0.11 Root mean squared error 0.3119 Relative absolute error 51.4631 % Root relative squared error 95.4415 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.459 0.073 0.475 0.459 0.467 0.745 climbingdown 0.611 0.087 0.575 0.611 0.593 0.794 climbingup 0.833 0 1 0.833 0.909 0.911 jumping 0.613 0.071 0.596 0.613 0.604 0.789 lying 0.479 0.05 0.511 0.479 0.495 0.732 standing 0.529 0.086 0.507 0.529 0.517 0.741 sitting 0.529 0.092 0.584 0.529 0.555 0.74 running 0.752 0.045 0.693 0.752 0.721 0.89 walking Weighted Avg. 0.571 0.074 0.57 0.571 0.57 0.776 === Confusion Matrix === a b c d e f g h <-- classified as 56 35 0 5 0 3 7 16 | a = climbingdown 32 96 0 3 0 3 5 18 | b = climbingup 2 0 10 0 0 0 0 0 | c = jumping 6 3 0 87 13 23 9 1 | d = lying 0 1 0 19 46 14 16 0 | e = standing 3 2 0 17 10 74 34 0 | f = sitting 7 14 0 15 21 29 101 4 | g = running 12 16 0 0 0 0 1 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 587 60.0819 % Incorrectly Classified Instances 390 39.9181 % Kappa statistic 0.5331 Mean absolute error 0.1036 Root mean squared error 0.3005 Relative absolute error 48.5061 % Root relative squared error 91.948 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.541 0.074 0.512 0.541 0.526 0.745 climbingdown 0.573 0.074 0.596 0.573 0.584 0.769 climbingup 0.917 0.001 0.917 0.917 0.917 0.999 jumping 0.613 0.057 0.644 0.613 0.628 0.822 lying 0.51 0.053 0.51 0.51 0.51 0.763 standing 0.579 0.062 0.609 0.579 0.593 0.773 sitting 0.586 0.104 0.577 0.586 0.582 0.743 running 0.778 0.042 0.717 0.778 0.746 0.889 walking Weighted Avg. 0.601 0.069 0.601 0.601 0.6 0.786 === Confusion Matrix === a b c d e f g h <-- classified as 66 37 1 1 0 1 10 6 | a = climbingdown 34 90 0 1 1 2 8 21 | b = climbingup 0 0 11 0 0 0 0 1 | c = jumping 3 1 0 87 19 16 16 0 | d = lying 1 0 0 13 49 12 21 0 | e = standing 4 1 0 17 11 81 23 3 | f = sitting 12 9 0 16 16 21 112 5 | g = running 9 13 0 0 0 0 4 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 546 55.8854 % Incorrectly Classified Instances 431 44.1146 % Kappa statistic 0.4839 Mean absolute error 0.1139 Root mean squared error 0.3154 Relative absolute error 53.3341 % Root relative squared error 96.5126 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.467 0.087 0.435 0.467 0.451 0.687 climbingdown 0.561 0.08 0.571 0.561 0.566 0.782 climbingup 0.917 0.001 0.917 0.917 0.917 0.958 jumping 0.577 0.081 0.547 0.577 0.562 0.763 lying 0.505 0.051 0.516 0.505 0.511 0.788 standing 0.586 0.076 0.562 0.586 0.573 0.799 sitting 0.518 0.107 0.541 0.518 0.529 0.709 running 0.669 0.034 0.731 0.669 0.699 0.852 walking Weighted Avg. 0.559 0.076 0.562 0.559 0.56 0.767 === Confusion Matrix === a b c d e f g h <-- classified as 57 30 0 4 1 9 14 7 | a = climbingdown 34 88 0 3 0 1 12 19 | b = climbingup 1 0 11 0 0 0 0 0 | c = jumping 5 1 0 82 16 15 21 2 | d = lying 2 1 0 14 48 10 20 0 | e = standing 5 0 0 22 16 82 15 0 | f = sitting 11 14 1 24 12 29 99 1 | g = running 16 20 0 1 0 0 2 79 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 566 57.9324 % Incorrectly Classified Instances 411 42.0676 % Kappa statistic 0.5076 Mean absolute error 0.1087 Root mean squared error 0.3089 Relative absolute error 50.897 % Root relative squared error 94.4952 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.062 0.562 0.557 0.56 0.787 climbingdown 0.601 0.088 0.569 0.601 0.585 0.787 climbingup 1 0.002 0.867 1 0.929 0.999 jumping 0.532 0.068 0.568 0.532 0.549 0.777 lying 0.484 0.063 0.451 0.484 0.467 0.757 standing 0.55 0.067 0.579 0.55 0.564 0.782 sitting 0.597 0.109 0.57 0.597 0.583 0.745 running 0.667 0.034 0.729 0.667 0.696 0.846 walking Weighted Avg. 0.579 0.073 0.581 0.579 0.58 0.784 === Confusion Matrix === a b c d e f g h <-- classified as 68 32 0 5 1 1 10 5 | a = climbingdown 31 95 0 1 1 0 8 22 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 3 4 0 75 22 25 12 0 | d = lying 2 0 0 18 46 9 20 0 | e = standing 2 0 0 18 13 77 30 0 | f = sitting 5 14 2 15 19 20 114 2 | g = running 10 22 0 0 0 1 6 78 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 601 61.5148 % Incorrectly Classified Instances 376 38.4852 % Kappa statistic 0.5492 Mean absolute error 0.099 Root mean squared error 0.2939 Relative absolute error 46.3211 % Root relative squared error 89.9311 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.508 0.064 0.53 0.508 0.519 0.766 climbingdown 0.627 0.073 0.623 0.627 0.625 0.803 climbingup 0.846 0 1 0.846 0.917 0.923 jumping 0.624 0.072 0.595 0.624 0.609 0.814 lying 0.505 0.046 0.539 0.505 0.522 0.775 standing 0.593 0.07 0.585 0.593 0.589 0.791 sitting 0.67 0.085 0.656 0.67 0.663 0.804 running 0.701 0.04 0.707 0.701 0.704 0.863 walking Weighted Avg. 0.615 0.066 0.615 0.615 0.615 0.805 === Confusion Matrix === a b c d e f g h <-- classified as 62 33 0 5 1 3 9 9 | a = climbingdown 28 99 0 2 0 1 9 19 | b = climbingup 0 0 11 0 0 0 2 0 | c = jumping 4 3 0 88 12 17 15 2 | d = lying 0 1 0 14 48 20 11 1 | e = standing 5 0 0 24 11 83 17 0 | f = sitting 9 3 0 15 16 17 128 3 | g = running 9 20 0 0 1 1 4 82 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 563 57.6254 % Incorrectly Classified Instances 414 42.3746 % Kappa statistic 0.5042 Mean absolute error 0.109 Root mean squared error 0.3091 Relative absolute error 51.0198 % Root relative squared error 94.5554 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.5 0.069 0.508 0.5 0.504 0.757 climbingdown 0.608 0.101 0.536 0.608 0.57 0.782 climbingup 1 0.002 0.867 1 0.929 0.999 jumping 0.525 0.079 0.529 0.525 0.527 0.743 lying 0.589 0.053 0.544 0.589 0.566 0.786 standing 0.571 0.072 0.571 0.571 0.571 0.786 sitting 0.571 0.097 0.589 0.571 0.58 0.744 running 0.632 0.024 0.779 0.632 0.698 0.814 walking Weighted Avg. 0.576 0.074 0.581 0.576 0.577 0.774 === Confusion Matrix === a b c d e f g h <-- classified as 61 40 2 3 1 1 10 4 | a = climbingdown 33 96 0 4 1 0 11 13 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 3 2 0 74 17 22 22 1 | d = lying 1 0 0 15 56 13 10 0 | e = standing 5 2 0 24 10 80 19 0 | f = sitting 9 11 0 18 17 24 109 3 | g = running 8 28 0 2 1 0 4 74 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 595 60.9007 % Incorrectly Classified Instances 382 39.0993 % Kappa statistic 0.5432 Mean absolute error 0.1012 Root mean squared error 0.2973 Relative absolute error 47.3699 % Root relative squared error 90.9584 % Total Number of Instances 977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.557 0.065 0.548 0.557 0.553 0.788 climbingdown 0.62 0.073 0.62 0.62 0.62 0.814 climbingup 0.923 0 1 0.923 0.96 0.959 jumping 0.645 0.077 0.587 0.645 0.615 0.802 lying 0.484 0.06 0.465 0.484 0.474 0.767 standing 0.6 0.057 0.636 0.6 0.618 0.812 sitting 0.565 0.081 0.628 0.565 0.595 0.758 running 0.752 0.043 0.704 0.752 0.727 0.886 walking Weighted Avg. 0.609 0.066 0.61 0.609 0.609 0.804 === Confusion Matrix === a b c d e f g h <-- classified as 68 30 0 3 0 5 6 10 | a = climbingdown 28 98 0 1 1 2 7 21 | b = climbingup 0 0 12 0 0 0 0 1 | c = jumping 4 2 0 91 21 8 15 0 | d = lying 2 0 0 19 46 12 16 0 | e = standing 2 1 0 20 15 84 18 0 | f = sitting 9 11 0 21 16 21 108 5 | g = running 11 16 0 0 0 0 2 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 572 58.6066 % Incorrectly Classified Instances 404 41.3934 % Kappa statistic 0.5165 Mean absolute error 0.1069 Root mean squared error 0.3055 Relative absolute error 50.0272 % Root relative squared error 93.4707 % Total Number of Instances 976 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.463 0.087 0.431 0.463 0.446 0.716 climbingdown 0.554 0.099 0.518 0.554 0.535 0.765 climbingup 0.833 0.001 0.909 0.833 0.87 0.955 jumping 0.695 0.062 0.653 0.695 0.674 0.821 lying 0.594 0.059 0.523 0.594 0.556 0.778 standing 0.617 0.056 0.649 0.617 0.633 0.795 sitting 0.518 0.084 0.6 0.518 0.556 0.749 running 0.667 0.036 0.716 0.667 0.69 0.853 walking Weighted Avg. 0.586 0.07 0.591 0.586 0.587 0.782 === Confusion Matrix === a b c d e f g h <-- classified as 56 38 1 5 1 1 8 11 | a = climbingdown 39 87 0 3 1 0 14 13 | b = climbingup 0 0 10 0 0 0 0 2 | c = jumping 4 4 0 98 14 11 10 0 | d = lying 1 0 0 12 57 10 16 0 | e = standing 6 0 0 16 15 87 16 1 | f = sitting 15 12 0 15 21 25 99 4 | g = running 9 27 0 1 0 0 2 78 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 579 59.3238 % Incorrectly Classified Instances 397 40.6762 % Kappa statistic 0.5239 Mean absolute error 0.1054 Root mean squared error 0.3029 Relative absolute error 49.3387 % Root relative squared error 92.6707 % Total Number of Instances 976 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.455 0.075 0.462 0.455 0.458 0.726 climbingdown 0.65 0.088 0.586 0.65 0.616 0.805 climbingup 0.917 0.001 0.917 0.917 0.917 0.958 jumping 0.638 0.068 0.612 0.638 0.625 0.811 lying 0.479 0.057 0.479 0.479 0.479 0.729 standing 0.567 0.068 0.584 0.567 0.576 0.779 sitting 0.586 0.092 0.609 0.586 0.597 0.765 running 0.709 0.028 0.776 0.709 0.741 0.86 walking Weighted Avg. 0.593 0.07 0.595 0.593 0.594 0.786 === Confusion Matrix === a b c d e f g h <-- classified as 55 35 1 2 0 7 10 11 | a = climbingdown 39 102 0 3 0 2 2 9 | b = climbingup 0 0 11 0 0 0 1 0 | c = jumping 2 3 0 90 15 18 12 1 | d = lying 1 1 0 23 46 12 13 0 | e = standing 0 2 0 16 11 80 32 0 | f = sitting 14 9 0 11 24 18 112 3 | g = running 8 22 0 2 0 0 2 83 | h = walking ------------------------------------------------------------------------------------------------------ Posture: head RUN: 0 FOLD: 0 Correctly Classified Instances 712 70.4253 % Incorrectly Classified Instances 299 29.5747 % Kappa statistic 0.6497 Mean absolute error 0.0779 Root mean squared error 0.2595 Relative absolute error 36.8533 % Root relative squared error 79.7852 % Total Number of Instances 1011 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.586 0.045 0.652 0.586 0.617 0.811 climbingdown 0.747 0.053 0.709 0.747 0.727 0.855 climbingup 0.765 0.003 0.813 0.765 0.788 0.908 jumping 0.86 0.017 0.874 0.86 0.867 0.92 lying 0.663 0.041 0.624 0.663 0.643 0.843 standing 0.583 0.051 0.631 0.583 0.606 0.806 sitting 0.698 0.12 0.659 0.698 0.678 0.802 running 0.793 0.023 0.814 0.793 0.803 0.886 walking Weighted Avg. 0.704 0.059 0.705 0.704 0.704 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 75 24 0 1 1 2 13 12 | a = climbingdown 19 112 0 4 0 3 3 9 | b = climbingup 0 0 13 0 0 0 4 0 | c = jumping 3 1 0 104 2 5 6 0 | d = lying 0 0 0 3 63 5 24 0 | e = standing 3 4 0 1 8 77 39 0 | f = sitting 7 6 2 6 26 29 176 0 | g = running 8 11 1 0 1 1 2 92 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 725 71.7822 % Incorrectly Classified Instances 285 28.2178 % Kappa statistic 0.6669 Mean absolute error 0.0761 Root mean squared error 0.2552 Relative absolute error 35.9805 % Root relative squared error 78.4814 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.05 0.656 0.661 0.659 0.806 climbingdown 0.713 0.044 0.738 0.713 0.725 0.837 climbingup 0.813 0.002 0.867 0.813 0.839 0.967 jumping 0.835 0.017 0.871 0.835 0.852 0.916 lying 0.674 0.05 0.582 0.674 0.624 0.832 standing 0.629 0.052 0.643 0.629 0.636 0.796 sitting 0.692 0.092 0.714 0.692 0.703 0.814 running 0.845 0.027 0.803 0.845 0.824 0.919 walking Weighted Avg. 0.718 0.053 0.72 0.718 0.718 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 84 19 0 1 1 3 8 11 | a = climbingdown 21 107 0 1 0 2 6 13 | b = climbingup 0 0 13 0 0 0 3 0 | c = jumping 0 1 0 101 3 4 12 0 | d = lying 2 2 0 1 64 9 17 0 | e = standing 3 1 0 5 16 83 24 0 | f = sitting 7 10 2 7 24 28 175 0 | g = running 11 5 0 0 2 0 0 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 715 70.7921 % Incorrectly Classified Instances 295 29.2079 % Kappa statistic 0.6533 Mean absolute error 0.0769 Root mean squared error 0.2573 Relative absolute error 36.3753 % Root relative squared error 79.1474 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.654 0.044 0.68 0.654 0.667 0.827 climbingdown 0.773 0.064 0.678 0.773 0.723 0.879 climbingup 0.625 0.004 0.714 0.625 0.667 0.926 jumping 0.785 0.016 0.872 0.785 0.826 0.891 lying 0.589 0.034 0.644 0.589 0.615 0.825 standing 0.652 0.051 0.656 0.652 0.654 0.847 sitting 0.711 0.119 0.667 0.711 0.688 0.809 running 0.767 0.019 0.84 0.767 0.802 0.893 walking Weighted Avg. 0.708 0.059 0.712 0.708 0.709 0.849 === Confusion Matrix === a b c d e f g h <-- classified as 83 26 1 1 1 1 7 7 | a = climbingdown 20 116 0 0 0 1 5 8 | b = climbingup 0 0 10 0 0 0 6 0 | c = jumping 0 3 0 95 2 3 18 0 | d = lying 2 1 0 4 56 13 18 1 | e = standing 2 3 0 3 2 86 35 1 | f = sitting 8 4 3 6 25 27 180 0 | g = running 7 18 0 0 1 0 1 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 710 70.297 % Incorrectly Classified Instances 300 29.703 % Kappa statistic 0.6505 Mean absolute error 0.0778 Root mean squared error 0.2601 Relative absolute error 36.8117 % Root relative squared error 80.0046 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.046 0.696 0.74 0.718 0.873 climbingdown 0.78 0.051 0.727 0.78 0.752 0.876 climbingup 0.938 0.001 0.938 0.938 0.938 0.968 jumping 0.835 0.028 0.802 0.835 0.818 0.915 lying 0.579 0.058 0.509 0.579 0.542 0.78 standing 0.568 0.059 0.591 0.568 0.579 0.793 sitting 0.625 0.083 0.715 0.625 0.667 0.769 running 0.819 0.023 0.819 0.819 0.819 0.931 walking Weighted Avg. 0.703 0.054 0.705 0.703 0.703 0.841 === Confusion Matrix === a b c d e f g h <-- classified as 94 20 0 0 1 1 3 8 | a = climbingdown 15 117 0 1 1 0 6 10 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 1 0 101 5 1 12 0 | d = lying 2 0 0 6 55 14 18 0 | e = standing 4 4 0 8 16 75 23 2 | f = sitting 11 8 1 10 29 35 158 1 | g = running 8 11 0 0 1 1 0 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 701 69.4059 % Incorrectly Classified Instances 309 30.5941 % Kappa statistic 0.637 Mean absolute error 0.0789 Root mean squared error 0.2606 Relative absolute error 37.3242 % Root relative squared error 80.1427 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.575 0.053 0.608 0.575 0.591 0.797 climbingdown 0.727 0.063 0.669 0.727 0.696 0.851 climbingup 0.875 0.001 0.933 0.875 0.903 0.937 jumping 0.868 0.026 0.82 0.868 0.843 0.932 lying 0.547 0.028 0.667 0.547 0.601 0.786 standing 0.568 0.058 0.595 0.568 0.581 0.801 sitting 0.696 0.122 0.657 0.696 0.676 0.82 running 0.836 0.017 0.866 0.836 0.851 0.943 walking Weighted Avg. 0.694 0.062 0.693 0.694 0.693 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 73 33 0 2 0 3 13 3 | a = climbingdown 23 109 0 0 0 1 9 8 | b = climbingup 0 0 14 0 0 0 2 0 | c = jumping 2 2 0 105 1 2 8 1 | d = lying 1 0 0 5 52 14 23 0 | e = standing 1 2 0 7 11 75 36 0 | f = sitting 15 4 1 9 14 31 176 3 | g = running 5 13 0 0 0 0 1 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 710 70.297 % Incorrectly Classified Instances 300 29.703 % Kappa statistic 0.6495 Mean absolute error 0.0763 Root mean squared error 0.2591 Relative absolute error 36.0779 % Root relative squared error 79.6954 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.044 0.698 0.703 0.7 0.85 climbingdown 0.72 0.052 0.706 0.72 0.713 0.862 climbingup 0.938 0.001 0.938 0.938 0.938 0.968 jumping 0.858 0.033 0.78 0.858 0.817 0.917 lying 0.632 0.05 0.566 0.632 0.597 0.835 standing 0.545 0.052 0.61 0.545 0.576 0.766 sitting 0.656 0.099 0.689 0.656 0.672 0.797 running 0.828 0.021 0.835 0.828 0.831 0.913 walking Weighted Avg. 0.703 0.056 0.702 0.703 0.702 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 90 22 0 0 0 1 7 8 | a = climbingdown 20 108 0 5 0 2 6 9 | b = climbingup 0 0 15 0 0 0 1 0 | c = jumping 1 3 0 103 5 1 7 0 | d = lying 0 2 0 4 60 13 16 0 | e = standing 1 1 0 4 17 72 36 1 | f = sitting 10 7 1 16 24 28 166 1 | g = running 7 10 0 0 0 1 2 96 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 700 69.3069 % Incorrectly Classified Instances 310 30.6931 % Kappa statistic 0.6387 Mean absolute error 0.0807 Root mean squared error 0.2649 Relative absolute error 38.1467 % Root relative squared error 81.4576 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.633 0.066 0.583 0.633 0.607 0.815 climbingdown 0.664 0.049 0.702 0.664 0.683 0.85 climbingup 0.941 0.002 0.889 0.941 0.914 1 jumping 0.9 0.03 0.8 0.9 0.847 0.938 lying 0.674 0.05 0.582 0.674 0.624 0.824 standing 0.586 0.05 0.639 0.586 0.612 0.779 sitting 0.655 0.088 0.711 0.655 0.682 0.801 running 0.767 0.027 0.788 0.767 0.777 0.881 walking Weighted Avg. 0.693 0.056 0.694 0.693 0.692 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 81 20 0 1 2 2 10 12 | a = climbingdown 37 99 0 0 0 0 2 11 | b = climbingup 0 0 16 0 0 0 1 0 | c = jumping 0 0 0 108 2 5 5 0 | d = lying 0 0 0 5 64 9 17 0 | e = standing 2 2 0 5 14 78 31 1 | f = sitting 6 8 2 16 28 27 165 0 | g = running 13 12 0 0 0 1 1 89 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 712 70.495 % Incorrectly Classified Instances 298 29.505 % Kappa statistic 0.6516 Mean absolute error 0.0773 Root mean squared error 0.2594 Relative absolute error 36.5481 % Root relative squared error 79.7708 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.051 0.637 0.617 0.627 0.841 climbingdown 0.698 0.06 0.667 0.698 0.682 0.838 climbingup 0.882 0 1 0.882 0.938 0.97 jumping 0.802 0.016 0.874 0.802 0.836 0.897 lying 0.589 0.049 0.554 0.589 0.571 0.796 standing 0.654 0.056 0.64 0.654 0.647 0.817 sitting 0.679 0.096 0.701 0.679 0.69 0.797 running 0.896 0.022 0.837 0.896 0.866 0.946 walking Weighted Avg. 0.705 0.056 0.707 0.705 0.706 0.843 === Confusion Matrix === a b c d e f g h <-- classified as 79 32 0 0 1 1 8 7 | a = climbingdown 23 104 0 0 2 1 7 12 | b = climbingup 1 0 15 0 0 0 1 0 | c = jumping 2 4 0 97 7 3 8 0 | d = lying 1 2 0 3 56 13 20 0 | e = standing 2 2 0 2 10 87 29 1 | f = sitting 10 6 0 9 25 31 171 0 | g = running 6 6 0 0 0 0 0 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 688 68.1188 % Incorrectly Classified Instances 322 31.8812 % Kappa statistic 0.6234 Mean absolute error 0.0825 Root mean squared error 0.2693 Relative absolute error 39.0184 % Root relative squared error 82.7931 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.058 0.643 0.719 0.679 0.864 climbingdown 0.738 0.046 0.733 0.738 0.736 0.871 climbingup 0.882 0.002 0.882 0.882 0.882 0.939 jumping 0.851 0.033 0.78 0.851 0.814 0.908 lying 0.505 0.038 0.578 0.505 0.539 0.779 standing 0.556 0.064 0.569 0.556 0.563 0.768 sitting 0.635 0.113 0.65 0.635 0.643 0.784 running 0.748 0.026 0.789 0.748 0.768 0.886 walking Weighted Avg. 0.681 0.061 0.68 0.681 0.68 0.833 === Confusion Matrix === a b c d e f g h <-- classified as 92 13 1 2 0 2 5 13 | a = climbingdown 21 110 0 2 0 2 5 9 | b = climbingup 0 0 15 0 0 0 2 0 | c = jumping 2 2 0 103 4 4 6 0 | d = lying 0 0 0 9 48 14 24 0 | e = standing 4 0 0 4 8 74 43 0 | f = sitting 12 10 1 12 23 33 160 1 | g = running 12 15 0 0 0 1 1 86 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 712 70.495 % Incorrectly Classified Instances 298 29.505 % Kappa statistic 0.6512 Mean absolute error 0.0773 Root mean squared error 0.2597 Relative absolute error 36.5638 % Root relative squared error 79.8421 % Total Number of Instances 1010 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.058 0.63 0.68 0.654 0.853 climbingdown 0.651 0.051 0.688 0.651 0.669 0.83 climbingup 0.824 0.004 0.778 0.824 0.8 0.909 jumping 0.835 0.02 0.849 0.835 0.842 0.914 lying 0.6 0.045 0.582 0.6 0.591 0.815 standing 0.662 0.047 0.682 0.662 0.672 0.837 sitting 0.714 0.102 0.7 0.714 0.707 0.814 running 0.765 0.025 0.8 0.765 0.782 0.875 walking Weighted Avg. 0.705 0.056 0.707 0.705 0.705 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 87 19 0 0 1 3 8 10 | a = climbingdown 29 97 0 1 0 2 10 10 | b = climbingup 0 0 14 0 0 0 3 0 | c = jumping 1 3 0 101 3 6 6 1 | d = lying 1 0 0 5 57 9 23 0 | e = standing 1 3 0 5 9 88 27 0 | f = sitting 5 6 4 7 28 21 180 1 | g = running 14 13 0 0 0 0 0 88 | h = walking ------------------------------------------------------------------------------------------------------ Posture: shin RUN: 0 FOLD: 0 Correctly Classified Instances 727 75.2588 % Incorrectly Classified Instances 239 24.7412 % Kappa statistic 0.7118 Mean absolute error 0.0647 Root mean squared error 0.235 Relative absolute error 30.1525 % Root relative squared error 71.7676 % Total Number of Instances 966 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.794 0.042 0.741 0.794 0.766 0.889 climbingdown 0.762 0.038 0.788 0.762 0.774 0.905 climbingup 0.8 0.006 0.667 0.8 0.727 0.896 jumping 0.835 0.032 0.804 0.835 0.819 0.934 lying 0.683 0.048 0.667 0.683 0.675 0.856 standing 0.692 0.033 0.743 0.692 0.717 0.896 sitting 0.672 0.07 0.691 0.672 0.681 0.843 running 0.851 0.019 0.866 0.851 0.858 0.926 walking Weighted Avg. 0.753 0.042 0.753 0.753 0.752 0.89 === Confusion Matrix === a b c d e f g h <-- classified as 100 16 0 0 0 0 5 5 | a = climbingdown 21 115 0 0 0 0 4 11 | b = climbingup 1 0 12 0 0 0 2 0 | c = jumping 0 0 0 111 6 13 3 0 | d = lying 0 0 0 4 82 7 27 0 | e = standing 1 0 0 18 4 81 13 0 | f = sitting 5 5 6 5 31 8 123 0 | g = running 7 10 0 0 0 0 1 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 706 73.0849 % Incorrectly Classified Instances 260 26.9151 % Kappa statistic 0.6861 Mean absolute error 0.0705 Root mean squared error 0.245 Relative absolute error 32.88 % Root relative squared error 74.8304 % Total Number of Instances 966 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.039 0.734 0.722 0.728 0.85 climbingdown 0.788 0.052 0.739 0.788 0.763 0.866 climbingup 0.733 0.001 0.917 0.733 0.815 0.899 jumping 0.782 0.029 0.813 0.782 0.797 0.912 lying 0.675 0.06 0.614 0.675 0.643 0.886 standing 0.684 0.04 0.702 0.684 0.693 0.865 sitting 0.661 0.073 0.68 0.661 0.67 0.845 running 0.818 0.021 0.846 0.818 0.832 0.918 walking Weighted Avg. 0.731 0.046 0.733 0.731 0.732 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 91 24 0 0 0 0 7 4 | a = climbingdown 21 119 0 0 0 0 3 8 | b = climbingup 0 0 11 0 0 0 4 0 | c = jumping 0 1 0 104 5 18 5 0 | d = lying 0 0 0 3 81 7 29 0 | e = standing 0 0 0 20 9 80 8 0 | f = sitting 2 6 1 1 37 9 121 6 | g = running 10 11 0 0 0 0 1 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 714 73.913 % Incorrectly Classified Instances 252 26.087 % Kappa statistic 0.6956 Mean absolute error 0.0682 Root mean squared error 0.2394 Relative absolute error 31.7889 % Root relative squared error 73.1202 % Total Number of Instances 966 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.817 0.035 0.78 0.817 0.798 0.918 climbingdown 0.775 0.039 0.785 0.775 0.78 0.902 climbingup 0.8 0.002 0.857 0.8 0.828 0.893 jumping 0.813 0.04 0.768 0.813 0.79 0.904 lying 0.567 0.048 0.624 0.567 0.594 0.869 standing 0.681 0.039 0.705 0.681 0.693 0.836 sitting 0.683 0.08 0.665 0.683 0.674 0.842 running 0.835 0.022 0.842 0.835 0.838 0.93 walking Weighted Avg. 0.739 0.045 0.738 0.739 0.738 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 103 14 0 0 0 0 3 6 | a = climbingdown 18 117 0 0 0 0 5 11 | b = climbingup 0 0 12 0 0 0 3 0 | c = jumping 0 0 0 109 6 12 7 0 | d = lying 0 0 0 10 68 7 35 0 | e = standing 0 0 0 19 10 79 8 0 | f = sitting 8 4 2 4 25 13 125 2 | g = running 3 14 0 0 0 1 2 101 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 721 74.715 % Incorrectly Classified Instances 244 25.285 % Kappa statistic 0.7052 Mean absolute error 0.067 Root mean squared error 0.2392 Relative absolute error 31.2304 % Root relative squared error 73.0602 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.042 0.739 0.792 0.764 0.889 climbingdown 0.757 0.044 0.762 0.757 0.759 0.88 climbingup 0.933 0.003 0.824 0.933 0.875 0.961 jumping 0.784 0.037 0.772 0.784 0.778 0.895 lying 0.675 0.045 0.681 0.675 0.678 0.866 standing 0.672 0.04 0.696 0.672 0.684 0.835 sitting 0.721 0.066 0.717 0.721 0.719 0.853 running 0.808 0.018 0.866 0.808 0.836 0.898 walking Weighted Avg. 0.747 0.043 0.748 0.747 0.747 0.874 === Confusion Matrix === a b c d e f g h <-- classified as 99 14 0 0 0 0 9 3 | a = climbingdown 22 115 0 2 0 0 3 10 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 2 2 0 105 4 13 8 0 | d = lying 0 0 0 6 81 11 22 0 | e = standing 1 0 0 20 8 78 9 0 | f = sitting 4 3 3 3 26 10 132 2 | g = running 6 17 0 0 0 0 0 97 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 703 72.8497 % Incorrectly Classified Instances 262 27.1503 % Kappa statistic 0.6844 Mean absolute error 0.0698 Root mean squared error 0.2502 Relative absolute error 32.5699 % Root relative squared error 76.4146 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.808 0.037 0.765 0.808 0.786 0.906 climbingdown 0.757 0.037 0.793 0.757 0.774 0.883 climbingup 1 0.002 0.882 1 0.938 0.999 jumping 0.731 0.034 0.778 0.731 0.754 0.873 lying 0.642 0.069 0.57 0.642 0.604 0.813 standing 0.733 0.058 0.634 0.733 0.68 0.844 sitting 0.59 0.058 0.706 0.59 0.643 0.793 running 0.867 0.022 0.846 0.867 0.856 0.939 walking Weighted Avg. 0.728 0.044 0.732 0.728 0.728 0.863 === Confusion Matrix === a b c d e f g h <-- classified as 101 13 0 0 0 0 4 7 | a = climbingdown 24 115 0 0 0 0 3 10 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 0 0 0 98 6 28 2 0 | d = lying 0 0 0 6 77 8 29 0 | e = standing 1 0 0 17 7 85 6 0 | f = sitting 3 5 2 5 45 13 108 2 | g = running 3 12 0 0 0 0 1 104 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 711 73.6788 % Incorrectly Classified Instances 254 26.3212 % Kappa statistic 0.6929 Mean absolute error 0.069 Root mean squared error 0.2428 Relative absolute error 32.1712 % Root relative squared error 74.1486 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.752 0.025 0.817 0.752 0.783 0.887 climbingdown 0.808 0.058 0.722 0.808 0.763 0.895 climbingup 0.733 0.003 0.786 0.733 0.759 0.898 jumping 0.835 0.029 0.822 0.835 0.828 0.928 lying 0.642 0.056 0.621 0.642 0.631 0.843 standing 0.658 0.041 0.688 0.658 0.672 0.832 sitting 0.683 0.069 0.698 0.683 0.691 0.851 running 0.777 0.027 0.803 0.777 0.79 0.886 walking Weighted Avg. 0.737 0.045 0.738 0.737 0.737 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 94 21 0 0 0 0 4 6 | a = climbingdown 11 122 0 0 0 0 3 15 | b = climbingup 0 0 11 0 0 0 4 0 | c = jumping 0 0 0 111 3 14 5 0 | d = lying 0 1 0 4 77 8 30 0 | e = standing 0 0 0 17 16 77 7 0 | f = sitting 3 7 3 3 27 13 125 2 | g = running 7 18 0 0 1 0 1 94 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 723 74.9223 % Incorrectly Classified Instances 242 25.0777 % Kappa statistic 0.7076 Mean absolute error 0.0664 Root mean squared error 0.2409 Relative absolute error 30.9677 % Root relative squared error 73.5658 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.043 0.733 0.792 0.762 0.885 climbingdown 0.748 0.036 0.796 0.748 0.771 0.882 climbingup 0.8 0.002 0.857 0.8 0.828 0.965 jumping 0.82 0.032 0.801 0.82 0.81 0.927 lying 0.667 0.05 0.656 0.667 0.661 0.847 standing 0.675 0.04 0.699 0.675 0.687 0.829 sitting 0.727 0.066 0.719 0.727 0.723 0.852 running 0.81 0.024 0.831 0.81 0.82 0.916 walking Weighted Avg. 0.749 0.042 0.75 0.749 0.749 0.878 === Confusion Matrix === a b c d e f g h <-- classified as 99 16 0 0 0 1 3 6 | a = climbingdown 23 113 0 0 0 0 1 14 | b = climbingup 0 0 12 0 0 0 3 0 | c = jumping 0 1 0 109 6 16 1 0 | d = lying 0 0 0 2 80 7 31 0 | e = standing 0 0 0 19 9 79 10 0 | f = sitting 4 1 2 6 27 10 133 0 | g = running 9 11 0 0 0 0 3 98 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 729 75.544 % Incorrectly Classified Instances 236 24.456 % Kappa statistic 0.7149 Mean absolute error 0.0653 Root mean squared error 0.2368 Relative absolute error 30.4658 % Root relative squared error 72.3336 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.833 0.038 0.766 0.833 0.798 0.919 climbingdown 0.755 0.042 0.77 0.755 0.763 0.883 climbingup 0.933 0.001 0.933 0.933 0.933 0.964 jumping 0.827 0.036 0.786 0.827 0.806 0.926 lying 0.588 0.045 0.648 0.588 0.617 0.831 standing 0.752 0.034 0.752 0.752 0.752 0.897 sitting 0.689 0.066 0.708 0.689 0.698 0.838 running 0.843 0.024 0.836 0.843 0.84 0.916 walking Weighted Avg. 0.755 0.042 0.754 0.755 0.754 0.886 === Confusion Matrix === a b c d e f g h <-- classified as 105 15 0 0 0 0 2 4 | a = climbingdown 20 114 0 0 0 0 4 13 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 1 1 0 110 6 11 4 0 | d = lying 0 0 0 6 70 10 33 0 | e = standing 0 0 0 16 5 88 8 0 | f = sitting 5 5 1 8 27 8 126 3 | g = running 6 13 0 0 0 0 0 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 717 74.3005 % Incorrectly Classified Instances 248 25.6995 % Kappa statistic 0.7003 Mean absolute error 0.0673 Root mean squared error 0.2412 Relative absolute error 31.3716 % Root relative squared error 73.6601 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.031 0.78 0.73 0.754 0.864 climbingdown 0.795 0.063 0.702 0.795 0.745 0.874 climbingup 1 0.002 0.882 1 0.938 0.999 jumping 0.744 0.04 0.75 0.744 0.747 0.878 lying 0.63 0.048 0.647 0.63 0.638 0.853 standing 0.812 0.029 0.792 0.812 0.802 0.917 sitting 0.699 0.064 0.719 0.699 0.709 0.854 running 0.769 0.024 0.823 0.769 0.795 0.886 walking Weighted Avg. 0.743 0.044 0.744 0.743 0.743 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 92 24 0 1 0 0 4 5 | a = climbingdown 12 120 1 0 0 0 4 14 | b = climbingup 0 0 15 0 0 0 0 0 | c = jumping 1 1 0 99 7 18 7 0 | d = lying 0 1 0 7 75 6 30 0 | e = standing 0 0 0 16 4 95 2 0 | f = sitting 10 3 1 9 30 1 128 1 | g = running 3 22 0 0 0 0 3 93 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 707 73.2642 % Incorrectly Classified Instances 258 26.7358 % Kappa statistic 0.6877 Mean absolute error 0.0701 Root mean squared error 0.2434 Relative absolute error 32.6861 % Root relative squared error 74.3294 % Total Number of Instances 965 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.032 0.775 0.738 0.756 0.87 climbingdown 0.775 0.036 0.801 0.775 0.788 0.876 climbingup 0.933 0.001 0.933 0.933 0.933 0.963 jumping 0.767 0.041 0.75 0.767 0.758 0.898 lying 0.496 0.05 0.584 0.496 0.536 0.809 standing 0.641 0.041 0.682 0.641 0.661 0.824 sitting 0.77 0.086 0.678 0.77 0.721 0.882 running 0.876 0.027 0.822 0.876 0.848 0.928 walking Weighted Avg. 0.733 0.046 0.731 0.733 0.73 0.873 === Confusion Matrix === a b c d e f g h <-- classified as 93 15 0 1 0 0 7 10 | a = climbingdown 21 117 0 0 0 0 3 10 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 102 7 19 5 0 | d = lying 0 0 0 6 59 11 43 0 | e = standing 0 0 0 22 12 75 8 0 | f = sitting 1 4 1 5 23 5 141 3 | g = running 5 10 0 0 0 0 0 106 | h = walking ------------------------------------------------------------------------------------------------------ Posture: thigh RUN: 0 FOLD: 0 Correctly Classified Instances 714 73.306 % Incorrectly Classified Instances 260 26.694 % Kappa statistic 0.6891 Mean absolute error 0.0684 Root mean squared error 0.2436 Relative absolute error 31.9238 % Root relative squared error 74.425 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.052 0.681 0.74 0.709 0.865 climbingdown 0.726 0.038 0.786 0.726 0.755 0.895 climbingup 0.933 0.003 0.824 0.933 0.875 0.998 jumping 0.769 0.044 0.73 0.769 0.749 0.908 lying 0.722 0.047 0.675 0.722 0.697 0.852 standing 0.574 0.048 0.631 0.574 0.601 0.796 sitting 0.681 0.063 0.716 0.681 0.698 0.822 running 0.919 0.016 0.89 0.919 0.904 0.957 walking Weighted Avg. 0.733 0.044 0.733 0.733 0.732 0.871 === Confusion Matrix === a b c d e f g h <-- classified as 94 20 0 0 1 0 4 8 | a = climbingdown 31 114 0 0 2 1 4 5 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 1 0 0 100 3 22 4 0 | d = lying 1 1 0 1 83 7 22 0 | e = standing 0 0 0 28 11 70 13 0 | f = sitting 6 7 3 8 23 11 126 1 | g = running 5 3 0 0 0 0 2 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 726 74.538 % Incorrectly Classified Instances 248 25.462 % Kappa statistic 0.7031 Mean absolute error 0.0672 Root mean squared error 0.237 Relative absolute error 31.3529 % Root relative squared error 72.3917 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.055 0.641 0.661 0.651 0.86 climbingdown 0.707 0.049 0.735 0.707 0.721 0.879 climbingup 0.933 0 1 0.933 0.966 0.964 jumping 0.786 0.03 0.805 0.786 0.795 0.924 lying 0.739 0.049 0.669 0.739 0.702 0.878 standing 0.689 0.04 0.712 0.689 0.7 0.868 sitting 0.73 0.063 0.73 0.73 0.73 0.862 running 0.902 0.012 0.917 0.902 0.909 0.945 walking Weighted Avg. 0.745 0.043 0.747 0.745 0.746 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 84 30 0 1 3 0 4 5 | a = climbingdown 36 111 0 0 0 0 8 2 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 103 2 19 7 0 | d = lying 1 1 0 5 85 4 19 0 | e = standing 0 2 0 13 14 84 9 0 | f = sitting 3 5 0 6 22 11 135 3 | g = running 7 2 0 0 1 0 2 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 701 71.9713 % Incorrectly Classified Instances 273 28.0287 % Kappa statistic 0.6733 Mean absolute error 0.0739 Root mean squared error 0.2518 Relative absolute error 34.4691 % Root relative squared error 76.9212 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.045 0.683 0.646 0.664 0.82 climbingdown 0.79 0.061 0.713 0.79 0.749 0.895 climbingup 0.867 0.001 0.929 0.867 0.897 0.933 jumping 0.718 0.044 0.718 0.718 0.718 0.854 lying 0.774 0.045 0.695 0.774 0.733 0.883 standing 0.639 0.059 0.609 0.639 0.624 0.825 sitting 0.643 0.062 0.708 0.643 0.674 0.822 running 0.836 0.011 0.919 0.836 0.876 0.923 walking Weighted Avg. 0.72 0.047 0.723 0.72 0.72 0.86 === Confusion Matrix === a b c d e f g h <-- classified as 82 35 0 0 1 1 4 4 | a = climbingdown 26 124 0 0 0 1 4 2 | b = climbingup 0 0 13 0 0 0 1 1 | c = jumping 0 1 0 94 3 26 7 0 | d = lying 0 0 0 2 89 3 21 0 | e = standing 0 0 0 27 6 78 11 0 | f = sitting 3 5 1 8 29 18 119 2 | g = running 9 9 0 0 0 1 1 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 685 70.3285 % Incorrectly Classified Instances 289 29.6715 % Kappa statistic 0.6544 Mean absolute error 0.0792 Root mean squared error 0.2586 Relative absolute error 36.9617 % Root relative squared error 79.007 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.646 0.066 0.594 0.646 0.619 0.817 climbingdown 0.715 0.05 0.734 0.715 0.724 0.884 climbingup 0.933 0.007 0.667 0.933 0.778 0.963 jumping 0.756 0.036 0.767 0.756 0.762 0.885 lying 0.704 0.036 0.723 0.704 0.714 0.855 standing 0.603 0.054 0.613 0.603 0.608 0.827 sitting 0.654 0.07 0.688 0.654 0.67 0.807 running 0.836 0.027 0.816 0.836 0.826 0.922 walking Weighted Avg. 0.703 0.049 0.704 0.703 0.703 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 82 27 0 1 1 0 4 12 | a = climbingdown 35 113 0 0 0 0 2 8 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 99 4 20 8 0 | d = lying 0 0 0 2 81 8 24 0 | e = standing 1 4 0 22 7 73 14 0 | f = sitting 6 7 7 5 19 17 121 3 | g = running 14 3 0 0 0 1 2 102 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 718 73.7166 % Incorrectly Classified Instances 256 26.2834 % Kappa statistic 0.6933 Mean absolute error 0.0687 Root mean squared error 0.2405 Relative absolute error 32.0339 % Root relative squared error 73.4667 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.048 0.701 0.756 0.727 0.878 climbingdown 0.753 0.056 0.721 0.753 0.737 0.906 climbingup 0.867 0.002 0.867 0.867 0.867 0.932 jumping 0.824 0.043 0.75 0.824 0.785 0.905 lying 0.722 0.04 0.709 0.722 0.716 0.863 standing 0.554 0.035 0.691 0.554 0.615 0.82 sitting 0.681 0.072 0.689 0.681 0.685 0.861 running 0.869 0.012 0.914 0.869 0.891 0.941 walking Weighted Avg. 0.737 0.045 0.737 0.737 0.736 0.883 === Confusion Matrix === a b c d e f g h <-- classified as 96 27 0 0 0 0 1 3 | a = climbingdown 29 119 0 0 0 0 4 6 | b = climbingup 0 0 13 0 0 0 1 1 | c = jumping 0 3 0 108 5 10 5 0 | d = lying 0 0 0 1 83 6 25 0 | e = standing 1 1 0 26 7 67 19 0 | f = sitting 6 6 2 9 22 14 126 0 | g = running 5 9 0 0 0 0 2 106 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 713 73.2033 % Incorrectly Classified Instances 261 26.7967 % Kappa statistic 0.6873 Mean absolute error 0.071 Root mean squared error 0.2453 Relative absolute error 33.1357 % Root relative squared error 74.9458 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.063 0.624 0.693 0.657 0.838 climbingdown 0.677 0.038 0.775 0.677 0.723 0.861 climbingup 0.933 0.001 0.933 0.933 0.933 0.996 jumping 0.794 0.052 0.703 0.794 0.746 0.899 lying 0.774 0.029 0.781 0.774 0.777 0.907 standing 0.512 0.045 0.62 0.512 0.561 0.798 sitting 0.789 0.063 0.745 0.789 0.766 0.877 running 0.844 0.022 0.844 0.844 0.844 0.931 walking Weighted Avg. 0.732 0.045 0.732 0.732 0.73 0.875 === Confusion Matrix === a b c d e f g h <-- classified as 88 19 0 0 1 1 5 13 | a = climbingdown 35 107 0 0 0 2 10 4 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 1 104 1 20 5 0 | d = lying 0 1 0 4 89 3 18 0 | e = standing 3 2 0 34 10 62 9 1 | f = sitting 3 4 0 6 13 12 146 1 | g = running 12 5 0 0 0 0 2 103 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 698 71.6632 % Incorrectly Classified Instances 276 28.3368 % Kappa statistic 0.6694 Mean absolute error 0.0739 Root mean squared error 0.2527 Relative absolute error 34.4734 % Root relative squared error 77.2044 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.061 0.618 0.667 0.641 0.839 climbingdown 0.684 0.054 0.711 0.684 0.697 0.852 climbingup 0.867 0 1 0.867 0.929 0.933 jumping 0.733 0.036 0.762 0.733 0.747 0.863 lying 0.696 0.037 0.714 0.696 0.705 0.882 standing 0.645 0.055 0.624 0.645 0.634 0.827 sitting 0.703 0.071 0.699 0.703 0.701 0.842 running 0.886 0.018 0.879 0.886 0.883 0.934 walking Weighted Avg. 0.717 0.048 0.719 0.717 0.717 0.862 === Confusion Matrix === a b c d e f g h <-- classified as 84 27 0 0 0 1 7 7 | a = climbingdown 40 108 0 0 0 1 5 4 | b = climbingup 0 0 13 0 0 0 2 0 | c = jumping 0 2 0 96 3 23 7 0 | d = lying 1 0 0 4 80 6 24 0 | e = standing 0 2 0 23 8 78 9 1 | f = sitting 4 8 0 3 21 16 130 3 | g = running 7 5 0 0 0 0 2 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 699 71.7659 % Incorrectly Classified Instances 275 28.2341 % Kappa statistic 0.6712 Mean absolute error 0.0746 Root mean squared error 0.2531 Relative absolute error 34.7837 % Root relative squared error 77.3068 % Total Number of Instances 974 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.058 0.655 0.738 0.694 0.857 climbingdown 0.722 0.053 0.726 0.722 0.724 0.866 climbingup 1 0.003 0.842 1 0.914 0.999 jumping 0.685 0.032 0.767 0.685 0.724 0.898 lying 0.757 0.048 0.68 0.757 0.716 0.874 standing 0.57 0.061 0.57 0.57 0.57 0.79 sitting 0.665 0.067 0.699 0.665 0.681 0.832 running 0.878 0.008 0.939 0.878 0.908 0.939 walking Weighted Avg. 0.718 0.047 0.721 0.718 0.718 0.865 === Confusion Matrix === a b c d e f g h <-- classified as 93 26 0 0 0 1 4 2 | a = climbingdown 36 114 0 0 0 0 5 3 | b = climbingup 0 0 16 0 0 0 0 0 | c = jumping 0 0 0 89 1 34 6 0 | d = lying 2 0 0 1 87 6 19 0 | e = standing 2 2 0 19 12 69 17 0 | f = sitting 3 10 1 7 28 11 123 2 | g = running 6 5 2 0 0 0 2 108 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 715 73.4841 % Incorrectly Classified Instances 258 26.5159 % Kappa statistic 0.6903 Mean absolute error 0.0689 Root mean squared error 0.2441 Relative absolute error 32.1386 % Root relative squared error 74.5781 % Total Number of Instances 973 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.04 0.714 0.675 0.694 0.877 climbingdown 0.758 0.064 0.696 0.758 0.726 0.865 climbingup 0.933 0.001 0.933 0.933 0.933 0.963 jumping 0.785 0.052 0.699 0.785 0.739 0.881 lying 0.675 0.037 0.706 0.675 0.691 0.855 standing 0.557 0.039 0.673 0.557 0.61 0.821 sitting 0.737 0.066 0.725 0.737 0.731 0.846 running 0.919 0.012 0.919 0.919 0.919 0.957 walking Weighted Avg. 0.735 0.046 0.734 0.735 0.733 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 85 36 0 0 0 0 2 3 | a = climbingdown 25 119 0 2 0 2 4 5 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 2 0 102 5 12 9 0 | d = lying 0 0 0 3 77 9 24 1 | e = standing 0 2 0 35 6 68 11 0 | f = sitting 3 9 1 4 21 10 137 1 | g = running 6 3 0 0 0 0 1 113 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 692 71.1202 % Incorrectly Classified Instances 281 28.8798 % Kappa statistic 0.6634 Mean absolute error 0.0761 Root mean squared error 0.2506 Relative absolute error 35.5126 % Root relative squared error 76.5532 % Total Number of Instances 973 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.598 0.058 0.608 0.598 0.603 0.819 climbingdown 0.713 0.061 0.691 0.713 0.702 0.859 climbingup 0.867 0.003 0.813 0.867 0.839 0.93 jumping 0.677 0.039 0.727 0.677 0.701 0.89 lying 0.746 0.035 0.739 0.746 0.742 0.893 standing 0.697 0.063 0.612 0.697 0.651 0.864 sitting 0.692 0.061 0.727 0.692 0.709 0.843 running 0.854 0.016 0.882 0.854 0.868 0.936 walking Weighted Avg. 0.711 0.048 0.714 0.711 0.712 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 76 38 0 0 0 0 5 8 | a = climbingdown 34 112 0 0 1 0 8 2 | b = climbingup 0 0 13 0 0 0 2 0 | c = jumping 0 0 0 88 2 34 6 0 | d = lying 0 0 0 4 85 6 19 0 | e = standing 0 1 0 25 6 85 5 0 | f = sitting 7 5 2 4 21 14 128 4 | g = running 8 6 1 0 0 0 3 105 | h = walking ------------------------------------------------------------------------------------------------------ Posture: upperarm RUN: 0 FOLD: 0 Correctly Classified Instances 661 66.566 % Incorrectly Classified Instances 332 33.434 % Kappa statistic 0.6088 Mean absolute error 0.0872 Root mean squared error 0.272 Relative absolute error 40.884 % Root relative squared error 83.3151 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.582 0.048 0.628 0.582 0.604 0.798 climbingdown 0.748 0.058 0.698 0.748 0.722 0.867 climbingup 0.846 0.002 0.846 0.846 0.846 0.916 jumping 0.863 0.026 0.837 0.863 0.85 0.924 lying 0.522 0.077 0.522 0.522 0.522 0.785 standing 0.548 0.063 0.504 0.548 0.525 0.768 sitting 0.6 0.082 0.668 0.6 0.632 0.779 running 0.798 0.035 0.754 0.798 0.776 0.91 walking Weighted Avg. 0.666 0.058 0.665 0.666 0.665 0.831 === Confusion Matrix === a b c d e f g h <-- classified as 71 28 0 0 2 0 6 15 | a = climbingdown 15 113 0 0 1 1 7 14 | b = climbingup 1 0 11 0 0 0 1 0 | c = jumping 2 2 0 113 3 7 4 0 | d = lying 0 0 0 5 72 30 31 0 | e = standing 2 0 0 8 23 57 14 0 | f = sitting 10 8 2 9 37 18 129 2 | g = running 12 11 0 0 0 0 1 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 656 66.0624 % Incorrectly Classified Instances 337 33.9376 % Kappa statistic 0.6023 Mean absolute error 0.0875 Root mean squared error 0.2765 Relative absolute error 41.0524 % Root relative squared error 84.6987 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.054 0.618 0.623 0.62 0.813 climbingdown 0.618 0.048 0.701 0.618 0.657 0.838 climbingup 0.846 0 1 0.846 0.917 0.958 jumping 0.863 0.027 0.831 0.863 0.846 0.913 lying 0.616 0.09 0.525 0.616 0.567 0.817 standing 0.481 0.047 0.543 0.481 0.51 0.72 sitting 0.598 0.1 0.621 0.598 0.61 0.774 running 0.832 0.034 0.767 0.832 0.798 0.919 walking Weighted Avg. 0.661 0.061 0.662 0.661 0.66 0.827 === Confusion Matrix === a b c d e f g h <-- classified as 76 28 0 2 0 1 7 8 | a = climbingdown 28 94 0 1 0 0 11 18 | b = climbingup 1 0 11 0 0 0 1 0 | c = jumping 0 1 0 113 3 6 8 0 | d = lying 0 0 0 4 85 16 33 0 | e = standing 4 0 0 8 24 50 17 1 | f = sitting 2 5 0 8 49 19 128 3 | g = running 12 6 0 0 1 0 1 99 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 670 67.4723 % Incorrectly Classified Instances 323 32.5277 % Kappa statistic 0.6189 Mean absolute error 0.0854 Root mean squared error 0.2717 Relative absolute error 40.0335 % Root relative squared error 83.2084 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.656 0.056 0.62 0.656 0.637 0.828 climbingdown 0.711 0.068 0.655 0.711 0.681 0.849 climbingup 1 0.001 0.929 1 0.963 1 jumping 0.885 0.022 0.859 0.885 0.872 0.942 lying 0.58 0.073 0.563 0.58 0.571 0.772 standing 0.548 0.052 0.553 0.548 0.551 0.774 sitting 0.626 0.086 0.667 0.626 0.646 0.773 running 0.689 0.025 0.788 0.689 0.735 0.867 walking Weighted Avg. 0.675 0.057 0.676 0.675 0.675 0.828 === Confusion Matrix === a b c d e f g h <-- classified as 80 20 0 1 2 2 7 10 | a = climbingdown 27 108 0 1 0 0 4 12 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 2 0 116 2 7 4 0 | d = lying 0 1 0 1 80 20 36 0 | e = standing 0 4 0 8 20 57 15 0 | f = sitting 8 8 1 8 38 17 134 0 | g = running 14 22 0 0 0 0 1 82 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 672 67.6737 % Incorrectly Classified Instances 321 32.3263 % Kappa statistic 0.6212 Mean absolute error 0.0846 Root mean squared error 0.2703 Relative absolute error 39.6983 % Root relative squared error 82.7752 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.631 0.054 0.621 0.631 0.626 0.81 climbingdown 0.711 0.059 0.684 0.711 0.697 0.869 climbingup 1 0 1 1 1 1 jumping 0.894 0.02 0.874 0.894 0.884 0.935 lying 0.551 0.078 0.531 0.551 0.541 0.778 standing 0.462 0.063 0.462 0.462 0.462 0.751 sitting 0.64 0.086 0.672 0.64 0.656 0.791 running 0.805 0.019 0.848 0.805 0.826 0.912 walking Weighted Avg. 0.677 0.057 0.678 0.677 0.677 0.835 === Confusion Matrix === a b c d e f g h <-- classified as 77 28 0 0 0 0 7 10 | a = climbingdown 30 108 0 0 1 3 3 7 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 2 1 0 118 0 7 4 0 | d = lying 1 2 0 3 76 24 32 0 | e = standing 2 0 0 8 26 48 20 0 | f = sitting 3 6 0 6 40 22 137 0 | g = running 9 13 0 0 0 0 1 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 681 68.5801 % Incorrectly Classified Instances 312 31.4199 % Kappa statistic 0.6324 Mean absolute error 0.0819 Root mean squared error 0.2653 Relative absolute error 38.3963 % Root relative squared error 81.2468 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.047 0.669 0.68 0.675 0.857 climbingdown 0.742 0.045 0.747 0.742 0.744 0.869 climbingup 1 0.002 0.867 1 0.929 0.999 jumping 0.894 0.026 0.843 0.894 0.868 0.938 lying 0.536 0.068 0.561 0.536 0.548 0.785 standing 0.59 0.064 0.521 0.59 0.554 0.794 sitting 0.598 0.092 0.64 0.598 0.618 0.769 running 0.771 0.025 0.805 0.771 0.788 0.878 walking Weighted Avg. 0.686 0.055 0.686 0.686 0.685 0.838 === Confusion Matrix === a b c d e f g h <-- classified as 83 21 0 2 0 1 9 6 | a = climbingdown 18 112 0 0 0 1 6 14 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 0 0 118 2 4 8 0 | d = lying 0 1 0 7 74 25 31 0 | e = standing 1 1 0 5 21 62 15 0 | f = sitting 8 7 2 8 34 25 128 2 | g = running 14 8 0 0 1 1 3 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 673 67.7744 % Incorrectly Classified Instances 320 32.2256 % Kappa statistic 0.6222 Mean absolute error 0.0842 Root mean squared error 0.2679 Relative absolute error 39.4705 % Root relative squared error 82.0554 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.661 0.052 0.64 0.661 0.65 0.839 climbingdown 0.722 0.056 0.699 0.722 0.71 0.854 climbingup 0.923 0 1 0.923 0.96 0.958 jumping 0.856 0.02 0.869 0.856 0.863 0.932 lying 0.568 0.082 0.53 0.568 0.549 0.789 standing 0.514 0.048 0.557 0.514 0.535 0.755 sitting 0.631 0.091 0.655 0.631 0.643 0.783 running 0.771 0.031 0.771 0.771 0.771 0.889 walking Weighted Avg. 0.678 0.057 0.679 0.678 0.678 0.833 === Confusion Matrix === a b c d e f g h <-- classified as 80 21 0 0 1 0 8 11 | a = climbingdown 22 109 0 1 0 0 3 16 | b = climbingup 0 0 12 0 0 0 1 0 | c = jumping 1 0 0 113 7 6 5 0 | d = lying 1 0 0 5 79 20 34 0 | e = standing 1 1 0 8 22 54 19 0 | f = sitting 12 7 0 3 40 17 135 0 | g = running 8 18 0 0 0 0 1 91 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 685 68.9829 % Incorrectly Classified Instances 308 31.0171 % Kappa statistic 0.637 Mean absolute error 0.0816 Root mean squared error 0.2641 Relative absolute error 38.2808 % Root relative squared error 80.8836 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.046 0.664 0.653 0.658 0.856 climbingdown 0.722 0.061 0.681 0.722 0.701 0.873 climbingup 0.857 0 1 0.857 0.923 0.929 jumping 0.871 0.016 0.891 0.871 0.881 0.948 lying 0.688 0.078 0.586 0.688 0.633 0.827 standing 0.505 0.062 0.491 0.505 0.498 0.751 sitting 0.626 0.072 0.705 0.626 0.663 0.799 running 0.746 0.029 0.779 0.746 0.762 0.877 walking Weighted Avg. 0.69 0.053 0.695 0.69 0.691 0.847 === Confusion Matrix === a b c d e f g h <-- classified as 79 27 0 1 0 3 4 7 | a = climbingdown 20 109 0 2 0 0 6 14 | b = climbingup 1 0 12 0 0 0 1 0 | c = jumping 1 0 0 115 1 9 6 0 | d = lying 0 0 0 2 95 22 19 0 | e = standing 3 1 0 6 22 53 19 1 | f = sitting 5 4 0 3 44 21 134 3 | g = running 10 19 0 0 0 0 1 88 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 684 68.8822 % Incorrectly Classified Instances 309 31.1178 % Kappa statistic 0.6348 Mean absolute error 0.0819 Root mean squared error 0.263 Relative absolute error 38.4299 % Root relative squared error 80.5319 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.615 0.046 0.652 0.615 0.633 0.825 climbingdown 0.682 0.065 0.652 0.682 0.667 0.852 climbingup 0.929 0.001 0.929 0.929 0.929 0.963 jumping 0.879 0.017 0.885 0.879 0.882 0.951 lying 0.63 0.067 0.604 0.63 0.617 0.841 standing 0.51 0.044 0.576 0.51 0.541 0.751 sitting 0.687 0.092 0.671 0.687 0.679 0.838 running 0.763 0.034 0.75 0.763 0.756 0.904 walking Weighted Avg. 0.689 0.056 0.688 0.689 0.688 0.854 === Confusion Matrix === a b c d e f g h <-- classified as 75 29 0 1 0 1 4 12 | a = climbingdown 21 103 0 2 0 2 7 16 | b = climbingup 0 0 13 0 0 0 1 0 | c = jumping 1 0 0 116 4 7 4 0 | d = lying 1 0 0 3 87 17 30 0 | e = standing 2 2 0 5 17 53 25 0 | f = sitting 5 7 1 4 36 12 147 2 | g = running 10 17 0 0 0 0 1 90 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 697 70.1913 % Incorrectly Classified Instances 296 29.8087 % Kappa statistic 0.6513 Mean absolute error 0.0787 Root mean squared error 0.2582 Relative absolute error 36.9257 % Root relative squared error 79.0834 % Total Number of Instances 993 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.672 0.039 0.707 0.672 0.689 0.872 climbingdown 0.781 0.053 0.724 0.781 0.752 0.894 climbingup 0.857 0.001 0.923 0.857 0.889 0.994 jumping 0.908 0.021 0.869 0.908 0.888 0.951 lying 0.659 0.084 0.558 0.659 0.605 0.828 standing 0.5 0.051 0.536 0.5 0.517 0.767 sitting 0.595 0.071 0.699 0.595 0.643 0.795 running 0.805 0.03 0.785 0.805 0.795 0.889 walking Weighted Avg. 0.702 0.052 0.703 0.702 0.701 0.856 === Confusion Matrix === a b c d e f g h <-- classified as 82 22 0 0 0 2 6 10 | a = climbingdown 17 118 0 0 0 0 3 13 | b = climbingup 0 0 12 0 0 0 2 0 | c = jumping 0 1 0 119 4 4 3 0 | d = lying 2 0 0 2 91 21 22 0 | e = standing 1 0 0 11 21 52 18 1 | f = sitting 9 8 1 4 46 17 128 2 | g = running 5 14 0 1 1 1 1 95 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 674 67.9435 % Incorrectly Classified Instances 318 32.0565 % Kappa statistic 0.6258 Mean absolute error 0.0834 Root mean squared error 0.2661 Relative absolute error 39.1204 % Root relative squared error 81.516 % Total Number of Instances 992 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.067 0.6 0.713 0.652 0.837 climbingdown 0.702 0.037 0.774 0.702 0.736 0.886 climbingup 1 0 1 1 1 1 jumping 0.878 0.023 0.852 0.878 0.865 0.934 lying 0.609 0.078 0.556 0.609 0.581 0.792 standing 0.587 0.063 0.521 0.587 0.552 0.8 sitting 0.553 0.073 0.676 0.553 0.609 0.789 running 0.754 0.033 0.754 0.754 0.754 0.887 walking Weighted Avg. 0.679 0.054 0.685 0.679 0.68 0.845 === Confusion Matrix === a b c d e f g h <-- classified as 87 16 0 0 1 1 5 12 | a = climbingdown 27 106 0 1 0 1 2 14 | b = climbingup 0 0 13 0 0 0 0 0 | c = jumping 0 1 0 115 4 6 5 0 | d = lying 3 0 0 3 84 19 28 1 | e = standing 3 1 0 5 17 61 16 1 | f = sitting 6 6 0 11 44 28 119 1 | g = running 19 7 0 0 1 1 1 89 | h = walking ------------------------------------------------------------------------------------------------------ Posture: waist RUN: 0 FOLD: 0 Correctly Classified Instances 730 71.4985 % Incorrectly Classified Instances 291 28.5015 % Kappa statistic 0.6672 Mean absolute error 0.0747 Root mean squared error 0.2536 Relative absolute error 34.8879 % Root relative squared error 77.4929 % Total Number of Instances 1021 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.057 0.625 0.644 0.634 0.846 climbingdown 0.732 0.05 0.741 0.732 0.737 0.875 climbingup 0.933 0.001 0.933 0.933 0.933 0.966 jumping 0.74 0.049 0.688 0.74 0.713 0.883 lying 0.583 0.04 0.66 0.583 0.619 0.824 standing 0.693 0.051 0.679 0.693 0.686 0.872 sitting 0.699 0.072 0.699 0.699 0.699 0.827 running 0.893 0.013 0.901 0.893 0.897 0.95 walking Weighted Avg. 0.715 0.049 0.715 0.715 0.715 0.867 === Confusion Matrix === a b c d e f g h <-- classified as 85 36 0 1 0 0 3 7 | a = climbingdown 37 123 0 0 0 0 5 3 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 1 0 97 4 25 4 0 | d = lying 1 0 0 11 70 5 33 0 | e = standing 1 0 0 22 7 95 12 0 | f = sitting 3 3 1 10 25 15 137 2 | g = running 9 3 0 0 0 0 1 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 734 71.8903 % Incorrectly Classified Instances 287 28.1097 % Kappa statistic 0.672 Mean absolute error 0.0733 Root mean squared error 0.2494 Relative absolute error 34.2082 % Root relative squared error 76.204 % Total Number of Instances 1021 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.056 0.64 0.674 0.657 0.839 climbingdown 0.738 0.052 0.738 0.738 0.738 0.875 climbingup 0.933 0.001 0.933 0.933 0.933 0.997 jumping 0.718 0.06 0.639 0.718 0.676 0.854 lying 0.658 0.04 0.687 0.658 0.672 0.867 standing 0.65 0.046 0.685 0.65 0.667 0.871 sitting 0.694 0.063 0.723 0.694 0.708 0.841 running 0.893 0.011 0.916 0.893 0.905 0.944 walking Weighted Avg. 0.719 0.048 0.721 0.719 0.719 0.87 === Confusion Matrix === a b c d e f g h <-- classified as 89 33 0 1 0 0 3 6 | a = climbingdown 38 124 0 1 0 0 3 2 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 1 0 94 5 21 10 0 | d = lying 0 0 0 9 79 6 26 0 | e = standing 1 0 0 30 9 89 8 0 | f = sitting 3 6 1 12 22 14 136 2 | g = running 8 4 0 0 0 0 1 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 777 76.1019 % Incorrectly Classified Instances 244 23.8981 % Kappa statistic 0.7208 Mean absolute error 0.0653 Root mean squared error 0.2311 Relative absolute error 30.4936 % Root relative squared error 70.6053 % Total Number of Instances 1021 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.689 0.04 0.717 0.689 0.703 0.867 climbingdown 0.792 0.056 0.735 0.792 0.762 0.905 climbingup 0.867 0 1 0.867 0.929 0.93 jumping 0.697 0.035 0.748 0.697 0.722 0.875 lying 0.717 0.034 0.735 0.717 0.726 0.874 standing 0.73 0.046 0.709 0.73 0.719 0.869 sitting 0.754 0.061 0.746 0.754 0.75 0.86 running 0.943 0.008 0.943 0.943 0.943 0.969 walking Weighted Avg. 0.761 0.042 0.762 0.761 0.761 0.887 === Confusion Matrix === a b c d e f g h <-- classified as 91 38 0 0 0 0 1 2 | a = climbingdown 31 133 0 0 0 0 2 2 | b = climbingup 0 0 13 0 0 0 2 0 | c = jumping 0 0 0 92 3 23 14 0 | d = lying 1 0 0 6 86 7 20 0 | e = standing 0 1 0 20 6 100 10 0 | f = sitting 1 6 0 5 22 11 147 3 | g = running 3 3 0 0 0 0 1 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 755 73.9471 % Incorrectly Classified Instances 266 26.0529 % Kappa statistic 0.6957 Mean absolute error 0.0708 Root mean squared error 0.2403 Relative absolute error 33.0517 % Root relative squared error 73.4338 % Total Number of Instances 1021 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.598 0.049 0.642 0.598 0.62 0.843 climbingdown 0.732 0.067 0.683 0.732 0.707 0.879 climbingup 0.933 0.001 0.933 0.933 0.933 1 jumping 0.689 0.037 0.734 0.689 0.711 0.887 lying 0.708 0.031 0.752 0.708 0.73 0.904 standing 0.737 0.052 0.687 0.737 0.711 0.879 sitting 0.754 0.058 0.754 0.754 0.754 0.864 running 0.943 0.01 0.927 0.943 0.935 0.968 walking Weighted Avg. 0.739 0.045 0.739 0.739 0.739 0.888 === Confusion Matrix === a b c d e f g h <-- classified as 79 45 0 0 0 0 2 6 | a = climbingdown 40 123 0 0 0 0 2 3 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 0 0 0 91 3 30 8 0 | d = lying 0 0 0 8 85 5 22 0 | e = standing 1 1 0 17 4 101 13 0 | f = sitting 1 7 1 8 20 11 147 0 | g = running 2 4 0 0 1 0 0 115 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 751 73.5553 % Incorrectly Classified Instances 270 26.4447 % Kappa statistic 0.6916 Mean absolute error 0.0715 Root mean squared error 0.2447 Relative absolute error 33.3773 % Root relative squared error 74.7654 % Total Number of Instances 1021 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.045 0.68 0.644 0.661 0.851 climbingdown 0.738 0.056 0.721 0.738 0.729 0.88 climbingup 0.8 0.002 0.857 0.8 0.828 0.996 jumping 0.735 0.037 0.746 0.735 0.74 0.855 lying 0.767 0.057 0.643 0.767 0.7 0.891 standing 0.73 0.04 0.741 0.73 0.735 0.881 sitting 0.672 0.063 0.716 0.672 0.693 0.833 running 0.902 0.01 0.924 0.902 0.913 0.956 walking Weighted Avg. 0.736 0.045 0.738 0.736 0.736 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 85 38 0 0 0 0 2 7 | a = climbingdown 32 124 0 0 0 0 10 2 | b = climbingup 0 0 12 0 0 0 3 0 | c = jumping 0 1 0 97 9 19 6 0 | d = lying 0 0 0 4 92 8 16 0 | e = standing 0 0 0 16 7 100 14 0 | f = sitting 2 4 2 13 35 8 131 0 | g = running 6 5 0 0 0 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 768 75.2941 % Incorrectly Classified Instances 252 24.7059 % Kappa statistic 0.7113 Mean absolute error 0.0653 Root mean squared error 0.2317 Relative absolute error 30.4923 % Root relative squared error 70.8222 % Total Number of Instances 1020 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.644 0.05 0.659 0.644 0.651 0.868 climbingdown 0.821 0.053 0.754 0.821 0.786 0.916 climbingup 0.857 0.001 0.923 0.857 0.889 0.963 jumping 0.758 0.043 0.725 0.758 0.741 0.883 lying 0.717 0.039 0.711 0.717 0.714 0.869 standing 0.64 0.042 0.702 0.64 0.669 0.855 sitting 0.765 0.057 0.761 0.765 0.763 0.875 running 0.902 0.006 0.957 0.902 0.928 0.955 walking Weighted Avg. 0.753 0.042 0.754 0.753 0.753 0.889 === Confusion Matrix === a b c d e f g h <-- classified as 85 39 0 0 0 0 6 2 | a = climbingdown 25 138 0 0 0 0 2 3 | b = climbingup 0 0 12 0 0 0 2 0 | c = jumping 1 1 0 100 7 19 4 0 | d = lying 0 0 0 4 86 9 21 0 | e = standing 2 1 0 28 7 87 11 0 | f = sitting 6 3 1 6 21 9 150 0 | g = running 10 1 0 0 0 0 1 110 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 748 73.3333 % Incorrectly Classified Instances 272 26.6667 % Kappa statistic 0.6884 Mean absolute error 0.0714 Root mean squared error 0.2471 Relative absolute error 33.353 % Root relative squared error 75.5229 % Total Number of Instances 1020 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.636 0.052 0.646 0.636 0.641 0.811 climbingdown 0.738 0.054 0.729 0.738 0.734 0.877 climbingup 0.667 0.001 0.909 0.667 0.769 0.965 jumping 0.727 0.048 0.691 0.727 0.708 0.887 lying 0.672 0.042 0.678 0.672 0.675 0.832 standing 0.721 0.041 0.731 0.721 0.726 0.855 sitting 0.714 0.07 0.707 0.714 0.711 0.861 running 0.951 0.004 0.967 0.951 0.959 0.98 walking Weighted Avg. 0.733 0.046 0.735 0.733 0.734 0.872 === Confusion Matrix === a b c d e f g h <-- classified as 84 38 0 0 0 0 6 4 | a = climbingdown 40 124 0 0 0 0 4 0 | b = climbingup 0 0 10 0 0 0 5 0 | c = jumping 0 0 0 96 8 20 8 0 | d = lying 0 0 0 9 80 5 25 0 | e = standing 0 0 0 22 7 98 9 0 | f = sitting 5 4 1 12 23 11 140 0 | g = running 1 4 0 0 0 0 1 116 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 737 72.2549 % Incorrectly Classified Instances 283 27.7451 % Kappa statistic 0.676 Mean absolute error 0.073 Root mean squared error 0.2496 Relative absolute error 34.0752 % Root relative squared error 76.2905 % Total Number of Instances 1020 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.652 0.052 0.652 0.652 0.652 0.851 climbingdown 0.702 0.041 0.771 0.702 0.735 0.871 climbingup 0.8 0 1 0.8 0.889 0.9 jumping 0.712 0.047 0.691 0.712 0.701 0.897 lying 0.672 0.04 0.69 0.672 0.681 0.863 standing 0.669 0.049 0.679 0.669 0.674 0.866 sitting 0.724 0.073 0.703 0.724 0.714 0.84 running 0.934 0.023 0.844 0.934 0.887 0.964 walking Weighted Avg. 0.723 0.048 0.723 0.723 0.722 0.876 === Confusion Matrix === a b c d e f g h <-- classified as 86 28 0 0 0 1 5 12 | a = climbingdown 37 118 0 2 0 0 5 6 | b = climbingup 0 0 12 0 0 0 3 0 | c = jumping 0 1 0 94 7 22 8 0 | d = lying 0 0 0 6 80 6 27 0 | e = standing 1 0 0 27 6 91 11 0 | f = sitting 1 6 0 7 23 14 142 3 | g = running 7 0 0 0 0 0 1 114 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 747 73.2353 % Incorrectly Classified Instances 273 26.7647 % Kappa statistic 0.6874 Mean absolute error 0.0722 Root mean squared error 0.2479 Relative absolute error 33.7149 % Root relative squared error 75.7619 % Total Number of Instances 1020 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.066 0.596 0.659 0.626 0.85 climbingdown 0.685 0.055 0.71 0.685 0.697 0.838 climbingup 0.933 0 1 0.933 0.966 0.964 jumping 0.742 0.037 0.748 0.742 0.745 0.858 lying 0.731 0.041 0.702 0.731 0.716 0.861 standing 0.662 0.031 0.769 0.662 0.711 0.842 sitting 0.75 0.07 0.717 0.75 0.733 0.837 running 0.893 0.013 0.901 0.893 0.897 0.954 walking Weighted Avg. 0.732 0.046 0.736 0.732 0.733 0.861 === Confusion Matrix === a b c d e f g h <-- classified as 87 34 0 0 0 0 7 4 | a = climbingdown 43 115 0 0 0 1 3 6 | b = climbingup 0 0 14 0 0 0 1 0 | c = jumping 1 1 0 98 6 15 11 0 | d = lying 1 0 0 3 87 6 22 0 | e = standing 1 0 0 22 9 90 14 0 | f = sitting 4 8 0 8 22 5 147 2 | g = running 9 4 0 0 0 0 0 109 | h = walking ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 742 72.7451 % Incorrectly Classified Instances 278 27.2549 % Kappa statistic 0.6815 Mean absolute error 0.072 Root mean squared error 0.2448 Relative absolute error 33.6216 % Root relative squared error 74.8059 % Total Number of Instances 1020 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.617 0.048 0.656 0.617 0.636 0.835 climbingdown 0.772 0.067 0.694 0.772 0.731 0.865 climbingup 0.867 0.001 0.929 0.867 0.897 0.933 jumping 0.672 0.038 0.721 0.672 0.696 0.878 lying 0.75 0.047 0.682 0.75 0.714 0.898 standing 0.662 0.034 0.75 0.662 0.703 0.9 sitting 0.724 0.072 0.706 0.724 0.715 0.877 running 0.885 0.013 0.9 0.885 0.893 0.945 walking Weighted Avg. 0.727 0.048 0.729 0.727 0.727 0.884 === Confusion Matrix === a b c d e f g h <-- classified as 82 44 0 0 1 0 3 3 | a = climbingdown 30 129 0 0 1 0 3 4 | b = climbingup 0 0 13 0 0 0 2 0 | c = jumping 0 1 0 88 7 18 17 0 | d = lying 0 0 0 6 90 5 18 1 | e = standing 0 1 0 23 8 90 14 0 | f = sitting 6 6 1 5 25 7 142 4 | g = running 7 5 0 0 0 0 2 108 | h = walking ------------------------------------------------------------------------------------------------------