>> chestforearm >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.916 0.478 0.628 a = climbing down 0.082 0.585 0.763 0.662 b = climbing up 0.000 0.984 0.800 0.882 c = jumping 0.008 0.471 0.040 0.073 d = lying 0.056 0.692 0.615 0.651 e = standing 0.233 0.297 0.649 0.407 f = sitting 0.007 0.962 0.998 0.980 g = running 0.043 0.763 0.812 0.787 h = walking ------------------------------------------------------- 0.060 0.672 0.626 0.603 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.921 0.828 0.872 a = climbing down 0.084 0.626 0.931 0.749 b = climbing up 0.000 0.984 0.800 0.882 c = jumping 0.007 0.500 0.040 0.073 d = lying 0.056 0.692 0.619 0.653 e = standing 0.233 0.296 0.647 0.407 f = sitting 0.006 0.964 0.998 0.981 g = running 0.008 0.930 0.582 0.716 h = walking ------------------------------------------------------- 0.055 0.707 0.652 0.631 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.916 0.848 0.881 a = climbing down 0.032 0.808 0.875 0.840 b = climbing up 0.000 0.984 0.800 0.882 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.077 0.638 0.669 0.653 e = standing 0.220 0.300 0.623 0.405 f = sitting 0.006 0.965 0.998 0.982 g = running 0.017 0.896 0.869 0.882 h = walking ------------------------------------------------------- 0.051 0.717 0.689 0.658 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.916 0.848 0.881 a = climbing down 0.032 0.807 0.873 0.838 b = climbing up 0.000 0.984 0.800 0.882 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.078 0.636 0.670 0.652 e = standing 0.219 0.299 0.617 0.403 f = sitting 0.006 0.965 0.998 0.982 g = running 0.018 0.893 0.866 0.879 h = walking ------------------------------------------------------- 0.051 0.716 0.687 0.656 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.919 0.855 0.886 a = climbing down 0.030 0.814 0.875 0.843 b = climbing up 0.000 0.984 0.800 0.882 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.076 0.643 0.670 0.656 e = standing 0.219 0.304 0.632 0.410 f = sitting 0.006 0.965 0.998 0.982 g = running 0.019 0.889 0.866 0.877 h = walking ------------------------------------------------------- 0.050 0.718 0.690 0.659 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.924 0.837 0.878 a = climbing down 0.047 0.752 0.942 0.837 b = climbing up 0.000 0.984 0.800 0.882 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.076 0.642 0.667 0.654 e = standing 0.220 0.303 0.632 0.410 f = sitting 0.006 0.965 0.998 0.982 g = running 0.006 0.956 0.795 0.868 h = walking ------------------------------------------------------- 0.051 0.720 0.686 0.656 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.907 0.568 0.699 a = climbing down 0.056 0.655 0.689 0.672 b = climbing up 0.000 1.000 0.681 0.810 c = jumping 0.031 0.000 0.000 0.000 d = lying 0.040 0.772 0.670 0.717 e = standing 0.214 0.332 0.702 0.451 f = sitting 0.007 0.960 0.983 0.971 g = running 0.051 0.761 0.944 0.843 h = walking ------------------------------------------------------- 0.056 0.627 0.651 0.623 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.931 0.754 0.833 a = climbing down 0.038 0.744 0.728 0.736 b = climbing up 0.000 1.000 0.681 0.810 c = jumping 0.047 0.018 0.005 0.008 d = lying 0.033 0.800 0.640 0.711 e = standing 0.212 0.330 0.689 0.446 f = sitting 0.007 0.960 0.983 0.971 g = running 0.041 0.798 0.936 0.861 h = walking ------------------------------------------------------- 0.053 0.654 0.669 0.649 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.928 0.921 0.924 a = climbing down 0.021 0.859 0.831 0.845 b = climbing up 0.000 1.000 0.681 0.810 c = jumping 0.044 0.013 0.003 0.005 d = lying 0.030 0.812 0.636 0.713 e = standing 0.215 0.335 0.715 0.457 f = sitting 0.007 0.960 0.983 0.971 g = running 0.023 0.874 0.917 0.895 h = walking ------------------------------------------------------- 0.048 0.682 0.700 0.679 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.944 0.907 0.925 a = climbing down 0.014 0.898 0.809 0.851 b = climbing up 0.000 1.000 0.681 0.810 c = jumping 0.044 0.013 0.003 0.005 d = lying 0.030 0.812 0.636 0.713 e = standing 0.215 0.335 0.715 0.457 f = sitting 0.007 0.960 0.983 0.971 g = running 0.027 0.861 0.976 0.915 h = walking ------------------------------------------------------- 0.047 0.687 0.704 0.683 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.907 0.928 a = climbing down 0.014 0.899 0.818 0.857 b = climbing up 0.000 1.000 0.681 0.810 c = jumping 0.044 0.019 0.005 0.008 d = lying 0.029 0.815 0.636 0.715 e = standing 0.214 0.337 0.719 0.459 f = sitting 0.007 0.960 0.983 0.971 g = running 0.026 0.865 0.976 0.917 h = walking ------------------------------------------------------- 0.047 0.690 0.706 0.685 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.948 0.896 0.921 a = climbing down 0.021 0.866 0.906 0.886 b = climbing up 0.000 1.000 0.681 0.810 c = jumping 0.044 0.000 0.000 0.000 d = lying 0.030 0.810 0.637 0.713 e = standing 0.215 0.334 0.711 0.454 f = sitting 0.007 0.960 0.983 0.971 g = running 0.013 0.927 0.939 0.933 h = walking ------------------------------------------------------- 0.046 0.690 0.710 0.689 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.921 0.763 0.835 a = climbing down 0.028 0.320 0.421 0.364 b = climbing up 0.001 0.975 1.000 0.987 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.011 0.946 0.944 0.945 e = standing 0.017 0.919 0.945 0.932 f = sitting 0.002 0.978 0.994 0.986 g = running 0.031 0.862 0.920 0.890 h = walking ------------------------------------------------------- 0.013 0.920 0.913 0.915 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.730 0.828 a = climbing down 0.014 0.333 0.221 0.266 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.002 0.990 0.935 0.962 e = standing 0.019 0.915 0.991 0.951 f = sitting 0.002 0.978 1.000 0.989 g = running 0.055 0.788 0.969 0.869 h = walking ------------------------------------------------------- 0.014 0.919 0.918 0.914 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.726 0.825 a = climbing down 0.012 0.345 0.211 0.261 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.002 0.990 0.936 0.963 e = standing 0.018 0.916 0.991 0.952 f = sitting 0.002 0.978 1.000 0.989 g = running 0.057 0.783 0.973 0.868 h = walking ------------------------------------------------------- 0.015 0.919 0.918 0.913 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.960 0.728 0.828 a = climbing down 0.012 0.309 0.179 0.227 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.002 0.990 0.938 0.964 e = standing 0.018 0.918 0.991 0.953 f = sitting 0.002 0.978 1.000 0.989 g = running 0.058 0.779 0.973 0.865 h = walking ------------------------------------------------------- 0.015 0.918 0.917 0.913 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.960 0.728 0.828 a = climbing down 0.012 0.302 0.168 0.216 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.002 0.990 0.942 0.966 e = standing 0.017 0.921 0.991 0.955 f = sitting 0.002 0.978 1.000 0.989 g = running 0.059 0.777 0.973 0.864 h = walking ------------------------------------------------------- 0.015 0.918 0.918 0.913 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.945 0.760 0.843 a = climbing down 0.013 0.339 0.211 0.260 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.002 0.990 0.942 0.966 e = standing 0.017 0.921 0.991 0.955 f = sitting 0.001 0.987 1.000 0.994 g = running 0.053 0.793 0.960 0.869 h = walking ------------------------------------------------------- 0.014 0.921 0.921 0.917 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.953 0.899 0.925 a = climbing down 0.022 0.269 0.275 0.272 b = climbing up 0.001 0.949 1.000 0.974 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.006 0.969 0.991 0.980 e = standing 0.002 0.990 0.968 0.979 f = sitting 0.003 0.975 0.987 0.981 g = running 0.028 0.869 0.891 0.880 h = walking ------------------------------------------------------- 0.008 0.939 0.938 0.938 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.915 0.939 0.927 a = climbing down 0.018 0.291 0.253 0.271 b = climbing up 0.001 0.949 1.000 0.974 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.006 0.972 0.987 0.979 e = standing 0.003 0.987 0.972 0.979 f = sitting 0.002 0.981 0.987 0.984 g = running 0.023 0.890 0.882 0.886 h = walking ------------------------------------------------------- 0.008 0.939 0.941 0.940 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.963 0.927 0.945 a = climbing down 0.005 0.273 0.066 0.106 b = climbing up 0.001 0.949 1.000 0.974 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.003 0.985 0.987 0.986 e = standing 0.003 0.987 0.985 0.986 f = sitting 0.002 0.981 0.987 0.984 g = running 0.037 0.847 0.969 0.904 h = walking ------------------------------------------------------- 0.009 0.939 0.952 0.943 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.963 0.927 0.945 a = climbing down 0.005 0.158 0.033 0.055 b = climbing up 0.001 0.949 1.000 0.974 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.003 0.985 0.987 0.986 e = standing 0.003 0.987 0.985 0.986 f = sitting 0.002 0.981 0.987 0.984 g = running 0.038 0.843 0.969 0.902 h = walking ------------------------------------------------------- 0.009 0.935 0.951 0.941 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.961 0.927 0.944 a = climbing down 0.005 0.167 0.033 0.055 b = climbing up 0.001 0.949 1.000 0.974 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.003 0.985 0.987 0.986 e = standing 0.003 0.987 0.985 0.986 f = sitting 0.002 0.981 0.987 0.984 g = running 0.038 0.843 0.969 0.902 h = walking ------------------------------------------------------- 0.009 0.935 0.951 0.941 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.961 0.927 0.944 a = climbing down 0.004 0.188 0.033 0.056 b = climbing up 0.001 0.974 1.000 0.987 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.003 0.985 0.987 0.986 e = standing 0.003 0.987 0.985 0.986 f = sitting 0.002 0.981 0.994 0.987 g = running 0.038 0.844 0.973 0.904 h = walking ------------------------------------------------------- 0.009 0.937 0.952 0.942 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.873 0.894 0.883 a = climbing down 0.031 0.785 0.735 0.759 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.037 0.813 0.975 0.887 d = lying 0.001 0.988 0.746 0.850 e = standing 0.043 0.753 0.778 0.766 f = sitting 0.003 0.987 0.985 0.986 g = running 0.033 0.831 0.868 0.849 h = walking ------------------------------------------------------- 0.023 0.867 0.861 0.860 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.868 0.886 0.877 a = climbing down 0.032 0.781 0.737 0.758 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.973 0.984 d = lying 0.001 0.989 0.806 0.888 e = standing 0.033 0.833 0.995 0.907 f = sitting 0.003 0.987 0.985 0.986 g = running 0.033 0.831 0.863 0.847 h = walking ------------------------------------------------------- 0.016 0.903 0.899 0.898 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.964 0.845 0.901 a = climbing down 0.068 0.673 0.914 0.775 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.973 0.984 d = lying 0.001 0.989 0.806 0.888 e = standing 0.033 0.833 0.995 0.907 f = sitting 0.002 0.990 0.983 0.987 g = running 0.013 0.912 0.720 0.805 h = walking ------------------------------------------------------- 0.017 0.912 0.895 0.896 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.853 0.906 a = climbing down 0.065 0.682 0.912 0.780 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.978 0.986 d = lying 0.001 0.989 0.813 0.893 e = standing 0.031 0.841 0.995 0.911 f = sitting 0.002 0.990 0.983 0.987 g = running 0.013 0.912 0.732 0.812 h = walking ------------------------------------------------------- 0.016 0.914 0.899 0.900 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.848 0.903 a = climbing down 0.062 0.691 0.915 0.788 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.976 0.986 d = lying 0.002 0.987 0.831 0.903 e = standing 0.029 0.853 0.995 0.918 f = sitting 0.002 0.990 0.983 0.987 g = running 0.013 0.917 0.749 0.825 h = walking ------------------------------------------------------- 0.015 0.918 0.904 0.905 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.848 0.903 a = climbing down 0.070 0.671 0.935 0.782 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.997 0.976 0.986 d = lying 0.002 0.987 0.828 0.900 e = standing 0.029 0.851 0.997 0.918 f = sitting 0.002 0.990 0.983 0.987 g = running 0.010 0.933 0.708 0.805 h = walking ------------------------------------------------------- 0.016 0.917 0.900 0.901 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.940 0.998 0.968 a = climbing down 0.034 0.784 0.811 0.797 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.050 0.767 1.000 0.868 d = lying 0.006 0.948 0.755 0.841 e = standing 0.038 0.741 0.659 0.698 f = sitting 0.000 1.000 0.997 0.999 g = running 0.024 0.864 0.807 0.834 h = walking ------------------------------------------------------- 0.022 0.867 0.862 0.860 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.976 0.995 0.986 a = climbing down 0.062 0.695 0.935 0.797 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.012 0.931 1.000 0.964 d = lying 0.006 0.953 0.759 0.845 e = standing 0.038 0.797 0.891 0.841 f = sitting 0.000 1.000 0.997 0.999 g = running 0.008 0.940 0.659 0.774 h = walking ------------------------------------------------------- 0.018 0.902 0.888 0.887 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.961 0.979 a = climbing down 0.100 0.596 0.969 0.738 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.934 1.000 0.966 d = lying 0.006 0.953 0.761 0.846 e = standing 0.037 0.799 0.894 0.844 f = sitting 0.000 1.000 1.000 1.000 g = running 0.005 0.952 0.477 0.636 h = walking ------------------------------------------------------- 0.022 0.894 0.862 0.858 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.966 0.981 a = climbing down 0.105 0.585 0.973 0.731 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.934 1.000 0.966 d = lying 0.006 0.953 0.761 0.846 e = standing 0.037 0.799 0.894 0.844 f = sitting 0.000 1.000 1.000 1.000 g = running 0.004 0.955 0.449 0.610 h = walking ------------------------------------------------------- 0.022 0.893 0.858 0.853 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.968 0.983 a = climbing down 0.095 0.609 0.973 0.749 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.931 1.000 0.964 d = lying 0.006 0.953 0.764 0.848 e = standing 0.037 0.801 0.891 0.843 f = sitting 0.000 1.000 1.000 1.000 g = running 0.004 0.960 0.502 0.659 h = walking ------------------------------------------------------- 0.021 0.897 0.867 0.863 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.971 0.984 a = climbing down 0.096 0.607 0.975 0.748 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.011 0.937 1.000 0.967 d = lying 0.006 0.953 0.761 0.846 e = standing 0.037 0.799 0.897 0.846 f = sitting 0.000 1.000 1.000 1.000 g = running 0.004 0.962 0.494 0.653 h = walking ------------------------------------------------------- 0.021 0.898 0.867 0.863 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.805 0.615 0.697 a = climbing down 0.125 0.567 0.913 0.699 b = climbing up 0.001 0.926 0.984 0.955 c = jumping 0.016 0.905 0.911 0.908 d = lying 0.061 0.629 0.890 0.737 e = standing 0.015 0.839 0.540 0.657 f = sitting 0.002 0.990 0.932 0.960 g = running 0.008 0.904 0.546 0.681 h = walking ------------------------------------------------------- 0.034 0.822 0.783 0.783 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.822 0.718 0.766 a = climbing down 0.071 0.698 0.920 0.794 b = climbing up 0.000 0.969 0.984 0.977 c = jumping 0.016 0.906 0.911 0.909 d = lying 0.059 0.635 0.892 0.742 e = standing 0.014 0.845 0.553 0.668 f = sitting 0.003 0.989 0.937 0.962 g = running 0.009 0.926 0.773 0.843 h = walking ------------------------------------------------------- 0.026 0.848 0.830 0.829 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.853 0.721 0.782 a = climbing down 0.056 0.734 0.864 0.794 b = climbing up 0.000 0.969 0.984 0.977 c = jumping 0.016 0.906 0.911 0.909 d = lying 0.058 0.640 0.898 0.748 e = standing 0.014 0.850 0.558 0.674 f = sitting 0.002 0.990 0.939 0.964 g = running 0.021 0.859 0.884 0.871 h = walking ------------------------------------------------------- 0.024 0.851 0.837 0.836 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.871 0.733 0.796 a = climbing down 0.063 0.724 0.927 0.813 b = climbing up 0.000 1.000 0.984 0.992 c = jumping 0.015 0.908 0.911 0.909 d = lying 0.058 0.639 0.894 0.745 e = standing 0.014 0.846 0.560 0.674 f = sitting 0.002 0.990 0.942 0.966 g = running 0.011 0.919 0.836 0.876 h = walking ------------------------------------------------------- 0.024 0.859 0.843 0.842 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.865 0.764 0.811 a = climbing down 0.049 0.767 0.913 0.834 b = climbing up 0.000 1.000 0.984 0.992 c = jumping 0.015 0.908 0.911 0.909 d = lying 0.058 0.644 0.908 0.754 e = standing 0.013 0.860 0.560 0.678 f = sitting 0.003 0.987 0.947 0.966 g = running 0.013 0.904 0.870 0.887 h = walking ------------------------------------------------------- 0.022 0.865 0.851 0.850 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.844 0.810 0.827 a = climbing down 0.039 0.806 0.904 0.852 b = climbing up 0.000 1.000 0.984 0.992 c = jumping 0.015 0.909 0.911 0.910 d = lying 0.058 0.646 0.912 0.756 e = standing 0.012 0.865 0.563 0.682 f = sitting 0.004 0.986 0.951 0.968 g = running 0.013 0.907 0.867 0.887 h = walking ------------------------------------------------------- 0.021 0.869 0.858 0.856 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.845 0.755 0.798 a = climbing down 0.098 0.630 0.929 0.751 b = climbing up 0.001 0.951 0.967 0.959 c = jumping 0.002 0.991 0.979 0.985 d = lying 0.022 0.804 0.785 0.794 e = standing 0.026 0.819 0.847 0.833 f = sitting 0.002 0.992 0.959 0.976 g = running 0.005 0.937 0.559 0.700 h = walking ------------------------------------------------------- 0.024 0.869 0.848 0.848 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.862 0.824 0.843 a = climbing down 0.033 0.829 0.891 0.859 b = climbing up 0.000 1.000 0.983 0.992 c = jumping 0.002 0.991 0.977 0.984 d = lying 0.022 0.803 0.789 0.796 e = standing 0.026 0.822 0.847 0.834 f = sitting 0.001 0.995 0.963 0.979 g = running 0.014 0.905 0.913 0.909 h = walking ------------------------------------------------------- 0.015 0.899 0.898 0.898 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.942 0.722 0.818 a = climbing down 0.048 0.780 0.960 0.861 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.989 0.977 0.983 d = lying 0.022 0.802 0.794 0.798 e = standing 0.025 0.824 0.843 0.834 f = sitting 0.001 0.997 0.952 0.974 g = running 0.017 0.888 0.925 0.906 h = walking ------------------------------------------------------- 0.016 0.901 0.894 0.894 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.867 0.699 0.774 a = climbing down 0.056 0.757 0.973 0.851 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.989 0.977 0.983 d = lying 0.022 0.804 0.794 0.799 e = standing 0.025 0.825 0.845 0.835 f = sitting 0.001 0.997 0.923 0.958 g = running 0.010 0.932 0.915 0.923 h = walking ------------------------------------------------------- 0.018 0.893 0.886 0.886 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.777 0.831 0.803 a = climbing down 0.037 0.822 0.964 0.888 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.994 0.977 0.985 d = lying 0.021 0.815 0.796 0.805 e = standing 0.025 0.829 0.861 0.845 f = sitting 0.001 0.998 0.859 0.923 g = running 0.005 0.960 0.911 0.935 h = walking ------------------------------------------------------- 0.017 0.897 0.890 0.891 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.777 0.839 0.807 a = climbing down 0.043 0.800 0.973 0.878 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.994 0.977 0.985 d = lying 0.020 0.822 0.804 0.813 e = standing 0.024 0.835 0.866 0.850 f = sitting 0.000 0.999 0.864 0.926 g = running 0.002 0.981 0.863 0.918 h = walking ------------------------------------------------------- 0.017 0.898 0.889 0.891 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.127 0.454 0.937 0.611 a = climbing down 0.040 0.751 0.821 0.784 b = climbing up 0.000 0.986 0.895 0.938 c = jumping 0.075 0.660 0.846 0.742 d = lying 0.021 0.852 0.906 0.878 e = standing 0.034 0.609 0.370 0.461 f = sitting 0.005 0.982 0.956 0.969 g = running 0.010 0.635 0.111 0.189 h = walking ------------------------------------------------------- 0.038 0.743 0.727 0.696 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.936 0.629 0.752 a = climbing down 0.049 0.740 0.950 0.832 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.069 0.678 0.846 0.753 d = lying 0.021 0.852 0.906 0.878 e = standing 0.034 0.633 0.410 0.498 f = sitting 0.005 0.983 0.950 0.966 g = running 0.029 0.824 0.854 0.839 h = walking ------------------------------------------------------- 0.029 0.822 0.817 0.810 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.961 0.608 0.745 a = climbing down 0.058 0.710 0.968 0.819 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.069 0.678 0.846 0.753 d = lying 0.021 0.852 0.906 0.878 e = standing 0.034 0.633 0.410 0.498 f = sitting 0.005 0.983 0.943 0.963 g = running 0.021 0.865 0.869 0.867 h = walking ------------------------------------------------------- 0.028 0.827 0.818 0.811 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.959 0.580 0.723 a = climbing down 0.072 0.668 0.978 0.794 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.069 0.678 0.846 0.753 d = lying 0.021 0.852 0.906 0.878 e = standing 0.034 0.633 0.410 0.498 f = sitting 0.005 0.984 0.941 0.962 g = running 0.015 0.895 0.839 0.866 h = walking ------------------------------------------------------- 0.029 0.825 0.811 0.805 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.582 0.725 a = climbing down 0.071 0.670 0.978 0.795 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.070 0.676 0.846 0.752 d = lying 0.021 0.851 0.906 0.877 e = standing 0.034 0.630 0.405 0.493 f = sitting 0.005 0.984 0.942 0.962 g = running 0.015 0.896 0.842 0.868 h = walking ------------------------------------------------------- 0.029 0.825 0.812 0.805 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.968 0.669 0.791 a = climbing down 0.051 0.737 0.973 0.839 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.071 0.671 0.846 0.748 d = lying 0.021 0.850 0.900 0.874 e = standing 0.034 0.619 0.394 0.481 f = sitting 0.005 0.984 0.942 0.962 g = running 0.019 0.882 0.888 0.885 h = walking ------------------------------------------------------- 0.028 0.830 0.824 0.817 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.139 0.432 0.951 0.594 a = climbing down 0.043 0.717 0.738 0.727 b = climbing up 0.000 0.985 0.893 0.937 c = jumping 0.017 0.905 0.943 0.924 d = lying 0.012 0.904 0.871 0.887 e = standing 0.018 0.869 0.855 0.862 f = sitting 0.005 0.985 0.981 0.983 g = running 0.005 0.672 0.069 0.125 h = walking ------------------------------------------------------- 0.027 0.817 0.788 0.759 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.124 0.458 0.936 0.615 a = climbing down 0.035 0.751 0.723 0.737 b = climbing up 0.000 0.985 0.893 0.937 c = jumping 0.018 0.900 0.941 0.920 d = lying 0.012 0.904 0.871 0.887 e = standing 0.019 0.866 0.848 0.857 f = sitting 0.004 0.986 0.981 0.984 g = running 0.006 0.870 0.244 0.381 h = walking ------------------------------------------------------- 0.025 0.850 0.807 0.796 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.043 0.689 0.864 0.767 a = climbing down 0.011 0.910 0.765 0.831 b = climbing up 0.000 0.985 0.893 0.937 c = jumping 0.000 1.000 0.892 0.943 d = lying 0.011 0.914 0.855 0.884 e = standing 0.030 0.823 0.977 0.893 f = sitting 0.004 0.987 0.981 0.984 g = running 0.027 0.825 0.811 0.818 h = walking ------------------------------------------------------- 0.015 0.898 0.889 0.890 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.703 0.862 0.774 a = climbing down 0.010 0.916 0.771 0.837 b = climbing up 0.000 0.986 0.920 0.952 c = jumping 0.000 1.000 0.892 0.943 d = lying 0.011 0.912 0.855 0.883 e = standing 0.030 0.823 0.975 0.892 f = sitting 0.004 0.988 0.981 0.985 g = running 0.027 0.826 0.827 0.827 h = walking ------------------------------------------------------- 0.015 0.901 0.892 0.893 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.826 0.724 0.771 a = climbing down 0.007 0.942 0.736 0.826 b = climbing up 0.000 0.985 0.893 0.937 c = jumping 0.000 1.000 0.897 0.945 d = lying 0.011 0.912 0.855 0.883 e = standing 0.029 0.826 0.975 0.894 f = sitting 0.004 0.987 0.981 0.984 g = running 0.055 0.734 0.968 0.835 h = walking ------------------------------------------------------- 0.016 0.904 0.893 0.893 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.800 0.800 0.800 a = climbing down 0.006 0.944 0.731 0.824 b = climbing up 0.000 0.985 0.893 0.937 c = jumping 0.000 1.000 0.901 0.948 d = lying 0.011 0.912 0.854 0.882 e = standing 0.029 0.829 0.975 0.896 f = sitting 0.004 0.987 0.981 0.984 g = running 0.044 0.775 0.956 0.856 h = walking ------------------------------------------------------- 0.015 0.907 0.899 0.899 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.037 0.717 0.707 0.712 a = climbing down 0.084 0.550 0.716 0.622 b = climbing up 0.001 0.966 0.919 0.942 c = jumping 0.005 0.970 0.917 0.943 d = lying 0.022 0.871 0.938 0.903 e = standing 0.016 0.908 0.897 0.903 f = sitting 0.001 0.997 0.997 0.997 g = running 0.032 0.711 0.521 0.601 h = walking ------------------------------------------------------- 0.026 0.835 0.827 0.827 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.874 0.685 0.768 a = climbing down 0.071 0.622 0.803 0.701 b = climbing up 0.000 0.983 0.919 0.950 c = jumping 0.007 0.961 0.928 0.944 d = lying 0.019 0.889 0.938 0.913 e = standing 0.016 0.908 0.896 0.902 f = sitting 0.001 0.997 0.998 0.998 g = running 0.037 0.734 0.674 0.703 h = walking ------------------------------------------------------- 0.022 0.866 0.858 0.859 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.938 0.679 0.788 a = climbing down 0.101 0.564 0.907 0.695 b = climbing up 0.000 0.983 0.919 0.950 c = jumping 0.005 0.971 0.930 0.950 d = lying 0.018 0.891 0.940 0.914 e = standing 0.015 0.912 0.908 0.910 f = sitting 0.001 0.997 0.998 0.998 g = running 0.022 0.782 0.525 0.628 h = walking ------------------------------------------------------- 0.022 0.875 0.853 0.853 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.944 0.681 0.791 a = climbing down 0.107 0.554 0.922 0.692 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.005 0.974 0.930 0.951 d = lying 0.018 0.891 0.940 0.914 e = standing 0.015 0.912 0.911 0.912 f = sitting 0.001 0.997 1.000 0.998 g = running 0.019 0.798 0.492 0.609 h = walking ------------------------------------------------------- 0.022 0.878 0.851 0.851 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.942 0.692 0.798 a = climbing down 0.105 0.560 0.922 0.697 b = climbing up 0.000 0.983 0.919 0.950 c = jumping 0.001 0.994 0.844 0.913 d = lying 0.010 0.933 0.872 0.902 e = standing 0.050 0.769 0.941 0.847 f = sitting 0.001 0.997 0.998 0.998 g = running 0.019 0.797 0.498 0.613 h = walking ------------------------------------------------------- 0.025 0.866 0.835 0.835 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.946 0.747 0.835 a = climbing down 0.096 0.584 0.932 0.718 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.000 0.998 0.838 0.911 d = lying 0.010 0.935 0.874 0.903 e = standing 0.051 0.766 0.945 0.846 f = sitting 0.001 0.997 1.000 0.998 g = running 0.018 0.809 0.504 0.621 h = walking ------------------------------------------------------- 0.024 0.871 0.843 0.843 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.054 0.670 0.826 0.740 a = climbing down 0.088 0.494 0.594 0.540 b = climbing up 0.004 0.789 1.000 0.882 c = jumping 0.006 0.971 0.981 0.976 d = lying 0.027 0.832 0.829 0.831 e = standing 0.031 0.823 0.816 0.819 f = sitting 0.002 0.991 0.884 0.935 g = running 0.025 0.767 0.539 0.633 h = walking ------------------------------------------------------- 0.030 0.808 0.795 0.796 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.063 0.638 0.841 0.725 a = climbing down 0.066 0.500 0.456 0.477 b = climbing up 0.004 0.779 1.000 0.876 c = jumping 0.112 0.630 0.987 0.769 d = lying 0.013 0.907 0.818 0.860 e = standing 0.029 0.651 0.310 0.420 f = sitting 0.002 0.991 0.884 0.935 g = running 0.043 0.689 0.621 0.653 h = walking ------------------------------------------------------- 0.046 0.724 0.714 0.701 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.066 0.630 0.841 0.720 a = climbing down 0.068 0.490 0.456 0.473 b = climbing up 0.004 0.779 1.000 0.876 c = jumping 0.102 0.651 0.987 0.785 d = lying 0.013 0.907 0.820 0.861 e = standing 0.029 0.687 0.364 0.476 f = sitting 0.002 0.991 0.886 0.936 g = running 0.051 0.613 0.531 0.569 h = walking ------------------------------------------------------- 0.046 0.721 0.711 0.699 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.049 0.694 0.841 0.761 a = climbing down 0.055 0.592 0.552 0.571 b = climbing up 0.005 0.741 1.000 0.851 c = jumping 0.102 0.650 0.987 0.784 d = lying 0.013 0.908 0.818 0.861 e = standing 0.029 0.687 0.364 0.476 f = sitting 0.002 0.991 0.880 0.932 g = running 0.044 0.701 0.684 0.692 h = walking ------------------------------------------------------- 0.042 0.752 0.742 0.732 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.046 0.709 0.849 0.773 a = climbing down 0.065 0.608 0.700 0.651 b = climbing up 0.005 0.741 1.000 0.851 c = jumping 0.025 0.883 0.987 0.932 d = lying 0.013 0.910 0.820 0.863 e = standing 0.031 0.815 0.785 0.800 f = sitting 0.001 0.995 0.878 0.933 g = running 0.023 0.805 0.630 0.707 h = walking ------------------------------------------------------- 0.027 0.827 0.817 0.818 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.035 0.765 0.854 0.807 a = climbing down 0.027 0.777 0.640 0.702 b = climbing up 0.002 0.882 1.000 0.938 c = jumping 0.030 0.864 0.987 0.922 d = lying 0.013 0.909 0.822 0.863 e = standing 0.031 0.813 0.760 0.786 f = sitting 0.001 0.995 0.900 0.945 g = running 0.039 0.781 0.910 0.841 h = walking ------------------------------------------------------- 0.024 0.850 0.847 0.846 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.944 0.629 0.755 a = climbing down 0.056 0.526 0.398 0.453 b = climbing up 0.001 0.910 0.938 0.924 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.051 0.392 0.238 0.296 e = standing 0.267 0.359 0.893 0.512 f = sitting 0.003 0.987 0.990 0.988 g = running 0.120 0.517 0.760 0.615 h = walking ------------------------------------------------------- 0.070 0.525 0.568 0.520 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.958 0.897 0.926 a = climbing down 0.024 0.847 0.841 0.844 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.055 0.372 0.236 0.288 e = standing 0.264 0.361 0.890 0.514 f = sitting 0.003 0.987 0.993 0.990 g = running 0.025 0.859 0.899 0.879 h = walking ------------------------------------------------------- 0.052 0.618 0.677 0.629 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.904 0.954 0.928 a = climbing down 0.017 0.880 0.807 0.842 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.012 0.836 0.315 0.458 d = lying 0.043 0.396 0.204 0.269 e = standing 0.212 0.405 0.862 0.551 f = sitting 0.003 0.987 0.993 0.990 g = running 0.023 0.870 0.894 0.882 h = walking ------------------------------------------------------- 0.045 0.766 0.722 0.709 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.915 0.967 0.940 a = climbing down 0.035 0.804 0.915 0.856 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.028 0.839 0.734 0.783 d = lying 0.024 0.503 0.176 0.261 e = standing 0.143 0.497 0.840 0.624 f = sitting 0.003 0.987 0.993 0.990 g = running 0.008 0.946 0.775 0.852 h = walking ------------------------------------------------------- 0.035 0.794 0.784 0.771 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.930 0.965 0.947 a = climbing down 0.045 0.768 0.954 0.851 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.028 0.839 0.728 0.780 d = lying 0.024 0.497 0.176 0.260 e = standing 0.143 0.496 0.842 0.624 f = sitting 0.003 0.987 0.993 0.990 g = running 0.003 0.978 0.721 0.830 h = walking ------------------------------------------------------- 0.036 0.795 0.780 0.767 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.930 0.965 0.947 a = climbing down 0.045 0.769 0.952 0.851 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.078 0.657 0.751 0.701 d = lying 0.024 0.508 0.182 0.268 e = standing 0.091 0.604 0.830 0.699 f = sitting 0.003 0.987 0.993 0.990 g = running 0.003 0.975 0.722 0.830 h = walking ------------------------------------------------------- 0.037 0.781 0.783 0.766 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.964 0.532 0.686 a = climbing down 0.056 0.533 0.407 0.462 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.750 0.009 0.017 d = lying 0.044 0.339 0.166 0.223 e = standing 0.295 0.314 0.807 0.452 f = sitting 0.002 0.989 1.000 0.994 g = running 0.124 0.527 0.813 0.640 h = walking ------------------------------------------------------- 0.074 0.643 0.549 0.505 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.945 0.714 0.814 a = climbing down 0.131 0.404 0.569 0.473 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.750 0.009 0.017 d = lying 0.044 0.314 0.148 0.201 e = standing 0.298 0.312 0.809 0.451 f = sitting 0.002 0.991 1.000 0.996 g = running 0.078 0.425 0.337 0.376 h = walking ------------------------------------------------------- 0.078 0.606 0.520 0.479 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.956 0.758 0.846 a = climbing down 0.026 0.838 0.863 0.850 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.964 0.624 0.757 d = lying 0.030 0.420 0.158 0.230 e = standing 0.188 0.419 0.810 0.553 f = sitting 0.002 0.990 1.000 0.995 g = running 0.024 0.876 0.977 0.923 h = walking ------------------------------------------------------- 0.039 0.795 0.761 0.754 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.973 0.789 0.871 a = climbing down 0.039 0.796 0.964 0.872 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.985 0.760 0.858 d = lying 0.020 0.387 0.092 0.149 e = standing 0.171 0.463 0.883 0.608 f = sitting 0.002 0.990 1.000 0.995 g = running 0.004 0.975 0.911 0.942 h = walking ------------------------------------------------------- 0.034 0.811 0.793 0.777 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.973 0.793 0.874 a = climbing down 0.037 0.804 0.966 0.878 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.994 0.724 0.838 d = lying 0.035 0.362 0.144 0.206 e = standing 0.163 0.463 0.842 0.597 f = sitting 0.002 0.990 1.000 0.995 g = running 0.003 0.981 0.922 0.951 h = walking ------------------------------------------------------- 0.034 0.812 0.790 0.782 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.853 0.904 a = climbing down 0.028 0.841 0.959 0.896 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.994 0.744 0.851 d = lying 0.035 0.365 0.148 0.211 e = standing 0.159 0.468 0.837 0.600 f = sitting 0.002 0.990 1.000 0.995 g = running 0.002 0.989 0.934 0.961 h = walking ------------------------------------------------------- 0.032 0.818 0.801 0.792 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.071 0.562 0.860 0.680 a = climbing down 0.119 0.521 0.460 0.488 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.812 0.896 d = lying 0.067 0.593 0.975 0.737 e = standing 0.012 0.902 0.709 0.794 f = sitting 0.024 0.837 0.768 0.801 g = running 0.108 0.399 0.418 0.408 h = walking ------------------------------------------------------- 0.060 0.672 0.660 0.655 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.040 0.721 0.983 0.832 a = climbing down 0.004 0.976 0.635 0.770 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.812 0.896 d = lying 0.066 0.594 0.975 0.738 e = standing 0.012 0.902 0.711 0.795 f = sitting 0.024 0.862 0.938 0.899 g = running 0.065 0.720 0.969 0.826 h = walking ------------------------------------------------------- 0.025 0.838 0.814 0.806 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.038 0.732 0.979 0.837 a = climbing down 0.004 0.976 0.641 0.774 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.812 0.896 d = lying 0.066 0.594 0.975 0.738 e = standing 0.012 0.902 0.711 0.795 f = sitting 0.024 0.862 0.940 0.900 g = running 0.065 0.719 0.972 0.826 h = walking ------------------------------------------------------- 0.025 0.839 0.816 0.808 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.845 0.955 0.896 a = climbing down 0.041 0.867 0.952 0.908 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.812 0.896 d = lying 0.065 0.599 0.975 0.742 e = standing 0.014 0.888 0.709 0.789 f = sitting 0.024 0.863 0.948 0.904 g = running 0.002 0.987 0.806 0.887 h = walking ------------------------------------------------------- 0.022 0.864 0.858 0.852 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.864 0.952 0.906 a = climbing down 0.033 0.891 0.959 0.924 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.812 0.896 d = lying 0.065 0.599 0.975 0.742 e = standing 0.014 0.888 0.709 0.789 f = sitting 0.024 0.864 0.953 0.906 g = running 0.002 0.987 0.851 0.914 h = walking ------------------------------------------------------- 0.020 0.871 0.867 0.860 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.870 0.952 0.909 a = climbing down 0.032 0.895 0.960 0.926 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.812 0.896 d = lying 0.061 0.615 0.975 0.754 e = standing 0.017 0.868 0.716 0.785 f = sitting 0.024 0.864 0.953 0.906 g = running 0.002 0.986 0.860 0.919 h = walking ------------------------------------------------------- 0.020 0.871 0.869 0.863 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.072 0.551 0.831 0.663 a = climbing down 0.087 0.508 0.319 0.392 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.198 0.330 d = lying 0.183 0.350 1.000 0.519 e = standing 0.035 0.679 0.473 0.558 f = sitting 0.024 0.846 0.839 0.842 g = running 0.148 0.368 0.508 0.427 h = walking ------------------------------------------------------- 0.072 0.614 0.523 0.500 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.836 0.776 0.805 a = climbing down 0.018 0.839 0.338 0.482 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.198 0.330 d = lying 0.168 0.371 1.000 0.541 e = standing 0.049 0.611 0.488 0.543 f = sitting 0.024 0.865 0.993 0.925 g = running 0.172 0.482 0.941 0.637 h = walking ------------------------------------------------------- 0.056 0.726 0.608 0.576 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.850 0.757 0.801 a = climbing down 0.032 0.868 0.736 0.796 b = climbing up 0.000 1.000 0.648 0.786 c = jumping 0.000 1.000 0.195 0.326 d = lying 0.173 0.363 1.000 0.533 e = standing 0.046 0.618 0.475 0.537 f = sitting 0.009 0.946 0.993 0.969 g = running 0.065 0.706 0.920 0.799 h = walking ------------------------------------------------------- 0.041 0.797 0.702 0.688 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.983 0.550 0.705 a = climbing down 0.150 0.652 0.992 0.787 b = climbing up 0.000 1.000 0.886 0.940 c = jumping 0.000 1.000 0.195 0.326 d = lying 0.173 0.363 1.000 0.533 e = standing 0.046 0.618 0.475 0.537 f = sitting 0.003 0.982 0.992 0.987 g = running 0.002 0.978 0.495 0.658 h = walking ------------------------------------------------------- 0.056 0.807 0.681 0.662 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.984 0.571 0.723 a = climbing down 0.067 0.807 0.986 0.887 b = climbing up 0.000 1.000 0.943 0.971 c = jumping 0.000 1.000 0.195 0.326 d = lying 0.173 0.363 1.000 0.533 e = standing 0.046 0.618 0.475 0.537 f = sitting 0.002 0.990 0.992 0.991 g = running 0.006 0.962 0.909 0.935 h = walking ------------------------------------------------------- 0.038 0.840 0.743 0.727 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.950 0.762 0.845 a = climbing down 0.042 0.869 0.981 0.922 b = climbing up 0.000 1.000 0.977 0.989 c = jumping 0.000 1.000 0.195 0.326 d = lying 0.173 0.363 1.000 0.533 e = standing 0.046 0.618 0.475 0.537 f = sitting 0.001 0.995 0.992 0.993 g = running 0.005 0.970 0.912 0.940 h = walking ------------------------------------------------------- 0.032 0.852 0.762 0.748 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.991 0.480 0.647 a = climbing down 0.053 0.666 0.720 0.692 b = climbing up 0.000 0.978 0.978 0.978 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.045 0.750 0.823 0.785 e = standing 0.029 0.797 0.718 0.755 f = sitting 0.002 0.990 0.972 0.981 g = running 0.059 0.729 0.982 0.837 h = walking ------------------------------------------------------- 0.026 0.852 0.835 0.831 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.639 0.779 a = climbing down 0.053 0.729 0.955 0.827 b = climbing up 0.000 0.978 0.978 0.978 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.045 0.753 0.836 0.792 e = standing 0.027 0.809 0.718 0.760 f = sitting 0.003 0.988 0.976 0.982 g = running 0.011 0.930 0.934 0.932 h = walking ------------------------------------------------------- 0.019 0.890 0.878 0.877 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.648 0.785 a = climbing down 0.053 0.729 0.957 0.827 b = climbing up 0.000 0.978 0.978 0.978 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.046 0.758 0.891 0.819 e = standing 0.018 0.861 0.708 0.777 f = sitting 0.003 0.988 0.973 0.981 g = running 0.012 0.928 0.928 0.928 h = walking ------------------------------------------------------- 0.018 0.898 0.884 0.883 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.990 0.654 0.788 a = climbing down 0.054 0.724 0.958 0.825 b = climbing up 0.000 0.978 0.978 0.978 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.046 0.758 0.892 0.820 e = standing 0.018 0.863 0.708 0.777 f = sitting 0.003 0.988 0.973 0.981 g = running 0.011 0.930 0.913 0.921 h = walking ------------------------------------------------------- 0.018 0.897 0.884 0.883 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.993 0.646 0.783 a = climbing down 0.153 0.491 0.995 0.657 b = climbing up 0.000 0.978 0.978 0.978 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.046 0.758 0.892 0.820 e = standing 0.018 0.863 0.708 0.777 f = sitting 0.001 0.996 0.936 0.965 g = running 0.001 0.991 0.390 0.560 h = walking ------------------------------------------------------- 0.029 0.877 0.808 0.808 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.707 0.824 a = climbing down 0.039 0.786 0.960 0.864 b = climbing up 0.000 0.978 0.978 0.978 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.047 0.758 0.899 0.823 e = standing 0.017 0.870 0.706 0.779 f = sitting 0.002 0.992 0.964 0.978 g = running 0.012 0.926 0.973 0.949 h = walking ------------------------------------------------------- 0.016 0.906 0.897 0.896 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.000 0.996 0.492 0.659 a = climbing down 0.065 0.604 0.676 0.638 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.004 0.971 0.718 0.826 e = standing 0.049 0.765 0.985 0.861 f = sitting 0.000 1.000 0.990 0.995 g = running 0.055 0.737 0.951 0.830 h = walking ------------------------------------------------------- 0.023 0.875 0.851 0.847 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 0.996 0.609 0.756 a = climbing down 0.088 0.617 0.958 0.751 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.002 0.980 0.740 0.843 e = standing 0.045 0.779 0.992 0.873 f = sitting 0.000 1.000 0.986 0.993 g = running 0.006 0.952 0.765 0.848 h = walking ------------------------------------------------------- 0.019 0.910 0.877 0.878 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.996 0.615 0.761 a = climbing down 0.088 0.616 0.958 0.750 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.002 0.980 0.745 0.847 e = standing 0.045 0.782 0.992 0.875 f = sitting 0.000 1.000 0.985 0.992 g = running 0.006 0.951 0.758 0.844 h = walking ------------------------------------------------------- 0.019 0.910 0.877 0.879 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.644 0.782 a = climbing down 0.085 0.624 0.958 0.756 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.002 0.981 0.780 0.869 e = standing 0.039 0.805 0.992 0.888 f = sitting 0.000 1.000 0.985 0.992 g = running 0.006 0.951 0.755 0.842 h = walking ------------------------------------------------------- 0.018 0.915 0.885 0.886 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.881 0.826 0.853 a = climbing down 0.048 0.742 0.931 0.826 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.002 0.981 0.787 0.873 e = standing 0.038 0.809 0.992 0.891 f = sitting 0.003 0.987 0.994 0.990 g = running 0.006 0.952 0.764 0.847 h = walking ------------------------------------------------------- 0.015 0.916 0.904 0.904 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.914 0.840 0.875 a = climbing down 0.020 0.855 0.815 0.834 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.002 0.982 0.798 0.881 e = standing 0.036 0.817 0.992 0.896 f = sitting 0.003 0.986 0.994 0.990 g = running 0.025 0.860 0.943 0.899 h = walking ------------------------------------------------------- 0.013 0.922 0.917 0.917 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.789 0.649 0.712 a = climbing down 0.026 0.679 0.448 0.539 b = climbing up 0.000 0.963 0.280 0.433 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.150 0.120 0.107 0.113 e = standing 0.172 0.125 0.154 0.138 f = sitting 0.031 0.863 0.994 0.923 g = running 0.064 0.737 0.939 0.826 h = walking ------------------------------------------------------- 0.067 0.621 0.609 0.604 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.784 0.656 0.714 a = climbing down 0.025 0.683 0.440 0.535 b = climbing up 0.000 0.982 0.602 0.747 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.150 0.120 0.107 0.113 e = standing 0.172 0.125 0.154 0.138 f = sitting 0.022 0.900 0.994 0.944 g = running 0.064 0.736 0.941 0.826 h = walking ------------------------------------------------------- 0.065 0.628 0.617 0.615 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.778 0.656 0.712 a = climbing down 0.024 0.688 0.436 0.534 b = climbing up 0.000 0.984 0.677 0.803 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.150 0.120 0.107 0.113 e = standing 0.172 0.125 0.154 0.138 f = sitting 0.019 0.909 0.994 0.950 g = running 0.065 0.734 0.943 0.826 h = walking ------------------------------------------------------- 0.065 0.629 0.619 0.617 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.791 0.659 0.719 a = climbing down 0.024 0.698 0.445 0.544 b = climbing up 0.000 0.986 0.742 0.847 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.150 0.120 0.107 0.113 e = standing 0.172 0.125 0.154 0.138 f = sitting 0.017 0.917 0.994 0.954 g = running 0.065 0.733 0.943 0.825 h = walking ------------------------------------------------------- 0.065 0.633 0.622 0.620 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.786 0.662 0.719 a = climbing down 0.023 0.703 0.440 0.542 b = climbing up 0.000 0.986 0.753 0.854 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.150 0.120 0.107 0.113 e = standing 0.172 0.125 0.154 0.138 f = sitting 0.017 0.919 0.994 0.955 g = running 0.065 0.735 0.948 0.828 h = walking ------------------------------------------------------- 0.064 0.633 0.622 0.621 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.885 0.630 0.736 a = climbing down 0.025 0.740 0.583 0.652 b = climbing up 0.000 0.986 0.774 0.867 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.150 0.120 0.107 0.113 e = standing 0.172 0.125 0.154 0.138 f = sitting 0.015 0.927 0.995 0.960 g = running 0.054 0.773 0.964 0.858 h = walking ------------------------------------------------------- 0.062 0.652 0.639 0.640 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.867 0.816 0.841 a = climbing down 0.021 0.747 0.496 0.597 b = climbing up 0.000 1.000 0.311 0.475 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.160 0.036 0.031 0.033 e = standing 0.180 0.018 0.021 0.020 f = sitting 0.028 0.873 0.992 0.929 g = running 0.054 0.766 0.936 0.843 h = walking ------------------------------------------------------- 0.067 0.614 0.613 0.604 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.912 0.780 0.840 a = climbing down 0.026 0.746 0.619 0.676 b = climbing up 0.000 1.000 0.389 0.560 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.160 0.030 0.026 0.028 e = standing 0.181 0.018 0.021 0.019 f = sitting 0.026 0.883 0.995 0.936 g = running 0.041 0.812 0.933 0.868 h = walking ------------------------------------------------------- 0.065 0.625 0.624 0.619 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.939 0.757 0.838 a = climbing down 0.042 0.698 0.787 0.740 b = climbing up 0.000 1.000 0.478 0.647 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.160 0.030 0.026 0.028 e = standing 0.181 0.018 0.021 0.019 f = sitting 0.023 0.896 0.995 0.943 g = running 0.021 0.889 0.866 0.877 h = walking ------------------------------------------------------- 0.062 0.637 0.632 0.631 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.935 0.763 0.841 a = climbing down 0.041 0.710 0.818 0.760 b = climbing up 0.000 1.000 0.478 0.647 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.160 0.030 0.026 0.028 e = standing 0.181 0.018 0.021 0.019 f = sitting 0.023 0.895 0.995 0.942 g = running 0.016 0.910 0.866 0.887 h = walking ------------------------------------------------------- 0.062 0.641 0.636 0.635 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.937 0.780 0.851 a = climbing down 0.040 0.715 0.818 0.763 b = climbing up 0.000 1.000 0.489 0.657 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.160 0.030 0.026 0.028 e = standing 0.181 0.018 0.021 0.019 f = sitting 0.023 0.896 0.995 0.943 g = running 0.016 0.910 0.862 0.886 h = walking ------------------------------------------------------- 0.062 0.642 0.637 0.636 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.938 0.845 0.889 a = climbing down 0.070 0.621 0.930 0.745 b = climbing up 0.000 1.000 0.533 0.696 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.160 0.030 0.026 0.028 e = standing 0.181 0.018 0.021 0.019 f = sitting 0.021 0.904 0.995 0.947 g = running 0.001 0.993 0.669 0.799 h = walking ------------------------------------------------------- 0.062 0.646 0.625 0.625 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.893 0.462 0.608 a = climbing down 0.070 0.601 0.653 0.626 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.069 0.633 0.631 0.632 d = lying 0.062 0.544 0.537 0.541 e = standing 0.081 0.602 0.609 0.605 f = sitting 0.008 0.955 0.990 0.972 g = running 0.078 0.614 0.793 0.692 h = walking ------------------------------------------------------- 0.054 0.694 0.679 0.677 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.891 0.643 0.747 a = climbing down 0.051 0.734 0.860 0.792 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.074 0.692 0.886 0.777 d = lying 0.020 0.787 0.529 0.633 e = standing 0.077 0.607 0.590 0.599 f = sitting 0.008 0.955 0.992 0.973 g = running 0.032 0.802 0.825 0.813 h = walking ------------------------------------------------------- 0.041 0.777 0.770 0.765 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.923 0.692 0.791 a = climbing down 0.051 0.723 0.827 0.771 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.073 0.694 0.882 0.776 d = lying 0.020 0.782 0.529 0.631 e = standing 0.077 0.608 0.594 0.601 f = sitting 0.008 0.954 0.993 0.973 g = running 0.037 0.775 0.798 0.786 h = walking ------------------------------------------------------- 0.041 0.775 0.767 0.764 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.944 0.752 0.837 a = climbing down 0.067 0.688 0.918 0.787 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.073 0.697 0.897 0.785 d = lying 0.018 0.801 0.529 0.637 e = standing 0.076 0.610 0.594 0.602 f = sitting 0.008 0.957 0.993 0.975 g = running 0.015 0.878 0.704 0.781 h = walking ------------------------------------------------------- 0.040 0.790 0.776 0.773 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.910 0.782 0.841 a = climbing down 0.058 0.698 0.827 0.757 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.073 0.696 0.889 0.781 d = lying 0.019 0.790 0.531 0.635 e = standing 0.076 0.611 0.594 0.602 f = sitting 0.007 0.960 0.993 0.976 g = running 0.027 0.812 0.734 0.771 h = walking ------------------------------------------------------- 0.040 0.778 0.770 0.768 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.895 0.806 0.848 a = climbing down 0.049 0.709 0.738 0.723 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.073 0.696 0.891 0.781 d = lying 0.020 0.785 0.531 0.634 e = standing 0.075 0.615 0.596 0.605 f = sitting 0.005 0.969 0.997 0.983 g = running 0.038 0.763 0.780 0.771 h = walking ------------------------------------------------------- 0.041 0.772 0.768 0.765 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.775 0.297 0.429 a = climbing down 0.101 0.511 0.651 0.573 b = climbing up 0.000 1.000 0.762 0.865 c = jumping 0.015 0.858 0.478 0.614 d = lying 0.090 0.508 0.686 0.583 e = standing 0.078 0.671 0.782 0.723 f = sitting 0.008 0.955 1.000 0.977 g = running 0.086 0.552 0.673 0.606 h = walking ------------------------------------------------------- 0.054 0.702 0.666 0.659 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.776 0.424 0.548 a = climbing down 0.140 0.461 0.740 0.568 b = climbing up 0.000 1.000 0.762 0.865 c = jumping 0.041 0.815 0.961 0.882 d = lying 0.026 0.760 0.596 0.668 e = standing 0.046 0.767 0.756 0.762 f = sitting 0.006 0.968 0.998 0.983 g = running 0.051 0.568 0.430 0.489 h = walking ------------------------------------------------------- 0.046 0.739 0.721 0.716 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.037 0.671 0.591 0.629 a = climbing down 0.079 0.549 0.595 0.571 b = climbing up 0.000 1.000 0.750 0.857 c = jumping 0.041 0.815 0.963 0.883 d = lying 0.026 0.763 0.604 0.674 e = standing 0.046 0.770 0.753 0.762 f = sitting 0.006 0.968 0.998 0.983 g = running 0.053 0.671 0.682 0.676 h = walking ------------------------------------------------------- 0.040 0.754 0.754 0.751 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.757 0.551 0.638 a = climbing down 0.073 0.628 0.761 0.688 b = climbing up 0.000 1.000 0.725 0.841 c = jumping 0.040 0.817 0.963 0.884 d = lying 0.026 0.762 0.602 0.673 e = standing 0.046 0.771 0.758 0.764 f = sitting 0.007 0.963 0.998 0.980 g = running 0.040 0.746 0.754 0.750 h = walking ------------------------------------------------------- 0.036 0.785 0.782 0.778 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.023 0.755 0.557 0.641 a = climbing down 0.072 0.628 0.756 0.686 b = climbing up 0.000 1.000 0.750 0.857 c = jumping 0.039 0.820 0.963 0.886 d = lying 0.025 0.764 0.602 0.674 e = standing 0.046 0.772 0.763 0.768 f = sitting 0.006 0.966 0.998 0.982 g = running 0.040 0.747 0.755 0.751 h = walking ------------------------------------------------------- 0.036 0.786 0.784 0.780 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.768 0.712 0.739 a = climbing down 0.071 0.640 0.784 0.705 b = climbing up 0.000 1.000 0.750 0.857 c = jumping 0.040 0.817 0.963 0.884 d = lying 0.025 0.765 0.606 0.677 e = standing 0.045 0.774 0.759 0.766 f = sitting 0.006 0.966 0.998 0.982 g = running 0.020 0.846 0.703 0.768 h = walking ------------------------------------------------------- 0.034 0.803 0.798 0.796 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.698 0.636 0.665 a = climbing down 0.209 0.359 0.773 0.490 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.002 0.986 0.930 0.957 d = lying 0.037 0.795 0.951 0.866 e = standing 0.014 0.909 0.800 0.851 f = sitting 0.004 0.977 0.997 0.987 g = running 0.008 0.324 0.020 0.037 h = walking ------------------------------------------------------- 0.041 0.731 0.731 0.698 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.712 0.631 0.669 a = climbing down 0.211 0.362 0.790 0.496 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.002 0.986 0.930 0.957 d = lying 0.037 0.795 0.951 0.866 e = standing 0.014 0.909 0.800 0.851 f = sitting 0.004 0.977 0.997 0.987 g = running 0.007 0.273 0.015 0.028 h = walking ------------------------------------------------------- 0.040 0.725 0.732 0.698 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.033 0.715 0.631 0.671 a = climbing down 0.212 0.361 0.792 0.496 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.002 0.986 0.930 0.957 d = lying 0.037 0.795 0.951 0.866 e = standing 0.014 0.909 0.800 0.851 f = sitting 0.004 0.977 0.997 0.987 g = running 0.007 0.233 0.012 0.022 h = walking ------------------------------------------------------- 0.040 0.719 0.732 0.698 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.856 0.540 0.662 a = climbing down 0.230 0.376 0.918 0.534 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.002 0.986 0.930 0.957 d = lying 0.037 0.795 0.951 0.866 e = standing 0.014 0.909 0.800 0.851 f = sitting 0.004 0.979 0.997 0.988 g = running 0.004 0.235 0.007 0.013 h = walking ------------------------------------------------------- 0.040 0.738 0.737 0.700 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.917 0.489 0.638 a = climbing down 0.237 0.379 0.959 0.544 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.002 0.986 0.930 0.957 d = lying 0.037 0.795 0.951 0.866 e = standing 0.014 0.909 0.800 0.851 f = sitting 0.004 0.979 0.997 0.988 g = running 0.004 0.250 0.007 0.013 h = walking ------------------------------------------------------- 0.040 0.748 0.736 0.699 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.914 0.520 0.663 a = climbing down 0.234 0.381 0.953 0.544 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.002 0.986 0.930 0.957 d = lying 0.037 0.796 0.955 0.868 e = standing 0.013 0.912 0.800 0.853 f = sitting 0.004 0.980 0.997 0.988 g = running 0.003 0.286 0.007 0.013 h = walking ------------------------------------------------------- 0.040 0.754 0.740 0.702 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.722 0.846 0.779 a = climbing down 0.186 0.364 0.706 0.480 b = climbing up 0.001 0.968 0.723 0.828 c = jumping 0.008 0.954 1.000 0.977 d = lying 0.028 0.842 0.992 0.911 e = standing 0.001 0.991 0.784 0.876 f = sitting 0.008 0.955 0.997 0.975 g = running 0.006 0.462 0.030 0.056 h = walking ------------------------------------------------------- 0.037 0.765 0.755 0.720 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.804 0.853 0.828 a = climbing down 0.189 0.397 0.823 0.535 b = climbing up 0.001 0.967 0.699 0.811 c = jumping 0.004 0.978 1.000 0.989 d = lying 0.020 0.850 0.744 0.793 e = standing 0.039 0.789 0.860 0.823 f = sitting 0.009 0.952 0.997 0.974 g = running 0.002 0.632 0.020 0.039 h = walking ------------------------------------------------------- 0.039 0.780 0.748 0.709 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.028 0.799 0.871 0.833 a = climbing down 0.188 0.396 0.817 0.533 b = climbing up 0.001 0.967 0.699 0.811 c = jumping 0.004 0.978 1.000 0.989 d = lying 0.020 0.843 0.706 0.769 e = standing 0.045 0.766 0.860 0.810 f = sitting 0.009 0.953 0.995 0.974 g = running 0.002 0.571 0.013 0.026 h = walking ------------------------------------------------------- 0.039 0.766 0.743 0.702 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.794 0.871 0.831 a = climbing down 0.188 0.396 0.815 0.533 b = climbing up 0.001 0.967 0.699 0.811 c = jumping 0.004 0.978 1.000 0.989 d = lying 0.020 0.851 0.751 0.798 e = standing 0.038 0.794 0.860 0.826 f = sitting 0.009 0.953 0.995 0.974 g = running 0.002 0.571 0.013 0.026 h = walking ------------------------------------------------------- 0.038 0.771 0.749 0.708 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.798 0.873 0.834 a = climbing down 0.187 0.398 0.819 0.535 b = climbing up 0.001 0.968 0.723 0.828 c = jumping 0.004 0.978 1.000 0.989 d = lying 0.020 0.861 0.810 0.835 e = standing 0.029 0.835 0.860 0.847 f = sitting 0.008 0.956 0.995 0.975 g = running 0.002 0.571 0.013 0.026 h = walking ------------------------------------------------------- 0.037 0.779 0.758 0.717 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.026 0.815 0.875 0.844 a = climbing down 0.188 0.402 0.834 0.542 b = climbing up 0.001 0.968 0.723 0.828 c = jumping 0.004 0.978 1.000 0.989 d = lying 0.019 0.863 0.814 0.838 e = standing 0.028 0.838 0.861 0.849 f = sitting 0.008 0.956 0.995 0.975 g = running 0.002 0.571 0.013 0.026 h = walking ------------------------------------------------------- 0.036 0.782 0.761 0.720 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.891 0.574 0.698 a = climbing down 0.145 0.511 0.831 0.633 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.772 0.872 d = lying 0.019 0.792 0.617 0.693 e = standing 0.093 0.662 0.899 0.762 f = sitting 0.004 0.979 1.000 0.989 g = running 0.030 0.636 0.332 0.436 h = walking ------------------------------------------------------- 0.046 0.782 0.746 0.742 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.923 0.561 0.698 a = climbing down 0.081 0.633 0.762 0.691 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.772 0.872 d = lying 0.020 0.788 0.619 0.693 e = standing 0.093 0.662 0.896 0.761 f = sitting 0.004 0.977 1.000 0.988 g = running 0.056 0.657 0.670 0.663 h = walking ------------------------------------------------------- 0.039 0.806 0.780 0.781 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.927 0.597 0.727 a = climbing down 0.055 0.696 0.682 0.689 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.772 0.872 d = lying 0.020 0.788 0.619 0.693 e = standing 0.093 0.662 0.896 0.761 f = sitting 0.004 0.975 1.000 0.988 g = running 0.074 0.627 0.781 0.695 h = walking ------------------------------------------------------- 0.038 0.811 0.787 0.788 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.930 0.590 0.722 a = climbing down 0.038 0.730 0.561 0.634 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.772 0.872 d = lying 0.017 0.803 0.600 0.687 e = standing 0.095 0.659 0.908 0.763 f = sitting 0.004 0.975 1.000 0.988 g = running 0.102 0.573 0.856 0.687 h = walking ------------------------------------------------------- 0.039 0.811 0.777 0.778 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.963 0.538 0.690 a = climbing down 0.066 0.657 0.687 0.672 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.772 0.872 d = lying 0.017 0.812 0.607 0.695 e = standing 0.094 0.662 0.912 0.767 f = sitting 0.004 0.975 1.000 0.988 g = running 0.073 0.627 0.774 0.693 h = walking ------------------------------------------------------- 0.039 0.812 0.782 0.783 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.966 0.512 0.669 a = climbing down 0.065 0.655 0.676 0.665 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.772 0.872 d = lying 0.017 0.805 0.610 0.694 e = standing 0.094 0.662 0.908 0.765 f = sitting 0.002 0.990 1.000 0.995 g = running 0.080 0.611 0.785 0.687 h = walking ------------------------------------------------------- 0.039 0.811 0.779 0.779 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.776 0.723 0.749 a = climbing down 0.150 0.490 0.785 0.604 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.019 0.813 0.714 0.760 e = standing 0.036 0.833 0.894 0.862 f = sitting 0.007 0.960 1.000 0.979 g = running 0.021 0.606 0.200 0.301 h = walking ------------------------------------------------------- 0.038 0.791 0.781 0.766 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.727 0.752 0.739 a = climbing down 0.131 0.509 0.740 0.603 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.019 0.813 0.714 0.760 e = standing 0.036 0.833 0.894 0.862 f = sitting 0.007 0.960 1.000 0.979 g = running 0.027 0.603 0.257 0.360 h = walking ------------------------------------------------------- 0.036 0.789 0.785 0.773 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.037 0.693 0.789 0.737 a = climbing down 0.073 0.633 0.691 0.661 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.020 0.808 0.702 0.752 e = standing 0.038 0.827 0.893 0.859 f = sitting 0.007 0.961 1.000 0.980 g = running 0.037 0.695 0.530 0.601 h = walking ------------------------------------------------------- 0.030 0.816 0.817 0.813 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.039 0.691 0.817 0.749 a = climbing down 0.074 0.647 0.737 0.689 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.015 0.839 0.671 0.746 e = standing 0.042 0.816 0.916 0.864 f = sitting 0.007 0.961 1.000 0.980 g = running 0.025 0.765 0.519 0.619 h = walking ------------------------------------------------------- 0.029 0.829 0.826 0.822 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.034 0.719 0.820 0.766 a = climbing down 0.112 0.565 0.790 0.659 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.013 0.856 0.667 0.750 e = standing 0.042 0.816 0.927 0.868 f = sitting 0.007 0.961 1.000 0.980 g = running 0.016 0.761 0.316 0.446 h = walking ------------------------------------------------------- 0.033 0.820 0.807 0.796 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.030 0.742 0.796 0.768 a = climbing down 0.062 0.689 0.750 0.718 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.013 0.859 0.667 0.751 e = standing 0.042 0.816 0.928 0.869 f = sitting 0.007 0.961 1.000 0.980 g = running 0.030 0.767 0.624 0.688 h = walking ------------------------------------------------------- 0.026 0.843 0.841 0.839 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.047 0.478 0.640 0.548 a = climbing down 0.185 0.297 0.509 0.375 b = climbing up 0.003 0.867 0.944 0.904 c = jumping 0.000 1.000 0.010 0.020 d = lying 0.097 0.631 0.934 0.753 e = standing 0.189 0.321 0.500 0.391 f = sitting 0.023 0.880 0.988 0.931 g = running 0.033 0.243 0.050 0.083 h = walking ------------------------------------------------------- 0.080 0.564 0.503 0.433 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.574 0.690 0.627 a = climbing down 0.032 0.768 0.695 0.730 b = climbing up 0.003 0.895 0.944 0.919 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.102 0.620 0.937 0.746 e = standing 0.020 0.810 0.471 0.595 f = sitting 0.015 0.919 0.988 0.952 g = running 0.009 0.952 0.883 0.916 h = walking ------------------------------------------------------- 0.029 0.833 0.813 0.810 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.779 0.814 0.796 a = climbing down 0.042 0.759 0.868 0.810 b = climbing up 0.001 0.944 0.944 0.944 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.104 0.614 0.934 0.741 e = standing 0.020 0.805 0.462 0.587 f = sitting 0.008 0.957 0.991 0.974 g = running 0.003 0.982 0.827 0.898 h = walking ------------------------------------------------------- 0.027 0.856 0.833 0.830 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.857 0.888 0.872 a = climbing down 0.043 0.764 0.908 0.829 b = climbing up 0.002 0.916 0.967 0.941 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.104 0.614 0.934 0.741 e = standing 0.020 0.802 0.460 0.585 f = sitting 0.005 0.974 0.986 0.980 g = running 0.002 0.991 0.815 0.894 h = walking ------------------------------------------------------- 0.026 0.864 0.840 0.838 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.821 0.455 0.585 a = climbing down 0.076 0.654 0.939 0.771 b = climbing up 0.003 0.897 0.967 0.930 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.107 0.610 0.943 0.740 e = standing 0.017 0.827 0.453 0.586 f = sitting 0.003 0.981 0.982 0.981 g = running 0.001 0.993 0.809 0.891 h = walking ------------------------------------------------------- 0.030 0.851 0.816 0.811 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.757 0.231 0.354 a = climbing down 0.093 0.610 0.951 0.743 b = climbing up 0.003 0.897 0.967 0.930 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.111 0.602 0.948 0.736 e = standing 0.016 0.828 0.431 0.567 f = sitting 0.003 0.981 0.982 0.981 g = running 0.001 0.993 0.805 0.889 h = walking ------------------------------------------------------- 0.033 0.840 0.800 0.789 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.053 0.495 0.767 0.601 a = climbing down 0.199 0.210 0.347 0.262 b = climbing up 0.005 0.838 1.000 0.912 c = jumping 0.000 1.000 0.005 0.010 d = lying 0.086 0.669 0.986 0.797 e = standing 0.189 0.331 0.521 0.405 f = sitting 0.034 0.835 1.000 0.910 g = running 0.021 0.029 0.003 0.006 h = walking ------------------------------------------------------- 0.080 0.516 0.493 0.412 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.067 0.455 0.825 0.587 a = climbing down 0.015 0.726 0.267 0.391 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.957 0.978 d = lying 0.090 0.660 0.989 0.792 e = standing 0.010 0.900 0.498 0.642 f = sitting 0.008 0.956 1.000 0.977 g = running 0.040 0.834 0.957 0.891 h = walking ------------------------------------------------------- 0.029 0.828 0.799 0.781 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.063 0.459 0.792 0.581 a = climbing down 0.022 0.707 0.339 0.458 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.957 0.978 d = lying 0.049 0.751 0.830 0.788 e = standing 0.038 0.775 0.729 0.751 f = sitting 0.007 0.962 1.000 0.981 g = running 0.032 0.860 0.947 0.901 h = walking ------------------------------------------------------- 0.026 0.825 0.816 0.808 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.056 0.474 0.750 0.581 a = climbing down 0.067 0.559 0.554 0.557 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.957 0.978 d = lying 0.045 0.755 0.793 0.773 e = standing 0.045 0.750 0.747 0.748 f = sitting 0.005 0.972 1.000 0.986 g = running 0.006 0.964 0.739 0.837 h = walking ------------------------------------------------------- 0.028 0.823 0.804 0.808 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.056 0.478 0.754 0.585 a = climbing down 0.049 0.637 0.558 0.595 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.957 0.978 d = lying 0.045 0.757 0.788 0.772 e = standing 0.046 0.748 0.752 0.750 f = sitting 0.005 0.972 1.000 0.986 g = running 0.006 0.968 0.829 0.893 h = walking ------------------------------------------------------- 0.025 0.834 0.820 0.824 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.054 0.492 0.779 0.603 a = climbing down 0.042 0.686 0.596 0.638 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.957 0.978 d = lying 0.044 0.758 0.786 0.772 e = standing 0.046 0.747 0.753 0.750 f = sitting 0.005 0.972 1.000 0.986 g = running 0.001 0.995 0.856 0.920 h = walking ------------------------------------------------------- 0.024 0.846 0.831 0.835 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.549 0.310 0.396 a = climbing down 0.276 0.348 0.933 0.507 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.145 0.558 0.952 0.703 d = lying 0.000 0.900 0.015 0.030 e = standing 0.168 0.201 0.228 0.213 f = sitting 0.001 0.992 0.806 0.890 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.090 0.498 0.472 0.394 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.059 0.562 0.683 0.617 a = climbing down 0.218 0.378 0.838 0.521 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.996 0.369 0.539 d = lying 0.000 0.900 0.015 0.030 e = standing 0.281 0.396 0.998 0.567 f = sitting 0.000 1.000 0.802 0.890 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.079 0.606 0.521 0.447 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.038 0.644 0.624 0.634 a = climbing down 0.230 0.392 0.940 0.554 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.995 0.911 0.951 d = lying 0.000 0.900 0.015 0.030 e = standing 0.177 0.509 0.995 0.673 f = sitting 0.000 1.000 0.803 0.891 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.063 0.633 0.616 0.536 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.037 0.647 0.612 0.629 a = climbing down 0.232 0.392 0.945 0.554 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.995 0.911 0.951 d = lying 0.000 0.900 0.015 0.030 e = standing 0.177 0.509 0.995 0.673 f = sitting 0.000 1.000 0.803 0.891 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.063 0.633 0.616 0.536 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.637 0.569 0.601 a = climbing down 0.236 0.390 0.955 0.554 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.995 0.911 0.951 d = lying 0.000 0.900 0.015 0.030 e = standing 0.177 0.509 0.995 0.673 f = sitting 0.000 1.000 0.803 0.891 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.064 0.632 0.613 0.533 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.033 0.651 0.555 0.599 a = climbing down 0.240 0.388 0.962 0.553 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.995 0.908 0.950 d = lying 0.001 0.818 0.015 0.030 e = standing 0.178 0.508 0.995 0.673 f = sitting 0.000 1.000 0.803 0.891 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.064 0.622 0.612 0.532 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.867 0.643 0.739 a = climbing down 0.209 0.426 0.983 0.594 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.148 0.556 0.963 0.705 d = lying 0.000 0.667 0.003 0.007 e = standing 0.169 0.188 0.211 0.198 f = sitting 0.014 0.922 0.945 0.934 g = running 0.000 1.000 0.003 0.007 h = walking ------------------------------------------------------- 0.082 0.634 0.530 0.442 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.737 0.863 0.795 a = climbing down 0.167 0.431 0.797 0.559 b = climbing up 0.000 0.958 0.613 0.748 c = jumping 0.043 0.815 0.982 0.891 d = lying 0.000 1.000 0.003 0.007 e = standing 0.162 0.477 0.797 0.597 f = sitting 0.015 0.921 1.000 0.959 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.061 0.632 0.640 0.551 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.757 0.858 0.805 a = climbing down 0.169 0.432 0.811 0.564 b = climbing up 0.000 0.957 0.587 0.727 c = jumping 0.027 0.875 0.982 0.926 d = lying 0.000 1.000 0.003 0.007 e = standing 0.162 0.503 0.882 0.640 f = sitting 0.016 0.918 1.000 0.957 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.648 0.654 0.565 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.761 0.858 0.806 a = climbing down 0.169 0.432 0.813 0.564 b = climbing up 0.000 0.957 0.600 0.738 c = jumping 0.025 0.883 0.985 0.931 d = lying 0.000 1.000 0.003 0.007 e = standing 0.161 0.506 0.892 0.646 f = sitting 0.016 0.920 1.000 0.958 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.650 0.657 0.567 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.809 0.858 0.833 a = climbing down 0.170 0.444 0.858 0.585 b = climbing up 0.000 0.960 0.640 0.768 c = jumping 0.025 0.883 0.985 0.931 d = lying 0.000 1.000 0.003 0.007 e = standing 0.161 0.506 0.892 0.646 f = sitting 0.014 0.926 1.000 0.962 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.057 0.658 0.664 0.574 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.840 0.858 0.849 a = climbing down 0.171 0.451 0.884 0.597 b = climbing up 0.000 0.962 0.667 0.787 c = jumping 0.022 0.896 0.985 0.939 d = lying 0.000 1.000 0.003 0.007 e = standing 0.161 0.512 0.911 0.655 f = sitting 0.014 0.929 1.000 0.963 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.056 0.665 0.670 0.580 Weighted Avg. >> chesthead >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.721 0.713 0.717 a = climbing down 0.031 0.813 0.831 0.822 b = climbing up 0.000 1.000 0.693 0.819 c = jumping 0.007 0.962 0.998 0.980 d = lying 0.126 0.463 0.555 0.505 e = standing 0.083 0.381 0.286 0.327 f = sitting 0.008 0.945 0.844 0.892 g = running 0.036 0.809 0.916 0.859 h = walking ------------------------------------------------------- 0.048 0.723 0.726 0.721 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.755 0.874 0.810 a = climbing down 0.020 0.878 0.889 0.884 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.007 0.960 0.998 0.979 d = lying 0.128 0.463 0.561 0.507 e = standing 0.082 0.377 0.277 0.319 f = sitting 0.002 0.984 0.842 0.908 g = running 0.015 0.908 0.926 0.917 h = walking ------------------------------------------------------- 0.043 0.754 0.756 0.752 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.032 0.756 0.878 0.813 a = climbing down 0.020 0.880 0.901 0.890 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.007 0.962 0.998 0.980 d = lying 0.127 0.462 0.555 0.504 e = standing 0.083 0.377 0.281 0.322 f = sitting 0.002 0.986 0.842 0.909 g = running 0.013 0.920 0.926 0.923 h = walking ------------------------------------------------------- 0.043 0.756 0.758 0.754 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.027 0.790 0.880 0.833 a = climbing down 0.045 0.772 0.950 0.852 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.006 0.963 0.998 0.980 d = lying 0.125 0.460 0.543 0.498 e = standing 0.086 0.378 0.291 0.329 f = sitting 0.002 0.987 0.866 0.922 g = running 0.004 0.969 0.788 0.869 h = walking ------------------------------------------------------- 0.044 0.752 0.749 0.746 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.879 0.871 0.875 a = climbing down 0.040 0.796 0.959 0.870 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.006 0.966 0.998 0.982 d = lying 0.126 0.466 0.561 0.509 e = standing 0.083 0.386 0.289 0.331 f = sitting 0.002 0.989 0.941 0.965 g = running 0.004 0.971 0.830 0.895 h = walking ------------------------------------------------------- 0.042 0.768 0.768 0.764 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.883 0.871 0.877 a = climbing down 0.038 0.803 0.959 0.874 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.006 0.968 0.998 0.983 d = lying 0.126 0.473 0.575 0.519 e = standing 0.080 0.394 0.291 0.335 f = sitting 0.002 0.988 0.945 0.966 g = running 0.004 0.971 0.839 0.900 h = walking ------------------------------------------------------- 0.041 0.772 0.772 0.768 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.736 0.784 0.760 a = climbing down 0.031 0.808 0.812 0.810 b = climbing up 0.000 1.000 0.847 0.917 c = jumping 0.012 0.930 0.945 0.937 d = lying 0.125 0.506 0.652 0.570 e = standing 0.063 0.481 0.323 0.387 f = sitting 0.003 0.978 0.808 0.885 g = running 0.034 0.816 0.931 0.870 h = walking ------------------------------------------------------- 0.045 0.747 0.744 0.740 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.959 0.754 0.844 a = climbing down 0.032 0.809 0.831 0.820 b = climbing up 0.000 1.000 0.861 0.925 c = jumping 0.010 0.940 0.943 0.942 d = lying 0.144 0.508 0.755 0.608 e = standing 0.038 0.551 0.261 0.354 f = sitting 0.003 0.983 0.980 0.981 g = running 0.032 0.831 0.954 0.888 h = walking ------------------------------------------------------- 0.040 0.785 0.779 0.768 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.800 0.877 a = climbing down 0.022 0.858 0.814 0.836 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.010 0.940 0.943 0.942 d = lying 0.144 0.510 0.761 0.611 e = standing 0.037 0.559 0.261 0.356 f = sitting 0.002 0.987 0.983 0.985 g = running 0.035 0.823 0.983 0.896 h = walking ------------------------------------------------------- 0.039 0.794 0.787 0.776 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.805 0.880 a = climbing down 0.021 0.861 0.823 0.842 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.009 0.945 0.943 0.944 d = lying 0.150 0.520 0.826 0.638 e = standing 0.025 0.626 0.230 0.336 f = sitting 0.002 0.988 0.983 0.986 g = running 0.033 0.830 0.983 0.900 h = walking ------------------------------------------------------- 0.038 0.808 0.795 0.780 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.972 0.798 0.876 a = climbing down 0.027 0.841 0.895 0.867 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.009 0.945 0.943 0.944 d = lying 0.150 0.520 0.826 0.638 e = standing 0.025 0.624 0.228 0.334 f = sitting 0.002 0.988 0.985 0.987 g = running 0.019 0.894 0.968 0.929 h = walking ------------------------------------------------------- 0.037 0.814 0.802 0.787 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.972 0.803 0.879 a = climbing down 0.027 0.845 0.898 0.871 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.009 0.945 0.943 0.944 d = lying 0.150 0.520 0.826 0.638 e = standing 0.025 0.626 0.230 0.336 f = sitting 0.002 0.988 0.985 0.987 g = running 0.018 0.897 0.968 0.931 h = walking ------------------------------------------------------- 0.036 0.816 0.803 0.789 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.842 0.774 0.806 a = climbing down 0.074 0.517 0.581 0.547 b = climbing up 0.005 0.814 0.929 0.868 c = jumping 0.011 0.932 0.972 0.951 d = lying 0.004 0.968 0.684 0.802 e = standing 0.054 0.772 0.935 0.846 f = sitting 0.003 0.985 0.969 0.977 g = running 0.062 0.635 0.609 0.622 h = walking ------------------------------------------------------- 0.032 0.811 0.800 0.800 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.916 0.739 0.818 a = climbing down 0.021 0.837 0.780 0.808 b = climbing up 0.003 0.878 0.929 0.903 c = jumping 0.003 0.979 0.972 0.976 d = lying 0.004 0.973 0.951 0.962 e = standing 0.010 0.951 0.975 0.963 f = sitting 0.003 0.985 0.981 0.983 g = running 0.047 0.780 0.937 0.852 h = walking ------------------------------------------------------- 0.014 0.918 0.914 0.914 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.912 0.739 0.816 a = climbing down 0.021 0.835 0.780 0.807 b = climbing up 0.003 0.879 0.941 0.909 c = jumping 0.003 0.981 0.972 0.976 d = lying 0.004 0.971 0.955 0.963 e = standing 0.009 0.954 0.975 0.964 f = sitting 0.002 0.986 0.981 0.984 g = running 0.046 0.782 0.935 0.852 h = walking ------------------------------------------------------- 0.014 0.918 0.915 0.914 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.929 0.735 0.820 a = climbing down 0.036 0.776 0.908 0.837 b = climbing up 0.001 0.964 0.941 0.952 c = jumping 0.002 0.985 0.972 0.978 d = lying 0.004 0.972 0.968 0.970 e = standing 0.007 0.964 0.978 0.971 f = sitting 0.002 0.987 0.995 0.991 g = running 0.026 0.859 0.878 0.868 h = walking ------------------------------------------------------- 0.012 0.929 0.925 0.925 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.929 0.741 0.825 a = climbing down 0.034 0.783 0.910 0.842 b = climbing up 0.000 0.988 0.941 0.964 c = jumping 0.002 0.985 0.972 0.978 d = lying 0.004 0.972 0.968 0.970 e = standing 0.007 0.964 0.978 0.971 f = sitting 0.002 0.987 0.998 0.992 g = running 0.026 0.859 0.879 0.869 h = walking ------------------------------------------------------- 0.011 0.930 0.927 0.927 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.944 0.735 0.826 a = climbing down 0.069 0.657 0.962 0.781 b = climbing up 0.000 0.988 0.941 0.964 c = jumping 0.002 0.985 0.970 0.977 d = lying 0.004 0.972 0.968 0.970 e = standing 0.007 0.963 0.978 0.970 f = sitting 0.002 0.987 0.998 0.992 g = running 0.012 0.913 0.730 0.811 h = walking ------------------------------------------------------- 0.013 0.925 0.910 0.911 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.905 0.899 0.902 a = climbing down 0.057 0.591 0.600 0.596 b = climbing up 0.004 0.845 0.976 0.906 c = jumping 0.010 0.940 1.000 0.969 d = lying 0.000 0.998 0.761 0.863 e = standing 0.039 0.824 0.944 0.880 f = sitting 0.001 0.997 0.971 0.984 g = running 0.056 0.686 0.684 0.685 h = walking ------------------------------------------------------- 0.025 0.851 0.845 0.845 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.945 0.906 0.925 a = climbing down 0.030 0.779 0.766 0.772 b = climbing up 0.002 0.901 0.976 0.937 c = jumping 0.010 0.940 1.000 0.969 d = lying 0.001 0.990 0.945 0.967 e = standing 0.009 0.953 0.938 0.946 f = sitting 0.001 0.997 0.981 0.989 g = running 0.034 0.816 0.856 0.836 h = walking ------------------------------------------------------- 0.013 0.919 0.918 0.918 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.919 0.947 0.933 a = climbing down 0.133 0.490 0.938 0.644 b = climbing up 0.001 0.976 0.976 0.976 c = jumping 0.005 0.967 1.000 0.983 d = lying 0.001 0.990 0.947 0.968 e = standing 0.009 0.956 0.963 0.960 f = sitting 0.001 0.997 0.993 0.995 g = running 0.004 0.912 0.231 0.368 h = walking ------------------------------------------------------- 0.020 0.902 0.855 0.839 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.918 0.930 0.924 a = climbing down 0.014 0.889 0.830 0.859 b = climbing up 0.000 0.988 0.976 0.982 c = jumping 0.005 0.967 1.000 0.983 d = lying 0.001 0.990 0.947 0.968 e = standing 0.009 0.956 0.963 0.960 f = sitting 0.001 0.997 0.995 0.996 g = running 0.020 0.891 0.932 0.911 h = walking ------------------------------------------------------- 0.009 0.947 0.947 0.946 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.954 0.917 0.935 a = climbing down 0.033 0.796 0.955 0.868 b = climbing up 0.000 0.988 0.976 0.982 c = jumping 0.005 0.967 1.000 0.983 d = lying 0.001 0.990 0.968 0.979 e = standing 0.005 0.973 0.963 0.968 f = sitting 0.001 0.997 0.995 0.996 g = running 0.008 0.947 0.829 0.884 h = walking ------------------------------------------------------- 0.008 0.951 0.947 0.948 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.957 0.919 0.937 a = climbing down 0.032 0.802 0.957 0.873 b = climbing up 0.000 0.988 0.976 0.982 c = jumping 0.005 0.967 1.000 0.983 d = lying 0.001 0.991 0.983 0.987 e = standing 0.003 0.985 0.963 0.974 f = sitting 0.001 0.997 0.995 0.996 g = running 0.008 0.950 0.836 0.889 h = walking ------------------------------------------------------- 0.007 0.954 0.951 0.951 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.789 0.733 0.760 a = climbing down 0.067 0.628 0.741 0.680 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.028 0.816 0.782 0.799 e = standing 0.036 0.751 0.810 0.779 f = sitting 0.005 0.975 0.932 0.953 g = running 0.030 0.830 0.792 0.811 h = walking ------------------------------------------------------- 0.026 0.840 0.833 0.836 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.945 0.646 0.767 a = climbing down 0.051 0.723 0.874 0.791 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.002 0.982 0.774 0.866 e = standing 0.038 0.782 1.000 0.878 f = sitting 0.006 0.973 0.967 0.970 g = running 0.026 0.867 0.925 0.895 h = walking ------------------------------------------------------- 0.017 0.903 0.889 0.888 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.940 0.685 0.793 a = climbing down 0.048 0.734 0.868 0.795 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.002 0.982 0.774 0.866 e = standing 0.038 0.782 1.000 0.878 f = sitting 0.005 0.975 0.964 0.969 g = running 0.025 0.872 0.924 0.897 h = walking ------------------------------------------------------- 0.017 0.905 0.892 0.892 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.943 0.692 0.798 a = climbing down 0.048 0.739 0.877 0.802 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.002 0.982 0.774 0.866 e = standing 0.038 0.782 1.000 0.878 f = sitting 0.005 0.977 0.965 0.971 g = running 0.024 0.876 0.924 0.899 h = walking ------------------------------------------------------- 0.016 0.907 0.895 0.894 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.933 0.696 0.797 a = climbing down 0.048 0.740 0.881 0.804 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.002 0.982 0.774 0.866 e = standing 0.038 0.782 1.000 0.878 f = sitting 0.005 0.977 0.965 0.971 g = running 0.022 0.889 0.927 0.907 h = walking ------------------------------------------------------- 0.016 0.908 0.896 0.896 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.964 0.667 0.788 a = climbing down 0.070 0.673 0.941 0.784 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.002 0.982 0.774 0.866 e = standing 0.038 0.782 1.000 0.878 f = sitting 0.003 0.982 0.931 0.956 g = running 0.012 0.934 0.889 0.911 h = walking ------------------------------------------------------- 0.017 0.911 0.889 0.890 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.902 0.893 0.897 a = climbing down 0.043 0.739 0.795 0.766 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.027 0.800 0.670 0.729 e = standing 0.052 0.675 0.803 0.734 f = sitting 0.001 0.997 0.961 0.979 g = running 0.035 0.808 0.795 0.802 h = walking ------------------------------------------------------- 0.023 0.857 0.852 0.853 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.867 0.916 0.890 a = climbing down 0.015 0.881 0.725 0.796 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.004 0.960 0.675 0.793 e = standing 0.051 0.718 0.965 0.823 f = sitting 0.000 0.999 0.953 0.975 g = running 0.037 0.827 0.958 0.888 h = walking ------------------------------------------------------- 0.017 0.902 0.890 0.889 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.906 0.914 0.910 a = climbing down 0.038 0.783 0.895 0.835 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.001 0.990 0.675 0.802 e = standing 0.051 0.723 0.992 0.836 f = sitting 0.000 1.000 0.953 0.976 g = running 0.015 0.910 0.843 0.875 h = walking ------------------------------------------------------- 0.015 0.912 0.897 0.897 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.924 0.922 0.923 a = climbing down 0.034 0.812 0.951 0.876 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.001 0.990 0.675 0.802 e = standing 0.051 0.723 0.992 0.836 f = sitting 0.000 1.000 0.953 0.976 g = running 0.009 0.946 0.860 0.901 h = walking ------------------------------------------------------- 0.013 0.924 0.908 0.908 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.924 0.922 0.923 a = climbing down 0.031 0.826 0.953 0.885 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.001 0.990 0.675 0.802 e = standing 0.051 0.723 0.992 0.836 f = sitting 0.000 1.000 0.953 0.976 g = running 0.009 0.947 0.875 0.910 h = walking ------------------------------------------------------- 0.013 0.926 0.911 0.911 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.995 0.920 0.956 a = climbing down 0.026 0.847 0.949 0.895 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.001 0.990 0.677 0.804 e = standing 0.051 0.724 0.992 0.837 f = sitting 0.000 1.000 1.000 1.000 g = running 0.010 0.945 0.902 0.923 h = walking ------------------------------------------------------- 0.011 0.936 0.923 0.922 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.775 0.544 0.639 a = climbing down 0.191 0.469 0.956 0.629 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.016 0.898 0.929 0.913 d = lying 0.090 0.508 0.825 0.629 e = standing 0.023 0.627 0.277 0.384 f = sitting 0.004 0.985 0.879 0.929 g = running 0.004 0.889 0.234 0.371 h = walking ------------------------------------------------------- 0.047 0.764 0.695 0.678 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.773 0.741 0.757 a = climbing down 0.053 0.730 0.812 0.769 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.901 0.929 0.915 d = lying 0.089 0.512 0.827 0.633 e = standing 0.023 0.633 0.288 0.396 f = sitting 0.004 0.985 0.885 0.932 g = running 0.027 0.823 0.900 0.860 h = walking ------------------------------------------------------- 0.031 0.797 0.785 0.778 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.831 0.639 0.723 a = climbing down 0.082 0.673 0.953 0.789 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.901 0.929 0.915 d = lying 0.088 0.515 0.829 0.635 e = standing 0.023 0.640 0.293 0.402 f = sitting 0.003 0.987 0.882 0.931 g = running 0.009 0.930 0.876 0.902 h = walking ------------------------------------------------------- 0.031 0.811 0.790 0.783 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.823 0.713 0.764 a = climbing down 0.070 0.706 0.964 0.815 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.901 0.929 0.915 d = lying 0.090 0.509 0.823 0.629 e = standing 0.024 0.624 0.282 0.389 f = sitting 0.003 0.988 0.879 0.930 g = running 0.006 0.950 0.859 0.902 h = walking ------------------------------------------------------- 0.029 0.815 0.797 0.790 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.825 0.722 0.770 a = climbing down 0.067 0.718 0.964 0.823 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.902 0.929 0.915 d = lying 0.091 0.505 0.827 0.627 e = standing 0.023 0.618 0.270 0.376 f = sitting 0.003 0.988 0.880 0.931 g = running 0.006 0.951 0.872 0.910 h = walking ------------------------------------------------------- 0.029 0.816 0.799 0.791 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.846 0.722 0.779 a = climbing down 0.048 0.774 0.926 0.843 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.902 0.929 0.915 d = lying 0.092 0.503 0.823 0.624 e = standing 0.024 0.610 0.267 0.371 f = sitting 0.005 0.981 0.899 0.938 g = running 0.019 0.875 0.938 0.905 h = walking ------------------------------------------------------- 0.028 0.815 0.805 0.796 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.882 0.668 0.760 a = climbing down 0.145 0.538 0.957 0.689 b = climbing up 0.000 1.000 0.775 0.873 c = jumping 0.004 0.974 1.000 0.987 d = lying 0.109 0.419 0.695 0.523 e = standing 0.031 0.463 0.195 0.275 f = sitting 0.005 0.981 0.941 0.960 g = running 0.004 0.927 0.393 0.552 h = walking ------------------------------------------------------- 0.041 0.773 0.728 0.716 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.898 0.802 0.847 a = climbing down 0.047 0.778 0.931 0.848 b = climbing up 0.000 1.000 0.775 0.873 c = jumping 0.004 0.974 1.000 0.987 d = lying 0.109 0.418 0.691 0.521 e = standing 0.032 0.459 0.195 0.274 f = sitting 0.005 0.981 0.940 0.960 g = running 0.016 0.884 0.870 0.877 h = walking ------------------------------------------------------- 0.028 0.806 0.800 0.791 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.946 0.747 0.835 a = climbing down 0.041 0.806 0.966 0.878 b = climbing up 0.000 1.000 0.775 0.873 c = jumping 0.004 0.974 1.000 0.987 d = lying 0.106 0.423 0.686 0.523 e = standing 0.032 0.480 0.217 0.299 f = sitting 0.005 0.981 0.942 0.961 g = running 0.022 0.859 0.939 0.897 h = walking ------------------------------------------------------- 0.026 0.817 0.809 0.800 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.948 0.747 0.836 a = climbing down 0.041 0.807 0.966 0.879 b = climbing up 0.000 1.000 0.775 0.873 c = jumping 0.004 0.973 1.000 0.986 d = lying 0.104 0.432 0.701 0.535 e = standing 0.030 0.510 0.229 0.316 f = sitting 0.005 0.981 0.941 0.960 g = running 0.022 0.858 0.943 0.898 h = walking ------------------------------------------------------- 0.026 0.821 0.812 0.804 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.907 0.893 0.900 a = climbing down 0.024 0.873 0.951 0.910 b = climbing up 0.000 1.000 0.775 0.873 c = jumping 0.004 0.971 1.000 0.985 d = lying 0.103 0.430 0.686 0.528 e = standing 0.032 0.508 0.238 0.324 f = sitting 0.005 0.981 0.941 0.960 g = running 0.010 0.930 0.941 0.935 h = walking ------------------------------------------------------- 0.023 0.834 0.829 0.822 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.947 0.874 0.909 a = climbing down 0.037 0.825 0.977 0.895 b = climbing up 0.000 1.000 0.775 0.873 c = jumping 0.004 0.971 1.000 0.985 d = lying 0.106 0.422 0.686 0.523 e = standing 0.032 0.482 0.215 0.297 f = sitting 0.005 0.981 0.943 0.961 g = running 0.005 0.964 0.927 0.945 h = walking ------------------------------------------------------- 0.024 0.832 0.827 0.818 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.149 0.410 0.926 0.568 a = climbing down 0.045 0.722 0.795 0.757 b = climbing up 0.004 0.533 0.270 0.358 c = jumping 0.034 0.793 0.859 0.824 d = lying 0.040 0.764 0.905 0.828 e = standing 0.031 0.703 0.510 0.591 f = sitting 0.016 0.945 0.939 0.942 g = running 0.007 0.375 0.027 0.050 h = walking ------------------------------------------------------- 0.039 0.703 0.712 0.673 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.076 0.528 0.763 0.624 a = climbing down 0.117 0.552 0.974 0.705 b = climbing up 0.005 0.788 0.921 0.850 c = jumping 0.034 0.792 0.859 0.824 d = lying 0.040 0.769 0.928 0.841 e = standing 0.027 0.733 0.515 0.605 f = sitting 0.005 0.982 0.944 0.962 g = running 0.001 0.250 0.001 0.003 h = walking ------------------------------------------------------- 0.037 0.693 0.732 0.682 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.947 0.474 0.632 a = climbing down 0.084 0.635 0.986 0.773 b = climbing up 0.007 0.720 0.955 0.821 c = jumping 0.034 0.795 0.859 0.826 d = lying 0.039 0.773 0.931 0.845 e = standing 0.026 0.740 0.525 0.614 f = sitting 0.005 0.981 0.936 0.958 g = running 0.009 0.934 0.824 0.875 h = walking ------------------------------------------------------- 0.026 0.841 0.819 0.813 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.950 0.474 0.633 a = climbing down 0.082 0.639 0.986 0.776 b = climbing up 0.007 0.733 0.955 0.829 c = jumping 0.033 0.797 0.859 0.827 d = lying 0.039 0.773 0.926 0.843 e = standing 0.027 0.737 0.530 0.616 f = sitting 0.006 0.981 0.938 0.959 g = running 0.011 0.926 0.825 0.873 h = walking ------------------------------------------------------- 0.026 0.841 0.820 0.814 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.913 0.689 0.785 a = climbing down 0.055 0.723 0.978 0.831 b = climbing up 0.007 0.720 0.955 0.821 c = jumping 0.033 0.797 0.859 0.827 d = lying 0.039 0.775 0.933 0.846 e = standing 0.026 0.744 0.530 0.619 f = sitting 0.005 0.981 0.936 0.958 g = running 0.008 0.946 0.836 0.887 h = walking ------------------------------------------------------- 0.023 0.852 0.842 0.839 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.939 0.631 0.755 a = climbing down 0.058 0.717 0.992 0.833 b = climbing up 0.008 0.691 0.955 0.802 c = jumping 0.033 0.797 0.860 0.827 d = lying 0.039 0.775 0.939 0.849 e = standing 0.025 0.754 0.528 0.621 f = sitting 0.005 0.982 0.933 0.957 g = running 0.012 0.922 0.842 0.880 h = walking ------------------------------------------------------- 0.023 0.851 0.839 0.835 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.168 0.385 0.944 0.547 a = climbing down 0.036 0.740 0.687 0.712 b = climbing up 0.000 0.977 0.494 0.656 c = jumping 0.004 0.975 0.969 0.972 d = lying 0.032 0.774 0.757 0.765 e = standing 0.036 0.755 0.777 0.766 f = sitting 0.014 0.954 0.980 0.967 g = running 0.003 0.500 0.016 0.032 h = walking ------------------------------------------------------- 0.034 0.762 0.742 0.708 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.137 0.428 0.919 0.584 a = climbing down 0.046 0.705 0.740 0.722 b = climbing up 0.000 0.987 0.894 0.938 c = jumping 0.008 0.947 0.976 0.961 d = lying 0.033 0.772 0.788 0.780 e = standing 0.031 0.771 0.728 0.749 f = sitting 0.004 0.986 0.980 0.983 g = running 0.004 0.835 0.121 0.212 h = walking ------------------------------------------------------- 0.030 0.814 0.767 0.744 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.038 0.692 0.762 0.725 a = climbing down 0.017 0.873 0.800 0.835 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.009 0.945 0.975 0.960 d = lying 0.037 0.776 0.889 0.829 e = standing 0.016 0.860 0.705 0.775 f = sitting 0.005 0.985 0.980 0.982 g = running 0.027 0.836 0.856 0.846 h = walking ------------------------------------------------------- 0.019 0.874 0.870 0.870 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.065 0.599 0.872 0.710 a = climbing down 0.014 0.893 0.777 0.831 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.001 0.995 0.972 0.983 d = lying 0.025 0.831 0.846 0.839 e = standing 0.023 0.839 0.845 0.842 f = sitting 0.004 0.988 0.980 0.984 g = running 0.014 0.893 0.724 0.800 h = walking ------------------------------------------------------- 0.017 0.887 0.872 0.875 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.033 0.725 0.785 0.753 a = climbing down 0.010 0.922 0.765 0.836 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.001 0.995 0.972 0.983 d = lying 0.023 0.838 0.850 0.844 e = standing 0.023 0.843 0.853 0.848 f = sitting 0.004 0.988 0.980 0.984 g = running 0.034 0.810 0.907 0.856 h = walking ------------------------------------------------------- 0.016 0.893 0.889 0.889 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.033 0.728 0.799 0.762 a = climbing down 0.010 0.922 0.763 0.835 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.001 0.995 0.972 0.983 d = lying 0.023 0.839 0.846 0.843 e = standing 0.023 0.841 0.855 0.848 f = sitting 0.003 0.990 0.980 0.985 g = running 0.033 0.818 0.909 0.861 h = walking ------------------------------------------------------- 0.016 0.895 0.890 0.891 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.771 0.653 0.707 a = climbing down 0.079 0.594 0.827 0.691 b = climbing up 0.001 0.929 0.918 0.923 c = jumping 0.026 0.846 0.899 0.872 d = lying 0.099 0.545 0.800 0.648 e = standing 0.040 0.676 0.403 0.505 f = sitting 0.002 0.987 0.957 0.972 g = running 0.023 0.840 0.695 0.761 h = walking ------------------------------------------------------- 0.040 0.761 0.743 0.739 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.899 0.600 0.720 a = climbing down 0.068 0.655 0.923 0.766 b = climbing up 0.000 0.987 0.918 0.951 c = jumping 0.010 0.934 0.841 0.885 d = lying 0.045 0.698 0.701 0.700 e = standing 0.071 0.679 0.731 0.704 f = sitting 0.003 0.984 0.965 0.974 g = running 0.025 0.853 0.805 0.828 h = walking ------------------------------------------------------- 0.033 0.818 0.802 0.803 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.919 0.480 0.631 a = climbing down 0.114 0.547 0.977 0.701 b = climbing up 0.000 0.987 0.918 0.951 c = jumping 0.010 0.934 0.841 0.885 d = lying 0.045 0.700 0.701 0.701 e = standing 0.071 0.680 0.734 0.706 f = sitting 0.003 0.984 0.965 0.974 g = running 0.013 0.901 0.670 0.768 h = walking ------------------------------------------------------- 0.036 0.815 0.775 0.777 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.906 0.629 0.743 a = climbing down 0.091 0.600 0.967 0.740 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.010 0.930 0.841 0.883 d = lying 0.043 0.708 0.701 0.705 e = standing 0.072 0.678 0.735 0.705 f = sitting 0.003 0.984 0.966 0.975 g = running 0.014 0.894 0.676 0.770 h = walking ------------------------------------------------------- 0.034 0.819 0.793 0.795 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.926 0.554 0.693 a = climbing down 0.137 0.502 0.985 0.665 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.010 0.930 0.843 0.884 d = lying 0.043 0.706 0.696 0.701 e = standing 0.073 0.676 0.735 0.705 f = sitting 0.003 0.981 0.963 0.972 g = running 0.006 0.939 0.513 0.663 h = walking ------------------------------------------------------- 0.038 0.815 0.761 0.763 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.938 0.571 0.709 a = climbing down 0.131 0.514 0.985 0.675 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.010 0.930 0.841 0.883 d = lying 0.043 0.706 0.700 0.703 e = standing 0.073 0.677 0.734 0.704 f = sitting 0.004 0.976 0.986 0.981 g = running 0.007 0.928 0.503 0.652 h = walking ------------------------------------------------------- 0.038 0.815 0.765 0.766 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.030 0.774 0.810 0.792 a = climbing down 0.071 0.574 0.679 0.622 b = climbing up 0.011 0.615 0.926 0.739 c = jumping 0.019 0.895 0.993 0.941 d = lying 0.077 0.621 0.850 0.718 e = standing 0.024 0.821 0.520 0.637 f = sitting 0.002 0.989 0.842 0.909 g = running 0.035 0.780 0.706 0.741 h = walking ------------------------------------------------------- 0.035 0.786 0.766 0.765 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.041 0.712 0.804 0.755 a = climbing down 0.051 0.614 0.578 0.596 b = climbing up 0.008 0.708 0.926 0.802 c = jumping 0.057 0.740 1.000 0.850 d = lying 0.030 0.794 0.783 0.789 e = standing 0.034 0.776 0.563 0.653 f = sitting 0.002 0.989 0.838 0.908 g = running 0.053 0.723 0.772 0.746 h = walking ------------------------------------------------------- 0.037 0.770 0.762 0.759 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.041 0.712 0.804 0.755 a = climbing down 0.047 0.630 0.573 0.600 b = climbing up 0.005 0.781 0.926 0.847 c = jumping 0.055 0.746 1.000 0.854 d = lying 0.028 0.810 0.789 0.799 e = standing 0.033 0.787 0.585 0.671 f = sitting 0.002 0.989 0.825 0.899 g = running 0.064 0.679 0.764 0.719 h = walking ------------------------------------------------------- 0.037 0.771 0.763 0.760 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.721 0.838 0.775 a = climbing down 0.032 0.731 0.619 0.670 b = climbing up 0.005 0.789 0.926 0.852 c = jumping 0.055 0.744 1.000 0.853 d = lying 0.028 0.812 0.798 0.805 e = standing 0.031 0.794 0.583 0.672 f = sitting 0.002 0.989 0.831 0.903 g = running 0.051 0.751 0.860 0.802 h = walking ------------------------------------------------------- 0.033 0.797 0.788 0.784 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.042 0.724 0.863 0.787 a = climbing down 0.025 0.774 0.623 0.690 b = climbing up 0.004 0.806 0.926 0.862 c = jumping 0.009 0.948 1.000 0.973 d = lying 0.014 0.882 0.684 0.771 e = standing 0.049 0.788 0.886 0.834 f = sitting 0.002 0.989 0.809 0.890 g = running 0.049 0.767 0.907 0.831 h = walking ------------------------------------------------------- 0.027 0.842 0.833 0.831 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.039 0.736 0.863 0.794 a = climbing down 0.021 0.795 0.576 0.668 b = climbing up 0.003 0.872 0.926 0.898 c = jumping 0.009 0.948 1.000 0.973 d = lying 0.014 0.881 0.679 0.767 e = standing 0.050 0.785 0.886 0.833 f = sitting 0.002 0.989 0.820 0.897 g = running 0.060 0.733 0.924 0.818 h = walking ------------------------------------------------------- 0.028 0.841 0.831 0.828 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.955 0.714 0.817 a = climbing down 0.023 0.638 0.274 0.384 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.009 0.908 0.727 0.807 d = lying 0.127 0.550 0.697 0.615 e = standing 0.077 0.413 0.335 0.370 f = sitting 0.004 0.980 0.999 0.989 g = running 0.122 0.544 0.965 0.696 h = walking ------------------------------------------------------- 0.055 0.711 0.688 0.677 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.873 0.892 0.882 a = climbing down 0.106 0.564 0.915 0.698 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.007 0.923 0.684 0.785 d = lying 0.088 0.587 0.559 0.573 e = standing 0.123 0.401 0.510 0.449 f = sitting 0.004 0.981 0.999 0.990 g = running 0.005 0.906 0.322 0.475 h = walking ------------------------------------------------------- 0.051 0.746 0.701 0.697 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.839 0.966 0.898 a = climbing down 0.010 0.932 0.876 0.903 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.007 0.924 0.696 0.794 d = lying 0.089 0.576 0.544 0.560 e = standing 0.124 0.395 0.503 0.442 f = sitting 0.004 0.981 0.999 0.990 g = running 0.008 0.941 0.862 0.899 h = walking ------------------------------------------------------- 0.040 0.792 0.774 0.779 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.859 0.960 0.907 a = climbing down 0.032 0.814 0.936 0.871 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.008 0.922 0.698 0.794 d = lying 0.091 0.570 0.541 0.555 e = standing 0.124 0.389 0.493 0.435 f = sitting 0.004 0.980 0.999 0.989 g = running 0.002 0.986 0.725 0.836 h = walking ------------------------------------------------------- 0.042 0.782 0.761 0.766 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.859 0.960 0.907 a = climbing down 0.031 0.819 0.940 0.876 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.007 0.923 0.688 0.788 d = lying 0.095 0.558 0.537 0.547 e = standing 0.128 0.368 0.463 0.410 f = sitting 0.004 0.980 0.999 0.989 g = running 0.001 0.988 0.730 0.840 h = walking ------------------------------------------------------- 0.043 0.779 0.756 0.761 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.851 0.974 0.909 a = climbing down 0.040 0.783 0.959 0.862 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.007 0.923 0.684 0.785 d = lying 0.093 0.559 0.530 0.544 e = standing 0.131 0.364 0.465 0.408 f = sitting 0.004 0.981 0.999 0.990 g = running 0.000 1.000 0.641 0.781 h = walking ------------------------------------------------------- 0.044 0.774 0.747 0.751 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.972 0.626 0.762 a = climbing down 0.022 0.620 0.238 0.344 b = climbing up 0.000 0.955 0.442 0.604 c = jumping 0.003 0.969 0.638 0.769 d = lying 0.144 0.577 0.881 0.697 e = standing 0.048 0.490 0.287 0.362 f = sitting 0.016 0.924 0.994 0.958 g = running 0.140 0.519 0.993 0.682 h = walking ------------------------------------------------------- 0.057 0.719 0.682 0.660 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.951 0.732 0.827 a = climbing down 0.092 0.591 0.890 0.710 b = climbing up 0.000 0.955 0.442 0.604 c = jumping 0.005 0.941 0.656 0.773 d = lying 0.111 0.623 0.824 0.710 e = standing 0.066 0.499 0.411 0.451 f = sitting 0.016 0.926 0.994 0.959 g = running 0.019 0.825 0.577 0.679 h = walking ------------------------------------------------------- 0.048 0.760 0.733 0.730 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.742 0.838 a = climbing down 0.029 0.833 0.968 0.895 b = climbing up 0.000 0.959 0.495 0.653 c = jumping 0.007 0.925 0.701 0.798 d = lying 0.134 0.593 0.877 0.707 e = standing 0.046 0.491 0.277 0.354 f = sitting 0.014 0.932 0.994 0.962 g = running 0.007 0.958 0.995 0.976 h = walking ------------------------------------------------------- 0.039 0.803 0.797 0.785 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.708 0.818 a = climbing down 0.042 0.778 0.977 0.866 b = climbing up 0.000 0.959 0.495 0.653 c = jumping 0.007 0.930 0.701 0.800 d = lying 0.123 0.596 0.816 0.689 e = standing 0.060 0.477 0.341 0.397 f = sitting 0.014 0.932 0.994 0.962 g = running 0.003 0.978 0.958 0.968 h = walking ------------------------------------------------------- 0.040 0.798 0.787 0.781 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.702 0.813 a = climbing down 0.042 0.778 0.977 0.866 b = climbing up 0.000 0.961 0.516 0.671 c = jumping 0.007 0.928 0.708 0.803 d = lying 0.123 0.596 0.810 0.686 e = standing 0.061 0.473 0.341 0.396 f = sitting 0.014 0.935 0.994 0.964 g = running 0.003 0.979 0.963 0.971 h = walking ------------------------------------------------------- 0.040 0.798 0.787 0.781 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.967 0.812 0.883 a = climbing down 0.029 0.835 0.973 0.899 b = climbing up 0.000 0.964 0.558 0.707 c = jumping 0.007 0.928 0.710 0.804 d = lying 0.123 0.592 0.797 0.679 e = standing 0.063 0.468 0.344 0.397 f = sitting 0.013 0.940 0.994 0.966 g = running 0.001 0.993 0.967 0.980 h = walking ------------------------------------------------------- 0.038 0.807 0.799 0.795 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.152 0.347 0.879 0.497 a = climbing down 0.096 0.416 0.223 0.290 b = climbing up 0.000 1.000 0.100 0.182 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.172 0.374 0.987 0.543 e = standing 0.002 0.125 0.002 0.003 f = sitting 0.036 0.629 0.367 0.463 g = running 0.152 0.356 0.498 0.415 h = walking ------------------------------------------------------- 0.079 0.475 0.468 0.418 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.701 0.882 0.781 a = climbing down 0.024 0.906 0.763 0.828 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.967 0.932 0.949 d = lying 0.171 0.367 0.950 0.529 e = standing 0.001 0.200 0.002 0.003 f = sitting 0.000 0.998 0.965 0.981 g = running 0.041 0.786 0.895 0.837 h = walking ------------------------------------------------------- 0.032 0.740 0.754 0.718 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.814 0.885 0.848 a = climbing down 0.050 0.857 0.973 0.911 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.989 0.930 0.959 d = lying 0.171 0.372 0.977 0.539 e = standing 0.001 0.200 0.002 0.003 f = sitting 0.000 0.998 0.965 0.981 g = running 0.001 0.994 0.756 0.858 h = walking ------------------------------------------------------- 0.030 0.771 0.786 0.748 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.902 0.879 0.890 a = climbing down 0.019 0.942 0.987 0.964 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.989 0.930 0.959 d = lying 0.171 0.372 0.977 0.539 e = standing 0.001 0.200 0.002 0.003 f = sitting 0.000 0.998 0.965 0.981 g = running 0.003 0.983 0.952 0.968 h = walking ------------------------------------------------------- 0.022 0.797 0.817 0.780 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.902 0.879 0.890 a = climbing down 0.018 0.944 0.986 0.965 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.990 0.930 0.959 d = lying 0.172 0.372 0.977 0.539 e = standing 0.001 0.200 0.002 0.003 f = sitting 0.000 0.998 0.963 0.980 g = running 0.003 0.982 0.959 0.970 h = walking ------------------------------------------------------- 0.022 0.798 0.818 0.780 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.921 0.888 0.904 a = climbing down 0.016 0.949 0.991 0.970 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.990 0.930 0.959 d = lying 0.172 0.372 0.977 0.539 e = standing 0.001 0.200 0.002 0.003 f = sitting 0.000 1.000 0.963 0.981 g = running 0.004 0.977 0.962 0.969 h = walking ------------------------------------------------------- 0.022 0.800 0.820 0.783 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.080 0.487 0.823 0.612 a = climbing down 0.101 0.489 0.312 0.381 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.083 0.153 d = lying 0.175 0.372 1.000 0.542 e = standing 0.110 0.139 0.104 0.119 f = sitting 0.025 0.831 0.742 0.784 g = running 0.162 0.330 0.474 0.389 h = walking ------------------------------------------------------- 0.090 0.509 0.437 0.397 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.853 0.800 0.826 a = climbing down 0.008 0.909 0.272 0.418 b = climbing up 0.000 1.000 0.529 0.692 c = jumping 0.000 0.980 0.090 0.165 d = lying 0.294 0.261 1.000 0.413 e = standing 0.000 0.000 0.000 0.000 f = sitting 0.012 0.930 0.977 0.953 g = running 0.205 0.448 0.984 0.616 h = walking ------------------------------------------------------- 0.062 0.657 0.529 0.467 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.032 0.720 0.904 0.801 a = climbing down 0.008 0.952 0.545 0.694 b = climbing up 0.000 1.000 0.598 0.748 c = jumping 0.000 0.980 0.090 0.165 d = lying 0.294 0.261 1.000 0.413 e = standing 0.000 0.000 0.000 0.000 f = sitting 0.011 0.939 0.977 0.957 g = running 0.104 0.608 0.951 0.742 h = walking ------------------------------------------------------- 0.049 0.681 0.599 0.550 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.878 0.792 0.833 a = climbing down 0.127 0.706 0.986 0.823 b = climbing up 0.000 1.000 0.770 0.870 c = jumping 0.000 0.980 0.090 0.165 d = lying 0.294 0.261 1.000 0.413 e = standing 0.000 0.000 0.000 0.000 f = sitting 0.006 0.963 0.968 0.966 g = running 0.001 0.993 0.436 0.606 h = walking ------------------------------------------------------- 0.059 0.695 0.621 0.567 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.910 0.800 0.852 a = climbing down 0.048 0.862 0.978 0.916 b = climbing up 0.000 1.000 0.851 0.919 c = jumping 0.000 0.980 0.090 0.165 d = lying 0.294 0.261 1.000 0.413 e = standing 0.000 0.000 0.000 0.000 f = sitting 0.004 0.975 0.968 0.971 g = running 0.003 0.979 0.862 0.917 h = walking ------------------------------------------------------- 0.041 0.734 0.683 0.638 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.903 0.817 0.858 a = climbing down 0.042 0.878 0.976 0.924 b = climbing up 0.000 1.000 0.908 0.952 c = jumping 0.000 0.980 0.090 0.165 d = lying 0.294 0.261 1.000 0.413 e = standing 0.000 0.000 0.000 0.000 f = sitting 0.003 0.983 0.968 0.975 g = running 0.003 0.980 0.885 0.930 h = walking ------------------------------------------------------- 0.039 0.739 0.689 0.643 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.958 0.565 0.711 a = climbing down 0.025 0.813 0.763 0.787 b = climbing up 0.008 0.714 0.947 0.814 c = jumping 0.013 0.923 0.997 0.958 d = lying 0.144 0.471 0.767 0.584 e = standing 0.039 0.313 0.101 0.153 f = sitting 0.004 0.982 0.927 0.954 g = running 0.067 0.700 0.987 0.819 h = walking ------------------------------------------------------- 0.041 0.734 0.740 0.714 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.949 0.690 0.799 a = climbing down 0.027 0.825 0.896 0.859 b = climbing up 0.008 0.709 0.947 0.811 c = jumping 0.013 0.923 0.997 0.958 d = lying 0.145 0.474 0.784 0.591 e = standing 0.036 0.310 0.092 0.142 f = sitting 0.004 0.981 0.928 0.954 g = running 0.031 0.829 0.963 0.891 h = walking ------------------------------------------------------- 0.037 0.752 0.768 0.742 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.950 0.696 0.803 a = climbing down 0.026 0.833 0.894 0.863 b = climbing up 0.007 0.732 0.947 0.826 c = jumping 0.013 0.923 0.997 0.958 d = lying 0.145 0.484 0.819 0.608 e = standing 0.030 0.345 0.091 0.144 f = sitting 0.004 0.981 0.934 0.957 g = running 0.032 0.825 0.963 0.889 h = walking ------------------------------------------------------- 0.036 0.759 0.774 0.746 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.947 0.724 0.821 a = climbing down 0.062 0.684 0.929 0.788 b = climbing up 0.003 0.874 0.947 0.909 c = jumping 0.013 0.923 0.997 0.958 d = lying 0.146 0.484 0.820 0.608 e = standing 0.030 0.339 0.088 0.140 f = sitting 0.004 0.982 0.962 0.972 g = running 0.013 0.908 0.792 0.846 h = walking ------------------------------------------------------- 0.038 0.754 0.763 0.737 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.952 0.810 0.875 a = climbing down 0.032 0.810 0.945 0.873 b = climbing up 0.002 0.900 0.947 0.923 c = jumping 0.013 0.923 0.997 0.958 d = lying 0.151 0.473 0.812 0.598 e = standing 0.031 0.255 0.061 0.099 f = sitting 0.003 0.985 0.970 0.978 g = running 0.006 0.963 0.943 0.953 h = walking ------------------------------------------------------- 0.034 0.765 0.791 0.761 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.965 0.792 0.870 a = climbing down 0.025 0.844 0.940 0.889 b = climbing up 0.003 0.882 0.947 0.914 c = jumping 0.013 0.923 0.997 0.958 d = lying 0.151 0.479 0.831 0.608 e = standing 0.028 0.275 0.061 0.100 f = sitting 0.005 0.978 0.981 0.980 g = running 0.009 0.944 0.967 0.956 h = walking ------------------------------------------------------- 0.033 0.770 0.797 0.765 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.975 0.550 0.703 a = climbing down 0.044 0.692 0.688 0.690 b = climbing up 0.002 0.929 1.000 0.963 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.153 0.413 0.646 0.504 e = standing 0.059 0.258 0.118 0.162 f = sitting 0.002 0.989 0.939 0.963 g = running 0.071 0.679 0.959 0.795 h = walking ------------------------------------------------------- 0.047 0.717 0.713 0.698 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.912 0.637 0.750 a = climbing down 0.095 0.579 0.918 0.710 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.153 0.414 0.649 0.505 e = standing 0.059 0.257 0.116 0.160 f = sitting 0.000 0.999 0.869 0.929 g = running 0.015 0.892 0.785 0.835 h = walking ------------------------------------------------------- 0.046 0.728 0.715 0.705 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.936 0.659 0.773 a = climbing down 0.052 0.692 0.814 0.748 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.155 0.410 0.649 0.503 e = standing 0.059 0.235 0.103 0.143 f = sitting 0.005 0.976 0.976 0.976 g = running 0.027 0.841 0.905 0.872 h = walking ------------------------------------------------------- 0.043 0.730 0.738 0.723 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.847 0.819 0.833 a = climbing down 0.045 0.735 0.880 0.801 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.158 0.410 0.658 0.505 e = standing 0.057 0.215 0.090 0.126 f = sitting 0.005 0.976 0.977 0.977 g = running 0.008 0.938 0.792 0.859 h = walking ------------------------------------------------------- 0.041 0.735 0.748 0.732 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.870 0.821 0.845 a = climbing down 0.045 0.738 0.889 0.806 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.156 0.413 0.660 0.508 e = standing 0.057 0.232 0.099 0.138 f = sitting 0.006 0.975 0.977 0.976 g = running 0.008 0.941 0.805 0.867 h = walking ------------------------------------------------------- 0.040 0.742 0.753 0.737 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.938 0.836 0.884 a = climbing down 0.030 0.804 0.873 0.837 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.159 0.410 0.665 0.507 e = standing 0.056 0.207 0.084 0.119 f = sitting 0.006 0.973 0.984 0.978 g = running 0.012 0.921 0.916 0.919 h = walking ------------------------------------------------------- 0.039 0.750 0.767 0.750 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.912 0.612 0.732 a = climbing down 0.058 0.639 0.876 0.739 b = climbing up 0.000 1.000 0.526 0.690 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.171 0.102 0.107 0.104 e = standing 0.163 0.158 0.161 0.160 f = sitting 0.022 0.892 0.997 0.941 g = running 0.013 0.924 0.857 0.889 h = walking ------------------------------------------------------- 0.064 0.653 0.631 0.634 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.900 0.696 0.785 a = climbing down 0.035 0.736 0.838 0.784 b = climbing up 0.000 1.000 0.642 0.782 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.171 0.102 0.107 0.104 e = standing 0.163 0.158 0.161 0.160 f = sitting 0.018 0.910 0.997 0.951 g = running 0.020 0.894 0.911 0.903 h = walking ------------------------------------------------------- 0.063 0.660 0.647 0.650 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.900 0.718 0.798 a = climbing down 0.032 0.752 0.831 0.790 b = climbing up 0.000 1.000 0.821 0.902 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.171 0.102 0.107 0.104 e = standing 0.163 0.158 0.161 0.160 f = sitting 0.013 0.933 0.997 0.964 g = running 0.021 0.890 0.913 0.901 h = walking ------------------------------------------------------- 0.062 0.664 0.653 0.657 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.886 0.807 0.845 a = climbing down 0.020 0.823 0.810 0.816 b = climbing up 0.000 1.000 0.863 0.927 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.171 0.102 0.107 0.104 e = standing 0.163 0.158 0.161 0.160 f = sitting 0.012 0.939 0.997 0.967 g = running 0.021 0.889 0.916 0.902 h = walking ------------------------------------------------------- 0.061 0.671 0.662 0.666 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.888 0.802 0.843 a = climbing down 0.021 0.821 0.817 0.819 b = climbing up 0.000 1.000 0.874 0.933 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.171 0.102 0.107 0.104 e = standing 0.163 0.158 0.161 0.160 f = sitting 0.012 0.940 0.997 0.968 g = running 0.020 0.892 0.916 0.904 h = walking ------------------------------------------------------- 0.061 0.672 0.662 0.666 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.890 0.802 0.844 a = climbing down 0.020 0.823 0.819 0.821 b = climbing up 0.000 1.000 0.874 0.933 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.171 0.102 0.107 0.104 e = standing 0.163 0.158 0.161 0.160 f = sitting 0.012 0.940 0.997 0.968 g = running 0.020 0.892 0.918 0.905 h = walking ------------------------------------------------------- 0.060 0.672 0.663 0.667 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.939 0.723 0.817 a = climbing down 0.056 0.663 0.947 0.780 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.008 0.954 1.000 0.976 d = lying 0.176 0.049 0.051 0.050 e = standing 0.171 0.038 0.036 0.037 f = sitting 0.014 0.927 0.997 0.961 g = running 0.002 0.986 0.802 0.884 h = walking ------------------------------------------------------- 0.064 0.639 0.632 0.630 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.877 0.875 0.876 a = climbing down 0.034 0.754 0.904 0.822 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.008 0.954 1.000 0.976 d = lying 0.176 0.049 0.051 0.050 e = standing 0.171 0.038 0.036 0.037 f = sitting 0.013 0.934 0.997 0.964 g = running 0.002 0.988 0.811 0.891 h = walking ------------------------------------------------------- 0.063 0.644 0.645 0.642 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.896 0.879 0.888 a = climbing down 0.024 0.812 0.911 0.859 b = climbing up 0.000 1.000 0.883 0.938 c = jumping 0.008 0.954 1.000 0.976 d = lying 0.176 0.049 0.051 0.050 e = standing 0.171 0.038 0.036 0.037 f = sitting 0.012 0.941 0.995 0.967 g = running 0.001 0.991 0.882 0.933 h = walking ------------------------------------------------------- 0.061 0.653 0.657 0.654 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.931 0.865 0.897 a = climbing down 0.036 0.753 0.950 0.840 b = climbing up 0.000 1.000 0.904 0.950 c = jumping 0.008 0.954 1.000 0.976 d = lying 0.176 0.049 0.051 0.050 e = standing 0.171 0.038 0.036 0.037 f = sitting 0.011 0.944 0.995 0.969 g = running 0.001 0.994 0.827 0.903 h = walking ------------------------------------------------------- 0.062 0.652 0.652 0.649 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.902 0.917 0.910 a = climbing down 0.029 0.790 0.928 0.853 b = climbing up 0.000 1.000 0.926 0.961 c = jumping 0.008 0.954 1.000 0.976 d = lying 0.176 0.049 0.051 0.050 e = standing 0.171 0.038 0.036 0.037 f = sitting 0.010 0.950 0.995 0.972 g = running 0.001 0.994 0.829 0.904 h = walking ------------------------------------------------------- 0.061 0.653 0.656 0.653 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.926 0.922 0.924 a = climbing down 0.018 0.860 0.942 0.899 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.008 0.954 1.000 0.976 d = lying 0.176 0.049 0.051 0.050 e = standing 0.171 0.038 0.036 0.037 f = sitting 0.009 0.953 0.995 0.973 g = running 0.001 0.991 0.894 0.940 h = walking ------------------------------------------------------- 0.060 0.663 0.668 0.665 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.641 0.226 0.334 a = climbing down 0.036 0.640 0.361 0.462 b = climbing up 0.000 1.000 0.289 0.448 c = jumping 0.021 0.852 0.746 0.796 d = lying 0.029 0.534 0.183 0.273 e = standing 0.165 0.441 0.817 0.573 f = sitting 0.022 0.871 0.924 0.897 g = running 0.176 0.494 0.933 0.646 h = walking ------------------------------------------------------- 0.067 0.644 0.604 0.572 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.853 0.527 0.652 a = climbing down 0.178 0.493 0.978 0.656 b = climbing up 0.000 1.000 0.400 0.571 c = jumping 0.031 0.832 0.954 0.889 d = lying 0.014 0.744 0.232 0.354 e = standing 0.138 0.459 0.739 0.567 f = sitting 0.020 0.888 0.955 0.920 g = running 0.007 0.873 0.278 0.421 h = walking ------------------------------------------------------- 0.057 0.737 0.658 0.629 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.828 0.710 0.765 a = climbing down 0.023 0.807 0.546 0.651 b = climbing up 0.000 1.000 0.433 0.605 c = jumping 0.031 0.833 0.954 0.889 d = lying 0.013 0.734 0.208 0.324 e = standing 0.143 0.454 0.746 0.564 f = sitting 0.019 0.894 0.979 0.934 g = running 0.092 0.643 0.899 0.750 h = walking ------------------------------------------------------- 0.048 0.744 0.710 0.689 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.782 0.747 0.764 a = climbing down 0.053 0.752 0.905 0.821 b = climbing up 0.000 1.000 0.478 0.647 c = jumping 0.019 0.889 0.947 0.917 d = lying 0.009 0.860 0.303 0.448 e = standing 0.126 0.521 0.858 0.648 f = sitting 0.018 0.900 0.977 0.937 g = running 0.013 0.913 0.754 0.826 h = walking ------------------------------------------------------- 0.036 0.810 0.775 0.762 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.827 0.692 0.754 a = climbing down 0.046 0.747 0.772 0.759 b = climbing up 0.000 1.000 0.489 0.657 c = jumping 0.019 0.890 0.950 0.919 d = lying 0.009 0.858 0.298 0.443 e = standing 0.126 0.519 0.856 0.646 f = sitting 0.014 0.919 0.977 0.947 g = running 0.043 0.786 0.854 0.818 h = walking ------------------------------------------------------- 0.039 0.796 0.764 0.751 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.832 0.663 0.738 a = climbing down 0.066 0.708 0.905 0.795 b = climbing up 0.000 1.000 0.478 0.647 c = jumping 0.019 0.890 0.950 0.919 d = lying 0.009 0.849 0.286 0.428 e = standing 0.128 0.514 0.854 0.642 f = sitting 0.014 0.918 0.983 0.950 g = running 0.017 0.894 0.779 0.833 h = walking ------------------------------------------------------- 0.038 0.806 0.768 0.754 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.904 0.236 0.375 a = climbing down 0.035 0.517 0.210 0.299 b = climbing up 0.000 1.000 0.686 0.814 c = jumping 0.018 0.861 0.668 0.752 d = lying 0.081 0.403 0.308 0.349 e = standing 0.146 0.384 0.572 0.460 f = sitting 0.014 0.918 0.990 0.953 g = running 0.200 0.465 0.946 0.624 h = walking ------------------------------------------------------- 0.074 0.628 0.576 0.553 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.829 0.395 0.535 a = climbing down 0.217 0.432 0.932 0.590 b = climbing up 0.000 1.000 0.674 0.806 c = jumping 0.021 0.871 0.852 0.861 d = lying 0.044 0.434 0.189 0.263 e = standing 0.146 0.442 0.727 0.550 f = sitting 0.014 0.918 0.990 0.953 g = running 0.004 0.878 0.173 0.289 h = walking ------------------------------------------------------- 0.066 0.686 0.609 0.576 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.063 0.565 0.714 0.631 a = climbing down 0.070 0.598 0.589 0.594 b = climbing up 0.000 1.000 0.698 0.822 c = jumping 0.019 0.883 0.853 0.868 d = lying 0.041 0.448 0.187 0.264 e = standing 0.147 0.449 0.753 0.563 f = sitting 0.014 0.923 0.990 0.955 g = running 0.024 0.837 0.680 0.750 h = walking ------------------------------------------------------- 0.052 0.683 0.674 0.662 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.840 0.670 0.746 a = climbing down 0.063 0.681 0.759 0.718 b = climbing up 0.000 1.000 0.698 0.822 c = jumping 0.019 0.883 0.858 0.871 d = lying 0.040 0.455 0.189 0.267 e = standing 0.147 0.450 0.753 0.563 f = sitting 0.014 0.921 0.990 0.954 g = running 0.037 0.799 0.794 0.796 h = walking ------------------------------------------------------- 0.048 0.718 0.713 0.700 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.915 0.586 0.715 a = climbing down 0.092 0.633 0.899 0.743 b = climbing up 0.000 1.000 0.698 0.822 c = jumping 0.016 0.898 0.878 0.888 d = lying 0.038 0.461 0.181 0.260 e = standing 0.148 0.452 0.765 0.568 f = sitting 0.014 0.921 0.990 0.954 g = running 0.016 0.890 0.714 0.792 h = walking ------------------------------------------------------- 0.047 0.736 0.717 0.702 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.872 0.786 0.827 a = climbing down 0.053 0.724 0.788 0.755 b = climbing up 0.000 1.000 0.756 0.861 c = jumping 0.016 0.899 0.888 0.894 d = lying 0.036 0.468 0.179 0.259 e = standing 0.147 0.455 0.770 0.572 f = sitting 0.013 0.928 0.990 0.958 g = running 0.031 0.824 0.783 0.803 h = walking ------------------------------------------------------- 0.044 0.738 0.734 0.720 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.871 0.756 0.809 a = climbing down 0.177 0.432 0.903 0.584 b = climbing up 0.006 0.802 1.000 0.890 c = jumping 0.003 0.981 0.964 0.973 d = lying 0.145 0.562 0.961 0.710 e = standing 0.010 0.660 0.117 0.198 f = sitting 0.012 0.932 0.962 0.947 g = running 0.007 0.500 0.041 0.075 h = walking ------------------------------------------------------- 0.053 0.703 0.679 0.616 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.900 0.829 0.863 a = climbing down 0.028 0.803 0.779 0.791 b = climbing up 0.005 0.816 1.000 0.899 c = jumping 0.003 0.981 0.964 0.973 d = lying 0.146 0.561 0.961 0.708 e = standing 0.010 0.649 0.112 0.190 f = sitting 0.001 0.997 0.963 0.980 g = running 0.033 0.824 0.893 0.857 h = walking ------------------------------------------------------- 0.036 0.810 0.798 0.769 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.776 0.861 a = climbing down 0.062 0.689 0.916 0.787 b = climbing up 0.005 0.830 1.000 0.907 c = jumping 0.003 0.981 0.964 0.973 d = lying 0.146 0.561 0.961 0.708 e = standing 0.010 0.649 0.112 0.190 f = sitting 0.001 0.997 0.967 0.981 g = running 0.016 0.896 0.769 0.828 h = walking ------------------------------------------------------- 0.036 0.814 0.792 0.764 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.976 0.719 0.828 a = climbing down 0.085 0.624 0.942 0.751 b = climbing up 0.002 0.912 1.000 0.954 c = jumping 0.003 0.981 0.964 0.973 d = lying 0.147 0.561 0.969 0.711 e = standing 0.008 0.674 0.106 0.183 f = sitting 0.001 0.997 0.983 0.990 g = running 0.011 0.913 0.685 0.783 h = walking ------------------------------------------------------- 0.039 0.814 0.779 0.751 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.719 0.829 a = climbing down 0.087 0.617 0.944 0.746 b = climbing up 0.001 0.959 1.000 0.979 c = jumping 0.003 0.981 0.964 0.973 d = lying 0.147 0.561 0.972 0.711 e = standing 0.008 0.682 0.103 0.178 f = sitting 0.001 0.997 0.992 0.994 g = running 0.011 0.912 0.670 0.772 h = walking ------------------------------------------------------- 0.039 0.816 0.778 0.749 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.982 0.721 0.831 a = climbing down 0.068 0.663 0.901 0.764 b = climbing up 0.002 0.930 1.000 0.964 c = jumping 0.003 0.981 0.964 0.973 d = lying 0.150 0.558 0.973 0.709 e = standing 0.007 0.658 0.088 0.156 f = sitting 0.000 0.998 0.987 0.992 g = running 0.023 0.855 0.756 0.802 h = walking ------------------------------------------------------- 0.038 0.809 0.784 0.752 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.736 0.700 0.718 a = climbing down 0.169 0.411 0.788 0.540 b = climbing up 0.002 0.925 0.956 0.940 c = jumping 0.005 0.969 1.000 0.984 d = lying 0.151 0.553 0.967 0.704 e = standing 0.005 0.646 0.055 0.101 f = sitting 0.031 0.844 0.988 0.910 g = running 0.003 0.700 0.046 0.086 h = walking ------------------------------------------------------- 0.056 0.699 0.658 0.584 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.869 0.850 0.860 a = climbing down 0.045 0.725 0.785 0.754 b = climbing up 0.002 0.914 0.944 0.929 c = jumping 0.005 0.970 1.000 0.985 d = lying 0.151 0.554 0.970 0.705 e = standing 0.004 0.674 0.055 0.102 f = sitting 0.009 0.948 0.987 0.967 g = running 0.022 0.861 0.775 0.816 h = walking ------------------------------------------------------- 0.038 0.798 0.784 0.745 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.889 0.938 0.913 a = climbing down 0.109 0.552 0.899 0.684 b = climbing up 0.001 0.966 0.933 0.949 c = jumping 0.005 0.970 1.000 0.985 d = lying 0.151 0.554 0.970 0.705 e = standing 0.004 0.674 0.055 0.102 f = sitting 0.002 0.990 0.995 0.992 g = running 0.002 0.972 0.402 0.569 h = walking ------------------------------------------------------- 0.042 0.802 0.753 0.709 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.888 0.947 0.917 a = climbing down 0.049 0.730 0.880 0.798 b = climbing up 0.001 0.966 0.944 0.955 c = jumping 0.004 0.978 1.000 0.989 d = lying 0.119 0.599 0.920 0.726 e = standing 0.014 0.749 0.259 0.385 f = sitting 0.001 0.992 0.995 0.993 g = running 0.006 0.956 0.738 0.833 h = walking ------------------------------------------------------- 0.031 0.841 0.822 0.807 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.881 0.949 0.914 a = climbing down 0.056 0.703 0.880 0.781 b = climbing up 0.001 0.966 0.944 0.955 c = jumping 0.004 0.978 1.000 0.989 d = lying 0.119 0.600 0.919 0.726 e = standing 0.014 0.746 0.261 0.386 f = sitting 0.001 0.992 0.995 0.993 g = running 0.005 0.964 0.697 0.809 h = walking ------------------------------------------------------- 0.032 0.838 0.817 0.801 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.865 0.949 0.905 a = climbing down 0.034 0.783 0.833 0.808 b = climbing up 0.001 0.955 0.944 0.950 c = jumping 0.004 0.978 1.000 0.989 d = lying 0.117 0.599 0.907 0.722 e = standing 0.016 0.724 0.270 0.393 f = sitting 0.001 0.992 0.993 0.992 g = running 0.010 0.935 0.816 0.871 h = walking ------------------------------------------------------- 0.030 0.839 0.827 0.813 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.873 0.481 0.620 a = climbing down 0.119 0.534 0.828 0.650 b = climbing up 0.003 0.894 0.930 0.912 c = jumping 0.002 0.988 0.944 0.966 d = lying 0.104 0.598 0.782 0.678 e = standing 0.042 0.683 0.487 0.568 f = sitting 0.006 0.965 0.982 0.973 g = running 0.042 0.663 0.479 0.556 h = walking ------------------------------------------------------- 0.049 0.748 0.724 0.720 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.892 0.517 0.655 a = climbing down 0.058 0.660 0.682 0.671 b = climbing up 0.002 0.914 0.960 0.937 c = jumping 0.002 0.988 0.944 0.966 d = lying 0.104 0.601 0.795 0.684 e = standing 0.039 0.695 0.485 0.571 f = sitting 0.005 0.970 0.985 0.977 g = running 0.075 0.641 0.771 0.700 h = walking ------------------------------------------------------- 0.044 0.768 0.753 0.750 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.919 0.499 0.646 a = climbing down 0.089 0.606 0.825 0.699 b = climbing up 0.002 0.923 0.960 0.941 c = jumping 0.002 0.988 0.944 0.966 d = lying 0.104 0.604 0.802 0.689 e = standing 0.038 0.703 0.487 0.575 f = sitting 0.005 0.972 0.983 0.977 g = running 0.047 0.704 0.643 0.672 h = walking ------------------------------------------------------- 0.044 0.774 0.754 0.750 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.928 0.470 0.624 a = climbing down 0.074 0.631 0.764 0.691 b = climbing up 0.002 0.923 0.960 0.941 c = jumping 0.002 0.986 0.944 0.965 d = lying 0.107 0.594 0.792 0.679 e = standing 0.040 0.688 0.472 0.560 f = sitting 0.005 0.970 0.983 0.977 g = running 0.056 0.700 0.755 0.726 h = walking ------------------------------------------------------- 0.044 0.773 0.755 0.751 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.945 0.447 0.607 a = climbing down 0.062 0.662 0.733 0.696 b = climbing up 0.002 0.931 0.950 0.941 c = jumping 0.002 0.986 0.944 0.965 d = lying 0.120 0.568 0.797 0.663 e = standing 0.039 0.658 0.403 0.500 f = sitting 0.005 0.970 0.985 0.977 g = running 0.067 0.679 0.815 0.741 h = walking ------------------------------------------------------- 0.046 0.767 0.747 0.740 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.942 0.465 0.623 a = climbing down 0.043 0.674 0.536 0.597 b = climbing up 0.002 0.931 0.950 0.941 c = jumping 0.002 0.988 0.941 0.964 d = lying 0.165 0.528 0.935 0.675 e = standing 0.012 0.723 0.167 0.271 f = sitting 0.005 0.970 0.985 0.977 g = running 0.104 0.594 0.885 0.711 h = walking ------------------------------------------------------- 0.052 0.760 0.717 0.689 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.834 0.736 0.782 a = climbing down 0.121 0.502 0.736 0.597 b = climbing up 0.002 0.928 0.918 0.923 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.113 0.556 0.716 0.626 e = standing 0.055 0.572 0.397 0.469 f = sitting 0.008 0.953 0.988 0.970 g = running 0.036 0.649 0.381 0.480 h = walking ------------------------------------------------------- 0.052 0.714 0.703 0.696 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.785 0.744 0.764 a = climbing down 0.059 0.529 0.398 0.455 b = climbing up 0.000 0.978 0.918 0.947 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.110 0.560 0.712 0.627 e = standing 0.056 0.577 0.410 0.480 f = sitting 0.008 0.953 0.997 0.975 g = running 0.095 0.555 0.687 0.614 h = walking ------------------------------------------------------- 0.052 0.702 0.703 0.697 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.794 0.747 0.770 a = climbing down 0.044 0.638 0.469 0.541 b = climbing up 0.000 0.978 0.918 0.947 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.118 0.560 0.765 0.647 e = standing 0.046 0.600 0.369 0.457 f = sitting 0.008 0.952 0.997 0.974 g = running 0.087 0.598 0.752 0.666 h = walking ------------------------------------------------------- 0.049 0.728 0.725 0.717 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.873 0.755 0.810 a = climbing down 0.090 0.595 0.793 0.680 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.112 0.571 0.756 0.651 e = standing 0.047 0.612 0.403 0.486 f = sitting 0.008 0.952 1.000 0.975 g = running 0.031 0.750 0.543 0.630 h = walking ------------------------------------------------------- 0.045 0.756 0.746 0.740 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.837 0.802 0.819 a = climbing down 0.050 0.695 0.687 0.691 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.125 0.550 0.776 0.644 e = standing 0.043 0.587 0.333 0.425 f = sitting 0.008 0.954 1.000 0.976 g = running 0.049 0.718 0.721 0.719 h = walking ------------------------------------------------------- 0.044 0.755 0.753 0.745 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.901 0.786 0.840 a = climbing down 0.082 0.628 0.834 0.717 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.123 0.562 0.800 0.660 e = standing 0.039 0.622 0.343 0.442 f = sitting 0.008 0.954 1.000 0.976 g = running 0.026 0.793 0.576 0.667 h = walking ------------------------------------------------------- 0.044 0.770 0.757 0.749 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.613 0.419 0.498 a = climbing down 0.196 0.375 0.794 0.509 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.000 1.000 0.132 0.234 d = lying 0.108 0.629 0.973 0.764 e = standing 0.159 0.323 0.421 0.365 f = sitting 0.031 0.856 1.000 0.923 g = running 0.016 0.115 0.011 0.020 h = walking ------------------------------------------------------- 0.075 0.565 0.546 0.479 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.775 0.691 0.731 a = climbing down 0.195 0.398 0.874 0.547 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.000 1.000 0.879 0.936 d = lying 0.114 0.616 0.973 0.754 e = standing 0.024 0.742 0.386 0.508 f = sitting 0.016 0.922 1.000 0.959 g = running 0.004 0.176 0.005 0.009 h = walking ------------------------------------------------------- 0.051 0.661 0.683 0.631 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.776 0.694 0.733 a = climbing down 0.196 0.398 0.874 0.547 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.000 1.000 0.871 0.931 d = lying 0.068 0.686 0.794 0.736 e = standing 0.061 0.648 0.627 0.637 f = sitting 0.015 0.923 1.000 0.960 g = running 0.004 0.188 0.005 0.009 h = walking ------------------------------------------------------- 0.049 0.660 0.690 0.648 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.848 0.819 0.833 a = climbing down 0.193 0.409 0.902 0.563 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 1.000 0.871 0.931 d = lying 0.069 0.689 0.806 0.743 e = standing 0.058 0.662 0.630 0.646 f = sitting 0.009 0.952 1.000 0.975 g = running 0.003 0.250 0.005 0.009 h = walking ------------------------------------------------------- 0.047 0.683 0.705 0.661 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.770 0.506 0.610 a = climbing down 0.221 0.378 0.910 0.534 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 1.000 0.871 0.931 d = lying 0.068 0.690 0.808 0.744 e = standing 0.058 0.664 0.632 0.647 f = sitting 0.005 0.973 1.000 0.986 g = running 0.001 0.333 0.003 0.006 h = walking ------------------------------------------------------- 0.050 0.691 0.685 0.645 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.701 0.309 0.429 a = climbing down 0.237 0.365 0.923 0.524 b = climbing up 0.000 0.988 0.929 0.958 c = jumping 0.000 1.000 0.871 0.931 d = lying 0.069 0.686 0.803 0.740 e = standing 0.059 0.659 0.627 0.642 f = sitting 0.005 0.974 0.995 0.985 g = running 0.001 0.500 0.003 0.006 h = walking ------------------------------------------------------- 0.052 0.711 0.672 0.629 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.561 0.599 0.579 a = climbing down 0.194 0.288 0.533 0.374 b = climbing up 0.001 0.957 0.788 0.865 c = jumping 0.000 1.000 0.114 0.205 d = lying 0.112 0.616 0.949 0.747 e = standing 0.171 0.289 0.385 0.330 f = sitting 0.052 0.781 1.000 0.877 g = running 0.010 0.135 0.008 0.015 h = walking ------------------------------------------------------- 0.081 0.534 0.509 0.444 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.051 0.529 0.798 0.636 a = climbing down 0.197 0.282 0.525 0.367 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 1.000 0.031 0.061 d = lying 0.116 0.609 0.961 0.746 e = standing 0.183 0.262 0.360 0.303 f = sitting 0.022 0.891 0.997 0.941 g = running 0.004 0.235 0.006 0.012 h = walking ------------------------------------------------------- 0.079 0.560 0.506 0.431 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.060 0.490 0.802 0.608 a = climbing down 0.200 0.277 0.519 0.361 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.002 0.991 0.964 0.977 d = lying 0.133 0.577 0.963 0.722 e = standing 0.014 0.776 0.260 0.390 f = sitting 0.012 0.938 0.997 0.967 g = running 0.003 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.055 0.598 0.633 0.581 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.053 0.521 0.813 0.635 a = climbing down 0.200 0.301 0.582 0.396 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.002 0.991 0.964 0.977 d = lying 0.134 0.578 0.971 0.725 e = standing 0.012 0.793 0.255 0.386 f = sitting 0.011 0.946 0.997 0.970 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.054 0.607 0.643 0.588 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.054 0.518 0.817 0.634 a = climbing down 0.200 0.299 0.578 0.394 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.000 0.998 0.962 0.980 d = lying 0.068 0.708 0.875 0.782 e = standing 0.030 0.787 0.623 0.696 f = sitting 0.010 0.949 0.997 0.972 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.046 0.628 0.683 0.644 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.055 0.517 0.821 0.634 a = climbing down 0.199 0.299 0.578 0.395 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.000 0.998 0.962 0.980 d = lying 0.067 0.710 0.872 0.782 e = standing 0.031 0.785 0.628 0.698 f = sitting 0.009 0.951 0.997 0.974 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.046 0.628 0.684 0.645 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.087 0.205 0.166 0.184 a = climbing down 0.329 0.327 0.990 0.491 b = climbing up 0.000 0.667 0.022 0.043 c = jumping 0.000 1.000 0.957 0.978 d = lying 0.001 0.818 0.015 0.030 e = standing 0.164 0.485 1.000 0.653 f = sitting 0.000 1.000 0.397 0.568 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.078 0.564 0.497 0.415 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.897 0.139 0.240 a = climbing down 0.309 0.341 0.991 0.508 b = climbing up 0.001 0.964 0.910 0.936 c = jumping 0.000 1.000 0.957 0.978 d = lying 0.001 0.818 0.015 0.030 e = standing 0.164 0.485 1.000 0.653 f = sitting 0.001 0.991 0.890 0.938 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.065 0.653 0.588 0.499 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.099 0.507 0.750 0.605 a = climbing down 0.201 0.298 0.530 0.382 b = climbing up 0.001 0.953 0.910 0.931 c = jumping 0.000 1.000 0.951 0.975 d = lying 0.001 0.818 0.015 0.030 e = standing 0.165 0.483 1.000 0.651 f = sitting 0.001 0.991 0.878 0.931 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.062 0.600 0.594 0.524 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.844 0.535 0.655 a = climbing down 0.251 0.380 0.954 0.543 b = climbing up 0.001 0.944 0.955 0.950 c = jumping 0.000 1.000 0.951 0.975 d = lying 0.001 0.818 0.015 0.030 e = standing 0.165 0.483 1.000 0.651 f = sitting 0.001 0.995 0.867 0.926 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.059 0.652 0.626 0.552 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.832 0.489 0.616 a = climbing down 0.253 0.381 0.966 0.547 b = climbing up 0.001 0.955 0.955 0.955 c = jumping 0.000 1.000 0.951 0.975 d = lying 0.001 0.818 0.015 0.030 e = standing 0.165 0.483 1.000 0.651 f = sitting 0.001 0.995 0.884 0.936 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.059 0.651 0.625 0.549 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.918 0.442 0.596 a = climbing down 0.250 0.387 0.981 0.555 b = climbing up 0.000 0.977 0.955 0.966 c = jumping 0.000 1.000 0.951 0.975 d = lying 0.001 0.818 0.015 0.030 e = standing 0.165 0.483 1.000 0.651 f = sitting 0.001 0.995 0.971 0.983 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.663 0.635 0.555 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.865 0.386 0.534 a = climbing down 0.319 0.335 0.995 0.502 b = climbing up 0.000 0.976 0.471 0.635 c = jumping 0.004 0.976 0.984 0.980 d = lying 0.000 0.667 0.003 0.007 e = standing 0.162 0.482 0.973 0.645 f = sitting 0.001 0.995 0.664 0.797 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.068 0.624 0.573 0.502 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.975 0.158 0.272 a = climbing down 0.301 0.349 1.000 0.518 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.004 0.978 0.984 0.981 d = lying 0.000 0.667 0.003 0.007 e = standing 0.163 0.482 0.973 0.644 f = sitting 0.039 0.793 0.833 0.812 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.070 0.589 0.563 0.462 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.986 0.138 0.242 a = climbing down 0.304 0.347 1.000 0.515 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.004 0.978 0.984 0.981 d = lying 0.000 0.667 0.003 0.007 e = standing 0.163 0.482 0.973 0.644 f = sitting 0.039 0.793 0.833 0.812 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.071 0.590 0.561 0.458 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.110 0.198 a = climbing down 0.308 0.344 1.000 0.512 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.004 0.978 0.984 0.981 d = lying 0.000 0.667 0.003 0.007 e = standing 0.163 0.482 0.973 0.644 f = sitting 0.039 0.792 0.833 0.812 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.071 0.591 0.557 0.453 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.110 0.198 a = climbing down 0.310 0.342 1.000 0.510 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.004 0.978 0.984 0.981 d = lying 0.000 0.667 0.003 0.007 e = standing 0.163 0.482 0.973 0.644 f = sitting 0.036 0.804 0.833 0.818 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.071 0.592 0.557 0.453 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.044 0.084 a = climbing down 0.321 0.335 1.000 0.502 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.004 0.978 0.984 0.981 d = lying 0.000 0.667 0.003 0.007 e = standing 0.163 0.482 0.973 0.644 f = sitting 0.035 0.810 0.833 0.821 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.072 0.592 0.550 0.439 Weighted Avg. >> chestshin >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.058 0.619 0.779 0.690 a = climbing down 0.056 0.715 0.827 0.767 b = climbing up 0.024 0.433 0.987 0.602 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.068 0.554 0.427 0.482 e = standing 0.276 0.220 0.548 0.314 f = sitting 0.002 0.981 0.609 0.752 g = running 0.021 0.863 0.755 0.805 h = walking ------------------------------------------------------- 0.063 0.714 0.560 0.543 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.755 0.901 0.822 a = climbing down 0.014 0.912 0.885 0.899 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.069 0.546 0.423 0.476 e = standing 0.276 0.217 0.540 0.310 f = sitting 0.002 0.987 0.879 0.930 g = running 0.008 0.953 0.951 0.952 h = walking ------------------------------------------------------- 0.053 0.780 0.648 0.630 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.036 0.752 0.901 0.820 a = climbing down 0.013 0.918 0.884 0.901 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.070 0.535 0.411 0.465 e = standing 0.279 0.214 0.534 0.305 f = sitting 0.002 0.987 0.879 0.930 g = running 0.008 0.951 0.955 0.953 h = walking ------------------------------------------------------- 0.053 0.779 0.646 0.627 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.752 0.899 0.819 a = climbing down 0.013 0.920 0.884 0.901 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.072 0.536 0.423 0.473 e = standing 0.276 0.211 0.522 0.301 f = sitting 0.002 0.987 0.881 0.931 g = running 0.010 0.945 0.950 0.947 h = walking ------------------------------------------------------- 0.053 0.778 0.645 0.627 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.852 0.899 0.875 a = climbing down 0.014 0.912 0.887 0.899 b = climbing up 0.000 1.000 0.973 0.986 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.074 0.533 0.432 0.477 e = standing 0.275 0.207 0.506 0.294 f = sitting 0.001 0.991 0.978 0.985 g = running 0.009 0.948 0.951 0.950 h = walking ------------------------------------------------------- 0.052 0.788 0.660 0.641 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.857 0.899 0.878 a = climbing down 0.015 0.911 0.887 0.899 b = climbing up 0.000 1.000 0.973 0.986 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.075 0.531 0.435 0.478 e = standing 0.274 0.205 0.498 0.291 f = sitting 0.001 0.992 0.983 0.987 g = running 0.009 0.948 0.950 0.949 h = walking ------------------------------------------------------- 0.052 0.787 0.660 0.641 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.040 0.728 0.893 0.802 a = climbing down 0.033 0.810 0.831 0.821 b = climbing up 0.014 0.522 0.819 0.638 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.079 0.588 0.577 0.583 e = standing 0.248 0.209 0.464 0.289 f = sitting 0.007 0.943 0.691 0.797 g = running 0.028 0.839 0.846 0.842 h = walking ------------------------------------------------------- 0.058 0.589 0.609 0.588 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.981 0.835 0.902 a = climbing down 0.020 0.873 0.806 0.838 b = climbing up 0.000 1.000 0.736 0.848 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.079 0.592 0.588 0.590 e = standing 0.246 0.211 0.464 0.290 f = sitting 0.006 0.969 0.997 0.983 g = running 0.039 0.811 0.963 0.880 h = walking ------------------------------------------------------- 0.053 0.634 0.661 0.640 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.840 0.912 a = climbing down 0.027 0.849 0.910 0.879 b = climbing up 0.000 1.000 0.722 0.839 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.079 0.595 0.591 0.593 e = standing 0.246 0.212 0.466 0.291 f = sitting 0.006 0.967 0.998 0.983 g = running 0.021 0.883 0.924 0.903 h = walking ------------------------------------------------------- 0.051 0.643 0.672 0.650 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.995 0.896 0.943 a = climbing down 0.034 0.827 0.952 0.885 b = climbing up 0.000 1.000 0.694 0.820 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.080 0.596 0.605 0.600 e = standing 0.243 0.211 0.458 0.289 f = sitting 0.006 0.964 0.997 0.980 g = running 0.012 0.923 0.856 0.888 h = walking ------------------------------------------------------- 0.051 0.645 0.674 0.653 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.995 0.896 0.943 a = climbing down 0.033 0.828 0.950 0.885 b = climbing up 0.000 1.000 0.708 0.829 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.081 0.604 0.629 0.616 e = standing 0.239 0.212 0.454 0.289 f = sitting 0.006 0.966 0.997 0.981 g = running 0.013 0.922 0.858 0.889 h = walking ------------------------------------------------------- 0.051 0.647 0.678 0.656 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.995 0.898 0.944 a = climbing down 0.012 0.927 0.895 0.911 b = climbing up 0.000 1.000 0.708 0.829 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.082 0.601 0.627 0.614 e = standing 0.239 0.210 0.448 0.286 f = sitting 0.006 0.966 0.997 0.981 g = running 0.023 0.878 0.973 0.923 h = walking ------------------------------------------------------- 0.049 0.654 0.686 0.664 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.933 0.722 0.814 a = climbing down 0.035 0.764 0.841 0.800 b = climbing up 0.007 0.757 0.953 0.844 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.001 0.991 1.000 0.995 e = standing 0.001 0.993 0.991 0.992 f = sitting 0.003 0.984 0.958 0.971 g = running 0.034 0.822 0.893 0.856 h = walking ------------------------------------------------------- 0.011 0.927 0.922 0.922 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.956 0.715 0.818 a = climbing down 0.017 0.820 0.589 0.686 b = climbing up 0.004 0.853 0.953 0.900 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.001 0.991 1.000 0.995 e = standing 0.002 0.990 0.991 0.991 f = sitting 0.003 0.985 0.978 0.981 g = running 0.077 0.691 0.974 0.809 h = walking ------------------------------------------------------- 0.015 0.919 0.907 0.905 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.951 0.715 0.816 a = climbing down 0.029 0.810 0.910 0.857 b = climbing up 0.001 0.964 0.953 0.959 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.001 0.991 1.000 0.995 e = standing 0.002 0.990 0.991 0.991 f = sitting 0.003 0.983 0.995 0.989 g = running 0.027 0.861 0.935 0.896 h = walking ------------------------------------------------------- 0.009 0.945 0.941 0.940 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.951 0.717 0.818 a = climbing down 0.029 0.809 0.912 0.857 b = climbing up 0.000 0.988 0.953 0.970 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.001 0.991 1.000 0.995 e = standing 0.002 0.990 0.991 0.991 f = sitting 0.003 0.983 0.998 0.991 g = running 0.026 0.863 0.934 0.897 h = walking ------------------------------------------------------- 0.009 0.945 0.942 0.941 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.948 0.720 0.818 a = climbing down 0.028 0.815 0.912 0.861 b = climbing up 0.000 0.988 0.953 0.970 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.001 0.991 1.000 0.995 e = standing 0.002 0.990 0.991 0.991 f = sitting 0.003 0.983 0.998 0.991 g = running 0.026 0.865 0.939 0.900 h = walking ------------------------------------------------------- 0.009 0.946 0.943 0.942 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.930 0.757 0.835 a = climbing down 0.032 0.800 0.948 0.868 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.000 1.000 0.985 0.992 d = lying 0.001 0.991 1.000 0.995 e = standing 0.003 0.985 0.991 0.988 f = sitting 0.003 0.983 1.000 0.992 g = running 0.016 0.909 0.900 0.904 h = walking ------------------------------------------------------- 0.008 0.948 0.945 0.945 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.957 0.882 0.918 a = climbing down 0.021 0.842 0.824 0.833 b = climbing up 0.013 0.589 0.912 0.716 c = jumping 0.001 0.993 1.000 0.997 d = lying 0.000 1.000 1.000 1.000 e = standing 0.000 1.000 0.993 0.997 f = sitting 0.002 0.985 0.910 0.946 g = running 0.029 0.847 0.915 0.879 h = walking ------------------------------------------------------- 0.008 0.941 0.936 0.937 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.967 0.912 0.939 a = climbing down 0.066 0.653 0.910 0.760 b = climbing up 0.011 0.642 0.963 0.770 c = jumping 0.001 0.993 1.000 0.997 d = lying 0.000 1.000 1.000 1.000 e = standing 0.000 1.000 0.993 0.997 f = sitting 0.002 0.989 0.924 0.955 g = running 0.013 0.897 0.655 0.757 h = walking ------------------------------------------------------- 0.011 0.929 0.913 0.915 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.961 0.912 0.936 a = climbing down 0.022 0.838 0.832 0.835 b = climbing up 0.009 0.700 0.963 0.811 c = jumping 0.002 0.992 1.000 0.996 d = lying 0.000 1.000 1.000 1.000 e = standing 0.000 1.000 0.991 0.996 f = sitting 0.002 0.989 0.941 0.964 g = running 0.025 0.866 0.903 0.884 h = walking ------------------------------------------------------- 0.008 0.947 0.944 0.945 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.960 0.906 0.932 a = climbing down 0.012 0.898 0.796 0.844 b = climbing up 0.007 0.740 0.963 0.837 c = jumping 0.002 0.992 1.000 0.996 d = lying 0.000 1.000 1.000 1.000 e = standing 0.000 1.000 0.991 0.996 f = sitting 0.002 0.989 0.951 0.970 g = running 0.032 0.842 0.954 0.894 h = walking ------------------------------------------------------- 0.008 0.951 0.948 0.948 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.969 0.897 0.932 a = climbing down 0.026 0.823 0.892 0.857 b = climbing up 0.007 0.743 0.975 0.843 c = jumping 0.002 0.992 1.000 0.996 d = lying 0.000 1.000 1.000 1.000 e = standing 0.000 1.000 0.991 0.996 f = sitting 0.002 0.991 0.951 0.971 g = running 0.018 0.895 0.885 0.890 h = walking ------------------------------------------------------- 0.007 0.951 0.949 0.949 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.969 0.897 0.932 a = climbing down 0.024 0.834 0.895 0.863 b = climbing up 0.002 0.918 0.975 0.945 c = jumping 0.002 0.992 1.000 0.996 d = lying 0.000 1.000 1.000 1.000 e = standing 0.000 1.000 0.991 0.996 f = sitting 0.002 0.991 0.985 0.988 g = running 0.018 0.897 0.896 0.896 h = walking ------------------------------------------------------- 0.007 0.957 0.955 0.956 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.809 0.794 0.801 a = climbing down 0.025 0.780 0.613 0.687 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.964 0.978 0.971 d = lying 0.007 0.950 0.877 0.912 e = standing 0.020 0.883 0.935 0.908 f = sitting 0.001 0.994 0.973 0.983 g = running 0.054 0.754 0.918 0.828 h = walking ------------------------------------------------------- 0.019 0.884 0.881 0.880 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.948 0.719 0.818 a = climbing down 0.027 0.806 0.763 0.784 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.002 0.982 0.826 0.897 e = standing 0.029 0.849 1.000 0.918 f = sitting 0.001 0.994 0.981 0.988 g = running 0.051 0.773 0.956 0.855 h = walking ------------------------------------------------------- 0.016 0.910 0.901 0.901 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.948 0.721 0.819 a = climbing down 0.028 0.801 0.785 0.793 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.002 0.982 0.831 0.900 e = standing 0.028 0.852 1.000 0.920 f = sitting 0.001 0.994 0.984 0.989 g = running 0.045 0.794 0.956 0.867 h = walking ------------------------------------------------------- 0.016 0.913 0.906 0.905 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.948 0.727 0.823 a = climbing down 0.028 0.805 0.802 0.803 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.003 0.980 0.839 0.904 e = standing 0.026 0.860 1.000 0.925 f = sitting 0.001 0.994 0.982 0.988 g = running 0.043 0.802 0.953 0.871 h = walking ------------------------------------------------------- 0.015 0.916 0.909 0.908 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.944 0.738 0.828 a = climbing down 0.030 0.800 0.809 0.805 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.003 0.981 0.869 0.921 e = standing 0.021 0.882 1.000 0.937 f = sitting 0.001 0.994 0.982 0.988 g = running 0.039 0.815 0.950 0.877 h = walking ------------------------------------------------------- 0.014 0.920 0.914 0.914 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.950 0.756 0.842 a = climbing down 0.041 0.764 0.910 0.831 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.003 0.978 0.850 0.909 e = standing 0.024 0.869 1.000 0.930 f = sitting 0.001 0.994 0.980 0.987 g = running 0.020 0.891 0.898 0.894 h = walking ------------------------------------------------------- 0.013 0.925 0.918 0.919 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.958 0.949 0.953 a = climbing down 0.029 0.803 0.801 0.802 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.021 0.884 1.000 0.938 d = lying 0.011 0.919 0.810 0.861 e = standing 0.030 0.810 0.797 0.803 f = sitting 0.000 1.000 0.989 0.994 g = running 0.032 0.829 0.846 0.837 h = walking ------------------------------------------------------- 0.018 0.890 0.890 0.889 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.945 0.955 a = climbing down 0.027 0.821 0.851 0.835 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.016 0.910 1.000 0.953 d = lying 0.008 0.942 0.824 0.879 e = standing 0.028 0.831 0.850 0.840 f = sitting 0.000 1.000 0.997 0.999 g = running 0.024 0.869 0.858 0.863 h = walking ------------------------------------------------------- 0.015 0.909 0.908 0.908 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.937 0.962 a = climbing down 0.076 0.650 0.959 0.775 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.016 0.912 1.000 0.954 d = lying 0.006 0.957 0.847 0.899 e = standing 0.024 0.852 0.865 0.858 f = sitting 0.000 1.000 0.995 0.997 g = running 0.006 0.948 0.615 0.746 h = walking ------------------------------------------------------- 0.017 0.907 0.888 0.888 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.937 0.962 a = climbing down 0.015 0.897 0.884 0.891 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.008 0.955 1.000 0.977 d = lying 0.001 0.993 0.746 0.852 e = standing 0.040 0.791 0.947 0.862 f = sitting 0.000 1.000 0.995 0.997 g = running 0.022 0.887 0.937 0.912 h = walking ------------------------------------------------------- 0.012 0.932 0.926 0.925 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.931 0.964 a = climbing down 0.030 0.826 0.969 0.892 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.008 0.952 1.000 0.975 d = lying 0.001 0.993 0.776 0.871 e = standing 0.035 0.811 0.944 0.872 f = sitting 0.000 1.000 0.995 0.997 g = running 0.007 0.957 0.873 0.913 h = walking ------------------------------------------------------- 0.011 0.937 0.930 0.930 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.928 0.963 a = climbing down 0.031 0.821 0.969 0.889 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.008 0.952 1.000 0.975 d = lying 0.001 0.995 0.769 0.868 e = standing 0.036 0.806 0.945 0.870 f = sitting 0.000 1.000 0.995 0.997 g = running 0.007 0.956 0.869 0.910 h = walking ------------------------------------------------------- 0.011 0.936 0.928 0.928 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.830 0.684 0.750 a = climbing down 0.150 0.529 0.974 0.685 b = climbing up 0.000 1.000 0.973 0.986 c = jumping 0.016 0.908 0.953 0.930 d = lying 0.025 0.845 0.927 0.884 e = standing 0.010 0.912 0.767 0.833 f = sitting 0.002 0.993 0.874 0.930 g = running 0.005 0.915 0.357 0.514 h = walking ------------------------------------------------------- 0.032 0.853 0.804 0.801 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.843 0.690 0.759 a = climbing down 0.062 0.724 0.944 0.820 b = climbing up 0.000 1.000 0.973 0.986 c = jumping 0.016 0.908 0.953 0.930 d = lying 0.024 0.849 0.927 0.886 e = standing 0.010 0.913 0.772 0.837 f = sitting 0.003 0.984 0.896 0.938 g = running 0.011 0.924 0.901 0.912 h = walking ------------------------------------------------------- 0.020 0.884 0.875 0.875 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.044 0.752 0.873 0.808 a = climbing down 0.032 0.823 0.850 0.836 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.016 0.908 0.953 0.930 d = lying 0.024 0.848 0.927 0.885 e = standing 0.010 0.913 0.770 0.835 f = sitting 0.002 0.989 0.902 0.943 g = running 0.008 0.938 0.873 0.904 h = walking ------------------------------------------------------- 0.018 0.889 0.882 0.883 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.855 0.803 0.828 a = climbing down 0.044 0.789 0.943 0.859 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.016 0.908 0.953 0.930 d = lying 0.024 0.848 0.927 0.885 e = standing 0.010 0.913 0.770 0.835 f = sitting 0.002 0.989 0.898 0.942 g = running 0.010 0.929 0.907 0.918 h = walking ------------------------------------------------------- 0.017 0.896 0.891 0.891 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.855 0.824 0.839 a = climbing down 0.043 0.794 0.954 0.867 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.016 0.908 0.953 0.930 d = lying 0.024 0.846 0.927 0.885 e = standing 0.010 0.912 0.768 0.834 f = sitting 0.002 0.989 0.902 0.943 g = running 0.008 0.944 0.886 0.914 h = walking ------------------------------------------------------- 0.017 0.898 0.893 0.893 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.859 0.819 0.838 a = climbing down 0.037 0.817 0.946 0.876 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.016 0.906 0.953 0.929 d = lying 0.024 0.849 0.927 0.886 e = standing 0.010 0.915 0.772 0.837 f = sitting 0.002 0.989 0.899 0.942 g = running 0.012 0.918 0.921 0.919 h = walking ------------------------------------------------------- 0.017 0.899 0.895 0.895 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.883 0.676 0.766 a = climbing down 0.158 0.517 0.977 0.676 b = climbing up 0.000 1.000 0.853 0.921 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.033 0.812 0.980 0.888 e = standing 0.005 0.952 0.771 0.852 f = sitting 0.003 0.987 0.942 0.964 g = running 0.001 0.967 0.289 0.444 h = walking ------------------------------------------------------- 0.031 0.877 0.817 0.809 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.856 0.837 0.847 a = climbing down 0.026 0.854 0.894 0.874 b = climbing up 0.000 1.000 0.893 0.944 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.033 0.809 0.980 0.886 e = standing 0.005 0.952 0.766 0.849 f = sitting 0.003 0.986 0.951 0.968 g = running 0.014 0.904 0.937 0.920 h = walking ------------------------------------------------------- 0.014 0.915 0.910 0.910 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.913 0.741 0.818 a = climbing down 0.033 0.834 0.966 0.895 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.034 0.806 0.980 0.884 e = standing 0.005 0.952 0.761 0.845 f = sitting 0.003 0.989 0.951 0.969 g = running 0.014 0.913 0.987 0.948 h = walking ------------------------------------------------------- 0.014 0.920 0.914 0.913 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.969 0.738 0.838 a = climbing down 0.033 0.835 0.970 0.898 b = climbing up 0.000 1.000 0.893 0.944 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.034 0.806 0.980 0.884 e = standing 0.005 0.952 0.761 0.845 f = sitting 0.003 0.988 0.990 0.989 g = running 0.012 0.922 0.987 0.954 h = walking ------------------------------------------------------- 0.012 0.929 0.921 0.920 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.923 0.915 0.919 a = climbing down 0.012 0.933 0.934 0.934 b = climbing up 0.000 1.000 0.893 0.944 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.034 0.806 0.980 0.884 e = standing 0.005 0.952 0.761 0.845 f = sitting 0.003 0.987 0.992 0.990 g = running 0.006 0.962 0.973 0.968 h = walking ------------------------------------------------------- 0.009 0.942 0.938 0.938 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.953 0.835 0.890 a = climbing down 0.036 0.826 0.979 0.896 b = climbing up 0.000 1.000 0.893 0.944 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.034 0.808 0.982 0.887 e = standing 0.005 0.954 0.764 0.848 f = sitting 0.003 0.989 0.988 0.989 g = running 0.002 0.982 0.912 0.946 h = walking ------------------------------------------------------- 0.012 0.934 0.926 0.926 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.153 0.429 0.937 0.588 a = climbing down 0.042 0.707 0.737 0.721 b = climbing up 0.001 0.945 0.908 0.926 c = jumping 0.020 0.870 0.830 0.850 d = lying 0.042 0.740 0.927 0.823 e = standing 0.027 0.766 0.627 0.690 f = sitting 0.005 0.983 0.933 0.957 g = running 0.024 0.262 0.048 0.081 h = walking ------------------------------------------------------- 0.037 0.710 0.724 0.693 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.132 0.449 0.876 0.594 a = climbing down 0.066 0.657 0.915 0.765 b = climbing up 0.001 0.923 0.947 0.935 c = jumping 0.019 0.875 0.830 0.852 d = lying 0.041 0.746 0.927 0.827 e = standing 0.027 0.768 0.640 0.698 f = sitting 0.004 0.984 0.928 0.955 g = running 0.007 0.458 0.033 0.061 h = walking ------------------------------------------------------- 0.035 0.737 0.738 0.698 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.899 0.673 0.770 a = climbing down 0.027 0.810 0.838 0.824 b = climbing up 0.001 0.947 0.947 0.947 c = jumping 0.019 0.876 0.829 0.852 d = lying 0.040 0.751 0.935 0.833 e = standing 0.027 0.768 0.642 0.700 f = sitting 0.004 0.984 0.939 0.961 g = running 0.050 0.770 0.943 0.848 h = walking ------------------------------------------------------- 0.023 0.853 0.846 0.844 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.892 0.622 0.733 a = climbing down 0.046 0.739 0.937 0.826 b = climbing up 0.001 0.947 0.947 0.947 c = jumping 0.018 0.880 0.829 0.854 d = lying 0.039 0.756 0.933 0.835 e = standing 0.029 0.762 0.647 0.700 f = sitting 0.004 0.984 0.938 0.960 g = running 0.026 0.863 0.927 0.894 h = walking ------------------------------------------------------- 0.022 0.858 0.850 0.848 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.849 0.767 0.806 a = climbing down 0.040 0.765 0.936 0.842 b = climbing up 0.001 0.935 0.947 0.941 c = jumping 0.019 0.879 0.829 0.853 d = lying 0.040 0.750 0.939 0.834 e = standing 0.028 0.763 0.635 0.693 f = sitting 0.004 0.984 0.933 0.958 g = running 0.012 0.932 0.901 0.917 h = walking ------------------------------------------------------- 0.020 0.865 0.860 0.859 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.861 0.771 0.814 a = climbing down 0.030 0.809 0.930 0.865 b = climbing up 0.001 0.935 0.947 0.941 c = jumping 0.014 0.904 0.824 0.862 d = lying 0.041 0.747 0.937 0.831 e = standing 0.028 0.770 0.667 0.715 f = sitting 0.004 0.984 0.933 0.958 g = running 0.018 0.899 0.928 0.913 h = walking ------------------------------------------------------- 0.019 0.871 0.867 0.866 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.164 0.414 0.945 0.576 a = climbing down 0.029 0.784 0.757 0.770 b = climbing up 0.001 0.961 0.973 0.967 c = jumping 0.002 0.990 0.983 0.986 d = lying 0.031 0.785 0.880 0.830 e = standing 0.016 0.876 0.785 0.828 f = sitting 0.001 0.996 0.984 0.990 g = running 0.014 0.257 0.028 0.051 h = walking ------------------------------------------------------- 0.029 0.756 0.773 0.739 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.039 0.727 0.844 0.781 a = climbing down 0.029 0.799 0.844 0.821 b = climbing up 0.001 0.962 1.000 0.980 c = jumping 0.002 0.990 0.979 0.985 d = lying 0.025 0.811 0.831 0.821 e = standing 0.024 0.829 0.820 0.824 f = sitting 0.001 0.996 0.988 0.992 g = running 0.023 0.842 0.710 0.771 h = walking ------------------------------------------------------- 0.018 0.877 0.874 0.874 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.038 0.668 0.627 0.647 a = climbing down 0.008 0.926 0.769 0.840 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.990 0.979 0.985 d = lying 0.025 0.808 0.831 0.819 e = standing 0.024 0.828 0.816 0.822 f = sitting 0.001 0.996 0.991 0.994 g = running 0.054 0.744 0.885 0.808 h = walking ------------------------------------------------------- 0.020 0.871 0.867 0.867 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.046 0.681 0.805 0.738 a = climbing down 0.010 0.925 0.863 0.893 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.990 0.979 0.985 d = lying 0.025 0.807 0.825 0.816 e = standing 0.024 0.824 0.816 0.820 f = sitting 0.001 0.996 0.989 0.993 g = running 0.023 0.859 0.800 0.828 h = walking ------------------------------------------------------- 0.016 0.889 0.884 0.886 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.043 0.699 0.809 0.750 a = climbing down 0.010 0.924 0.872 0.897 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.979 0.986 d = lying 0.026 0.805 0.833 0.819 e = standing 0.024 0.828 0.813 0.820 f = sitting 0.001 0.996 0.991 0.994 g = running 0.022 0.868 0.813 0.840 h = walking ------------------------------------------------------- 0.015 0.893 0.889 0.890 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.802 0.762 0.782 a = climbing down 0.008 0.938 0.865 0.900 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.994 0.979 0.986 d = lying 0.026 0.807 0.847 0.827 e = standing 0.022 0.837 0.813 0.825 f = sitting 0.001 0.996 0.991 0.994 g = running 0.030 0.846 0.936 0.889 h = walking ------------------------------------------------------- 0.014 0.904 0.903 0.903 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.850 0.625 0.720 a = climbing down 0.086 0.546 0.735 0.627 b = climbing up 0.004 0.848 0.918 0.881 c = jumping 0.008 0.957 0.957 0.957 d = lying 0.059 0.718 0.958 0.821 e = standing 0.012 0.896 0.617 0.731 f = sitting 0.001 0.992 0.942 0.966 g = running 0.041 0.755 0.729 0.742 h = walking ------------------------------------------------------- 0.030 0.826 0.804 0.805 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.905 0.554 0.687 a = climbing down 0.077 0.597 0.818 0.691 b = climbing up 0.001 0.975 0.918 0.945 c = jumping 0.003 0.983 0.955 0.969 d = lying 0.028 0.843 0.951 0.893 e = standing 0.014 0.912 0.829 0.868 f = sitting 0.001 0.992 0.963 0.977 g = running 0.036 0.801 0.837 0.818 h = walking ------------------------------------------------------- 0.022 0.871 0.854 0.855 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.916 0.546 0.684 a = climbing down 0.105 0.551 0.913 0.687 b = climbing up 0.000 0.987 0.918 0.951 c = jumping 0.003 0.983 0.955 0.969 d = lying 0.028 0.843 0.952 0.894 e = standing 0.013 0.913 0.829 0.869 f = sitting 0.001 0.992 0.964 0.978 g = running 0.019 0.864 0.708 0.778 h = walking ------------------------------------------------------- 0.023 0.877 0.846 0.848 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.932 0.542 0.685 a = climbing down 0.104 0.551 0.911 0.687 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.003 0.981 0.955 0.968 d = lying 0.028 0.843 0.951 0.893 e = standing 0.014 0.911 0.827 0.867 f = sitting 0.001 0.992 0.967 0.979 g = running 0.027 0.817 0.681 0.742 h = walking ------------------------------------------------------- 0.024 0.871 0.842 0.843 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.936 0.550 0.693 a = climbing down 0.103 0.553 0.911 0.689 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.003 0.983 0.955 0.969 d = lying 0.027 0.845 0.951 0.895 e = standing 0.014 0.912 0.832 0.870 f = sitting 0.002 0.990 0.967 0.979 g = running 0.027 0.814 0.677 0.739 h = walking ------------------------------------------------------- 0.024 0.872 0.843 0.845 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.960 0.502 0.659 a = climbing down 0.109 0.546 0.933 0.689 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.002 0.986 0.955 0.970 d = lying 0.028 0.844 0.952 0.895 e = standing 0.013 0.914 0.834 0.872 f = sitting 0.002 0.989 0.977 0.983 g = running 0.022 0.848 0.696 0.765 h = walking ------------------------------------------------------- 0.023 0.880 0.845 0.845 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.040 0.738 0.829 0.781 a = climbing down 0.091 0.520 0.700 0.596 b = climbing up 0.016 0.552 0.929 0.693 c = jumping 0.004 0.978 0.975 0.977 d = lying 0.032 0.826 0.978 0.896 e = standing 0.005 0.963 0.800 0.874 f = sitting 0.002 0.987 0.705 0.822 g = running 0.039 0.727 0.597 0.656 h = walking ------------------------------------------------------- 0.028 0.825 0.799 0.803 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.041 0.737 0.852 0.790 a = climbing down 0.119 0.470 0.755 0.579 b = climbing up 0.017 0.549 0.929 0.690 c = jumping 0.004 0.977 0.975 0.976 d = lying 0.031 0.831 0.982 0.900 e = standing 0.005 0.967 0.803 0.878 f = sitting 0.002 0.987 0.724 0.835 g = running 0.024 0.755 0.422 0.541 h = walking ------------------------------------------------------- 0.029 0.824 0.787 0.788 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.761 0.798 0.779 a = climbing down 0.115 0.468 0.720 0.567 b = climbing up 0.018 0.534 0.929 0.678 c = jumping 0.004 0.977 0.975 0.976 d = lying 0.023 0.870 0.983 0.923 e = standing 0.004 0.971 0.853 0.908 f = sitting 0.002 0.988 0.749 0.852 g = running 0.039 0.666 0.444 0.532 h = walking ------------------------------------------------------- 0.029 0.819 0.791 0.794 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.779 0.779 0.779 a = climbing down 0.062 0.589 0.631 0.609 b = climbing up 0.017 0.542 0.918 0.681 c = jumping 0.004 0.977 0.975 0.976 d = lying 0.022 0.877 0.982 0.926 e = standing 0.005 0.969 0.862 0.912 f = sitting 0.002 0.986 0.755 0.855 g = running 0.059 0.687 0.750 0.717 h = walking ------------------------------------------------------- 0.025 0.840 0.824 0.828 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.831 0.858 0.844 a = climbing down 0.044 0.692 0.710 0.701 b = climbing up 0.009 0.684 0.918 0.784 c = jumping 0.004 0.977 0.975 0.976 d = lying 0.022 0.877 0.982 0.926 e = standing 0.005 0.969 0.862 0.912 f = sitting 0.002 0.987 0.845 0.910 g = running 0.042 0.774 0.818 0.795 h = walking ------------------------------------------------------- 0.019 0.875 0.868 0.869 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.875 0.858 0.866 a = climbing down 0.018 0.859 0.777 0.816 b = climbing up 0.004 0.835 0.894 0.864 c = jumping 0.004 0.977 0.975 0.976 d = lying 0.022 0.877 0.982 0.926 e = standing 0.005 0.969 0.862 0.912 f = sitting 0.003 0.984 0.884 0.931 g = running 0.036 0.828 0.988 0.901 h = walking ------------------------------------------------------- 0.014 0.911 0.907 0.907 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.956 0.828 0.887 a = climbing down 0.022 0.797 0.565 0.661 b = climbing up 0.000 1.000 0.899 0.947 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.076 0.622 0.864 0.723 e = standing 0.191 0.319 0.542 0.401 f = sitting 0.004 0.982 0.999 0.990 g = running 0.072 0.683 0.943 0.792 h = walking ------------------------------------------------------- 0.051 0.627 0.681 0.641 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.951 0.938 0.945 a = climbing down 0.019 0.879 0.899 0.889 b = climbing up 0.000 1.000 0.899 0.947 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.077 0.622 0.875 0.727 e = standing 0.190 0.318 0.537 0.400 f = sitting 0.004 0.982 0.999 0.990 g = running 0.014 0.915 0.902 0.908 h = walking ------------------------------------------------------- 0.042 0.670 0.733 0.695 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.953 0.972 0.962 a = climbing down 0.015 0.905 0.940 0.922 b = climbing up 0.000 1.000 0.899 0.947 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.077 0.623 0.877 0.728 e = standing 0.189 0.319 0.537 0.400 f = sitting 0.003 0.985 0.999 0.992 g = running 0.007 0.954 0.902 0.927 h = walking ------------------------------------------------------- 0.041 0.680 0.743 0.704 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.949 0.972 0.960 a = climbing down 0.015 0.905 0.942 0.923 b = climbing up 0.000 1.000 0.899 0.947 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.080 0.614 0.879 0.723 e = standing 0.189 0.311 0.517 0.388 f = sitting 0.003 0.985 0.999 0.992 g = running 0.006 0.959 0.902 0.930 h = walking ------------------------------------------------------- 0.041 0.678 0.740 0.702 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.947 0.972 0.960 a = climbing down 0.016 0.904 0.945 0.924 b = climbing up 0.000 1.000 0.910 0.953 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.080 0.614 0.879 0.723 e = standing 0.189 0.311 0.517 0.388 f = sitting 0.003 0.986 0.999 0.992 g = running 0.006 0.963 0.898 0.929 h = walking ------------------------------------------------------- 0.041 0.678 0.741 0.703 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.908 0.990 0.947 a = climbing down 0.011 0.930 0.938 0.934 b = climbing up 0.000 1.000 0.910 0.953 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.080 0.616 0.886 0.726 e = standing 0.188 0.312 0.517 0.389 f = sitting 0.003 0.985 0.999 0.992 g = running 0.005 0.967 0.883 0.923 h = walking ------------------------------------------------------- 0.041 0.678 0.741 0.702 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.950 0.650 0.772 a = climbing down 0.031 0.756 0.617 0.680 b = climbing up 0.000 1.000 0.435 0.607 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.056 0.712 0.951 0.814 e = standing 0.177 0.382 0.666 0.486 f = sitting 0.015 0.932 0.993 0.961 g = running 0.075 0.685 0.987 0.809 h = walking ------------------------------------------------------- 0.050 0.633 0.691 0.644 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.971 0.724 0.829 a = climbing down 0.059 0.718 0.973 0.826 b = climbing up 0.000 1.000 0.435 0.607 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.057 0.708 0.953 0.812 e = standing 0.177 0.380 0.657 0.481 f = sitting 0.014 0.935 0.993 0.963 g = running 0.005 0.966 0.854 0.907 h = walking ------------------------------------------------------- 0.044 0.670 0.728 0.684 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.973 0.708 0.819 a = climbing down 0.084 0.644 0.988 0.779 b = climbing up 0.000 1.000 0.435 0.607 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.057 0.707 0.951 0.811 e = standing 0.178 0.377 0.654 0.478 f = sitting 0.014 0.934 0.993 0.963 g = running 0.001 0.989 0.721 0.834 h = walking ------------------------------------------------------- 0.047 0.663 0.708 0.665 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.967 0.764 0.854 a = climbing down 0.032 0.822 0.970 0.890 b = climbing up 0.000 1.000 0.435 0.607 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.059 0.702 0.957 0.810 e = standing 0.177 0.374 0.642 0.473 f = sitting 0.014 0.934 0.993 0.963 g = running 0.005 0.970 0.982 0.976 h = walking ------------------------------------------------------- 0.041 0.682 0.748 0.703 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.830 0.892 a = climbing down 0.024 0.860 0.964 0.909 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.059 0.702 0.961 0.811 e = standing 0.176 0.375 0.642 0.473 f = sitting 0.013 0.938 0.993 0.965 g = running 0.004 0.975 0.982 0.978 h = walking ------------------------------------------------------- 0.039 0.688 0.757 0.712 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.836 0.895 a = climbing down 0.023 0.866 0.966 0.913 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.058 0.705 0.962 0.814 e = standing 0.176 0.376 0.645 0.476 f = sitting 0.013 0.938 0.993 0.965 g = running 0.004 0.978 0.985 0.982 h = walking ------------------------------------------------------- 0.039 0.690 0.759 0.714 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.214 0.298 0.861 0.443 a = climbing down 0.104 0.551 0.425 0.480 b = climbing up 0.000 1.000 0.256 0.407 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.170 0.374 0.990 0.543 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.024 0.517 0.156 0.239 g = running 0.092 0.417 0.377 0.396 h = walking ------------------------------------------------------- 0.077 0.474 0.473 0.427 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.049 0.679 0.973 0.800 a = climbing down 0.000 0.998 0.612 0.759 b = climbing up 0.000 1.000 0.511 0.676 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.170 0.374 0.990 0.543 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.012 0.928 0.968 0.948 g = running 0.063 0.732 0.989 0.841 h = walking ------------------------------------------------------- 0.032 0.718 0.737 0.696 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.049 0.679 0.973 0.800 a = climbing down 0.000 0.998 0.612 0.759 b = climbing up 0.000 1.000 0.511 0.676 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.170 0.374 0.990 0.543 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.012 0.928 0.968 0.948 g = running 0.063 0.732 0.989 0.841 h = walking ------------------------------------------------------- 0.032 0.718 0.737 0.696 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.049 0.677 0.973 0.799 a = climbing down 0.000 0.998 0.608 0.756 b = climbing up 0.000 1.000 0.533 0.696 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.170 0.374 0.990 0.543 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.012 0.931 0.968 0.949 g = running 0.064 0.729 0.989 0.840 h = walking ------------------------------------------------------- 0.032 0.718 0.736 0.696 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.796 0.954 0.868 a = climbing down 0.006 0.976 0.856 0.912 b = climbing up 0.000 1.000 0.789 0.882 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.170 0.374 0.990 0.543 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.005 0.967 0.973 0.970 g = running 0.019 0.901 0.980 0.939 h = walking ------------------------------------------------------- 0.023 0.754 0.796 0.760 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.805 0.959 0.875 a = climbing down 0.006 0.978 0.862 0.917 b = climbing up 0.000 1.000 0.844 0.916 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.170 0.374 0.990 0.543 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.004 0.973 0.973 0.973 g = running 0.018 0.903 0.980 0.940 h = walking ------------------------------------------------------- 0.023 0.757 0.799 0.763 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.147 0.363 0.792 0.497 a = climbing down 0.100 0.482 0.307 0.375 b = climbing up 0.000 0.961 0.551 0.700 c = jumping 0.000 1.000 0.103 0.186 d = lying 0.284 0.264 1.000 0.418 e = standing 0.000 0.000 0.000 0.000 f = sitting 0.133 0.310 0.370 0.337 g = running 0.049 0.594 0.407 0.483 h = walking ------------------------------------------------------- 0.089 0.450 0.376 0.330 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.936 0.826 0.878 a = climbing down 0.013 0.879 0.301 0.448 b = climbing up 0.000 0.950 0.213 0.349 c = jumping 0.000 1.000 0.103 0.186 d = lying 0.284 0.264 1.000 0.418 e = standing 0.000 0.000 0.000 0.000 f = sitting 0.136 0.538 0.980 0.695 g = running 0.081 0.678 0.976 0.800 h = walking ------------------------------------------------------- 0.061 0.641 0.541 0.474 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.949 0.828 0.885 a = climbing down 0.039 0.843 0.700 0.765 b = climbing up 0.000 1.000 0.303 0.466 c = jumping 0.000 1.000 0.103 0.186 d = lying 0.284 0.264 1.000 0.418 e = standing 0.000 0.000 0.000 0.000 f = sitting 0.080 0.664 0.978 0.791 g = running 0.018 0.899 0.899 0.899 h = walking ------------------------------------------------------- 0.050 0.686 0.624 0.578 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.982 0.806 0.886 a = climbing down 0.035 0.876 0.824 0.849 b = climbing up 0.000 1.000 0.337 0.504 c = jumping 0.000 1.000 0.103 0.186 d = lying 0.284 0.264 1.000 0.418 e = standing 0.000 0.000 0.000 0.000 f = sitting 0.063 0.716 0.976 0.826 g = running 0.003 0.982 0.940 0.961 h = walking ------------------------------------------------------- 0.044 0.716 0.657 0.613 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.982 0.821 0.895 a = climbing down 0.033 0.882 0.825 0.853 b = climbing up 0.000 1.000 0.393 0.565 c = jumping 0.000 1.000 0.103 0.186 d = lying 0.284 0.264 1.000 0.418 e = standing 0.000 0.000 0.000 0.000 f = sitting 0.061 0.721 0.976 0.829 g = running 0.003 0.982 0.942 0.961 h = walking ------------------------------------------------------- 0.043 0.718 0.660 0.616 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.983 0.836 0.903 a = climbing down 0.027 0.902 0.825 0.862 b = climbing up 0.000 1.000 0.539 0.701 c = jumping 0.000 1.000 0.103 0.186 d = lying 0.284 0.264 1.000 0.418 e = standing 0.000 0.000 0.000 0.000 f = sitting 0.057 0.734 0.976 0.838 g = running 0.004 0.979 0.962 0.971 h = walking ------------------------------------------------------- 0.041 0.724 0.667 0.624 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.901 0.640 0.748 a = climbing down 0.039 0.716 0.721 0.719 b = climbing up 0.001 0.965 0.965 0.965 c = jumping 0.000 1.000 0.995 0.998 d = lying 0.021 0.884 0.884 0.884 e = standing 0.021 0.833 0.839 0.836 f = sitting 0.003 0.985 0.966 0.975 g = running 0.048 0.777 0.963 0.860 h = walking ------------------------------------------------------- 0.019 0.882 0.877 0.875 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.906 0.701 0.791 a = climbing down 0.056 0.686 0.904 0.780 b = climbing up 0.001 0.965 0.965 0.965 c = jumping 0.000 1.000 0.995 0.998 d = lying 0.021 0.885 0.884 0.884 e = standing 0.021 0.836 0.843 0.839 f = sitting 0.004 0.984 0.966 0.975 g = running 0.013 0.922 0.865 0.892 h = walking ------------------------------------------------------- 0.016 0.900 0.892 0.893 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.902 0.704 0.790 a = climbing down 0.054 0.695 0.904 0.786 b = climbing up 0.001 0.965 0.965 0.965 c = jumping 0.000 1.000 0.995 0.998 d = lying 0.020 0.891 0.912 0.901 e = standing 0.016 0.870 0.847 0.858 f = sitting 0.004 0.984 0.966 0.975 g = running 0.012 0.924 0.875 0.899 h = walking ------------------------------------------------------- 0.015 0.906 0.898 0.899 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.893 0.710 0.791 a = climbing down 0.052 0.703 0.902 0.790 b = climbing up 0.001 0.965 0.965 0.965 c = jumping 0.000 1.000 0.995 0.998 d = lying 0.020 0.893 0.929 0.910 e = standing 0.013 0.891 0.847 0.869 f = sitting 0.004 0.984 0.966 0.975 g = running 0.012 0.926 0.879 0.902 h = walking ------------------------------------------------------- 0.015 0.909 0.902 0.903 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.806 0.808 0.807 a = climbing down 0.033 0.781 0.874 0.825 b = climbing up 0.001 0.954 0.965 0.960 c = jumping 0.000 1.000 0.995 0.998 d = lying 0.022 0.886 0.943 0.914 e = standing 0.011 0.909 0.834 0.870 f = sitting 0.004 0.983 0.967 0.975 g = running 0.009 0.943 0.868 0.904 h = walking ------------------------------------------------------- 0.013 0.912 0.909 0.909 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.907 0.834 0.869 a = climbing down 0.021 0.852 0.888 0.869 b = climbing up 0.001 0.944 0.977 0.960 c = jumping 0.000 1.000 0.995 0.998 d = lying 0.022 0.887 0.950 0.918 e = standing 0.009 0.919 0.834 0.875 f = sitting 0.002 0.992 0.974 0.983 g = running 0.014 0.921 0.963 0.941 h = walking ------------------------------------------------------- 0.011 0.931 0.930 0.930 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.948 0.662 0.780 a = climbing down 0.033 0.745 0.721 0.733 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.027 0.853 0.861 0.857 e = standing 0.024 0.806 0.794 0.800 f = sitting 0.007 0.969 0.988 0.979 g = running 0.050 0.768 0.964 0.855 h = walking ------------------------------------------------------- 0.020 0.879 0.873 0.871 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.899 0.729 0.805 a = climbing down 0.033 0.771 0.824 0.797 b = climbing up 0.000 1.000 0.835 0.910 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.028 0.855 0.891 0.872 e = standing 0.019 0.840 0.789 0.814 f = sitting 0.005 0.979 0.986 0.982 g = running 0.029 0.850 0.938 0.892 h = walking ------------------------------------------------------- 0.017 0.895 0.893 0.892 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.911 0.748 0.822 a = climbing down 0.057 0.693 0.949 0.801 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.028 0.854 0.895 0.874 e = standing 0.018 0.845 0.787 0.815 f = sitting 0.003 0.985 0.983 0.984 g = running 0.006 0.962 0.825 0.888 h = walking ------------------------------------------------------- 0.016 0.905 0.894 0.895 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.939 0.791 0.859 a = climbing down 0.041 0.758 0.956 0.845 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.027 0.859 0.897 0.878 e = standing 0.018 0.849 0.796 0.821 f = sitting 0.003 0.985 0.983 0.984 g = running 0.005 0.966 0.898 0.931 h = walking ------------------------------------------------------- 0.013 0.918 0.912 0.912 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.944 0.798 0.865 a = climbing down 0.041 0.759 0.962 0.848 b = climbing up 0.000 1.000 0.847 0.917 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.027 0.860 0.902 0.880 e = standing 0.017 0.855 0.796 0.824 f = sitting 0.004 0.983 0.983 0.983 g = running 0.005 0.972 0.897 0.933 h = walking ------------------------------------------------------- 0.013 0.919 0.913 0.913 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.932 0.880 0.905 a = climbing down 0.020 0.863 0.917 0.889 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.028 0.859 0.925 0.891 e = standing 0.013 0.884 0.789 0.834 f = sitting 0.005 0.978 0.983 0.980 g = running 0.012 0.929 0.941 0.935 h = walking ------------------------------------------------------- 0.012 0.926 0.925 0.925 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.820 0.705 0.758 a = climbing down 0.020 0.730 0.450 0.557 b = climbing up 0.000 1.000 0.681 0.810 c = jumping 0.001 0.993 0.907 0.948 d = lying 0.136 0.340 0.376 0.357 e = standing 0.127 0.172 0.168 0.170 f = sitting 0.025 0.884 0.998 0.938 g = running 0.061 0.743 0.945 0.832 h = walking ------------------------------------------------------- 0.057 0.675 0.668 0.664 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.880 0.695 0.777 a = climbing down 0.042 0.717 0.893 0.795 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.994 0.907 0.948 d = lying 0.145 0.316 0.358 0.335 e = standing 0.127 0.144 0.136 0.140 f = sitting 0.011 0.944 0.998 0.970 g = running 0.011 0.937 0.864 0.899 h = walking ------------------------------------------------------- 0.049 0.713 0.701 0.704 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.886 0.705 0.785 a = climbing down 0.035 0.752 0.886 0.813 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.994 0.907 0.948 d = lying 0.147 0.302 0.340 0.320 e = standing 0.128 0.145 0.138 0.141 f = sitting 0.011 0.944 0.998 0.970 g = running 0.012 0.936 0.903 0.919 h = walking ------------------------------------------------------- 0.049 0.715 0.705 0.708 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.807 0.779 0.793 a = climbing down 0.025 0.801 0.836 0.818 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.994 0.907 0.948 d = lying 0.147 0.300 0.337 0.317 e = standing 0.128 0.144 0.138 0.141 f = sitting 0.010 0.950 0.997 0.973 g = running 0.011 0.939 0.890 0.914 h = walking ------------------------------------------------------- 0.049 0.713 0.705 0.708 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.856 0.695 0.767 a = climbing down 0.048 0.696 0.914 0.790 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.994 0.907 0.948 d = lying 0.148 0.298 0.335 0.315 e = standing 0.128 0.141 0.134 0.137 f = sitting 0.009 0.953 0.997 0.974 g = running 0.007 0.957 0.834 0.891 h = walking ------------------------------------------------------- 0.050 0.710 0.694 0.698 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.914 0.662 0.768 a = climbing down 0.037 0.747 0.912 0.821 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.994 0.907 0.948 d = lying 0.148 0.289 0.322 0.305 e = standing 0.131 0.138 0.134 0.136 f = sitting 0.010 0.951 0.997 0.973 g = running 0.009 0.950 0.942 0.946 h = walking ------------------------------------------------------- 0.049 0.718 0.706 0.708 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.889 0.846 0.867 a = climbing down 0.010 0.852 0.456 0.594 b = climbing up 0.000 1.000 0.878 0.935 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.150 0.318 0.375 0.344 e = standing 0.114 0.089 0.070 0.078 f = sitting 0.021 0.898 0.995 0.944 g = running 0.061 0.744 0.935 0.829 h = walking ------------------------------------------------------- 0.055 0.684 0.686 0.676 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.885 0.853 0.869 a = climbing down 0.014 0.858 0.693 0.767 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.142 0.334 0.382 0.357 e = standing 0.112 0.147 0.123 0.134 f = sitting 0.018 0.911 0.994 0.951 g = running 0.029 0.856 0.919 0.886 h = walking ------------------------------------------------------- 0.048 0.715 0.719 0.715 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.906 0.834 0.868 a = climbing down 0.027 0.791 0.863 0.826 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.142 0.339 0.390 0.363 e = standing 0.111 0.149 0.123 0.135 f = sitting 0.016 0.924 0.994 0.957 g = running 0.009 0.945 0.868 0.905 h = walking ------------------------------------------------------- 0.045 0.727 0.730 0.727 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.920 0.831 0.873 a = climbing down 0.023 0.825 0.906 0.864 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.156 0.301 0.361 0.328 e = standing 0.116 0.046 0.036 0.041 f = sitting 0.012 0.942 0.994 0.967 g = running 0.006 0.966 0.911 0.937 h = walking ------------------------------------------------------- 0.047 0.718 0.725 0.720 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.888 0.875 0.881 a = climbing down 0.018 0.858 0.887 0.873 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.158 0.278 0.326 0.300 e = standing 0.123 0.026 0.021 0.023 f = sitting 0.010 0.949 0.994 0.971 g = running 0.006 0.964 0.906 0.934 h = walking ------------------------------------------------------- 0.048 0.713 0.719 0.715 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.897 0.882 0.889 a = climbing down 0.017 0.865 0.890 0.877 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.158 0.273 0.320 0.295 e = standing 0.124 0.026 0.021 0.023 f = sitting 0.010 0.949 0.994 0.971 g = running 0.007 0.962 0.909 0.935 h = walking ------------------------------------------------------- 0.048 0.713 0.720 0.716 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.704 0.366 0.481 a = climbing down 0.085 0.654 0.937 0.770 b = climbing up 0.000 1.000 0.467 0.636 c = jumping 0.024 0.864 0.948 0.904 d = lying 0.027 0.721 0.407 0.520 e = standing 0.106 0.427 0.620 0.505 f = sitting 0.020 0.890 0.896 0.893 g = running 0.041 0.794 0.819 0.806 h = walking ------------------------------------------------------- 0.044 0.739 0.720 0.708 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.769 0.546 0.639 a = climbing down 0.033 0.791 0.730 0.759 b = climbing up 0.000 1.000 0.556 0.714 c = jumping 0.022 0.870 0.948 0.907 d = lying 0.028 0.701 0.381 0.494 e = standing 0.110 0.418 0.622 0.500 f = sitting 0.017 0.903 0.912 0.908 g = running 0.076 0.704 0.941 0.806 h = walking ------------------------------------------------------- 0.042 0.751 0.732 0.726 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.819 0.639 0.718 a = climbing down 0.057 0.739 0.945 0.830 b = climbing up 0.000 1.000 0.644 0.784 c = jumping 0.008 0.946 0.943 0.945 d = lying 0.024 0.705 0.336 0.455 e = standing 0.119 0.448 0.758 0.563 f = sitting 0.015 0.917 0.934 0.925 g = running 0.017 0.908 0.856 0.881 h = walking ------------------------------------------------------- 0.034 0.799 0.774 0.768 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.849 0.624 0.719 a = climbing down 0.119 0.587 0.978 0.733 b = climbing up 0.000 1.000 0.844 0.916 c = jumping 0.009 0.943 0.943 0.943 d = lying 0.024 0.689 0.312 0.429 e = standing 0.123 0.439 0.753 0.554 f = sitting 0.010 0.945 0.942 0.944 g = running 0.006 0.947 0.583 0.722 h = walking ------------------------------------------------------- 0.040 0.787 0.734 0.729 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.846 0.679 0.753 a = climbing down 0.050 0.764 0.942 0.844 b = climbing up 0.000 1.000 0.856 0.922 c = jumping 0.009 0.943 0.945 0.944 d = lying 0.024 0.690 0.314 0.431 e = standing 0.122 0.440 0.753 0.555 f = sitting 0.009 0.947 0.940 0.944 g = running 0.016 0.911 0.876 0.893 h = walking ------------------------------------------------------- 0.032 0.808 0.784 0.778 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.849 0.664 0.745 a = climbing down 0.043 0.788 0.932 0.854 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.011 0.930 0.948 0.939 d = lying 0.029 0.698 0.392 0.502 e = standing 0.109 0.450 0.698 0.547 f = sitting 0.005 0.969 0.942 0.956 g = running 0.024 0.879 0.912 0.895 h = walking ------------------------------------------------------- 0.031 0.810 0.793 0.790 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.950 0.482 0.640 a = climbing down 0.060 0.719 0.892 0.796 b = climbing up 0.000 1.000 0.872 0.932 c = jumping 0.020 0.879 0.941 0.909 d = lying 0.018 0.842 0.547 0.663 e = standing 0.083 0.525 0.721 0.607 f = sitting 0.006 0.969 0.987 0.978 g = running 0.062 0.721 0.827 0.770 h = walking ------------------------------------------------------- 0.035 0.809 0.783 0.778 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.876 0.566 0.688 a = climbing down 0.010 0.892 0.467 0.613 b = climbing up 0.000 1.000 0.872 0.932 c = jumping 0.021 0.877 0.941 0.908 d = lying 0.018 0.834 0.516 0.638 e = standing 0.088 0.509 0.719 0.596 f = sitting 0.004 0.979 0.983 0.981 g = running 0.141 0.572 0.977 0.721 h = walking ------------------------------------------------------- 0.042 0.800 0.749 0.745 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.883 0.701 0.782 a = climbing down 0.034 0.794 0.768 0.781 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.018 0.894 0.935 0.914 d = lying 0.017 0.834 0.497 0.623 e = standing 0.092 0.508 0.748 0.605 f = sitting 0.003 0.985 0.990 0.988 g = running 0.055 0.760 0.903 0.825 h = walking ------------------------------------------------------- 0.031 0.820 0.800 0.799 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.939 0.813 0.871 a = climbing down 0.030 0.836 0.887 0.861 b = climbing up 0.000 1.000 0.930 0.964 c = jumping 0.018 0.894 0.937 0.915 d = lying 0.018 0.838 0.523 0.644 e = standing 0.087 0.520 0.746 0.613 f = sitting 0.002 0.987 0.992 0.989 g = running 0.028 0.862 0.905 0.883 h = walking ------------------------------------------------------- 0.025 0.852 0.835 0.835 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.935 0.914 0.924 a = climbing down 0.033 0.827 0.905 0.865 b = climbing up 0.000 1.000 0.930 0.964 c = jumping 0.018 0.894 0.937 0.915 d = lying 0.018 0.840 0.537 0.655 e = standing 0.085 0.525 0.744 0.616 f = sitting 0.003 0.984 0.992 0.988 g = running 0.016 0.911 0.850 0.880 h = walking ------------------------------------------------------- 0.023 0.858 0.843 0.843 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.950 0.918 0.934 a = climbing down 0.017 0.900 0.895 0.898 b = climbing up 0.000 1.000 0.942 0.970 c = jumping 0.018 0.894 0.937 0.915 d = lying 0.018 0.843 0.549 0.665 e = standing 0.083 0.531 0.744 0.620 f = sitting 0.003 0.985 0.992 0.988 g = running 0.021 0.895 0.923 0.909 h = walking ------------------------------------------------------- 0.021 0.870 0.856 0.856 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.894 0.688 0.778 a = climbing down 0.142 0.488 0.907 0.635 b = climbing up 0.001 0.971 1.000 0.985 c = jumping 0.010 0.940 0.963 0.951 d = lying 0.086 0.662 0.981 0.791 e = standing 0.005 0.936 0.441 0.599 f = sitting 0.001 0.992 0.993 0.993 g = running 0.016 0.796 0.343 0.480 h = walking ------------------------------------------------------- 0.037 0.822 0.766 0.753 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.890 0.673 0.766 a = climbing down 0.019 0.814 0.565 0.667 b = climbing up 0.001 0.971 1.000 0.985 c = jumping 0.010 0.940 0.964 0.952 d = lying 0.091 0.647 0.968 0.775 e = standing 0.007 0.902 0.409 0.563 f = sitting 0.001 0.992 0.993 0.993 g = running 0.082 0.681 0.977 0.802 h = walking ------------------------------------------------------- 0.032 0.839 0.810 0.798 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.941 0.633 0.757 a = climbing down 0.037 0.781 0.876 0.826 b = climbing up 0.001 0.971 1.000 0.985 c = jumping 0.010 0.940 0.964 0.952 d = lying 0.097 0.631 0.971 0.765 e = standing 0.007 0.896 0.366 0.520 f = sitting 0.001 0.992 0.995 0.993 g = running 0.031 0.846 0.956 0.898 h = walking ------------------------------------------------------- 0.027 0.862 0.837 0.825 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.959 0.664 0.784 a = climbing down 0.049 0.743 0.947 0.833 b = climbing up 0.001 0.971 1.000 0.985 c = jumping 0.010 0.942 0.964 0.953 d = lying 0.095 0.635 0.968 0.767 e = standing 0.008 0.888 0.379 0.531 f = sitting 0.001 0.995 0.993 0.994 g = running 0.017 0.903 0.894 0.899 h = walking ------------------------------------------------------- 0.026 0.868 0.842 0.831 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.959 0.673 0.791 a = climbing down 0.047 0.752 0.947 0.838 b = climbing up 0.001 0.971 1.000 0.985 c = jumping 0.010 0.942 0.964 0.953 d = lying 0.095 0.635 0.968 0.767 e = standing 0.008 0.888 0.379 0.531 f = sitting 0.001 0.995 0.993 0.994 g = running 0.018 0.900 0.898 0.899 h = walking ------------------------------------------------------- 0.026 0.869 0.843 0.832 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.962 0.666 0.787 a = climbing down 0.035 0.798 0.922 0.855 b = climbing up 0.001 0.971 1.000 0.985 c = jumping 0.010 0.942 0.966 0.954 d = lying 0.112 0.598 0.971 0.740 e = standing 0.007 0.867 0.276 0.419 f = sitting 0.001 0.997 0.993 0.995 g = running 0.026 0.866 0.946 0.904 h = walking ------------------------------------------------------- 0.028 0.862 0.833 0.816 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.923 0.872 0.897 a = climbing down 0.143 0.485 0.897 0.629 b = climbing up 0.000 1.000 0.629 0.772 c = jumping 0.003 0.980 1.000 0.990 d = lying 0.118 0.584 0.963 0.727 e = standing 0.006 0.868 0.258 0.398 f = sitting 0.011 0.940 0.993 0.966 g = running 0.011 0.795 0.248 0.378 h = walking ------------------------------------------------------- 0.042 0.802 0.739 0.710 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.881 0.877 0.879 a = climbing down 0.026 0.825 0.819 0.822 b = climbing up 0.000 1.000 0.629 0.772 c = jumping 0.003 0.980 1.000 0.990 d = lying 0.116 0.588 0.968 0.732 e = standing 0.005 0.888 0.267 0.410 f = sitting 0.011 0.940 0.993 0.966 g = running 0.025 0.861 0.872 0.866 h = walking ------------------------------------------------------- 0.029 0.855 0.826 0.809 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.900 0.894 0.897 a = climbing down 0.048 0.742 0.920 0.821 b = climbing up 0.000 1.000 0.639 0.780 c = jumping 0.003 0.982 1.000 0.991 d = lying 0.115 0.593 0.973 0.737 e = standing 0.005 0.908 0.279 0.427 f = sitting 0.011 0.943 0.992 0.967 g = running 0.010 0.929 0.748 0.828 h = walking ------------------------------------------------------- 0.029 0.861 0.825 0.809 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.902 0.890 0.896 a = climbing down 0.021 0.861 0.859 0.860 b = climbing up 0.000 1.000 0.639 0.780 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.040 0.804 0.944 0.868 e = standing 0.010 0.927 0.749 0.829 f = sitting 0.011 0.943 0.992 0.967 g = running 0.023 0.871 0.887 0.879 h = walking ------------------------------------------------------- 0.017 0.903 0.899 0.898 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.902 0.890 0.896 a = climbing down 0.022 0.857 0.869 0.863 b = climbing up 0.000 1.000 0.639 0.780 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.038 0.808 0.937 0.868 e = standing 0.011 0.920 0.758 0.831 f = sitting 0.011 0.943 0.992 0.967 g = running 0.022 0.879 0.884 0.881 h = walking ------------------------------------------------------- 0.016 0.903 0.900 0.899 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.938 0.870 0.903 a = climbing down 0.033 0.813 0.945 0.874 b = climbing up 0.000 1.000 0.639 0.780 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.046 0.779 0.953 0.857 e = standing 0.008 0.934 0.708 0.806 f = sitting 0.011 0.943 0.992 0.967 g = running 0.011 0.934 0.861 0.896 h = walking ------------------------------------------------------- 0.016 0.907 0.899 0.898 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.787 0.545 0.644 a = climbing down 0.113 0.532 0.832 0.648 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 0.957 0.977 d = lying 0.075 0.721 0.990 0.834 e = standing 0.010 0.906 0.558 0.690 f = sitting 0.005 0.971 1.000 0.985 g = running 0.028 0.764 0.507 0.610 h = walking ------------------------------------------------------- 0.035 0.818 0.789 0.784 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.821 0.535 0.648 a = climbing down 0.082 0.604 0.808 0.691 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 0.958 0.978 d = lying 0.078 0.712 0.993 0.829 e = standing 0.009 0.911 0.536 0.674 f = sitting 0.005 0.971 1.000 0.985 g = running 0.039 0.753 0.668 0.708 h = walking ------------------------------------------------------- 0.033 0.829 0.807 0.802 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.867 0.540 0.666 a = climbing down 0.050 0.704 0.774 0.737 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 0.958 0.978 d = lying 0.077 0.715 0.993 0.832 e = standing 0.009 0.912 0.544 0.682 f = sitting 0.005 0.971 1.000 0.985 g = running 0.054 0.731 0.815 0.771 h = walking ------------------------------------------------------- 0.030 0.844 0.827 0.821 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.879 0.527 0.659 a = climbing down 0.035 0.755 0.703 0.728 b = climbing up 0.000 0.989 0.979 0.984 c = jumping 0.000 0.998 0.958 0.978 d = lying 0.078 0.712 0.993 0.830 e = standing 0.009 0.911 0.537 0.676 f = sitting 0.005 0.972 0.997 0.984 g = running 0.071 0.690 0.885 0.775 h = walking ------------------------------------------------------- 0.031 0.845 0.825 0.818 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.892 0.514 0.652 a = climbing down 0.046 0.727 0.796 0.760 b = climbing up 0.000 0.989 0.979 0.984 c = jumping 0.000 0.998 0.958 0.978 d = lying 0.079 0.711 0.993 0.829 e = standing 0.009 0.910 0.534 0.673 f = sitting 0.005 0.972 0.997 0.984 g = running 0.054 0.738 0.850 0.790 h = walking ------------------------------------------------------- 0.030 0.849 0.830 0.823 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.900 0.514 0.655 a = climbing down 0.041 0.748 0.787 0.767 b = climbing up 0.000 0.989 0.979 0.984 c = jumping 0.000 0.998 0.958 0.978 d = lying 0.083 0.699 0.993 0.820 e = standing 0.009 0.906 0.507 0.650 f = sitting 0.004 0.974 0.997 0.985 g = running 0.056 0.741 0.885 0.806 h = walking ------------------------------------------------------- 0.030 0.851 0.831 0.823 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.811 0.796 0.804 a = climbing down 0.112 0.538 0.847 0.658 b = climbing up 0.000 0.989 0.958 0.973 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.098 0.656 0.961 0.780 e = standing 0.007 0.905 0.422 0.576 f = sitting 0.002 0.987 0.998 0.992 g = running 0.019 0.790 0.395 0.527 h = walking ------------------------------------------------------- 0.037 0.817 0.779 0.766 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.891 0.770 0.826 a = climbing down 0.096 0.579 0.854 0.690 b = climbing up 0.000 0.989 0.958 0.973 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.101 0.650 0.963 0.776 e = standing 0.007 0.906 0.407 0.561 f = sitting 0.003 0.985 0.998 0.992 g = running 0.027 0.771 0.506 0.611 h = walking ------------------------------------------------------- 0.036 0.826 0.793 0.783 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.913 0.768 0.834 a = climbing down 0.092 0.599 0.888 0.716 b = climbing up 0.000 0.989 0.958 0.973 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.100 0.651 0.963 0.777 e = standing 0.007 0.906 0.410 0.565 f = sitting 0.003 0.985 0.998 0.992 g = running 0.022 0.816 0.541 0.651 h = walking ------------------------------------------------------- 0.034 0.838 0.803 0.794 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.922 0.828 0.872 a = climbing down 0.089 0.616 0.924 0.739 b = climbing up 0.000 0.989 0.958 0.973 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.102 0.648 0.966 0.776 e = standing 0.006 0.911 0.400 0.556 f = sitting 0.002 0.987 0.998 0.992 g = running 0.018 0.837 0.514 0.637 h = walking ------------------------------------------------------- 0.033 0.845 0.808 0.797 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.926 0.888 0.907 a = climbing down 0.072 0.666 0.923 0.773 b = climbing up 0.000 0.989 0.958 0.973 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.103 0.647 0.969 0.776 e = standing 0.006 0.917 0.395 0.552 f = sitting 0.002 0.988 0.998 0.993 g = running 0.016 0.869 0.592 0.704 h = walking ------------------------------------------------------- 0.031 0.858 0.825 0.814 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.931 0.885 0.908 a = climbing down 0.048 0.745 0.901 0.816 b = climbing up 0.000 0.989 0.958 0.973 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.104 0.644 0.969 0.774 e = standing 0.006 0.916 0.386 0.544 f = sitting 0.002 0.988 0.998 0.993 g = running 0.021 0.860 0.724 0.786 h = walking ------------------------------------------------------- 0.028 0.866 0.841 0.831 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.511 0.276 0.358 a = climbing down 0.168 0.352 0.629 0.452 b = climbing up 0.001 0.946 0.957 0.951 c = jumping 0.000 1.000 0.774 0.872 d = lying 0.021 0.898 0.978 0.936 e = standing 0.043 0.779 0.895 0.833 f = sitting 0.077 0.712 1.000 0.832 g = running 0.011 0.735 0.149 0.248 h = walking ------------------------------------------------------- 0.046 0.747 0.708 0.680 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.656 0.396 0.494 a = climbing down 0.195 0.393 0.869 0.542 b = climbing up 0.001 0.967 0.957 0.962 c = jumping 0.000 1.000 0.802 0.890 d = lying 0.019 0.906 0.978 0.941 e = standing 0.038 0.802 0.905 0.851 f = sitting 0.026 0.881 1.000 0.937 g = running 0.004 0.840 0.097 0.174 h = walking ------------------------------------------------------- 0.039 0.811 0.743 0.711 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.793 0.736 0.763 a = climbing down 0.185 0.410 0.886 0.560 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 1.000 0.805 0.892 d = lying 0.019 0.905 0.978 0.940 e = standing 0.037 0.806 0.905 0.853 f = sitting 0.012 0.939 0.998 0.968 g = running 0.002 0.875 0.086 0.157 h = walking ------------------------------------------------------- 0.035 0.838 0.766 0.734 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.795 0.744 0.769 a = climbing down 0.185 0.410 0.886 0.561 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 1.000 0.813 0.897 d = lying 0.018 0.910 0.978 0.943 e = standing 0.035 0.814 0.912 0.860 f = sitting 0.012 0.940 0.998 0.968 g = running 0.002 0.875 0.086 0.157 h = walking ------------------------------------------------------- 0.035 0.840 0.769 0.737 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.767 0.644 0.700 a = climbing down 0.202 0.390 0.890 0.542 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 1.000 0.813 0.897 d = lying 0.018 0.910 0.978 0.943 e = standing 0.035 0.814 0.912 0.860 f = sitting 0.006 0.968 0.998 0.983 g = running 0.001 0.915 0.066 0.123 h = walking ------------------------------------------------------- 0.036 0.847 0.759 0.727 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.725 0.632 0.675 a = climbing down 0.206 0.380 0.869 0.529 b = climbing up 0.000 0.989 1.000 0.995 c = jumping 0.000 1.000 0.833 0.909 d = lying 0.018 0.909 0.978 0.942 e = standing 0.032 0.829 0.911 0.868 f = sitting 0.003 0.984 0.997 0.990 g = running 0.001 0.905 0.058 0.110 h = walking ------------------------------------------------------- 0.035 0.846 0.758 0.725 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.298 0.184 0.227 a = climbing down 0.193 0.254 0.452 0.325 b = climbing up 0.004 0.787 0.656 0.715 c = jumping 0.000 1.000 0.864 0.927 d = lying 0.017 0.914 0.992 0.951 e = standing 0.026 0.854 0.901 0.877 f = sitting 0.106 0.639 1.000 0.780 g = running 0.008 0.294 0.015 0.029 h = walking ------------------------------------------------------- 0.051 0.644 0.667 0.622 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.047 0.496 0.678 0.572 a = climbing down 0.017 0.797 0.466 0.588 b = climbing up 0.001 0.955 0.711 0.815 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.017 0.915 0.992 0.952 e = standing 0.005 0.969 0.901 0.934 f = sitting 0.047 0.799 1.000 0.889 g = running 0.008 0.961 0.935 0.948 h = walking ------------------------------------------------------- 0.017 0.885 0.875 0.871 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.061 0.483 0.837 0.613 a = climbing down 0.013 0.841 0.466 0.600 b = climbing up 0.000 0.985 0.711 0.826 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.016 0.921 0.992 0.955 e = standing 0.005 0.969 0.908 0.938 f = sitting 0.023 0.890 0.997 0.940 g = running 0.006 0.970 0.957 0.964 h = walking ------------------------------------------------------- 0.013 0.907 0.890 0.887 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.054 0.528 0.886 0.662 a = climbing down 0.014 0.849 0.540 0.660 b = climbing up 0.000 1.000 0.711 0.831 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.015 0.924 0.992 0.957 e = standing 0.005 0.969 0.912 0.940 f = sitting 0.018 0.913 0.997 0.953 g = running 0.004 0.978 0.951 0.964 h = walking ------------------------------------------------------- 0.012 0.917 0.902 0.901 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.054 0.530 0.890 0.665 a = climbing down 0.012 0.866 0.542 0.667 b = climbing up 0.000 1.000 0.711 0.831 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.015 0.924 0.992 0.957 e = standing 0.005 0.969 0.912 0.940 f = sitting 0.018 0.913 0.997 0.953 g = running 0.004 0.978 0.958 0.968 h = walking ------------------------------------------------------- 0.012 0.919 0.904 0.903 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.587 0.714 0.645 a = climbing down 0.027 0.792 0.701 0.744 b = climbing up 0.000 1.000 0.722 0.839 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.015 0.924 0.992 0.957 e = standing 0.005 0.969 0.912 0.940 f = sitting 0.017 0.918 0.995 0.955 g = running 0.002 0.992 0.957 0.974 h = walking ------------------------------------------------------- 0.012 0.917 0.912 0.913 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.747 0.321 0.449 a = climbing down 0.282 0.337 0.945 0.497 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.082 0.662 0.926 0.772 d = lying 0.014 0.633 0.151 0.244 e = standing 0.142 0.320 0.436 0.369 f = sitting 0.009 0.951 0.964 0.958 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.073 0.513 0.529 0.467 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.837 0.632 0.720 a = climbing down 0.223 0.389 0.938 0.550 b = climbing up 0.000 0.987 0.916 0.950 c = jumping 0.000 1.000 0.887 0.940 d = lying 0.001 0.833 0.026 0.050 e = standing 0.176 0.466 1.000 0.636 f = sitting 0.001 0.995 0.966 0.980 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.055 0.654 0.637 0.562 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.857 0.630 0.726 a = climbing down 0.225 0.389 0.945 0.551 b = climbing up 0.000 0.987 0.916 0.950 c = jumping 0.000 1.000 0.887 0.940 d = lying 0.001 0.833 0.026 0.050 e = standing 0.176 0.466 1.000 0.636 f = sitting 0.001 0.995 0.966 0.980 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.055 0.657 0.637 0.563 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.856 0.624 0.722 a = climbing down 0.226 0.388 0.945 0.550 b = climbing up 0.000 0.974 0.916 0.944 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.001 0.818 0.015 0.030 e = standing 0.178 0.463 1.000 0.633 f = sitting 0.001 0.995 0.964 0.980 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.055 0.654 0.635 0.559 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.857 0.616 0.717 a = climbing down 0.227 0.387 0.945 0.549 b = climbing up 0.000 0.974 0.916 0.944 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.000 0.889 0.014 0.027 e = standing 0.178 0.463 1.000 0.633 f = sitting 0.001 0.995 0.964 0.980 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.056 0.664 0.634 0.558 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.884 0.590 0.708 a = climbing down 0.233 0.384 0.958 0.549 b = climbing up 0.000 0.987 0.940 0.963 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.001 0.667 0.007 0.014 e = standing 0.179 0.461 1.000 0.632 f = sitting 0.000 0.998 0.966 0.982 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.056 0.636 0.632 0.555 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.943 0.566 0.708 a = climbing down 0.253 0.370 0.982 0.538 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.122 0.577 0.957 0.720 d = lying 0.007 0.675 0.090 0.158 e = standing 0.149 0.181 0.215 0.197 f = sitting 0.032 0.825 0.825 0.825 g = running 0.000 1.000 0.002 0.003 h = walking ------------------------------------------------------- 0.078 0.646 0.509 0.441 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.002 0.004 a = climbing down 0.327 0.317 1.000 0.481 b = climbing up 0.005 0.682 0.562 0.616 c = jumping 0.000 1.000 0.939 0.969 d = lying 0.000 1.000 0.003 0.007 e = standing 0.172 0.472 1.000 0.641 f = sitting 0.019 0.890 0.833 0.860 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.069 0.666 0.545 0.440 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.002 0.004 a = climbing down 0.327 0.317 1.000 0.481 b = climbing up 0.005 0.682 0.562 0.616 c = jumping 0.000 1.000 0.939 0.969 d = lying 0.000 1.000 0.003 0.007 e = standing 0.172 0.472 1.000 0.641 f = sitting 0.019 0.890 0.833 0.860 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.069 0.666 0.545 0.440 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.000 0.000 0.000 a = climbing down 0.329 0.316 1.000 0.480 b = climbing up 0.005 0.706 0.600 0.649 c = jumping 0.000 1.000 0.939 0.969 d = lying 0.000 1.000 0.003 0.007 e = standing 0.172 0.472 1.000 0.641 f = sitting 0.017 0.902 0.833 0.866 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.069 0.547 0.546 0.440 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 0.000 0.000 0.000 a = climbing down 0.337 0.310 1.000 0.474 b = climbing up 0.002 0.870 0.588 0.701 c = jumping 0.000 1.000 0.939 0.969 d = lying 0.000 1.000 0.003 0.007 e = standing 0.172 0.472 1.000 0.641 f = sitting 0.013 0.924 0.833 0.876 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.069 0.553 0.546 0.442 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.000 0.000 0.000 a = climbing down 0.337 0.310 1.000 0.474 b = climbing up 0.002 0.870 0.588 0.701 c = jumping 0.000 1.000 0.949 0.974 d = lying 0.000 1.000 0.003 0.007 e = standing 0.171 0.475 1.000 0.644 f = sitting 0.013 0.924 0.833 0.876 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.069 0.553 0.547 0.443 Weighted Avg. >> chestthigh >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.037 0.588 0.439 0.503 a = climbing down 0.048 0.754 0.863 0.805 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.084 0.441 0.558 0.492 e = standing 0.238 0.343 0.581 0.431 f = sitting 0.022 0.864 0.809 0.836 g = running 0.055 0.745 0.918 0.822 h = walking ------------------------------------------------------- 0.073 0.517 0.589 0.544 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.043 0.702 0.839 0.764 a = climbing down 0.009 0.909 0.532 0.671 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.082 0.432 0.525 0.474 e = standing 0.243 0.342 0.591 0.433 f = sitting 0.022 0.865 0.804 0.833 g = running 0.083 0.674 0.985 0.800 h = walking ------------------------------------------------------- 0.073 0.541 0.592 0.548 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.707 0.832 0.765 a = climbing down 0.022 0.865 0.844 0.855 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.082 0.432 0.525 0.474 e = standing 0.243 0.342 0.591 0.433 f = sitting 0.001 0.996 0.804 0.890 g = running 0.025 0.866 0.945 0.904 h = walking ------------------------------------------------------- 0.063 0.601 0.648 0.616 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.042 0.706 0.832 0.764 a = climbing down 0.022 0.866 0.848 0.857 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.061 0.555 0.649 0.599 e = standing 0.227 0.393 0.690 0.501 f = sitting 0.001 0.996 0.804 0.890 g = running 0.025 0.870 0.945 0.906 h = walking ------------------------------------------------------- 0.058 0.624 0.679 0.642 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.033 0.752 0.834 0.791 a = climbing down 0.022 0.867 0.844 0.855 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.061 0.555 0.649 0.599 e = standing 0.227 0.393 0.690 0.501 f = sitting 0.002 0.988 0.851 0.915 g = running 0.025 0.867 0.946 0.905 h = walking ------------------------------------------------------- 0.057 0.628 0.686 0.648 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.749 0.837 0.790 a = climbing down 0.023 0.862 0.841 0.851 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.061 0.555 0.649 0.599 e = standing 0.227 0.393 0.690 0.501 f = sitting 0.002 0.988 0.851 0.915 g = running 0.025 0.870 0.943 0.905 h = walking ------------------------------------------------------- 0.057 0.627 0.685 0.647 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.684 0.376 0.485 a = climbing down 0.026 0.851 0.883 0.867 b = climbing up 0.000 1.000 0.278 0.435 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.054 0.520 0.491 0.505 e = standing 0.246 0.392 0.742 0.513 f = sitting 0.016 0.907 0.878 0.892 g = running 0.080 0.675 0.953 0.790 h = walking ------------------------------------------------------- 0.069 0.573 0.627 0.578 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.945 0.557 0.701 a = climbing down 0.032 0.821 0.874 0.847 b = climbing up 0.000 1.000 0.139 0.244 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.060 0.505 0.512 0.508 e = standing 0.243 0.385 0.712 0.500 f = sitting 0.018 0.902 0.978 0.938 g = running 0.058 0.735 0.922 0.818 h = walking ------------------------------------------------------- 0.066 0.602 0.650 0.604 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.975 0.810 0.885 a = climbing down 0.012 0.924 0.883 0.903 b = climbing up 0.000 1.000 0.514 0.679 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.061 0.505 0.526 0.515 e = standing 0.242 0.384 0.704 0.497 f = sitting 0.011 0.942 0.985 0.963 g = running 0.035 0.828 0.978 0.897 h = walking ------------------------------------------------------- 0.058 0.640 0.694 0.656 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.858 0.909 a = climbing down 0.012 0.926 0.886 0.906 b = climbing up 0.000 1.000 0.514 0.679 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.068 0.458 0.486 0.471 e = standing 0.247 0.367 0.668 0.474 f = sitting 0.011 0.942 0.983 0.962 g = running 0.028 0.856 0.975 0.911 h = walking ------------------------------------------------------- 0.059 0.635 0.689 0.652 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.861 0.910 a = climbing down 0.013 0.922 0.900 0.911 b = climbing up 0.000 1.000 0.514 0.679 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.079 0.570 0.889 0.695 e = standing 0.195 0.402 0.611 0.485 f = sitting 0.011 0.942 0.983 0.962 g = running 0.025 0.870 0.973 0.919 h = walking ------------------------------------------------------- 0.050 0.655 0.724 0.680 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.865 0.913 a = climbing down 0.006 0.961 0.840 0.896 b = climbing up 0.000 1.000 0.556 0.714 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.092 0.542 0.917 0.681 e = standing 0.191 0.380 0.548 0.449 f = sitting 0.010 0.946 0.983 0.964 g = running 0.038 0.822 0.998 0.901 h = walking ------------------------------------------------------- 0.052 0.647 0.712 0.668 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.898 0.726 0.803 a = climbing down 0.014 0.849 0.545 0.664 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.023 0.874 0.998 0.932 e = standing 0.004 0.972 0.871 0.918 f = sitting 0.005 0.972 1.000 0.986 g = running 0.083 0.670 0.956 0.788 h = walking ------------------------------------------------------- 0.020 0.895 0.880 0.878 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.946 0.722 0.819 a = climbing down 0.017 0.874 0.829 0.850 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.023 0.874 0.998 0.932 e = standing 0.004 0.972 0.871 0.918 f = sitting 0.004 0.980 1.000 0.990 g = running 0.046 0.785 0.957 0.863 h = walking ------------------------------------------------------- 0.014 0.922 0.915 0.914 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.946 0.724 0.820 a = climbing down 0.017 0.875 0.841 0.858 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.023 0.874 0.998 0.932 e = standing 0.004 0.972 0.871 0.918 f = sitting 0.004 0.980 1.000 0.990 g = running 0.044 0.793 0.957 0.867 h = walking ------------------------------------------------------- 0.014 0.923 0.917 0.916 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.954 0.724 0.823 a = climbing down 0.023 0.850 0.921 0.884 b = climbing up 0.000 1.000 0.930 0.964 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.023 0.874 0.998 0.932 e = standing 0.004 0.972 0.871 0.918 f = sitting 0.003 0.982 1.000 0.991 g = running 0.030 0.844 0.937 0.888 h = walking ------------------------------------------------------- 0.012 0.929 0.924 0.923 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.954 0.728 0.826 a = climbing down 0.021 0.857 0.913 0.884 b = climbing up 0.000 1.000 0.930 0.964 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.023 0.874 0.998 0.932 e = standing 0.004 0.972 0.871 0.918 f = sitting 0.003 0.982 1.000 0.991 g = running 0.032 0.839 0.942 0.888 h = walking ------------------------------------------------------- 0.012 0.929 0.924 0.923 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.954 0.726 0.825 a = climbing down 0.022 0.853 0.924 0.887 b = climbing up 0.000 1.000 0.930 0.964 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.023 0.874 0.998 0.932 e = standing 0.004 0.972 0.871 0.918 f = sitting 0.003 0.982 1.000 0.991 g = running 0.030 0.848 0.942 0.893 h = walking ------------------------------------------------------- 0.012 0.930 0.925 0.924 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.950 0.871 0.908 a = climbing down 0.006 0.937 0.619 0.745 b = climbing up 0.000 1.000 0.788 0.882 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 1.000 1.000 e = standing 0.000 1.000 1.000 1.000 f = sitting 0.006 0.966 1.000 0.982 g = running 0.064 0.728 0.974 0.833 h = walking ------------------------------------------------------- 0.012 0.941 0.930 0.928 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.962 0.895 0.927 a = climbing down 0.051 0.716 0.919 0.805 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 1.000 1.000 e = standing 0.000 1.000 1.000 1.000 f = sitting 0.005 0.970 1.000 0.985 g = running 0.018 0.876 0.709 0.784 h = walking ------------------------------------------------------- 0.010 0.938 0.932 0.932 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.960 0.886 0.921 a = climbing down 0.005 0.951 0.731 0.827 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 1.000 1.000 e = standing 0.000 1.000 1.000 1.000 f = sitting 0.003 0.983 1.000 0.992 g = running 0.047 0.786 0.981 0.873 h = walking ------------------------------------------------------- 0.009 0.955 0.949 0.948 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.960 0.893 0.925 a = climbing down 0.005 0.957 0.738 0.833 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 1.000 1.000 e = standing 0.000 1.000 1.000 1.000 f = sitting 0.002 0.987 1.000 0.993 g = running 0.046 0.791 0.981 0.876 h = walking ------------------------------------------------------- 0.008 0.957 0.951 0.950 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.884 0.922 a = climbing down 0.010 0.923 0.873 0.897 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 1.000 1.000 e = standing 0.000 1.000 1.000 1.000 f = sitting 0.003 0.985 1.000 0.992 g = running 0.026 0.869 0.961 0.912 h = walking ------------------------------------------------------- 0.006 0.965 0.963 0.963 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.884 0.923 a = climbing down 0.010 0.923 0.875 0.898 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 1.000 1.000 e = standing 0.000 1.000 1.000 1.000 f = sitting 0.003 0.985 1.000 0.992 g = running 0.026 0.869 0.961 0.912 h = walking ------------------------------------------------------- 0.006 0.965 0.964 0.963 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.808 0.877 0.841 a = climbing down 0.025 0.789 0.632 0.702 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.020 0.886 0.980 0.931 d = lying 0.001 0.992 0.834 0.906 e = standing 0.028 0.831 0.872 0.851 f = sitting 0.002 0.989 0.968 0.978 g = running 0.048 0.772 0.869 0.818 h = walking ------------------------------------------------------- 0.021 0.874 0.870 0.869 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.952 0.783 0.859 a = climbing down 0.019 0.863 0.814 0.838 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.014 0.920 0.980 0.949 d = lying 0.001 0.990 0.827 0.901 e = standing 0.029 0.833 0.913 0.871 f = sitting 0.002 0.992 0.970 0.981 g = running 0.045 0.799 0.954 0.870 h = walking ------------------------------------------------------- 0.016 0.909 0.902 0.902 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.966 0.765 0.853 a = climbing down 0.033 0.799 0.890 0.842 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.012 0.931 0.980 0.955 d = lying 0.001 0.990 0.836 0.906 e = standing 0.027 0.842 0.926 0.882 f = sitting 0.002 0.992 0.969 0.980 g = running 0.031 0.843 0.909 0.875 h = walking ------------------------------------------------------- 0.015 0.912 0.905 0.905 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.961 0.767 0.853 a = climbing down 0.033 0.803 0.894 0.846 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.011 0.936 0.980 0.957 d = lying 0.001 0.990 0.838 0.907 e = standing 0.027 0.844 0.932 0.885 f = sitting 0.001 0.993 0.969 0.981 g = running 0.030 0.850 0.915 0.881 h = walking ------------------------------------------------------- 0.015 0.914 0.908 0.908 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.775 0.859 a = climbing down 0.031 0.809 0.892 0.848 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.010 0.939 0.980 0.959 d = lying 0.001 0.992 0.869 0.926 e = standing 0.023 0.867 0.935 0.900 f = sitting 0.001 0.993 0.970 0.982 g = running 0.029 0.854 0.923 0.887 h = walking ------------------------------------------------------- 0.014 0.920 0.914 0.915 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.962 0.787 0.866 a = climbing down 0.030 0.817 0.892 0.853 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.957 0.980 0.968 d = lying 0.001 0.990 0.891 0.938 e = standing 0.019 0.887 0.954 0.919 f = sitting 0.001 0.993 0.970 0.982 g = running 0.029 0.857 0.924 0.889 h = walking ------------------------------------------------------- 0.013 0.926 0.922 0.922 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.911 0.954 0.932 a = climbing down 0.025 0.823 0.776 0.799 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.044 0.786 1.000 0.880 d = lying 0.001 0.996 0.812 0.895 e = standing 0.029 0.797 0.721 0.757 f = sitting 0.001 0.996 0.985 0.991 g = running 0.031 0.838 0.858 0.848 h = walking ------------------------------------------------------- 0.020 0.883 0.878 0.877 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.977 0.907 0.941 a = climbing down 0.021 0.862 0.889 0.876 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.034 0.827 1.000 0.905 d = lying 0.001 0.996 0.821 0.900 e = standing 0.028 0.818 0.786 0.802 f = sitting 0.001 0.996 0.987 0.991 g = running 0.026 0.864 0.894 0.879 h = walking ------------------------------------------------------- 0.016 0.908 0.903 0.903 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.998 0.903 0.948 a = climbing down 0.045 0.759 0.965 0.850 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.027 0.855 1.000 0.922 d = lying 0.001 0.996 0.857 0.921 e = standing 0.022 0.856 0.825 0.840 f = sitting 0.001 0.995 0.987 0.991 g = running 0.014 0.911 0.775 0.837 h = walking ------------------------------------------------------- 0.015 0.913 0.904 0.904 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.960 0.963 a = climbing down 0.041 0.777 0.958 0.858 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.026 0.863 1.000 0.927 d = lying 0.001 0.996 0.859 0.923 e = standing 0.022 0.859 0.837 0.848 f = sitting 0.000 0.999 0.972 0.985 g = running 0.010 0.934 0.787 0.854 h = walking ------------------------------------------------------- 0.014 0.918 0.911 0.911 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.952 0.959 a = climbing down 0.030 0.826 0.965 0.890 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.022 0.879 1.000 0.935 d = lying 0.001 0.996 0.885 0.937 e = standing 0.018 0.885 0.858 0.871 f = sitting 0.000 0.999 0.970 0.984 g = running 0.009 0.947 0.854 0.898 h = walking ------------------------------------------------------- 0.011 0.932 0.927 0.928 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.952 0.959 a = climbing down 0.028 0.834 0.965 0.895 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.021 0.887 1.000 0.940 d = lying 0.001 0.996 0.885 0.937 e = standing 0.018 0.886 0.868 0.877 f = sitting 0.000 0.999 0.972 0.985 g = running 0.009 0.947 0.861 0.902 h = walking ------------------------------------------------------- 0.011 0.934 0.930 0.930 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.837 0.654 0.734 a = climbing down 0.081 0.666 0.939 0.779 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.013 0.918 0.910 0.914 d = lying 0.014 0.906 0.977 0.941 e = standing 0.009 0.928 0.865 0.896 f = sitting 0.002 0.989 0.914 0.950 g = running 0.009 0.931 0.816 0.870 h = walking ------------------------------------------------------- 0.021 0.887 0.873 0.874 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.848 0.631 0.724 a = climbing down 0.084 0.661 0.942 0.776 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.013 0.918 0.910 0.914 d = lying 0.014 0.906 0.977 0.941 e = standing 0.009 0.928 0.865 0.896 f = sitting 0.003 0.988 0.914 0.949 g = running 0.009 0.929 0.831 0.877 h = walking ------------------------------------------------------- 0.021 0.887 0.872 0.873 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.807 0.746 0.776 a = climbing down 0.052 0.744 0.870 0.802 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.013 0.918 0.911 0.915 d = lying 0.014 0.906 0.977 0.941 e = standing 0.009 0.930 0.865 0.896 f = sitting 0.002 0.989 0.914 0.950 g = running 0.012 0.920 0.922 0.921 h = walking ------------------------------------------------------- 0.018 0.893 0.889 0.889 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.888 0.798 0.841 a = climbing down 0.046 0.779 0.942 0.853 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.013 0.918 0.911 0.915 d = lying 0.014 0.906 0.977 0.941 e = standing 0.009 0.930 0.865 0.896 f = sitting 0.002 0.990 0.922 0.955 g = running 0.008 0.943 0.915 0.929 h = walking ------------------------------------------------------- 0.015 0.912 0.907 0.908 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.892 0.794 0.840 a = climbing down 0.046 0.779 0.943 0.853 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.013 0.918 0.911 0.915 d = lying 0.014 0.906 0.977 0.941 e = standing 0.009 0.930 0.865 0.896 f = sitting 0.003 0.988 0.923 0.955 g = running 0.008 0.945 0.920 0.932 h = walking ------------------------------------------------------- 0.015 0.913 0.907 0.908 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.901 0.789 0.841 a = climbing down 0.050 0.769 0.957 0.853 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.013 0.918 0.911 0.915 d = lying 0.014 0.906 0.977 0.941 e = standing 0.009 0.930 0.865 0.896 f = sitting 0.003 0.988 0.925 0.956 g = running 0.007 0.952 0.901 0.926 h = walking ------------------------------------------------------- 0.015 0.913 0.907 0.907 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.876 0.714 0.786 a = climbing down 0.065 0.715 0.936 0.811 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.995 0.998 d = lying 0.018 0.884 1.000 0.939 e = standing 0.001 0.994 0.868 0.927 f = sitting 0.001 0.994 0.960 0.977 g = running 0.005 0.960 0.862 0.908 h = walking ------------------------------------------------------- 0.015 0.920 0.909 0.910 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.845 0.829 0.837 a = climbing down 0.032 0.818 0.833 0.825 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.995 0.998 d = lying 0.018 0.884 1.000 0.939 e = standing 0.001 0.994 0.868 0.927 f = sitting 0.001 0.994 0.954 0.974 g = running 0.019 0.880 0.941 0.910 h = walking ------------------------------------------------------- 0.013 0.921 0.918 0.918 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.930 0.753 0.832 a = climbing down 0.050 0.770 0.956 0.853 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.995 0.998 d = lying 0.018 0.884 1.000 0.939 e = standing 0.001 0.994 0.868 0.927 f = sitting 0.001 0.994 0.955 0.974 g = running 0.009 0.935 0.925 0.930 h = walking ------------------------------------------------------- 0.012 0.932 0.924 0.925 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.933 0.750 0.832 a = climbing down 0.049 0.772 0.954 0.854 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.995 0.998 d = lying 0.018 0.884 1.000 0.939 e = standing 0.001 0.994 0.868 0.927 f = sitting 0.001 0.994 0.973 0.984 g = running 0.007 0.955 0.930 0.942 h = walking ------------------------------------------------------- 0.012 0.936 0.928 0.928 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.926 0.756 0.833 a = climbing down 0.047 0.779 0.951 0.857 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.995 0.998 d = lying 0.018 0.884 1.000 0.939 e = standing 0.001 0.994 0.868 0.927 f = sitting 0.001 0.994 0.973 0.984 g = running 0.007 0.953 0.931 0.942 h = walking ------------------------------------------------------- 0.012 0.936 0.929 0.929 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.965 0.703 0.813 a = climbing down 0.058 0.745 0.981 0.847 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.995 0.998 d = lying 0.018 0.884 1.000 0.939 e = standing 0.001 0.994 0.868 0.927 f = sitting 0.001 0.994 0.973 0.984 g = running 0.004 0.969 0.930 0.949 h = walking ------------------------------------------------------- 0.012 0.938 0.926 0.926 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.147 0.428 0.923 0.585 a = climbing down 0.022 0.832 0.723 0.773 b = climbing up 0.000 0.988 0.932 0.959 c = jumping 0.030 0.806 0.822 0.814 d = lying 0.038 0.779 0.976 0.867 e = standing 0.019 0.833 0.623 0.713 f = sitting 0.006 0.979 0.966 0.973 g = running 0.022 0.580 0.176 0.270 h = walking ------------------------------------------------------- 0.034 0.777 0.751 0.735 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.866 0.533 0.660 a = climbing down 0.019 0.839 0.674 0.747 b = climbing up 0.000 0.988 0.932 0.959 c = jumping 0.027 0.819 0.819 0.819 d = lying 0.034 0.794 0.971 0.874 e = standing 0.021 0.823 0.654 0.729 f = sitting 0.005 0.981 0.967 0.974 g = running 0.093 0.636 0.940 0.759 h = walking ------------------------------------------------------- 0.029 0.836 0.819 0.815 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.856 0.707 0.774 a = climbing down 0.026 0.808 0.751 0.779 b = climbing up 0.000 0.988 0.943 0.965 c = jumping 0.027 0.819 0.819 0.819 d = lying 0.033 0.798 0.973 0.877 e = standing 0.021 0.825 0.659 0.733 f = sitting 0.004 0.984 0.968 0.976 g = running 0.053 0.747 0.909 0.820 h = walking ------------------------------------------------------- 0.024 0.849 0.844 0.842 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.865 0.671 0.755 a = climbing down 0.056 0.694 0.861 0.768 b = climbing up 0.000 0.988 0.943 0.965 c = jumping 0.027 0.819 0.819 0.819 d = lying 0.034 0.798 0.978 0.879 e = standing 0.020 0.832 0.659 0.736 f = sitting 0.004 0.984 0.962 0.973 g = running 0.024 0.861 0.855 0.858 h = walking ------------------------------------------------------- 0.023 0.853 0.846 0.844 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.825 0.762 0.792 a = climbing down 0.038 0.760 0.820 0.789 b = climbing up 0.000 0.988 0.943 0.965 c = jumping 0.027 0.819 0.819 0.819 d = lying 0.034 0.796 0.978 0.878 e = standing 0.020 0.832 0.656 0.734 f = sitting 0.004 0.984 0.962 0.973 g = running 0.027 0.849 0.870 0.859 h = walking ------------------------------------------------------- 0.022 0.855 0.852 0.851 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.841 0.824 0.833 a = climbing down 0.029 0.804 0.798 0.801 b = climbing up 0.000 0.988 0.955 0.971 c = jumping 0.027 0.819 0.819 0.819 d = lying 0.034 0.796 0.978 0.878 e = standing 0.020 0.832 0.656 0.734 f = sitting 0.004 0.985 0.951 0.967 g = running 0.030 0.841 0.905 0.872 h = walking ------------------------------------------------------- 0.021 0.861 0.859 0.857 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.151 0.415 0.893 0.567 a = climbing down 0.015 0.887 0.810 0.847 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.082 0.643 0.987 0.779 d = lying 0.011 0.921 0.978 0.949 e = standing 0.004 0.931 0.382 0.541 f = sitting 0.005 0.981 0.995 0.988 g = running 0.013 0.677 0.157 0.255 h = walking ------------------------------------------------------- 0.034 0.806 0.752 0.726 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.049 0.627 0.689 0.656 a = climbing down 0.018 0.862 0.756 0.805 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.082 0.644 0.990 0.781 d = lying 0.011 0.921 0.971 0.945 e = standing 0.005 0.923 0.382 0.540 f = sitting 0.003 0.988 0.995 0.992 g = running 0.042 0.763 0.785 0.774 h = walking ------------------------------------------------------- 0.027 0.839 0.817 0.808 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.028 0.707 0.566 0.629 a = climbing down 0.016 0.888 0.854 0.870 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.082 0.644 0.988 0.780 d = lying 0.012 0.918 0.975 0.945 e = standing 0.004 0.931 0.380 0.540 f = sitting 0.003 0.988 0.995 0.992 g = running 0.051 0.747 0.876 0.806 h = walking ------------------------------------------------------- 0.026 0.849 0.829 0.818 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.055 0.633 0.784 0.700 a = climbing down 0.016 0.888 0.843 0.865 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.081 0.645 0.988 0.780 d = lying 0.012 0.916 0.976 0.945 e = standing 0.004 0.934 0.380 0.540 f = sitting 0.003 0.988 0.995 0.992 g = running 0.021 0.862 0.746 0.800 h = walking ------------------------------------------------------- 0.024 0.859 0.832 0.824 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.755 0.677 0.714 a = climbing down 0.009 0.930 0.830 0.877 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.082 0.644 0.988 0.780 d = lying 0.012 0.915 0.976 0.945 e = standing 0.004 0.934 0.377 0.537 f = sitting 0.003 0.989 0.995 0.992 g = running 0.042 0.793 0.924 0.853 h = walking ------------------------------------------------------- 0.023 0.867 0.845 0.834 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.768 0.683 0.723 a = climbing down 0.009 0.934 0.833 0.881 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.080 0.648 0.990 0.784 d = lying 0.012 0.915 0.982 0.947 e = standing 0.003 0.951 0.387 0.550 f = sitting 0.003 0.989 0.995 0.992 g = running 0.041 0.795 0.931 0.858 h = walking ------------------------------------------------------- 0.023 0.872 0.849 0.839 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.041 0.674 0.585 0.627 a = climbing down 0.082 0.465 0.501 0.482 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.084 0.664 0.860 0.749 d = lying 0.036 0.755 0.777 0.766 e = standing 0.058 0.462 0.297 0.361 f = sitting 0.003 0.984 0.979 0.982 g = running 0.073 0.619 0.647 0.633 h = walking ------------------------------------------------------- 0.053 0.668 0.676 0.667 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.789 0.629 0.700 a = climbing down 0.047 0.669 0.674 0.672 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.086 0.657 0.861 0.745 d = lying 0.035 0.759 0.777 0.768 e = standing 0.058 0.453 0.286 0.351 f = sitting 0.003 0.984 0.982 0.983 g = running 0.063 0.705 0.819 0.758 h = walking ------------------------------------------------------- 0.046 0.719 0.728 0.717 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.854 0.671 0.751 a = climbing down 0.064 0.651 0.834 0.731 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.004 0.975 0.822 0.892 d = lying 0.016 0.876 0.777 0.824 e = standing 0.066 0.691 0.881 0.775 f = sitting 0.003 0.984 0.984 0.984 g = running 0.042 0.762 0.725 0.743 h = walking ------------------------------------------------------- 0.029 0.834 0.818 0.820 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.922 0.669 0.775 a = climbing down 0.092 0.592 0.935 0.725 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.992 0.809 0.891 d = lying 0.016 0.875 0.781 0.825 e = standing 0.068 0.689 0.896 0.779 f = sitting 0.003 0.984 0.984 0.984 g = running 0.026 0.815 0.620 0.705 h = walking ------------------------------------------------------- 0.029 0.846 0.815 0.817 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.928 0.675 0.782 a = climbing down 0.091 0.595 0.939 0.729 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.992 0.817 0.896 d = lying 0.016 0.879 0.808 0.842 e = standing 0.062 0.707 0.896 0.790 f = sitting 0.003 0.984 0.984 0.984 g = running 0.025 0.817 0.622 0.706 h = walking ------------------------------------------------------- 0.028 0.850 0.821 0.823 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.898 0.717 0.797 a = climbing down 0.069 0.641 0.865 0.737 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.992 0.822 0.899 d = lying 0.016 0.882 0.834 0.857 e = standing 0.058 0.722 0.896 0.800 f = sitting 0.003 0.984 0.987 0.986 g = running 0.040 0.754 0.666 0.707 h = walking ------------------------------------------------------- 0.027 0.845 0.829 0.830 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.061 0.631 0.721 0.673 a = climbing down 0.106 0.328 0.364 0.345 b = climbing up 0.012 0.000 0.000 0.000 c = jumping 0.113 0.625 0.982 0.764 d = lying 0.011 0.918 0.875 0.896 e = standing 0.021 0.683 0.273 0.391 f = sitting 0.000 1.000 0.917 0.957 g = running 0.060 0.594 0.480 0.531 h = walking ------------------------------------------------------- 0.053 0.690 0.668 0.659 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.048 0.684 0.723 0.703 a = climbing down 0.106 0.353 0.408 0.379 b = climbing up 0.011 0.000 0.000 0.000 c = jumping 0.115 0.623 0.989 0.764 d = lying 0.008 0.936 0.873 0.903 e = standing 0.020 0.699 0.281 0.401 f = sitting 0.000 1.000 0.923 0.960 g = running 0.067 0.563 0.474 0.514 h = walking ------------------------------------------------------- 0.052 0.700 0.676 0.667 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.061 0.649 0.773 0.705 a = climbing down 0.105 0.378 0.448 0.410 b = climbing up 0.010 0.000 0.000 0.000 c = jumping 0.001 0.997 0.989 0.993 d = lying 0.003 0.976 0.868 0.919 e = standing 0.021 0.887 0.980 0.931 f = sitting 0.000 1.000 0.930 0.964 g = running 0.053 0.589 0.416 0.488 h = walking ------------------------------------------------------- 0.033 0.795 0.779 0.783 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.031 0.792 0.825 0.808 a = climbing down 0.070 0.554 0.609 0.580 b = climbing up 0.009 0.000 0.000 0.000 c = jumping 0.001 0.997 0.989 0.993 d = lying 0.003 0.978 0.868 0.920 e = standing 0.021 0.887 0.982 0.932 f = sitting 0.000 1.000 0.936 0.967 g = running 0.040 0.759 0.681 0.718 h = walking ------------------------------------------------------- 0.022 0.861 0.848 0.853 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.864 0.858 0.861 a = climbing down 0.030 0.778 0.740 0.758 b = climbing up 0.005 0.000 0.000 0.000 c = jumping 0.001 0.997 0.989 0.993 d = lying 0.003 0.978 0.868 0.920 e = standing 0.021 0.887 0.982 0.932 f = sitting 0.000 1.000 0.957 0.978 g = running 0.027 0.861 0.910 0.885 h = walking ------------------------------------------------------- 0.014 0.914 0.908 0.910 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.933 0.810 0.867 a = climbing down 0.026 0.818 0.825 0.821 b = climbing up 0.004 0.000 0.000 0.000 c = jumping 0.001 0.997 0.989 0.993 d = lying 0.003 0.978 0.868 0.920 e = standing 0.021 0.887 0.982 0.932 f = sitting 0.000 1.000 0.965 0.982 g = running 0.027 0.867 0.964 0.913 h = walking ------------------------------------------------------- 0.012 0.929 0.922 0.924 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.932 0.820 0.872 a = climbing down 0.132 0.529 0.961 0.682 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.011 0.884 0.573 0.695 e = standing 0.241 0.394 0.948 0.557 f = sitting 0.002 0.992 1.000 0.996 g = running 0.002 0.953 0.307 0.464 h = walking ------------------------------------------------------- 0.055 0.666 0.659 0.610 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.747 0.972 0.844 a = climbing down 0.007 0.934 0.678 0.786 b = climbing up 0.000 1.000 0.951 0.975 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.011 0.884 0.558 0.684 e = standing 0.243 0.393 0.950 0.556 f = sitting 0.002 0.990 1.000 0.995 g = running 0.014 0.916 0.918 0.917 h = walking ------------------------------------------------------- 0.044 0.692 0.724 0.682 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.873 0.980 0.924 a = climbing down 0.017 0.891 0.913 0.902 b = climbing up 0.000 1.000 0.975 0.988 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.012 0.875 0.566 0.687 e = standing 0.242 0.392 0.943 0.554 f = sitting 0.001 0.993 1.000 0.996 g = running 0.002 0.983 0.854 0.914 h = walking ------------------------------------------------------- 0.041 0.710 0.747 0.708 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.872 0.980 0.923 a = climbing down 0.017 0.893 0.915 0.904 b = climbing up 0.000 0.988 0.975 0.981 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.011 0.883 0.567 0.691 e = standing 0.242 0.393 0.947 0.555 f = sitting 0.001 0.993 0.999 0.996 g = running 0.003 0.981 0.851 0.911 h = walking ------------------------------------------------------- 0.041 0.711 0.748 0.708 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.872 0.980 0.923 a = climbing down 0.017 0.890 0.917 0.903 b = climbing up 0.000 0.988 0.975 0.981 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.011 0.884 0.569 0.692 e = standing 0.241 0.393 0.947 0.556 f = sitting 0.001 0.993 0.999 0.996 g = running 0.002 0.983 0.848 0.910 h = walking ------------------------------------------------------- 0.041 0.711 0.748 0.708 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.877 0.974 0.923 a = climbing down 0.034 0.808 0.938 0.868 b = climbing up 0.000 0.976 0.988 0.982 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.011 0.881 0.567 0.690 e = standing 0.241 0.393 0.947 0.556 f = sitting 0.001 0.994 0.997 0.996 g = running 0.000 0.998 0.749 0.856 h = walking ------------------------------------------------------- 0.043 0.702 0.736 0.695 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.936 0.648 0.766 a = climbing down 0.105 0.586 0.966 0.729 b = climbing up 0.000 1.000 0.688 0.815 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.009 0.925 0.794 0.855 e = standing 0.204 0.443 0.982 0.610 f = sitting 0.007 0.966 1.000 0.982 g = running 0.006 0.948 0.612 0.744 h = walking ------------------------------------------------------- 0.047 0.681 0.710 0.665 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.962 0.602 0.740 a = climbing down 0.015 0.850 0.544 0.664 b = climbing up 0.000 1.000 0.662 0.797 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.009 0.925 0.796 0.856 e = standing 0.203 0.443 0.982 0.610 f = sitting 0.008 0.963 1.000 0.981 g = running 0.107 0.605 1.000 0.754 h = walking ------------------------------------------------------- 0.049 0.671 0.703 0.655 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.958 0.642 0.769 a = climbing down 0.043 0.774 0.959 0.857 b = climbing up 0.000 1.000 0.662 0.797 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.009 0.925 0.796 0.856 e = standing 0.203 0.443 0.982 0.610 f = sitting 0.008 0.963 1.000 0.981 g = running 0.015 0.914 0.961 0.937 h = walking ------------------------------------------------------- 0.040 0.704 0.757 0.710 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.947 0.710 0.811 a = climbing down 0.033 0.816 0.952 0.878 b = climbing up 0.000 1.000 0.650 0.788 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.009 0.925 0.796 0.856 e = standing 0.203 0.443 0.982 0.610 f = sitting 0.008 0.962 1.000 0.980 g = running 0.012 0.933 0.982 0.957 h = walking ------------------------------------------------------- 0.038 0.710 0.767 0.720 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.930 0.772 0.844 a = climbing down 0.027 0.845 0.938 0.889 b = climbing up 0.000 1.000 0.650 0.788 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.009 0.925 0.815 0.867 e = standing 0.200 0.447 0.982 0.614 f = sitting 0.008 0.962 1.000 0.980 g = running 0.009 0.947 0.983 0.965 h = walking ------------------------------------------------------- 0.037 0.715 0.775 0.728 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.925 0.868 0.896 a = climbing down 0.016 0.901 0.925 0.913 b = climbing up 0.000 1.000 0.650 0.788 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.009 0.927 0.796 0.857 e = standing 0.204 0.443 0.982 0.610 f = sitting 0.008 0.962 1.000 0.980 g = running 0.006 0.962 0.988 0.975 h = walking ------------------------------------------------------- 0.035 0.724 0.783 0.737 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.338 0.241 0.979 0.387 a = climbing down 0.004 0.941 0.242 0.385 b = climbing up 0.000 0.900 0.100 0.180 c = jumping 0.000 1.000 0.926 0.961 d = lying 0.172 0.366 0.987 0.534 e = standing 0.001 0.167 0.002 0.003 f = sitting 0.032 0.815 0.888 0.850 g = running 0.018 0.015 0.002 0.003 h = walking ------------------------------------------------------- 0.057 0.564 0.492 0.426 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.760 0.956 0.847 a = climbing down 0.011 0.957 0.856 0.904 b = climbing up 0.000 1.000 0.511 0.676 c = jumping 0.000 1.000 0.926 0.961 d = lying 0.172 0.366 0.987 0.534 e = standing 0.001 0.167 0.002 0.003 f = sitting 0.012 0.926 0.965 0.945 g = running 0.013 0.922 0.939 0.930 h = walking ------------------------------------------------------- 0.025 0.765 0.782 0.745 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.840 0.956 0.894 a = climbing down 0.011 0.961 0.910 0.934 b = climbing up 0.000 1.000 0.644 0.784 c = jumping 0.000 1.000 0.926 0.961 d = lying 0.172 0.366 0.987 0.534 e = standing 0.001 0.167 0.002 0.003 f = sitting 0.009 0.944 0.963 0.954 g = running 0.013 0.923 0.942 0.933 h = walking ------------------------------------------------------- 0.023 0.777 0.797 0.761 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.845 0.942 0.891 a = climbing down 0.005 0.980 0.878 0.926 b = climbing up 0.000 1.000 0.744 0.854 c = jumping 0.000 1.000 0.926 0.961 d = lying 0.172 0.366 0.987 0.534 e = standing 0.001 0.167 0.002 0.003 f = sitting 0.007 0.959 0.965 0.962 g = running 0.023 0.877 0.978 0.924 h = walking ------------------------------------------------------- 0.023 0.777 0.796 0.760 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.845 0.945 0.892 a = climbing down 0.005 0.980 0.877 0.926 b = climbing up 0.000 1.000 0.744 0.854 c = jumping 0.000 1.000 0.926 0.961 d = lying 0.172 0.366 0.987 0.534 e = standing 0.001 0.167 0.002 0.003 f = sitting 0.007 0.959 0.965 0.962 g = running 0.023 0.877 0.978 0.924 h = walking ------------------------------------------------------- 0.023 0.777 0.796 0.760 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.789 0.968 0.869 a = climbing down 0.007 0.972 0.880 0.924 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.000 1.000 0.926 0.961 d = lying 0.172 0.366 0.987 0.534 e = standing 0.001 0.167 0.002 0.003 f = sitting 0.003 0.980 0.963 0.971 g = running 0.011 0.933 0.957 0.945 h = walking ------------------------------------------------------- 0.022 0.781 0.799 0.763 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.253 0.290 0.944 0.444 a = climbing down 0.011 0.886 0.290 0.437 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.027 0.053 d = lying 0.168 0.374 1.000 0.544 e = standing 0.147 0.000 0.000 0.000 f = sitting 0.105 0.595 0.973 0.739 g = running 0.007 0.036 0.002 0.003 h = walking ------------------------------------------------------- 0.080 0.487 0.388 0.302 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.031 0.754 0.877 0.811 a = climbing down 0.001 0.997 0.604 0.752 b = climbing up 0.004 0.853 0.989 0.916 c = jumping 0.000 1.000 0.027 0.053 d = lying 0.168 0.374 1.000 0.544 e = standing 0.147 0.000 0.000 0.000 f = sitting 0.001 0.996 0.946 0.971 g = running 0.093 0.636 0.981 0.772 h = walking ------------------------------------------------------- 0.054 0.716 0.609 0.570 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.914 0.642 0.754 a = climbing down 0.060 0.820 0.920 0.867 b = climbing up 0.000 1.000 0.955 0.977 c = jumping 0.000 1.000 0.027 0.053 d = lying 0.168 0.373 1.000 0.543 e = standing 0.147 0.000 0.000 0.000 f = sitting 0.001 0.991 0.971 0.981 g = running 0.023 0.868 0.900 0.884 h = walking ------------------------------------------------------- 0.054 0.727 0.649 0.609 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.952 0.605 0.740 a = climbing down 0.236 0.556 0.999 0.714 b = climbing up 0.000 1.000 0.898 0.946 c = jumping 0.000 1.000 0.027 0.053 d = lying 0.168 0.373 1.000 0.543 e = standing 0.147 0.000 0.000 0.000 f = sitting 0.003 0.983 0.971 0.977 g = running 0.000 1.000 0.005 0.010 h = walking ------------------------------------------------------- 0.091 0.688 0.534 0.447 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.952 0.602 0.738 a = climbing down 0.236 0.556 0.999 0.714 b = climbing up 0.000 1.000 0.909 0.952 c = jumping 0.000 1.000 0.027 0.053 d = lying 0.168 0.373 1.000 0.543 e = standing 0.147 0.000 0.000 0.000 f = sitting 0.002 0.985 0.971 0.978 g = running 0.000 1.000 0.006 0.013 h = walking ------------------------------------------------------- 0.091 0.689 0.535 0.448 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.952 0.600 0.736 a = climbing down 0.237 0.555 0.999 0.713 b = climbing up 0.000 1.000 0.909 0.952 c = jumping 0.000 1.000 0.027 0.053 d = lying 0.168 0.373 1.000 0.543 e = standing 0.147 0.000 0.000 0.000 f = sitting 0.002 0.985 0.971 0.978 g = running 0.000 1.000 0.003 0.006 h = walking ------------------------------------------------------- 0.091 0.688 0.534 0.446 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.968 0.669 0.792 a = climbing down 0.024 0.792 0.716 0.752 b = climbing up 0.001 0.967 0.978 0.972 c = jumping 0.073 0.696 0.995 0.819 d = lying 0.034 0.801 0.973 0.879 e = standing 0.004 0.948 0.411 0.574 f = sitting 0.002 0.990 0.991 0.991 g = running 0.057 0.739 0.985 0.845 h = walking ------------------------------------------------------- 0.027 0.857 0.829 0.816 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.703 0.814 a = climbing down 0.037 0.762 0.927 0.836 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.003 0.984 0.994 0.989 d = lying 0.006 0.957 0.975 0.966 e = standing 0.004 0.977 0.954 0.965 f = sitting 0.002 0.992 0.990 0.991 g = running 0.019 0.892 0.939 0.915 h = walking ------------------------------------------------------- 0.009 0.941 0.935 0.934 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.965 0.709 0.817 a = climbing down 0.033 0.781 0.916 0.843 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.003 0.984 0.994 0.989 d = lying 0.006 0.957 0.975 0.966 e = standing 0.004 0.977 0.954 0.965 f = sitting 0.002 0.991 0.991 0.991 g = running 0.021 0.883 0.952 0.916 h = walking ------------------------------------------------------- 0.009 0.941 0.937 0.936 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.926 0.838 0.879 a = climbing down 0.022 0.843 0.920 0.880 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.003 0.984 0.994 0.989 d = lying 0.006 0.957 0.975 0.966 e = standing 0.004 0.977 0.954 0.965 f = sitting 0.002 0.991 0.992 0.992 g = running 0.011 0.931 0.931 0.931 h = walking ------------------------------------------------------- 0.007 0.950 0.949 0.949 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.911 0.907 0.909 a = climbing down 0.008 0.934 0.835 0.881 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.002 0.990 0.994 0.992 d = lying 0.008 0.946 0.975 0.961 e = standing 0.004 0.977 0.951 0.964 f = sitting 0.002 0.992 0.991 0.992 g = running 0.018 0.898 0.977 0.936 h = walking ------------------------------------------------------- 0.007 0.954 0.953 0.953 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.924 0.893 0.908 a = climbing down 0.010 0.916 0.888 0.902 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.001 0.994 0.994 0.994 d = lying 0.009 0.940 0.992 0.966 e = standing 0.002 0.991 0.948 0.969 f = sitting 0.000 1.000 0.985 0.992 g = running 0.014 0.918 0.980 0.948 h = walking ------------------------------------------------------- 0.006 0.960 0.959 0.959 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.978 0.624 0.762 a = climbing down 0.034 0.729 0.705 0.717 b = climbing up 0.000 0.960 0.565 0.711 c = jumping 0.041 0.799 0.971 0.876 d = lying 0.058 0.690 0.933 0.793 e = standing 0.015 0.850 0.448 0.587 f = sitting 0.012 0.949 0.989 0.968 g = running 0.058 0.735 0.978 0.840 h = walking ------------------------------------------------------- 0.030 0.829 0.810 0.798 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.980 0.580 0.729 a = climbing down 0.083 0.593 0.948 0.730 b = climbing up 0.002 0.869 0.624 0.726 c = jumping 0.039 0.806 0.971 0.881 d = lying 0.059 0.689 0.935 0.793 e = standing 0.014 0.854 0.455 0.594 f = sitting 0.009 0.959 0.977 0.968 g = running 0.010 0.929 0.809 0.865 h = walking ------------------------------------------------------- 0.028 0.842 0.809 0.801 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.646 0.780 a = climbing down 0.059 0.670 0.930 0.779 b = climbing up 0.002 0.866 0.682 0.763 c = jumping 0.041 0.801 0.971 0.878 d = lying 0.060 0.685 0.935 0.791 e = standing 0.014 0.851 0.442 0.582 f = sitting 0.008 0.965 0.977 0.971 g = running 0.014 0.911 0.899 0.905 h = walking ------------------------------------------------------- 0.026 0.848 0.826 0.817 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.972 0.702 0.815 a = climbing down 0.074 0.623 0.961 0.756 b = climbing up 0.002 0.855 0.694 0.766 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.036 0.782 0.918 0.844 e = standing 0.019 0.888 0.793 0.838 f = sitting 0.008 0.966 0.976 0.971 g = running 0.007 0.951 0.767 0.849 h = walking ------------------------------------------------------- 0.019 0.892 0.869 0.872 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.973 0.708 0.819 a = climbing down 0.069 0.639 0.955 0.765 b = climbing up 0.002 0.881 0.694 0.776 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.035 0.786 0.927 0.851 e = standing 0.017 0.896 0.796 0.843 f = sitting 0.008 0.966 0.979 0.972 g = running 0.008 0.943 0.792 0.861 h = walking ------------------------------------------------------- 0.018 0.895 0.875 0.877 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.986 0.706 0.823 a = climbing down 0.041 0.743 0.922 0.822 b = climbing up 0.002 0.868 0.694 0.771 c = jumping 0.001 0.995 0.961 0.978 d = lying 0.034 0.791 0.924 0.852 e = standing 0.018 0.894 0.804 0.847 f = sitting 0.008 0.966 0.977 0.972 g = running 0.019 0.890 0.939 0.914 h = walking ------------------------------------------------------- 0.016 0.902 0.892 0.892 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.811 0.769 0.790 a = climbing down 0.010 0.841 0.464 0.598 b = climbing up 0.000 1.000 0.975 0.987 c = jumping 0.002 0.991 0.919 0.954 d = lying 0.024 0.829 0.629 0.715 e = standing 0.069 0.690 0.929 0.792 f = sitting 0.008 0.956 1.000 0.978 g = running 0.063 0.733 0.955 0.829 h = walking ------------------------------------------------------- 0.028 0.843 0.830 0.823 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.874 0.736 0.799 a = climbing down 0.018 0.850 0.850 0.850 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.919 0.958 d = lying 0.025 0.879 0.979 0.926 e = standing 0.006 0.959 0.927 0.943 f = sitting 0.008 0.959 1.000 0.979 g = running 0.020 0.895 0.955 0.924 h = walking ------------------------------------------------------- 0.012 0.923 0.922 0.921 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.874 0.734 0.798 a = climbing down 0.018 0.848 0.850 0.849 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.919 0.958 d = lying 0.025 0.880 0.987 0.930 e = standing 0.005 0.968 0.927 0.947 f = sitting 0.008 0.959 1.000 0.979 g = running 0.020 0.895 0.955 0.924 h = walking ------------------------------------------------------- 0.012 0.925 0.923 0.922 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.833 0.798 0.815 a = climbing down 0.016 0.865 0.852 0.859 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.021 0.894 0.977 0.934 e = standing 0.011 0.935 0.929 0.932 f = sitting 0.008 0.959 1.000 0.979 g = running 0.013 0.929 0.926 0.927 h = walking ------------------------------------------------------- 0.012 0.925 0.924 0.924 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.848 0.786 0.816 a = climbing down 0.017 0.857 0.869 0.863 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.021 0.894 0.977 0.934 e = standing 0.011 0.935 0.929 0.932 f = sitting 0.008 0.959 1.000 0.979 g = running 0.013 0.930 0.929 0.930 h = walking ------------------------------------------------------- 0.012 0.926 0.925 0.925 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.879 0.720 0.792 a = climbing down 0.030 0.782 0.914 0.843 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.021 0.894 0.977 0.934 e = standing 0.011 0.935 0.929 0.932 f = sitting 0.008 0.959 1.000 0.979 g = running 0.008 0.952 0.921 0.936 h = walking ------------------------------------------------------- 0.012 0.925 0.921 0.921 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.874 0.872 0.873 a = climbing down 0.002 0.958 0.326 0.487 b = climbing up 0.000 0.979 0.610 0.752 c = jumping 0.072 0.724 1.000 0.840 d = lying 0.033 0.812 0.787 0.799 e = standing 0.039 0.618 0.375 0.467 f = sitting 0.016 0.921 0.998 0.958 g = running 0.083 0.676 0.962 0.794 h = walking ------------------------------------------------------- 0.039 0.792 0.779 0.756 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.807 0.891 0.847 a = climbing down 0.003 0.957 0.583 0.724 b = climbing up 0.001 0.962 0.649 0.775 c = jumping 0.072 0.725 1.000 0.841 d = lying 0.034 0.813 0.813 0.813 e = standing 0.034 0.647 0.373 0.473 f = sitting 0.015 0.923 0.998 0.959 g = running 0.040 0.809 0.935 0.867 h = walking ------------------------------------------------------- 0.033 0.809 0.808 0.794 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.893 0.865 0.879 a = climbing down 0.014 0.874 0.835 0.854 b = climbing up 0.001 0.962 0.662 0.785 c = jumping 0.027 0.876 1.000 0.934 d = lying 0.031 0.857 1.000 0.923 e = standing 0.000 1.000 0.659 0.794 f = sitting 0.015 0.924 0.998 0.960 g = running 0.020 0.892 0.902 0.897 h = walking ------------------------------------------------------- 0.017 0.904 0.897 0.893 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.900 0.870 0.885 a = climbing down 0.013 0.889 0.847 0.867 b = climbing up 0.001 0.963 0.675 0.794 c = jumping 0.027 0.876 1.000 0.934 d = lying 0.031 0.857 1.000 0.923 e = standing 0.000 1.000 0.659 0.794 f = sitting 0.015 0.926 0.998 0.961 g = running 0.017 0.905 0.919 0.912 h = walking ------------------------------------------------------- 0.017 0.908 0.902 0.898 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.829 0.948 0.884 a = climbing down 0.009 0.910 0.803 0.854 b = climbing up 0.000 1.000 0.688 0.815 c = jumping 0.027 0.876 1.000 0.934 d = lying 0.031 0.857 1.000 0.923 e = standing 0.000 1.000 0.659 0.794 f = sitting 0.014 0.930 0.998 0.963 g = running 0.010 0.942 0.890 0.915 h = walking ------------------------------------------------------- 0.016 0.910 0.902 0.898 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.832 0.948 0.886 a = climbing down 0.008 0.926 0.806 0.862 b = climbing up 0.000 1.000 0.688 0.815 c = jumping 0.027 0.876 1.000 0.934 d = lying 0.031 0.857 1.000 0.923 e = standing 0.000 1.000 0.659 0.794 f = sitting 0.014 0.930 0.998 0.963 g = running 0.010 0.944 0.904 0.924 h = walking ------------------------------------------------------- 0.016 0.912 0.904 0.900 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.899 0.288 0.436 a = climbing down 0.046 0.701 0.620 0.658 b = climbing up 0.000 1.000 0.341 0.509 c = jumping 0.071 0.678 0.904 0.775 d = lying 0.017 0.881 0.844 0.862 e = standing 0.036 0.668 0.465 0.548 f = sitting 0.021 0.888 0.992 0.937 g = running 0.131 0.558 0.903 0.690 h = walking ------------------------------------------------------- 0.048 0.752 0.721 0.702 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.901 0.497 0.641 a = climbing down 0.046 0.768 0.875 0.818 b = climbing up 0.000 1.000 0.624 0.768 c = jumping 0.071 0.680 0.909 0.778 d = lying 0.017 0.883 0.859 0.871 e = standing 0.033 0.688 0.466 0.556 f = sitting 0.014 0.923 0.992 0.956 g = running 0.054 0.756 0.903 0.823 h = walking ------------------------------------------------------- 0.035 0.801 0.793 0.782 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.788 0.642 0.707 a = climbing down 0.073 0.694 0.957 0.804 b = climbing up 0.000 1.000 0.788 0.882 c = jumping 0.071 0.682 0.920 0.783 d = lying 0.018 0.883 0.870 0.876 e = standing 0.030 0.709 0.463 0.560 f = sitting 0.010 0.945 0.993 0.968 g = running 0.010 0.930 0.708 0.804 h = walking ------------------------------------------------------- 0.033 0.810 0.798 0.791 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.840 0.664 0.742 a = climbing down 0.057 0.741 0.938 0.828 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.070 0.684 0.920 0.785 d = lying 0.018 0.880 0.872 0.876 e = standing 0.030 0.712 0.465 0.562 f = sitting 0.009 0.949 0.993 0.971 g = running 0.016 0.900 0.800 0.847 h = walking ------------------------------------------------------- 0.031 0.820 0.813 0.807 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.868 0.716 0.785 a = climbing down 0.038 0.806 0.907 0.853 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.068 0.691 0.921 0.790 d = lying 0.018 0.884 0.877 0.880 e = standing 0.029 0.727 0.480 0.578 f = sitting 0.009 0.949 0.993 0.971 g = running 0.023 0.876 0.873 0.875 h = walking ------------------------------------------------------- 0.028 0.832 0.829 0.824 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.867 0.746 0.802 a = climbing down 0.028 0.843 0.854 0.849 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.068 0.692 0.925 0.792 d = lying 0.018 0.884 0.884 0.884 e = standing 0.027 0.741 0.482 0.584 f = sitting 0.009 0.952 0.993 0.972 g = running 0.032 0.838 0.903 0.869 h = walking ------------------------------------------------------- 0.028 0.834 0.832 0.826 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.908 0.238 0.378 a = climbing down 0.041 0.746 0.687 0.715 b = climbing up 0.000 1.000 0.571 0.727 c = jumping 0.023 0.866 0.885 0.876 d = lying 0.029 0.808 0.811 0.810 e = standing 0.044 0.710 0.691 0.700 f = sitting 0.014 0.924 0.997 0.959 g = running 0.133 0.554 0.903 0.687 h = walking ------------------------------------------------------- 0.042 0.787 0.754 0.739 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.926 0.352 0.510 a = climbing down 0.068 0.675 0.813 0.738 b = climbing up 0.000 1.000 0.571 0.727 c = jumping 0.023 0.865 0.885 0.875 d = lying 0.029 0.812 0.815 0.813 e = standing 0.044 0.711 0.691 0.701 f = sitting 0.012 0.933 0.997 0.964 g = running 0.087 0.629 0.803 0.705 h = walking ------------------------------------------------------- 0.039 0.792 0.772 0.762 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.819 0.578 0.678 a = climbing down 0.117 0.566 0.875 0.687 b = climbing up 0.000 1.000 0.571 0.727 c = jumping 0.004 0.973 0.856 0.911 d = lying 0.007 0.943 0.723 0.818 e = standing 0.065 0.695 0.939 0.799 f = sitting 0.012 0.934 0.997 0.965 g = running 0.030 0.763 0.534 0.628 h = walking ------------------------------------------------------- 0.036 0.815 0.784 0.782 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.881 0.556 0.682 a = climbing down 0.064 0.704 0.877 0.781 b = climbing up 0.000 1.000 0.583 0.737 c = jumping 0.004 0.973 0.868 0.918 d = lying 0.006 0.945 0.728 0.823 e = standing 0.062 0.703 0.939 0.804 f = sitting 0.012 0.934 0.997 0.965 g = running 0.045 0.768 0.801 0.784 h = walking ------------------------------------------------------- 0.029 0.845 0.826 0.823 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.906 0.739 0.814 a = climbing down 0.027 0.842 0.838 0.840 b = climbing up 0.000 1.000 0.631 0.774 c = jumping 0.004 0.975 0.868 0.918 d = lying 0.006 0.945 0.732 0.825 e = standing 0.062 0.705 0.941 0.806 f = sitting 0.011 0.940 0.997 0.968 g = running 0.040 0.808 0.920 0.860 h = walking ------------------------------------------------------- 0.023 0.876 0.862 0.862 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.864 0.836 0.850 a = climbing down 0.021 0.872 0.830 0.850 b = climbing up 0.000 1.000 0.738 0.849 c = jumping 0.001 0.996 0.880 0.935 d = lying 0.006 0.946 0.739 0.830 e = standing 0.059 0.720 0.961 0.823 f = sitting 0.008 0.954 0.997 0.975 g = running 0.029 0.851 0.906 0.878 h = walking ------------------------------------------------------- 0.020 0.889 0.878 0.878 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.722 0.633 0.674 a = climbing down 0.141 0.483 0.864 0.619 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.061 0.725 0.954 0.824 d = lying 0.111 0.550 0.945 0.695 e = standing 0.014 0.607 0.106 0.180 f = sitting 0.007 0.963 1.000 0.981 g = running 0.012 0.802 0.288 0.423 h = walking ------------------------------------------------------- 0.050 0.704 0.673 0.625 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.890 0.765 0.823 a = climbing down 0.019 0.871 0.843 0.857 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.059 0.731 0.954 0.828 d = lying 0.113 0.545 0.945 0.692 e = standing 0.014 0.607 0.106 0.180 f = sitting 0.003 0.985 0.998 0.992 g = running 0.031 0.841 0.944 0.889 h = walking ------------------------------------------------------- 0.034 0.784 0.783 0.744 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.929 0.721 0.812 a = climbing down 0.037 0.795 0.942 0.862 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.018 0.900 0.946 0.922 d = lying 0.046 0.739 0.910 0.815 e = standing 0.021 0.862 0.672 0.755 f = sitting 0.003 0.985 0.998 0.992 g = running 0.018 0.897 0.889 0.893 h = walking ------------------------------------------------------- 0.021 0.877 0.871 0.869 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.934 0.719 0.812 a = climbing down 0.034 0.806 0.940 0.868 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.014 0.918 0.932 0.925 d = lying 0.005 0.926 0.392 0.551 e = standing 0.102 0.637 0.907 0.748 f = sitting 0.003 0.985 0.998 0.992 g = running 0.019 0.894 0.906 0.900 h = walking ------------------------------------------------------- 0.028 0.868 0.845 0.837 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.928 0.710 0.804 a = climbing down 0.035 0.801 0.942 0.866 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.014 0.919 0.930 0.925 d = lying 0.005 0.921 0.386 0.544 e = standing 0.104 0.634 0.907 0.746 f = sitting 0.003 0.985 0.998 0.992 g = running 0.018 0.898 0.906 0.902 h = walking ------------------------------------------------------- 0.028 0.866 0.843 0.835 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.928 0.648 0.763 a = climbing down 0.037 0.796 0.946 0.864 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.011 0.933 0.883 0.907 d = lying 0.002 0.897 0.102 0.183 e = standing 0.155 0.545 0.939 0.690 f = sitting 0.003 0.985 0.998 0.992 g = running 0.022 0.882 0.922 0.901 h = walking ------------------------------------------------------- 0.037 0.847 0.802 0.772 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.788 0.804 0.796 a = climbing down 0.107 0.551 0.861 0.672 b = climbing up 0.001 0.917 0.512 0.657 c = jumping 0.036 0.823 1.000 0.903 d = lying 0.145 0.480 0.925 0.632 e = standing 0.011 0.449 0.046 0.084 f = sitting 0.017 0.913 0.990 0.950 g = running 0.007 0.910 0.422 0.577 h = walking ------------------------------------------------------- 0.046 0.706 0.695 0.644 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.840 0.841 0.840 a = climbing down 0.021 0.856 0.833 0.844 b = climbing up 0.001 0.926 0.581 0.714 c = jumping 0.037 0.820 1.000 0.901 d = lying 0.144 0.482 0.929 0.635 e = standing 0.011 0.455 0.045 0.082 f = sitting 0.012 0.937 0.988 0.962 g = running 0.022 0.876 0.894 0.885 h = walking ------------------------------------------------------- 0.036 0.752 0.767 0.720 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.866 0.907 0.886 a = climbing down 0.034 0.802 0.897 0.847 b = climbing up 0.001 0.944 0.593 0.729 c = jumping 0.036 0.825 1.000 0.904 d = lying 0.146 0.480 0.933 0.634 e = standing 0.010 0.460 0.043 0.079 f = sitting 0.011 0.940 0.990 0.964 g = running 0.013 0.913 0.784 0.844 h = walking ------------------------------------------------------- 0.035 0.756 0.767 0.720 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.864 0.910 0.886 a = climbing down 0.031 0.813 0.893 0.851 b = climbing up 0.001 0.927 0.593 0.723 c = jumping 0.013 0.929 1.000 0.963 d = lying 0.081 0.605 0.857 0.709 e = standing 0.022 0.822 0.506 0.627 f = sitting 0.011 0.940 0.988 0.964 g = running 0.014 0.910 0.794 0.848 h = walking ------------------------------------------------------- 0.026 0.847 0.835 0.830 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.861 0.912 0.886 a = climbing down 0.032 0.810 0.891 0.848 b = climbing up 0.001 0.927 0.593 0.723 c = jumping 0.009 0.951 1.000 0.975 d = lying 0.022 0.794 0.580 0.670 e = standing 0.063 0.724 0.840 0.778 f = sitting 0.011 0.940 0.988 0.964 g = running 0.013 0.914 0.791 0.848 h = walking ------------------------------------------------------- 0.024 0.857 0.855 0.851 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.840 0.949 0.891 a = climbing down 0.011 0.920 0.835 0.875 b = climbing up 0.001 0.944 0.593 0.729 c = jumping 0.008 0.953 1.000 0.976 d = lying 0.022 0.804 0.612 0.695 e = standing 0.059 0.740 0.843 0.788 f = sitting 0.011 0.941 0.985 0.963 g = running 0.016 0.906 0.897 0.902 h = walking ------------------------------------------------------- 0.022 0.873 0.871 0.868 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.834 0.470 0.601 a = climbing down 0.174 0.434 0.946 0.595 b = climbing up 0.074 0.236 1.000 0.381 c = jumping 0.000 1.000 0.765 0.867 d = lying 0.133 0.601 0.990 0.748 e = standing 0.043 0.565 0.299 0.391 f = sitting 0.004 0.954 0.487 0.645 g = running 0.009 0.789 0.205 0.325 h = walking ------------------------------------------------------- 0.055 0.724 0.608 0.592 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.861 0.483 0.619 a = climbing down 0.086 0.536 0.702 0.608 b = climbing up 0.015 0.610 1.000 0.758 c = jumping 0.000 1.000 0.765 0.867 d = lying 0.133 0.601 0.990 0.748 e = standing 0.043 0.565 0.299 0.391 f = sitting 0.004 0.974 0.899 0.935 g = running 0.055 0.681 0.674 0.677 h = walking ------------------------------------------------------- 0.049 0.735 0.706 0.696 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.907 0.481 0.628 a = climbing down 0.036 0.748 0.760 0.754 b = climbing up 0.005 0.817 1.000 0.900 c = jumping 0.000 1.000 0.765 0.867 d = lying 0.135 0.598 0.992 0.746 e = standing 0.043 0.561 0.292 0.384 f = sitting 0.004 0.976 0.965 0.970 g = running 0.063 0.710 0.892 0.791 h = walking ------------------------------------------------------- 0.044 0.773 0.754 0.738 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.907 0.481 0.628 a = climbing down 0.037 0.745 0.763 0.754 b = climbing up 0.004 0.862 1.000 0.926 c = jumping 0.000 1.000 0.765 0.867 d = lying 0.130 0.608 0.996 0.755 e = standing 0.042 0.585 0.316 0.410 f = sitting 0.004 0.976 0.975 0.976 g = running 0.062 0.713 0.890 0.792 h = walking ------------------------------------------------------- 0.043 0.780 0.760 0.746 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.908 0.486 0.633 a = climbing down 0.036 0.750 0.769 0.760 b = climbing up 0.001 0.940 1.000 0.969 c = jumping 0.000 1.000 0.765 0.867 d = lying 0.130 0.607 0.992 0.753 e = standing 0.043 0.580 0.316 0.409 f = sitting 0.004 0.977 0.990 0.983 g = running 0.061 0.715 0.890 0.793 h = walking ------------------------------------------------------- 0.043 0.782 0.763 0.748 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.880 0.532 0.663 a = climbing down 0.037 0.752 0.788 0.770 b = climbing up 0.000 0.979 1.000 0.989 c = jumping 0.000 1.000 0.765 0.867 d = lying 0.131 0.605 0.994 0.753 e = standing 0.042 0.579 0.310 0.404 f = sitting 0.004 0.977 0.997 0.987 g = running 0.052 0.744 0.879 0.806 h = walking ------------------------------------------------------- 0.042 0.784 0.768 0.754 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.964 0.621 0.756 a = climbing down 0.180 0.436 0.990 0.606 b = climbing up 0.031 0.407 0.978 0.575 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.136 0.596 0.990 0.744 e = standing 0.002 0.969 0.282 0.437 f = sitting 0.001 0.991 0.783 0.875 g = running 0.004 0.854 0.133 0.230 h = walking ------------------------------------------------------- 0.047 0.818 0.690 0.656 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.922 0.681 0.784 a = climbing down 0.112 0.534 0.907 0.672 b = climbing up 0.028 0.433 0.978 0.601 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.141 0.588 0.991 0.739 e = standing 0.001 0.972 0.259 0.409 f = sitting 0.001 0.992 0.805 0.889 g = running 0.019 0.811 0.467 0.593 h = walking ------------------------------------------------------- 0.042 0.820 0.734 0.718 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.935 0.713 0.809 a = climbing down 0.060 0.686 0.934 0.791 b = climbing up 0.005 0.811 0.956 0.878 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.144 0.583 0.991 0.734 e = standing 0.001 0.970 0.242 0.388 f = sitting 0.002 0.990 0.965 0.977 g = running 0.022 0.852 0.718 0.779 h = walking ------------------------------------------------------- 0.036 0.853 0.797 0.777 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.961 0.715 0.820 a = climbing down 0.071 0.659 0.969 0.785 b = climbing up 0.000 0.977 0.956 0.966 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.144 0.583 0.991 0.734 e = standing 0.001 0.970 0.242 0.388 f = sitting 0.002 0.990 0.995 0.992 g = running 0.021 0.841 0.642 0.728 h = walking ------------------------------------------------------- 0.037 0.854 0.795 0.774 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.945 0.757 0.841 a = climbing down 0.060 0.692 0.959 0.804 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.146 0.580 0.991 0.732 e = standing 0.001 0.968 0.232 0.374 f = sitting 0.001 0.995 0.998 0.997 g = running 0.019 0.860 0.686 0.763 h = walking ------------------------------------------------------- 0.036 0.859 0.803 0.782 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.977 0.762 0.856 a = climbing down 0.056 0.710 0.971 0.820 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.149 0.574 0.993 0.728 e = standing 0.001 0.972 0.214 0.350 f = sitting 0.001 0.993 0.998 0.996 g = running 0.019 0.869 0.718 0.786 h = walking ------------------------------------------------------- 0.035 0.865 0.807 0.784 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.470 0.347 0.399 a = climbing down 0.084 0.371 0.354 0.362 b = climbing up 0.000 0.987 0.882 0.932 c = jumping 0.000 1.000 0.831 0.908 d = lying 0.223 0.421 1.000 0.592 e = standing 0.001 0.714 0.015 0.030 f = sitting 0.010 0.949 1.000 0.974 g = running 0.116 0.481 0.534 0.506 h = walking ------------------------------------------------------- 0.065 0.661 0.601 0.556 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.656 0.823 0.730 a = climbing down 0.004 0.938 0.410 0.571 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.000 1.000 0.831 0.908 d = lying 0.223 0.421 1.000 0.592 e = standing 0.001 0.714 0.015 0.030 f = sitting 0.006 0.969 1.000 0.984 g = running 0.066 0.746 0.965 0.841 h = walking ------------------------------------------------------- 0.046 0.792 0.713 0.662 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.686 0.904 0.780 a = climbing down 0.008 0.925 0.674 0.780 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.833 0.909 d = lying 0.223 0.420 1.000 0.592 e = standing 0.001 0.727 0.012 0.024 f = sitting 0.004 0.977 1.000 0.988 g = running 0.019 0.912 0.957 0.934 h = walking ------------------------------------------------------- 0.038 0.824 0.752 0.708 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.769 0.897 0.828 a = climbing down 0.012 0.902 0.808 0.852 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.833 0.909 d = lying 0.223 0.420 1.000 0.592 e = standing 0.001 0.727 0.012 0.024 f = sitting 0.004 0.978 1.000 0.989 g = running 0.009 0.957 0.948 0.952 h = walking ------------------------------------------------------- 0.036 0.834 0.767 0.724 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.753 0.834 0.792 a = climbing down 0.031 0.796 0.849 0.822 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.833 0.909 d = lying 0.223 0.420 1.000 0.592 e = standing 0.001 0.727 0.012 0.024 f = sitting 0.004 0.980 1.000 0.990 g = running 0.002 0.988 0.880 0.931 h = walking ------------------------------------------------------- 0.037 0.826 0.756 0.714 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.695 0.808 0.747 a = climbing down 0.038 0.750 0.810 0.779 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.184 0.468 1.000 0.638 e = standing 0.003 0.935 0.198 0.327 f = sitting 0.004 0.980 1.000 0.990 g = running 0.002 0.991 0.852 0.916 h = walking ------------------------------------------------------- 0.033 0.858 0.777 0.761 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.414 0.341 0.374 a = climbing down 0.134 0.167 0.192 0.178 b = climbing up 0.000 0.986 0.819 0.895 c = jumping 0.000 1.000 0.936 0.967 d = lying 0.187 0.462 1.000 0.632 e = standing 0.009 0.592 0.064 0.116 f = sitting 0.013 0.932 1.000 0.965 g = running 0.130 0.301 0.277 0.289 h = walking ------------------------------------------------------- 0.070 0.584 0.560 0.522 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.057 0.491 0.726 0.586 a = climbing down 0.100 0.271 0.265 0.268 b = climbing up 0.000 1.000 0.904 0.949 c = jumping 0.000 1.000 0.942 0.970 d = lying 0.188 0.462 1.000 0.632 e = standing 0.008 0.615 0.061 0.111 f = sitting 0.009 0.955 1.000 0.977 g = running 0.070 0.559 0.439 0.492 h = walking ------------------------------------------------------- 0.057 0.654 0.626 0.584 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.045 0.547 0.726 0.624 a = climbing down 0.005 0.899 0.301 0.451 b = climbing up 0.000 0.987 0.916 0.950 c = jumping 0.000 1.000 0.942 0.970 d = lying 0.190 0.459 1.000 0.629 e = standing 0.008 0.569 0.050 0.093 f = sitting 0.009 0.954 0.998 0.976 g = running 0.071 0.734 0.968 0.835 h = walking ------------------------------------------------------- 0.045 0.756 0.717 0.664 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.051 0.561 0.870 0.682 a = climbing down 0.010 0.867 0.455 0.597 b = climbing up 0.001 0.974 0.904 0.938 c = jumping 0.000 1.000 0.942 0.970 d = lying 0.191 0.458 1.000 0.628 e = standing 0.008 0.545 0.046 0.085 f = sitting 0.008 0.956 0.997 0.976 g = running 0.025 0.887 0.966 0.925 h = walking ------------------------------------------------------- 0.038 0.774 0.745 0.699 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.042 0.603 0.848 0.705 a = climbing down 0.014 0.871 0.655 0.748 b = climbing up 0.001 0.974 0.916 0.944 c = jumping 0.000 1.000 0.942 0.970 d = lying 0.192 0.456 1.000 0.627 e = standing 0.008 0.510 0.040 0.074 f = sitting 0.008 0.956 0.997 0.976 g = running 0.003 0.983 0.965 0.974 h = walking ------------------------------------------------------- 0.034 0.788 0.767 0.725 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.655 0.815 0.726 a = climbing down 0.017 0.859 0.741 0.795 b = climbing up 0.001 0.974 0.916 0.944 c = jumping 0.000 1.000 0.942 0.970 d = lying 0.192 0.456 1.000 0.627 e = standing 0.008 0.510 0.040 0.074 f = sitting 0.008 0.956 0.997 0.976 g = running 0.002 0.992 0.960 0.976 h = walking ------------------------------------------------------- 0.034 0.791 0.774 0.733 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.067 0.456 0.422 0.439 a = climbing down 0.254 0.372 0.910 0.529 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.250 0.431 0.977 0.598 d = lying 0.000 0.889 0.016 0.031 e = standing 0.051 0.223 0.088 0.126 f = sitting 0.002 0.984 0.791 0.877 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.092 0.460 0.468 0.374 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.986 0.432 0.601 a = climbing down 0.253 0.395 0.998 0.566 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.024 0.879 0.904 0.891 d = lying 0.156 0.467 0.994 0.636 e = standing 0.002 0.455 0.008 0.016 f = sitting 0.001 0.993 0.965 0.979 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.059 0.602 0.622 0.538 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.432 0.602 a = climbing down 0.253 0.396 1.000 0.567 b = climbing up 0.001 0.943 0.954 0.949 c = jumping 0.010 0.946 0.902 0.924 d = lying 0.170 0.445 0.994 0.615 e = standing 0.001 0.429 0.005 0.010 f = sitting 0.001 0.993 0.963 0.978 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.059 0.607 0.621 0.540 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.981 0.420 0.588 a = climbing down 0.255 0.393 0.997 0.564 b = climbing up 0.001 0.933 0.954 0.943 c = jumping 0.004 0.976 0.893 0.933 d = lying 0.177 0.435 0.994 0.605 e = standing 0.001 0.429 0.005 0.010 f = sitting 0.001 0.993 0.961 0.977 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.059 0.608 0.618 0.538 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.430 0.600 a = climbing down 0.253 0.395 1.000 0.567 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.000 1.000 0.895 0.945 d = lying 0.181 0.429 0.992 0.599 e = standing 0.001 0.375 0.005 0.010 f = sitting 0.001 0.993 0.965 0.979 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.606 0.620 0.541 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.138 0.463 0.895 0.610 a = climbing down 0.091 0.576 0.745 0.650 b = climbing up 0.001 0.965 0.943 0.953 c = jumping 0.160 0.534 0.946 0.682 d = lying 0.023 0.853 0.971 0.908 e = standing 0.001 0.500 0.005 0.010 f = sitting 0.001 0.993 0.966 0.980 g = running 0.000 1.000 0.002 0.003 h = walking ------------------------------------------------------- 0.058 0.710 0.644 0.550 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.769 0.505 0.610 a = climbing down 0.264 0.376 0.960 0.540 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.199 0.488 0.978 0.651 d = lying 0.000 0.000 0.000 0.000 e = standing 0.103 0.124 0.088 0.103 f = sitting 0.016 0.897 0.813 0.853 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.089 0.373 0.487 0.394 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 0.984 0.123 0.219 a = climbing down 0.309 0.349 0.998 0.517 b = climbing up 0.000 0.967 0.341 0.504 c = jumping 0.031 0.848 0.883 0.865 d = lying 0.035 0.749 0.765 0.757 e = standing 0.053 0.663 0.620 0.640 f = sitting 0.017 0.902 0.889 0.895 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.063 0.641 0.619 0.565 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.984 0.123 0.219 a = climbing down 0.309 0.349 0.998 0.517 b = climbing up 0.000 0.967 0.341 0.504 c = jumping 0.000 1.000 0.559 0.717 d = lying 0.017 0.863 0.776 0.817 e = standing 0.114 0.570 0.904 0.699 f = sitting 0.017 0.902 0.889 0.895 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.065 0.666 0.608 0.557 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.923 0.024 0.047 a = climbing down 0.322 0.339 0.998 0.507 b = climbing up 0.000 0.970 0.376 0.542 c = jumping 0.000 1.000 0.877 0.934 d = lying 0.028 0.801 0.806 0.804 e = standing 0.047 0.750 0.850 0.797 f = sitting 0.016 0.906 0.889 0.897 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.676 0.645 0.583 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.004 0.008 a = climbing down 0.325 0.338 1.000 0.505 b = climbing up 0.000 1.000 0.400 0.571 c = jumping 0.000 1.000 0.877 0.934 d = lying 0.028 0.801 0.806 0.804 e = standing 0.047 0.750 0.850 0.797 f = sitting 0.015 0.909 0.889 0.899 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.059 0.686 0.643 0.579 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.004 0.008 a = climbing down 0.325 0.338 1.000 0.505 b = climbing up 0.000 1.000 0.365 0.534 c = jumping 0.000 1.000 0.877 0.934 d = lying 0.028 0.801 0.806 0.804 e = standing 0.047 0.750 0.850 0.797 f = sitting 0.016 0.905 0.889 0.897 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.059 0.685 0.642 0.578 Weighted Avg. >> chestupperarm >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.816 0.793 0.804 a = climbing down 0.025 0.830 0.745 0.786 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.010 0.899 0.531 0.668 d = lying 0.135 0.348 0.469 0.399 e = standing 0.154 0.293 0.317 0.304 f = sitting 0.002 0.988 0.938 0.962 g = running 0.038 0.805 0.945 0.869 h = walking ------------------------------------------------------- 0.057 0.706 0.671 0.679 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.863 0.901 0.882 a = climbing down 0.032 0.823 0.915 0.866 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.014 0.919 0.959 0.938 d = lying 0.138 0.404 0.611 0.487 e = standing 0.053 0.531 0.296 0.380 f = sitting 0.002 0.990 0.953 0.971 g = running 0.006 0.962 0.862 0.910 h = walking ------------------------------------------------------- 0.037 0.784 0.775 0.770 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.866 0.908 0.887 a = climbing down 0.013 0.916 0.855 0.884 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.014 0.922 0.959 0.940 d = lying 0.139 0.400 0.602 0.480 e = standing 0.055 0.522 0.295 0.377 f = sitting 0.001 0.995 0.955 0.974 g = running 0.020 0.890 0.953 0.920 h = walking ------------------------------------------------------- 0.036 0.786 0.779 0.774 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.864 0.908 0.886 a = climbing down 0.013 0.914 0.858 0.885 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.014 0.923 0.957 0.940 d = lying 0.139 0.403 0.611 0.486 e = standing 0.054 0.522 0.292 0.375 f = sitting 0.001 0.995 0.955 0.974 g = running 0.019 0.896 0.953 0.923 h = walking ------------------------------------------------------- 0.036 0.787 0.780 0.774 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.878 0.892 0.885 a = climbing down 0.027 0.851 0.940 0.894 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.014 0.923 0.957 0.940 d = lying 0.139 0.398 0.600 0.479 e = standing 0.056 0.513 0.291 0.371 f = sitting 0.001 0.997 0.965 0.980 g = running 0.002 0.987 0.906 0.945 h = walking ------------------------------------------------------- 0.036 0.790 0.783 0.778 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.886 0.890 0.888 a = climbing down 0.037 0.808 0.949 0.873 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.925 0.957 0.941 d = lying 0.139 0.399 0.602 0.480 e = standing 0.056 0.514 0.292 0.372 f = sitting 0.001 0.995 0.968 0.981 g = running 0.001 0.994 0.847 0.915 h = walking ------------------------------------------------------- 0.037 0.786 0.776 0.772 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.956 0.854 0.902 a = climbing down 0.014 0.892 0.683 0.774 b = climbing up 0.000 1.000 0.716 0.835 c = jumping 0.013 0.910 0.790 0.846 d = lying 0.092 0.508 0.621 0.559 e = standing 0.083 0.562 0.528 0.545 f = sitting 0.007 0.963 0.998 0.980 g = running 0.054 0.755 0.983 0.854 h = walking ------------------------------------------------------- 0.039 0.787 0.772 0.773 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.976 0.858 0.914 a = climbing down 0.015 0.889 0.745 0.811 b = climbing up 0.000 1.000 0.776 0.874 c = jumping 0.017 0.909 0.995 0.950 d = lying 0.094 0.496 0.606 0.546 e = standing 0.045 0.698 0.518 0.595 f = sitting 0.004 0.975 0.998 0.987 g = running 0.044 0.789 0.985 0.876 h = walking ------------------------------------------------------- 0.032 0.816 0.809 0.806 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.982 0.907 0.943 a = climbing down 0.016 0.903 0.885 0.894 b = climbing up 0.000 1.000 0.776 0.874 c = jumping 0.017 0.909 0.995 0.950 d = lying 0.094 0.501 0.612 0.551 e = standing 0.045 0.704 0.522 0.600 f = sitting 0.004 0.975 0.998 0.987 g = running 0.021 0.882 0.951 0.915 h = walking ------------------------------------------------------- 0.029 0.834 0.830 0.828 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.985 0.916 0.950 a = climbing down 0.006 0.955 0.795 0.868 b = climbing up 0.000 1.000 0.776 0.874 c = jumping 0.017 0.907 0.995 0.949 d = lying 0.096 0.501 0.625 0.556 e = standing 0.042 0.711 0.512 0.595 f = sitting 0.004 0.975 0.998 0.987 g = running 0.037 0.818 0.995 0.898 h = walking ------------------------------------------------------- 0.029 0.833 0.825 0.823 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.900 0.946 a = climbing down 0.012 0.925 0.897 0.911 b = climbing up 0.000 1.000 0.776 0.874 c = jumping 0.017 0.907 0.995 0.949 d = lying 0.094 0.509 0.636 0.565 e = standing 0.040 0.722 0.520 0.604 f = sitting 0.004 0.975 0.998 0.987 g = running 0.021 0.890 0.981 0.933 h = walking ------------------------------------------------------- 0.027 0.844 0.838 0.836 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.900 0.946 a = climbing down 0.012 0.926 0.888 0.907 b = climbing up 0.000 1.000 0.776 0.874 c = jumping 0.017 0.907 0.995 0.949 d = lying 0.094 0.519 0.663 0.582 e = standing 0.036 0.744 0.518 0.611 f = sitting 0.004 0.975 0.998 0.987 g = running 0.022 0.881 0.981 0.929 h = walking ------------------------------------------------------- 0.027 0.848 0.840 0.838 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.889 0.822 0.854 a = climbing down 0.022 0.746 0.467 0.574 b = climbing up 0.000 0.987 0.951 0.969 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.004 0.973 0.933 0.952 e = standing 0.012 0.928 0.973 0.950 f = sitting 0.003 0.983 0.998 0.991 g = running 0.077 0.683 0.918 0.783 h = walking ------------------------------------------------------- 0.019 0.891 0.886 0.882 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.928 0.780 0.848 a = climbing down 0.025 0.808 0.751 0.778 b = climbing up 0.000 0.987 0.963 0.975 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.004 0.973 0.933 0.952 e = standing 0.012 0.928 0.973 0.950 f = sitting 0.003 0.985 0.998 0.992 g = running 0.044 0.794 0.929 0.856 h = walking ------------------------------------------------------- 0.013 0.920 0.918 0.917 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.921 0.780 0.845 a = climbing down 0.025 0.806 0.753 0.779 b = climbing up 0.000 0.987 0.963 0.975 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.004 0.973 0.933 0.952 e = standing 0.012 0.928 0.973 0.950 f = sitting 0.003 0.985 0.998 0.992 g = running 0.043 0.795 0.923 0.854 h = walking ------------------------------------------------------- 0.013 0.920 0.917 0.917 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.921 0.780 0.845 a = climbing down 0.025 0.805 0.757 0.780 b = climbing up 0.000 0.987 0.963 0.975 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.004 0.973 0.933 0.952 e = standing 0.012 0.928 0.973 0.950 f = sitting 0.003 0.985 0.998 0.992 g = running 0.042 0.800 0.925 0.858 h = walking ------------------------------------------------------- 0.013 0.920 0.918 0.917 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.916 0.787 0.847 a = climbing down 0.048 0.720 0.903 0.802 b = climbing up 0.000 0.987 0.963 0.975 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.004 0.973 0.940 0.956 e = standing 0.011 0.934 0.973 0.953 f = sitting 0.002 0.987 0.998 0.992 g = running 0.016 0.902 0.813 0.855 h = walking ------------------------------------------------------- 0.012 0.926 0.920 0.921 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.903 0.809 0.853 a = climbing down 0.047 0.724 0.903 0.804 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.005 0.969 0.942 0.955 e = standing 0.011 0.936 0.970 0.952 f = sitting 0.002 0.988 1.000 0.994 g = running 0.014 0.913 0.803 0.854 h = walking ------------------------------------------------------- 0.012 0.927 0.921 0.922 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.929 0.912 0.920 a = climbing down 0.018 0.814 0.585 0.681 b = climbing up 0.001 0.963 0.988 0.975 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.989 0.994 e = standing 0.002 0.989 1.000 0.994 f = sitting 0.001 0.995 0.995 0.995 g = running 0.058 0.739 0.911 0.816 h = walking ------------------------------------------------------- 0.013 0.926 0.923 0.921 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.959 0.932 0.945 a = climbing down 0.086 0.601 0.942 0.733 b = climbing up 0.002 0.908 0.988 0.946 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.996 0.998 e = standing 0.001 0.996 1.000 0.998 f = sitting 0.001 0.997 0.986 0.991 g = running 0.006 0.940 0.537 0.683 h = walking ------------------------------------------------------- 0.012 0.935 0.911 0.910 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.977 0.912 0.943 a = climbing down 0.048 0.725 0.924 0.813 b = climbing up 0.002 0.920 1.000 0.958 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.996 0.998 e = standing 0.001 0.996 1.000 0.998 f = sitting 0.000 0.998 0.988 0.993 g = running 0.011 0.926 0.771 0.841 h = walking ------------------------------------------------------- 0.008 0.950 0.943 0.944 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.974 0.917 0.945 a = climbing down 0.064 0.673 0.957 0.790 b = climbing up 0.001 0.941 1.000 0.970 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.996 0.998 e = standing 0.001 0.996 1.000 0.998 f = sitting 0.000 0.998 0.992 0.995 g = running 0.006 0.957 0.680 0.795 h = walking ------------------------------------------------------- 0.009 0.949 0.934 0.935 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.974 0.917 0.945 a = climbing down 0.063 0.676 0.957 0.792 b = climbing up 0.001 0.952 1.000 0.976 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.996 0.998 e = standing 0.001 0.996 1.000 0.998 f = sitting 0.000 0.998 0.993 0.996 g = running 0.006 0.957 0.685 0.799 h = walking ------------------------------------------------------- 0.009 0.949 0.935 0.936 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.974 0.917 0.945 a = climbing down 0.023 0.836 0.873 0.854 b = climbing up 0.001 0.952 1.000 0.976 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.996 0.998 e = standing 0.001 0.996 1.000 0.998 f = sitting 0.000 0.998 0.993 0.996 g = running 0.019 0.893 0.903 0.898 h = walking ------------------------------------------------------- 0.006 0.959 0.958 0.959 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.951 0.815 0.878 a = climbing down 0.024 0.815 0.705 0.756 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.019 0.892 0.983 0.935 d = lying 0.009 0.938 0.866 0.901 e = standing 0.024 0.851 0.827 0.839 f = sitting 0.001 0.996 0.987 0.991 g = running 0.053 0.764 0.935 0.841 h = walking ------------------------------------------------------- 0.019 0.890 0.885 0.884 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.964 0.762 0.851 a = climbing down 0.045 0.750 0.901 0.818 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.017 0.904 0.983 0.942 d = lying 0.011 0.925 0.875 0.899 e = standing 0.022 0.860 0.830 0.845 f = sitting 0.001 0.996 0.988 0.992 g = running 0.019 0.892 0.879 0.886 h = walking ------------------------------------------------------- 0.016 0.904 0.898 0.898 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.964 0.766 0.854 a = climbing down 0.046 0.749 0.915 0.824 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.014 0.917 0.982 0.948 d = lying 0.013 0.910 0.880 0.895 e = standing 0.022 0.861 0.828 0.845 f = sitting 0.001 0.996 0.988 0.992 g = running 0.017 0.904 0.873 0.888 h = walking ------------------------------------------------------- 0.016 0.905 0.900 0.900 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.968 0.733 0.834 a = climbing down 0.087 0.624 0.973 0.761 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.014 0.921 0.982 0.950 d = lying 0.013 0.910 0.880 0.895 e = standing 0.022 0.862 0.833 0.847 f = sitting 0.001 0.996 0.987 0.991 g = running 0.004 0.966 0.684 0.801 h = walking ------------------------------------------------------- 0.019 0.899 0.875 0.877 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.971 0.751 0.847 a = climbing down 0.046 0.748 0.924 0.827 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.011 0.937 0.978 0.957 d = lying 0.016 0.898 0.936 0.917 e = standing 0.013 0.911 0.835 0.871 f = sitting 0.001 0.997 0.987 0.992 g = running 0.015 0.913 0.885 0.899 h = walking ------------------------------------------------------- 0.014 0.915 0.909 0.909 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.973 0.722 0.829 a = climbing down 0.065 0.689 0.966 0.804 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.009 0.945 0.980 0.962 d = lying 0.016 0.898 0.932 0.915 e = standing 0.014 0.908 0.842 0.874 f = sitting 0.001 0.997 0.987 0.992 g = running 0.008 0.950 0.808 0.873 h = walking ------------------------------------------------------- 0.015 0.914 0.900 0.901 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.971 0.973 0.972 a = climbing down 0.013 0.891 0.729 0.802 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.042 0.795 1.000 0.886 d = lying 0.002 0.986 0.841 0.908 e = standing 0.025 0.827 0.731 0.776 f = sitting 0.000 1.000 0.995 0.997 g = running 0.041 0.805 0.930 0.863 h = walking ------------------------------------------------------- 0.018 0.898 0.892 0.890 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.936 0.982 0.959 a = climbing down 0.003 0.965 0.598 0.738 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.040 0.801 1.000 0.889 d = lying 0.002 0.980 0.774 0.865 e = standing 0.035 0.772 0.736 0.754 f = sitting 0.000 1.000 0.995 0.997 g = running 0.057 0.760 0.980 0.856 h = walking ------------------------------------------------------- 0.021 0.889 0.875 0.871 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.974 0.982 0.978 a = climbing down 0.015 0.890 0.835 0.861 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.035 0.820 1.000 0.901 d = lying 0.003 0.976 0.781 0.868 e = standing 0.034 0.784 0.763 0.773 f = sitting 0.000 1.000 0.995 0.997 g = running 0.024 0.873 0.918 0.895 h = walking ------------------------------------------------------- 0.016 0.905 0.901 0.900 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.971 0.982 0.977 a = climbing down 0.015 0.894 0.829 0.860 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.032 0.833 1.000 0.909 d = lying 0.003 0.976 0.783 0.869 e = standing 0.034 0.789 0.782 0.785 f = sitting 0.000 1.000 0.995 0.997 g = running 0.025 0.871 0.923 0.896 h = walking ------------------------------------------------------- 0.016 0.908 0.904 0.903 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.976 0.976 0.976 a = climbing down 0.069 0.671 0.951 0.787 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.025 0.865 1.000 0.927 d = lying 0.003 0.974 0.788 0.871 e = standing 0.033 0.802 0.824 0.813 f = sitting 0.000 1.000 0.995 0.997 g = running 0.006 0.949 0.626 0.754 h = walking ------------------------------------------------------- 0.019 0.897 0.879 0.878 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.976 0.976 0.976 a = climbing down 0.009 0.930 0.845 0.886 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.022 0.879 1.000 0.935 d = lying 0.003 0.974 0.801 0.879 e = standing 0.031 0.815 0.842 0.828 f = sitting 0.000 1.000 0.995 0.997 g = running 0.023 0.884 0.956 0.918 h = walking ------------------------------------------------------- 0.013 0.924 0.921 0.920 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.827 0.643 0.723 a = climbing down 0.147 0.516 0.933 0.664 b = climbing up 0.000 0.984 0.926 0.955 c = jumping 0.015 0.908 0.924 0.916 d = lying 0.066 0.673 0.823 0.740 e = standing 0.031 0.618 0.421 0.501 f = sitting 0.002 0.990 0.909 0.948 g = running 0.008 0.857 0.363 0.509 h = walking ------------------------------------------------------- 0.040 0.789 0.751 0.744 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.019 0.849 0.766 0.805 a = climbing down 0.065 0.710 0.942 0.809 b = climbing up 0.000 0.985 0.941 0.962 c = jumping 0.014 0.910 0.924 0.917 d = lying 0.067 0.668 0.819 0.736 e = standing 0.032 0.611 0.417 0.495 f = sitting 0.002 0.990 0.909 0.948 g = running 0.009 0.922 0.796 0.854 h = walking ------------------------------------------------------- 0.028 0.827 0.819 0.816 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.875 0.759 0.813 a = climbing down 0.045 0.770 0.896 0.828 b = climbing up 0.000 0.985 0.956 0.970 c = jumping 0.014 0.910 0.924 0.917 d = lying 0.065 0.674 0.819 0.739 e = standing 0.032 0.618 0.430 0.507 f = sitting 0.002 0.991 0.913 0.950 g = running 0.024 0.841 0.911 0.874 h = walking ------------------------------------------------------- 0.026 0.830 0.828 0.825 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.909 0.789 0.845 a = climbing down 0.050 0.764 0.966 0.853 b = climbing up 0.000 0.985 0.971 0.978 c = jumping 0.014 0.910 0.924 0.917 d = lying 0.068 0.667 0.823 0.737 e = standing 0.031 0.613 0.411 0.492 f = sitting 0.002 0.992 0.912 0.950 g = running 0.012 0.908 0.877 0.892 h = walking ------------------------------------------------------- 0.025 0.841 0.836 0.833 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.855 0.844 0.850 a = climbing down 0.040 0.801 0.959 0.873 b = climbing up 0.000 0.985 0.971 0.978 c = jumping 0.014 0.912 0.926 0.919 d = lying 0.069 0.664 0.828 0.737 e = standing 0.030 0.614 0.402 0.486 f = sitting 0.002 0.992 0.910 0.949 g = running 0.009 0.933 0.863 0.897 h = walking ------------------------------------------------------- 0.025 0.842 0.840 0.836 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.861 0.844 0.853 a = climbing down 0.039 0.804 0.959 0.874 b = climbing up 0.000 0.985 0.971 0.978 c = jumping 0.014 0.912 0.926 0.919 d = lying 0.070 0.660 0.828 0.734 e = standing 0.030 0.608 0.392 0.477 f = sitting 0.002 0.992 0.918 0.953 g = running 0.008 0.934 0.863 0.897 h = walking ------------------------------------------------------- 0.025 0.842 0.841 0.836 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.839 0.748 0.791 a = climbing down 0.120 0.562 0.919 0.697 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 0.998 0.980 0.989 d = lying 0.089 0.585 0.758 0.660 e = standing 0.040 0.470 0.296 0.363 f = sitting 0.001 0.997 0.964 0.980 g = running 0.005 0.920 0.388 0.546 h = walking ------------------------------------------------------- 0.038 0.790 0.762 0.753 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.867 0.816 0.841 a = climbing down 0.019 0.888 0.884 0.886 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.980 0.989 d = lying 0.089 0.588 0.767 0.665 e = standing 0.039 0.478 0.296 0.366 f = sitting 0.000 0.999 0.985 0.992 g = running 0.022 0.852 0.929 0.889 h = walking ------------------------------------------------------- 0.025 0.834 0.837 0.832 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.946 0.745 0.833 a = climbing down 0.020 0.887 0.931 0.909 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.091 0.582 0.770 0.663 e = standing 0.038 0.466 0.279 0.349 f = sitting 0.000 0.999 0.988 0.994 g = running 0.031 0.810 0.954 0.876 h = walking ------------------------------------------------------- 0.025 0.837 0.838 0.831 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.968 0.735 0.836 a = climbing down 0.030 0.847 0.971 0.905 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.093 0.582 0.783 0.667 e = standing 0.036 0.468 0.265 0.339 f = sitting 0.001 0.998 0.985 0.992 g = running 0.023 0.848 0.929 0.887 h = walking ------------------------------------------------------- 0.025 0.839 0.839 0.831 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.932 0.850 0.889 a = climbing down 0.020 0.889 0.954 0.921 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.094 0.580 0.786 0.667 e = standing 0.036 0.464 0.258 0.331 f = sitting 0.000 0.999 0.983 0.991 g = running 0.015 0.893 0.922 0.907 h = walking ------------------------------------------------------- 0.023 0.845 0.849 0.841 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.928 0.887 0.907 a = climbing down 0.014 0.918 0.954 0.936 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.092 0.585 0.784 0.670 e = standing 0.036 0.477 0.273 0.347 f = sitting 0.000 0.999 0.981 0.990 g = running 0.012 0.916 0.944 0.930 h = walking ------------------------------------------------------- 0.022 0.854 0.857 0.850 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.141 0.430 0.925 0.587 a = climbing down 0.024 0.822 0.815 0.819 b = climbing up 0.000 0.983 0.682 0.806 c = jumping 0.077 0.631 0.900 0.742 d = lying 0.018 0.879 0.948 0.912 e = standing 0.018 0.775 0.400 0.528 f = sitting 0.014 0.953 0.989 0.971 g = running 0.013 0.523 0.087 0.149 h = walking ------------------------------------------------------- 0.037 0.747 0.730 0.695 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.936 0.624 0.749 a = climbing down 0.031 0.803 0.915 0.855 b = climbing up 0.000 0.985 0.776 0.868 c = jumping 0.079 0.626 0.900 0.738 d = lying 0.018 0.881 0.950 0.914 e = standing 0.017 0.776 0.392 0.521 f = sitting 0.012 0.960 0.989 0.975 g = running 0.030 0.837 0.921 0.877 h = walking ------------------------------------------------------- 0.026 0.844 0.833 0.823 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.961 0.532 0.685 a = climbing down 0.022 0.844 0.862 0.853 b = climbing up 0.000 0.985 0.776 0.868 c = jumping 0.079 0.625 0.900 0.738 d = lying 0.018 0.882 0.950 0.915 e = standing 0.017 0.776 0.392 0.521 f = sitting 0.011 0.962 0.989 0.976 g = running 0.054 0.751 0.963 0.844 h = walking ------------------------------------------------------- 0.028 0.840 0.823 0.811 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.970 0.489 0.651 a = climbing down 0.052 0.718 0.958 0.821 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.078 0.628 0.900 0.740 d = lying 0.018 0.882 0.950 0.915 e = standing 0.017 0.779 0.399 0.527 f = sitting 0.011 0.964 0.990 0.977 g = running 0.031 0.827 0.874 0.850 h = walking ------------------------------------------------------- 0.028 0.838 0.819 0.807 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.983 0.498 0.661 a = climbing down 0.052 0.718 0.962 0.822 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.078 0.628 0.900 0.740 d = lying 0.018 0.881 0.950 0.914 e = standing 0.017 0.779 0.397 0.526 f = sitting 0.010 0.966 0.990 0.978 g = running 0.030 0.833 0.875 0.854 h = walking ------------------------------------------------------- 0.028 0.840 0.821 0.809 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.995 0.464 0.633 a = climbing down 0.036 0.782 0.940 0.854 b = climbing up 0.000 1.000 0.847 0.917 c = jumping 0.079 0.626 0.900 0.738 d = lying 0.018 0.879 0.950 0.913 e = standing 0.017 0.779 0.392 0.522 f = sitting 0.007 0.975 0.980 0.977 g = running 0.046 0.780 0.954 0.858 h = walking ------------------------------------------------------- 0.027 0.843 0.824 0.809 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.173 0.398 0.994 0.568 a = climbing down 0.009 0.921 0.760 0.833 b = climbing up 0.000 1.000 0.134 0.237 c = jumping 0.056 0.716 0.959 0.819 d = lying 0.018 0.861 0.796 0.827 e = standing 0.030 0.733 0.543 0.624 f = sitting 0.027 0.917 1.000 0.957 g = running 0.006 0.303 0.015 0.029 h = walking ------------------------------------------------------- 0.039 0.719 0.720 0.676 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.073 0.606 0.974 0.747 a = climbing down 0.011 0.907 0.742 0.816 b = climbing up 0.000 1.000 0.427 0.598 c = jumping 0.046 0.705 0.755 0.729 d = lying 0.009 0.919 0.751 0.827 e = standing 0.069 0.592 0.652 0.620 f = sitting 0.019 0.940 1.000 0.969 g = running 0.008 0.930 0.644 0.761 h = walking ------------------------------------------------------- 0.030 0.822 0.795 0.796 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.806 0.940 0.868 a = climbing down 0.003 0.974 0.755 0.850 b = climbing up 0.000 1.000 0.451 0.622 c = jumping 0.047 0.710 0.779 0.743 d = lying 0.010 0.915 0.755 0.827 e = standing 0.065 0.605 0.647 0.625 f = sitting 0.016 0.949 0.998 0.973 g = running 0.021 0.880 0.933 0.906 h = walking ------------------------------------------------------- 0.026 0.848 0.838 0.837 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.819 0.933 0.872 a = climbing down 0.003 0.974 0.762 0.855 b = climbing up 0.000 1.000 0.488 0.656 c = jumping 0.045 0.719 0.778 0.747 d = lying 0.010 0.918 0.758 0.831 e = standing 0.064 0.612 0.663 0.637 f = sitting 0.015 0.952 0.998 0.974 g = running 0.022 0.877 0.940 0.908 h = walking ------------------------------------------------------- 0.025 0.852 0.843 0.842 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.831 0.933 0.879 a = climbing down 0.002 0.979 0.765 0.859 b = climbing up 0.000 1.000 0.488 0.656 c = jumping 0.045 0.718 0.774 0.745 d = lying 0.010 0.914 0.762 0.831 e = standing 0.064 0.611 0.660 0.635 f = sitting 0.015 0.952 0.998 0.974 g = running 0.023 0.876 0.950 0.911 h = walking ------------------------------------------------------- 0.025 0.853 0.844 0.843 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.910 0.888 0.899 a = climbing down 0.002 0.985 0.738 0.844 b = climbing up 0.000 1.000 0.488 0.656 c = jumping 0.045 0.722 0.791 0.755 d = lying 0.010 0.915 0.766 0.833 e = standing 0.061 0.622 0.658 0.640 f = sitting 0.014 0.954 0.996 0.975 g = running 0.039 0.811 0.992 0.893 h = walking ------------------------------------------------------- 0.025 0.855 0.844 0.843 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.666 0.516 0.581 a = climbing down 0.089 0.546 0.797 0.649 b = climbing up 0.001 0.925 0.899 0.912 c = jumping 0.001 0.994 0.836 0.908 d = lying 0.125 0.508 0.824 0.629 e = standing 0.032 0.700 0.420 0.525 f = sitting 0.003 0.986 0.975 0.981 g = running 0.040 0.739 0.608 0.667 h = walking ------------------------------------------------------- 0.043 0.753 0.720 0.720 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.756 0.493 0.597 a = climbing down 0.090 0.550 0.814 0.657 b = climbing up 0.000 1.000 0.899 0.947 c = jumping 0.000 0.998 0.815 0.897 d = lying 0.028 0.790 0.667 0.723 e = standing 0.084 0.640 0.848 0.729 f = sitting 0.003 0.986 0.983 0.985 g = running 0.044 0.733 0.654 0.691 h = walking ------------------------------------------------------- 0.037 0.793 0.768 0.770 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.776 0.457 0.575 a = climbing down 0.112 0.516 0.887 0.652 b = climbing up 0.000 1.000 0.913 0.955 c = jumping 0.000 0.998 0.811 0.895 d = lying 0.028 0.789 0.665 0.722 e = standing 0.085 0.637 0.848 0.728 f = sitting 0.002 0.988 0.983 0.985 g = running 0.030 0.783 0.590 0.673 h = walking ------------------------------------------------------- 0.037 0.799 0.762 0.764 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.776 0.473 0.588 a = climbing down 0.124 0.498 0.910 0.644 b = climbing up 0.000 1.000 0.899 0.947 c = jumping 0.000 0.998 0.811 0.895 d = lying 0.028 0.790 0.670 0.725 e = standing 0.084 0.640 0.848 0.729 f = sitting 0.003 0.986 0.983 0.985 g = running 0.024 0.807 0.532 0.641 h = walking ------------------------------------------------------- 0.037 0.801 0.758 0.759 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.777 0.482 0.595 a = climbing down 0.099 0.543 0.871 0.669 b = climbing up 0.000 1.000 0.899 0.947 c = jumping 0.000 0.998 0.813 0.896 d = lying 0.028 0.788 0.667 0.722 e = standing 0.085 0.638 0.846 0.728 f = sitting 0.003 0.986 0.983 0.985 g = running 0.035 0.772 0.633 0.696 h = walking ------------------------------------------------------- 0.036 0.800 0.770 0.771 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.822 0.450 0.581 a = climbing down 0.095 0.550 0.860 0.671 b = climbing up 0.000 1.000 0.899 0.947 c = jumping 0.000 0.998 0.811 0.895 d = lying 0.028 0.790 0.661 0.720 e = standing 0.086 0.636 0.850 0.728 f = sitting 0.003 0.986 0.986 0.986 g = running 0.042 0.749 0.673 0.709 h = walking ------------------------------------------------------- 0.036 0.802 0.771 0.772 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.850 0.875 0.862 a = climbing down 0.060 0.611 0.699 0.652 b = climbing up 0.012 0.575 1.000 0.730 c = jumping 0.001 0.996 0.904 0.948 d = lying 0.100 0.562 0.817 0.666 e = standing 0.038 0.688 0.470 0.559 f = sitting 0.000 0.998 0.926 0.961 g = running 0.029 0.822 0.715 0.765 h = walking ------------------------------------------------------- 0.033 0.795 0.775 0.776 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.824 0.893 0.857 a = climbing down 0.033 0.668 0.491 0.566 b = climbing up 0.009 0.637 1.000 0.778 c = jumping 0.069 0.708 0.936 0.806 d = lying 0.053 0.707 0.811 0.756 e = standing 0.032 0.669 0.364 0.472 f = sitting 0.000 0.998 0.943 0.970 g = running 0.057 0.729 0.831 0.776 h = walking ------------------------------------------------------- 0.038 0.759 0.761 0.747 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.828 0.875 0.850 a = climbing down 0.047 0.609 0.547 0.576 b = climbing up 0.005 0.765 1.000 0.867 c = jumping 0.077 0.686 0.944 0.794 d = lying 0.054 0.703 0.817 0.756 e = standing 0.030 0.649 0.310 0.419 f = sitting 0.000 0.998 0.969 0.984 g = running 0.053 0.723 0.748 0.735 h = walking ------------------------------------------------------- 0.040 0.747 0.751 0.736 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.862 0.868 0.865 a = climbing down 0.041 0.684 0.657 0.670 b = climbing up 0.005 0.756 1.000 0.861 c = jumping 0.045 0.787 0.937 0.855 d = lying 0.013 0.875 0.578 0.696 e = standing 0.073 0.629 0.700 0.662 f = sitting 0.000 0.998 0.968 0.983 g = running 0.040 0.788 0.807 0.797 h = walking ------------------------------------------------------- 0.033 0.805 0.798 0.796 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.880 0.884 0.882 a = climbing down 0.025 0.796 0.716 0.754 b = climbing up 0.004 0.823 1.000 0.903 c = jumping 0.011 0.936 0.924 0.930 d = lying 0.004 0.929 0.334 0.491 e = standing 0.119 0.580 0.922 0.712 f = sitting 0.000 1.000 0.978 0.989 g = running 0.030 0.850 0.912 0.880 h = walking ------------------------------------------------------- 0.029 0.854 0.823 0.813 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.908 0.923 0.915 a = climbing down 0.019 0.845 0.779 0.811 b = climbing up 0.004 0.823 1.000 0.903 c = jumping 0.011 0.936 0.924 0.930 d = lying 0.004 0.930 0.319 0.475 e = standing 0.121 0.574 0.922 0.708 f = sitting 0.000 1.000 0.978 0.989 g = running 0.023 0.883 0.925 0.903 h = walking ------------------------------------------------------- 0.028 0.867 0.834 0.824 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.943 0.760 0.842 a = climbing down 0.019 0.602 0.198 0.298 b = climbing up 0.080 0.196 0.977 0.327 c = jumping 0.000 1.000 0.238 0.384 d = lying 0.127 0.529 0.785 0.632 e = standing 0.137 0.303 0.398 0.344 f = sitting 0.002 0.984 0.513 0.675 g = running 0.138 0.514 0.926 0.661 h = walking ------------------------------------------------------- 0.061 0.694 0.551 0.543 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.923 0.934 0.928 a = climbing down 0.019 0.746 0.370 0.495 b = climbing up 0.106 0.157 0.988 0.271 c = jumping 0.000 0.998 0.653 0.789 d = lying 0.127 0.530 0.788 0.634 e = standing 0.063 0.489 0.405 0.443 f = sitting 0.001 0.981 0.365 0.532 g = running 0.091 0.605 0.885 0.718 h = walking ------------------------------------------------------- 0.046 0.746 0.628 0.636 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.927 0.972 0.949 a = climbing down 0.023 0.856 0.927 0.890 b = climbing up 0.115 0.147 0.988 0.256 c = jumping 0.001 0.995 0.653 0.788 d = lying 0.127 0.532 0.794 0.637 e = standing 0.062 0.494 0.404 0.444 f = sitting 0.001 0.983 0.315 0.477 g = running 0.005 0.962 0.844 0.899 h = walking ------------------------------------------------------- 0.035 0.810 0.691 0.705 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.953 0.970 0.961 a = climbing down 0.048 0.750 0.982 0.851 b = climbing up 0.115 0.147 0.988 0.256 c = jumping 0.001 0.995 0.653 0.788 d = lying 0.128 0.532 0.797 0.638 e = standing 0.061 0.494 0.400 0.442 f = sitting 0.001 0.983 0.313 0.475 g = running 0.000 0.998 0.687 0.814 h = walking ------------------------------------------------------- 0.037 0.804 0.676 0.689 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.951 0.970 0.960 a = climbing down 0.048 0.752 0.979 0.851 b = climbing up 0.113 0.149 0.988 0.259 c = jumping 0.001 0.993 0.656 0.790 d = lying 0.127 0.532 0.794 0.637 e = standing 0.062 0.494 0.402 0.443 f = sitting 0.001 0.983 0.325 0.488 g = running 0.001 0.995 0.692 0.817 h = walking ------------------------------------------------------- 0.037 0.803 0.679 0.692 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.919 0.982 0.950 a = climbing down 0.041 0.777 0.963 0.860 b = climbing up 0.113 0.149 0.988 0.258 c = jumping 0.001 0.991 0.659 0.791 d = lying 0.128 0.533 0.803 0.641 e = standing 0.059 0.501 0.396 0.443 f = sitting 0.002 0.975 0.323 0.485 g = running 0.001 0.995 0.707 0.827 h = walking ------------------------------------------------------- 0.037 0.802 0.681 0.694 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.956 0.614 0.748 a = climbing down 0.015 0.589 0.148 0.236 b = climbing up 0.018 0.519 0.988 0.680 c = jumping 0.001 0.989 0.262 0.414 d = lying 0.099 0.631 0.928 0.751 e = standing 0.138 0.292 0.380 0.330 f = sitting 0.001 0.997 0.887 0.939 g = running 0.162 0.490 0.987 0.655 h = walking ------------------------------------------------------- 0.058 0.712 0.621 0.595 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.965 0.720 0.825 a = climbing down 0.021 0.656 0.265 0.378 b = climbing up 0.000 0.987 0.894 0.938 c = jumping 0.001 0.988 0.256 0.406 d = lying 0.103 0.623 0.940 0.749 e = standing 0.137 0.278 0.352 0.311 f = sitting 0.002 0.988 0.997 0.992 g = running 0.129 0.542 0.963 0.693 h = walking ------------------------------------------------------- 0.055 0.733 0.659 0.637 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.962 0.718 0.822 a = climbing down 0.083 0.630 0.954 0.759 b = climbing up 0.000 0.988 0.929 0.958 c = jumping 0.001 0.990 0.289 0.447 d = lying 0.105 0.619 0.939 0.746 e = standing 0.131 0.280 0.342 0.308 f = sitting 0.002 0.990 0.997 0.994 g = running 0.012 0.898 0.654 0.757 h = walking ------------------------------------------------------- 0.046 0.779 0.709 0.700 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.966 0.692 0.807 a = climbing down 0.035 0.805 0.975 0.882 b = climbing up 0.001 0.965 0.965 0.965 c = jumping 0.011 0.941 0.967 0.954 d = lying 0.111 0.607 0.945 0.739 e = standing 0.012 0.750 0.232 0.355 f = sitting 0.001 0.994 0.994 0.994 g = running 0.009 0.945 0.982 0.963 h = walking ------------------------------------------------------- 0.027 0.860 0.844 0.825 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.971 0.742 0.841 a = climbing down 0.038 0.793 0.982 0.878 b = climbing up 0.001 0.953 0.965 0.959 c = jumping 0.013 0.931 0.967 0.948 d = lying 0.112 0.606 0.951 0.741 e = standing 0.010 0.764 0.217 0.337 f = sitting 0.001 0.996 0.993 0.994 g = running 0.002 0.988 0.963 0.975 h = walking ------------------------------------------------------- 0.026 0.865 0.847 0.827 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.972 0.756 0.850 a = climbing down 0.036 0.802 0.982 0.883 b = climbing up 0.001 0.953 0.965 0.959 c = jumping 0.013 0.929 0.968 0.948 d = lying 0.112 0.607 0.954 0.742 e = standing 0.009 0.788 0.217 0.340 f = sitting 0.001 0.996 0.993 0.994 g = running 0.002 0.988 0.965 0.976 h = walking ------------------------------------------------------- 0.026 0.869 0.849 0.829 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.219 0.307 0.910 0.459 a = climbing down 0.082 0.599 0.428 0.499 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.806 0.893 d = lying 0.187 0.340 0.987 0.505 e = standing 0.003 0.154 0.003 0.006 f = sitting 0.043 0.029 0.008 0.013 g = running 0.066 0.574 0.530 0.551 h = walking ------------------------------------------------------- 0.071 0.455 0.472 0.419 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.155 0.406 0.991 0.576 a = climbing down 0.014 0.916 0.551 0.688 b = climbing up 0.000 1.000 0.144 0.252 c = jumping 0.000 1.000 0.806 0.893 d = lying 0.187 0.340 0.987 0.505 e = standing 0.003 0.154 0.003 0.006 f = sitting 0.020 0.882 0.963 0.921 g = running 0.020 0.825 0.564 0.670 h = walking ------------------------------------------------------- 0.041 0.704 0.642 0.615 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.830 0.921 0.873 a = climbing down 0.025 0.915 0.941 0.928 b = climbing up 0.000 1.000 0.178 0.302 c = jumping 0.000 1.000 0.806 0.893 d = lying 0.187 0.340 0.987 0.505 e = standing 0.003 0.154 0.003 0.006 f = sitting 0.019 0.887 0.967 0.925 g = running 0.004 0.973 0.888 0.929 h = walking ------------------------------------------------------- 0.028 0.766 0.769 0.735 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.770 0.933 0.843 a = climbing down 0.011 0.958 0.887 0.921 b = climbing up 0.000 1.000 0.244 0.393 c = jumping 0.000 1.000 0.806 0.893 d = lying 0.187 0.340 0.987 0.505 e = standing 0.003 0.154 0.003 0.006 f = sitting 0.017 0.894 0.963 0.928 g = running 0.009 0.946 0.950 0.948 h = walking ------------------------------------------------------- 0.026 0.767 0.768 0.736 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.904 0.910 0.907 a = climbing down 0.017 0.943 0.976 0.959 b = climbing up 0.000 1.000 0.322 0.487 c = jumping 0.000 1.000 0.806 0.893 d = lying 0.187 0.340 0.987 0.505 e = standing 0.003 0.154 0.003 0.006 f = sitting 0.016 0.904 0.965 0.934 g = running 0.006 0.962 0.936 0.949 h = walking ------------------------------------------------------- 0.025 0.781 0.786 0.753 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.822 0.940 0.877 a = climbing down 0.013 0.954 0.940 0.947 b = climbing up 0.000 1.000 0.344 0.512 c = jumping 0.000 1.000 0.806 0.893 d = lying 0.187 0.339 0.987 0.505 e = standing 0.003 0.167 0.003 0.006 f = sitting 0.015 0.907 0.965 0.935 g = running 0.005 0.969 0.930 0.949 h = walking ------------------------------------------------------- 0.025 0.778 0.780 0.749 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.081 0.498 0.749 0.598 a = climbing down 0.105 0.490 0.355 0.411 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.193 0.323 d = lying 0.292 0.250 1.000 0.399 e = standing 0.001 0.250 0.002 0.003 f = sitting 0.052 0.689 0.746 0.717 g = running 0.110 0.427 0.491 0.456 h = walking ------------------------------------------------------- 0.080 0.522 0.439 0.396 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.952 0.507 0.662 a = climbing down 0.032 0.770 0.375 0.504 b = climbing up 0.000 1.000 0.135 0.238 c = jumping 0.000 1.000 0.193 0.323 d = lying 0.292 0.250 1.000 0.399 e = standing 0.001 0.250 0.002 0.003 f = sitting 0.020 0.882 0.980 0.928 g = running 0.191 0.463 0.983 0.629 h = walking ------------------------------------------------------- 0.063 0.678 0.525 0.480 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.930 0.714 0.808 a = climbing down 0.041 0.828 0.685 0.750 b = climbing up 0.000 1.000 0.146 0.255 c = jumping 0.000 1.000 0.193 0.323 d = lying 0.292 0.250 1.000 0.399 e = standing 0.001 0.250 0.002 0.003 f = sitting 0.020 0.883 0.978 0.928 g = running 0.088 0.637 0.919 0.752 h = walking ------------------------------------------------------- 0.051 0.714 0.604 0.566 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.959 0.705 0.812 a = climbing down 0.035 0.881 0.918 0.899 b = climbing up 0.000 1.000 0.517 0.681 c = jumping 0.000 1.000 0.193 0.323 d = lying 0.292 0.250 1.000 0.399 e = standing 0.001 0.250 0.002 0.003 f = sitting 0.011 0.930 0.978 0.953 g = running 0.027 0.856 0.969 0.909 h = walking ------------------------------------------------------- 0.040 0.767 0.670 0.634 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.953 0.714 0.816 a = climbing down 0.034 0.884 0.920 0.902 b = climbing up 0.000 1.000 0.528 0.691 c = jumping 0.000 1.000 0.193 0.323 d = lying 0.292 0.250 1.000 0.399 e = standing 0.001 0.250 0.002 0.003 f = sitting 0.011 0.931 0.978 0.954 g = running 0.027 0.858 0.966 0.909 h = walking ------------------------------------------------------- 0.039 0.767 0.671 0.636 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.951 0.719 0.819 a = climbing down 0.037 0.883 0.975 0.927 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.193 0.323 d = lying 0.292 0.250 1.000 0.399 e = standing 0.001 0.250 0.002 0.003 f = sitting 0.001 0.995 0.978 0.986 g = running 0.012 0.931 0.952 0.941 h = walking ------------------------------------------------------- 0.036 0.786 0.690 0.656 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.976 0.557 0.710 a = climbing down 0.019 0.831 0.692 0.755 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.967 0.997 0.982 d = lying 0.137 0.516 0.863 0.646 e = standing 0.024 0.609 0.204 0.306 f = sitting 0.001 0.998 0.982 0.990 g = running 0.078 0.674 0.997 0.804 h = walking ------------------------------------------------------- 0.038 0.797 0.772 0.752 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.724 0.828 a = climbing down 0.032 0.803 0.948 0.870 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.967 0.997 0.982 d = lying 0.127 0.537 0.876 0.666 e = standing 0.021 0.683 0.257 0.373 f = sitting 0.001 0.998 0.987 0.992 g = running 0.017 0.901 0.938 0.919 h = walking ------------------------------------------------------- 0.029 0.839 0.823 0.807 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.968 0.739 0.838 a = climbing down 0.032 0.805 0.948 0.870 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.969 0.997 0.982 d = lying 0.094 0.608 0.863 0.714 e = standing 0.024 0.773 0.446 0.566 f = sitting 0.001 0.998 0.987 0.992 g = running 0.016 0.907 0.935 0.921 h = walking ------------------------------------------------------- 0.024 0.864 0.851 0.845 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.965 0.746 0.842 a = climbing down 0.029 0.818 0.944 0.877 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.969 0.997 0.982 d = lying 0.094 0.608 0.865 0.714 e = standing 0.023 0.774 0.445 0.565 f = sitting 0.001 0.998 0.989 0.993 g = running 0.015 0.909 0.948 0.928 h = walking ------------------------------------------------------- 0.024 0.866 0.853 0.847 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.944 0.831 0.884 a = climbing down 0.026 0.833 0.948 0.886 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.969 0.997 0.982 d = lying 0.093 0.612 0.866 0.717 e = standing 0.023 0.779 0.452 0.572 f = sitting 0.001 0.998 0.989 0.993 g = running 0.008 0.948 0.927 0.937 h = walking ------------------------------------------------------- 0.023 0.872 0.861 0.856 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.962 0.802 0.875 a = climbing down 0.020 0.869 0.951 0.908 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.969 0.997 0.982 d = lying 0.093 0.607 0.855 0.710 e = standing 0.025 0.764 0.449 0.566 f = sitting 0.001 0.998 0.983 0.990 g = running 0.014 0.917 0.969 0.942 h = walking ------------------------------------------------------- 0.023 0.871 0.861 0.856 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.975 0.617 0.756 a = climbing down 0.022 0.779 0.568 0.657 b = climbing up 0.000 0.986 0.812 0.890 c = jumping 0.002 0.990 1.000 0.995 d = lying 0.128 0.545 0.910 0.681 e = standing 0.015 0.759 0.271 0.399 f = sitting 0.007 0.971 0.988 0.979 g = running 0.084 0.658 0.990 0.791 h = walking ------------------------------------------------------- 0.037 0.813 0.777 0.760 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.705 0.814 a = climbing down 0.043 0.746 0.893 0.813 b = climbing up 0.000 0.986 0.812 0.890 c = jumping 0.002 0.990 1.000 0.995 d = lying 0.126 0.553 0.924 0.692 e = standing 0.013 0.797 0.283 0.417 f = sitting 0.007 0.970 0.983 0.976 g = running 0.019 0.887 0.910 0.898 h = walking ------------------------------------------------------- 0.030 0.846 0.817 0.804 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.878 0.830 0.853 a = climbing down 0.036 0.775 0.882 0.825 b = climbing up 0.000 0.985 0.788 0.876 c = jumping 0.000 0.998 0.997 0.997 d = lying 0.082 0.640 0.865 0.736 e = standing 0.024 0.804 0.538 0.645 f = sitting 0.008 0.966 0.983 0.974 g = running 0.010 0.936 0.864 0.899 h = walking ------------------------------------------------------- 0.024 0.863 0.852 0.850 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.912 0.819 0.863 a = climbing down 0.018 0.862 0.791 0.825 b = climbing up 0.000 0.985 0.788 0.876 c = jumping 0.000 0.998 0.997 0.997 d = lying 0.082 0.649 0.895 0.753 e = standing 0.018 0.841 0.540 0.658 f = sitting 0.008 0.966 0.989 0.978 g = running 0.030 0.839 0.959 0.895 h = walking ------------------------------------------------------- 0.023 0.870 0.858 0.855 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.850 0.884 0.867 a = climbing down 0.014 0.887 0.766 0.822 b = climbing up 0.000 0.985 0.788 0.876 c = jumping 0.000 0.998 0.997 0.997 d = lying 0.082 0.648 0.897 0.752 e = standing 0.018 0.842 0.537 0.656 f = sitting 0.008 0.964 0.989 0.976 g = running 0.022 0.876 0.949 0.911 h = walking ------------------------------------------------------- 0.023 0.872 0.861 0.857 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.857 0.884 0.871 a = climbing down 0.014 0.886 0.772 0.825 b = climbing up 0.000 0.986 0.800 0.883 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.082 0.655 0.921 0.765 e = standing 0.014 0.873 0.540 0.667 f = sitting 0.008 0.965 0.989 0.977 g = running 0.022 0.876 0.949 0.911 h = walking ------------------------------------------------------- 0.022 0.878 0.865 0.862 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.930 0.730 0.818 a = climbing down 0.026 0.736 0.772 0.754 b = climbing up 0.000 1.000 0.904 0.950 c = jumping 0.002 0.990 0.913 0.950 d = lying 0.169 0.350 0.502 0.413 e = standing 0.098 0.233 0.155 0.186 f = sitting 0.016 0.919 1.000 0.958 g = running 0.023 0.878 0.910 0.894 h = walking ------------------------------------------------------- 0.051 0.714 0.710 0.707 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.939 0.730 0.821 a = climbing down 0.032 0.736 0.923 0.819 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.001 0.997 0.913 0.953 d = lying 0.170 0.348 0.502 0.411 e = standing 0.098 0.231 0.153 0.184 f = sitting 0.014 0.928 1.000 0.962 g = running 0.007 0.957 0.888 0.921 h = walking ------------------------------------------------------- 0.049 0.728 0.721 0.718 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.939 0.735 0.825 a = climbing down 0.040 0.689 0.926 0.790 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.997 0.913 0.953 d = lying 0.170 0.348 0.502 0.411 e = standing 0.098 0.231 0.153 0.184 f = sitting 0.008 0.959 1.000 0.979 g = running 0.006 0.965 0.874 0.917 h = walking ------------------------------------------------------- 0.048 0.730 0.720 0.718 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.940 0.743 0.830 a = climbing down 0.038 0.699 0.926 0.797 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.997 0.913 0.953 d = lying 0.170 0.348 0.502 0.411 e = standing 0.098 0.233 0.155 0.186 f = sitting 0.008 0.959 1.000 0.979 g = running 0.006 0.965 0.880 0.921 h = walking ------------------------------------------------------- 0.048 0.732 0.722 0.720 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.937 0.745 0.830 a = climbing down 0.037 0.703 0.923 0.798 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.001 0.997 0.913 0.953 d = lying 0.170 0.348 0.502 0.411 e = standing 0.098 0.233 0.155 0.186 f = sitting 0.008 0.960 1.000 0.980 g = running 0.006 0.965 0.883 0.922 h = walking ------------------------------------------------------- 0.048 0.732 0.723 0.721 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.939 0.733 0.823 a = climbing down 0.039 0.696 0.926 0.795 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.001 0.997 0.907 0.950 d = lying 0.171 0.347 0.502 0.411 e = standing 0.098 0.232 0.155 0.186 f = sitting 0.008 0.960 1.000 0.980 g = running 0.006 0.965 0.883 0.922 h = walking ------------------------------------------------------- 0.048 0.731 0.721 0.719 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.951 0.891 0.920 a = climbing down 0.016 0.816 0.720 0.765 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.009 0.954 0.979 0.966 d = lying 0.178 0.141 0.162 0.151 e = standing 0.154 0.037 0.031 0.034 f = sitting 0.011 0.945 0.998 0.971 g = running 0.024 0.878 0.924 0.901 h = walking ------------------------------------------------------- 0.061 0.657 0.664 0.660 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.939 0.901 0.920 a = climbing down 0.019 0.800 0.800 0.800 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.009 0.954 0.979 0.966 d = lying 0.179 0.139 0.161 0.149 e = standing 0.154 0.037 0.031 0.034 f = sitting 0.010 0.951 1.000 0.975 g = running 0.013 0.926 0.905 0.915 h = walking ------------------------------------------------------- 0.060 0.662 0.669 0.665 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.940 0.944 0.942 a = climbing down 0.020 0.812 0.877 0.843 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.008 0.959 0.979 0.969 d = lying 0.181 0.138 0.161 0.148 e = standing 0.154 0.032 0.026 0.029 f = sitting 0.009 0.953 0.998 0.975 g = running 0.005 0.970 0.879 0.922 h = walking ------------------------------------------------------- 0.059 0.670 0.675 0.672 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.940 0.949 0.945 a = climbing down 0.020 0.808 0.880 0.843 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.008 0.961 0.979 0.970 d = lying 0.182 0.138 0.161 0.148 e = standing 0.154 0.032 0.026 0.029 f = sitting 0.009 0.954 0.998 0.976 g = running 0.004 0.973 0.876 0.922 h = walking ------------------------------------------------------- 0.058 0.671 0.675 0.672 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.941 0.965 0.953 a = climbing down 0.022 0.795 0.900 0.845 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.008 0.961 0.979 0.970 d = lying 0.182 0.138 0.161 0.148 e = standing 0.154 0.032 0.026 0.029 f = sitting 0.009 0.956 0.998 0.977 g = running 0.003 0.980 0.850 0.910 h = walking ------------------------------------------------------- 0.058 0.671 0.674 0.672 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.938 0.965 0.951 a = climbing down 0.021 0.805 0.897 0.849 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.008 0.961 0.979 0.970 d = lying 0.182 0.138 0.161 0.148 e = standing 0.154 0.032 0.026 0.029 f = sitting 0.009 0.956 0.998 0.977 g = running 0.003 0.980 0.859 0.915 h = walking ------------------------------------------------------- 0.058 0.672 0.675 0.673 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.896 0.385 0.538 a = climbing down 0.068 0.611 0.746 0.672 b = climbing up 0.000 1.000 0.640 0.781 c = jumping 0.046 0.793 0.984 0.878 d = lying 0.014 0.769 0.262 0.390 e = standing 0.129 0.481 0.698 0.570 f = sitting 0.012 0.932 0.985 0.958 g = running 0.068 0.686 0.835 0.753 h = walking ------------------------------------------------------- 0.049 0.740 0.707 0.686 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.897 0.450 0.599 a = climbing down 0.052 0.695 0.823 0.753 b = climbing up 0.000 1.000 0.663 0.797 c = jumping 0.018 0.904 0.962 0.932 d = lying 0.011 0.822 0.271 0.407 e = standing 0.133 0.526 0.867 0.655 f = sitting 0.011 0.937 0.985 0.960 g = running 0.052 0.755 0.906 0.824 h = walking ------------------------------------------------------- 0.040 0.794 0.757 0.737 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.899 0.456 0.605 a = climbing down 0.051 0.697 0.824 0.755 b = climbing up 0.000 1.000 0.719 0.837 c = jumping 0.020 0.898 0.965 0.930 d = lying 0.011 0.817 0.262 0.396 e = standing 0.134 0.522 0.859 0.649 f = sitting 0.010 0.944 0.987 0.965 g = running 0.050 0.765 0.913 0.832 h = walking ------------------------------------------------------- 0.040 0.794 0.758 0.738 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.882 0.535 0.666 a = climbing down 0.110 0.556 0.960 0.704 b = climbing up 0.000 1.000 0.730 0.844 c = jumping 0.018 0.904 0.965 0.934 d = lying 0.011 0.827 0.288 0.427 e = standing 0.130 0.533 0.866 0.660 f = sitting 0.009 0.946 0.985 0.965 g = running 0.009 0.925 0.622 0.744 h = walking ------------------------------------------------------- 0.041 0.803 0.745 0.732 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.896 0.539 0.673 a = climbing down 0.056 0.685 0.857 0.762 b = climbing up 0.000 1.000 0.753 0.859 c = jumping 0.018 0.904 0.965 0.934 d = lying 0.011 0.821 0.275 0.412 e = standing 0.132 0.529 0.866 0.656 f = sitting 0.009 0.949 0.987 0.967 g = running 0.035 0.813 0.871 0.841 h = walking ------------------------------------------------------- 0.038 0.803 0.769 0.752 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.893 0.544 0.676 a = climbing down 0.048 0.714 0.828 0.767 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.019 0.903 0.967 0.934 d = lying 0.012 0.811 0.271 0.406 e = standing 0.132 0.526 0.861 0.653 f = sitting 0.008 0.956 0.987 0.971 g = running 0.042 0.791 0.905 0.844 h = walking ------------------------------------------------------- 0.038 0.802 0.770 0.753 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.984 0.569 0.721 a = climbing down 0.046 0.667 0.646 0.656 b = climbing up 0.000 1.000 0.435 0.607 c = jumping 0.010 0.943 0.935 0.939 d = lying 0.048 0.544 0.308 0.393 e = standing 0.135 0.462 0.681 0.551 f = sitting 0.014 0.921 1.000 0.959 g = running 0.084 0.644 0.850 0.733 h = walking ------------------------------------------------------- 0.049 0.734 0.711 0.704 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.983 0.645 0.779 a = climbing down 0.061 0.645 0.771 0.702 b = climbing up 0.000 1.000 0.459 0.629 c = jumping 0.011 0.938 0.937 0.937 d = lying 0.045 0.524 0.270 0.357 e = standing 0.141 0.454 0.689 0.547 f = sitting 0.013 0.929 1.000 0.963 g = running 0.052 0.727 0.786 0.756 h = walking ------------------------------------------------------- 0.047 0.739 0.722 0.714 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.882 0.724 0.795 a = climbing down 0.047 0.669 0.663 0.666 b = climbing up 0.000 1.000 0.482 0.651 c = jumping 0.010 0.943 0.937 0.940 d = lying 0.045 0.559 0.308 0.397 e = standing 0.134 0.470 0.699 0.562 f = sitting 0.013 0.930 1.000 0.964 g = running 0.055 0.725 0.821 0.770 h = walking ------------------------------------------------------- 0.045 0.740 0.730 0.723 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.926 0.840 0.881 a = climbing down 0.034 0.759 0.738 0.749 b = climbing up 0.000 1.000 0.494 0.661 c = jumping 0.010 0.946 0.935 0.940 d = lying 0.045 0.596 0.359 0.448 e = standing 0.125 0.487 0.701 0.575 f = sitting 0.012 0.933 1.000 0.965 g = running 0.043 0.777 0.845 0.810 h = walking ------------------------------------------------------- 0.040 0.773 0.763 0.758 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.951 0.867 0.907 a = climbing down 0.055 0.707 0.925 0.802 b = climbing up 0.000 1.000 0.588 0.741 c = jumping 0.002 0.986 0.910 0.947 d = lying 0.033 0.654 0.338 0.446 e = standing 0.134 0.506 0.808 0.623 f = sitting 0.010 0.945 1.000 0.972 g = running 0.013 0.909 0.734 0.812 h = walking ------------------------------------------------------- 0.036 0.809 0.783 0.778 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.958 0.863 0.908 a = climbing down 0.038 0.766 0.862 0.811 b = climbing up 0.000 1.000 0.741 0.851 c = jumping 0.002 0.986 0.911 0.947 d = lying 0.033 0.654 0.342 0.449 e = standing 0.133 0.507 0.807 0.623 f = sitting 0.006 0.965 1.000 0.982 g = running 0.025 0.851 0.823 0.837 h = walking ------------------------------------------------------- 0.035 0.811 0.792 0.788 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.044 0.668 0.805 0.730 a = climbing down 0.176 0.396 0.740 0.516 b = climbing up 0.007 0.654 0.810 0.723 c = jumping 0.002 0.990 0.988 0.989 d = lying 0.142 0.581 0.989 0.732 e = standing 0.003 0.836 0.089 0.161 f = sitting 0.005 0.973 0.953 0.963 g = running 0.008 0.576 0.062 0.112 h = walking ------------------------------------------------------- 0.054 0.718 0.668 0.605 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.778 0.747 0.762 a = climbing down 0.029 0.791 0.716 0.752 b = climbing up 0.005 0.750 0.857 0.800 c = jumping 0.002 0.990 0.988 0.989 d = lying 0.143 0.579 0.989 0.731 e = standing 0.003 0.824 0.081 0.148 f = sitting 0.004 0.977 0.970 0.973 g = running 0.037 0.815 0.898 0.854 h = walking ------------------------------------------------------- 0.037 0.819 0.791 0.756 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.877 0.757 0.812 a = climbing down 0.044 0.750 0.843 0.794 b = climbing up 0.002 0.869 0.841 0.855 c = jumping 0.002 0.990 0.988 0.989 d = lying 0.143 0.579 0.989 0.731 e = standing 0.003 0.824 0.081 0.148 f = sitting 0.004 0.977 0.987 0.982 g = running 0.023 0.871 0.849 0.860 h = walking ------------------------------------------------------- 0.036 0.834 0.804 0.770 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.903 0.757 0.824 a = climbing down 0.044 0.752 0.858 0.802 b = climbing up 0.002 0.898 0.841 0.869 c = jumping 0.002 0.990 0.988 0.989 d = lying 0.144 0.577 0.989 0.729 e = standing 0.003 0.809 0.074 0.135 f = sitting 0.004 0.977 0.990 0.983 g = running 0.023 0.870 0.849 0.859 h = walking ------------------------------------------------------- 0.036 0.835 0.805 0.770 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.955 0.701 0.809 a = climbing down 0.065 0.692 0.933 0.795 b = climbing up 0.002 0.898 0.841 0.869 c = jumping 0.002 0.988 0.990 0.989 d = lying 0.144 0.577 0.989 0.729 e = standing 0.003 0.800 0.070 0.128 f = sitting 0.004 0.980 0.990 0.985 g = running 0.013 0.921 0.797 0.854 h = walking ------------------------------------------------------- 0.036 0.839 0.801 0.766 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.984 0.641 0.776 a = climbing down 0.071 0.677 0.951 0.791 b = climbing up 0.003 0.828 0.841 0.835 c = jumping 0.002 0.988 0.988 0.988 d = lying 0.145 0.576 0.991 0.728 e = standing 0.002 0.810 0.066 0.122 f = sitting 0.003 0.982 0.982 0.982 g = running 0.016 0.899 0.782 0.837 h = walking ------------------------------------------------------- 0.037 0.837 0.794 0.758 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.700 0.817 0.754 a = climbing down 0.179 0.391 0.736 0.511 b = climbing up 0.002 0.556 0.167 0.256 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.150 0.564 0.974 0.714 e = standing 0.005 0.528 0.037 0.069 f = sitting 0.016 0.914 0.987 0.949 g = running 0.006 0.722 0.085 0.152 h = walking ------------------------------------------------------- 0.057 0.691 0.659 0.590 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.814 0.789 0.802 a = climbing down 0.074 0.640 0.841 0.727 b = climbing up 0.004 0.414 0.200 0.270 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.150 0.564 0.974 0.714 e = standing 0.005 0.528 0.037 0.069 f = sitting 0.015 0.918 0.971 0.944 g = running 0.009 0.932 0.689 0.792 h = walking ------------------------------------------------------- 0.041 0.767 0.763 0.722 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.860 0.766 0.811 a = climbing down 0.047 0.742 0.860 0.796 b = climbing up 0.007 0.300 0.200 0.240 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.152 0.561 0.976 0.712 e = standing 0.005 0.448 0.025 0.048 f = sitting 0.015 0.916 0.953 0.934 g = running 0.013 0.926 0.857 0.890 h = walking ------------------------------------------------------- 0.038 0.771 0.785 0.743 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.882 0.799 0.839 a = climbing down 0.072 0.665 0.916 0.771 b = climbing up 0.002 0.684 0.217 0.329 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.153 0.560 0.979 0.712 e = standing 0.004 0.417 0.019 0.037 f = sitting 0.015 0.920 0.990 0.954 g = running 0.003 0.978 0.710 0.823 h = walking ------------------------------------------------------- 0.040 0.774 0.779 0.735 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.887 0.799 0.841 a = climbing down 0.071 0.670 0.919 0.775 b = climbing up 0.001 0.722 0.217 0.333 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.153 0.560 0.979 0.712 e = standing 0.004 0.417 0.019 0.037 f = sitting 0.015 0.921 0.992 0.955 g = running 0.003 0.978 0.717 0.827 h = walking ------------------------------------------------------- 0.039 0.775 0.781 0.737 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.885 0.802 0.842 a = climbing down 0.046 0.754 0.895 0.818 b = climbing up 0.001 0.750 0.250 0.375 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.153 0.559 0.979 0.711 e = standing 0.004 0.364 0.016 0.030 f = sitting 0.015 0.923 0.992 0.956 g = running 0.008 0.952 0.849 0.898 h = walking ------------------------------------------------------- 0.037 0.776 0.798 0.753 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.897 0.364 0.518 a = climbing down 0.198 0.456 0.905 0.606 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.058 0.616 0.515 0.561 e = standing 0.085 0.496 0.602 0.544 f = sitting 0.003 0.983 1.000 0.992 g = running 0.025 0.650 0.246 0.357 h = walking ------------------------------------------------------- 0.055 0.728 0.682 0.667 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.888 0.410 0.561 a = climbing down 0.115 0.565 0.815 0.667 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.076 0.670 0.853 0.750 e = standing 0.026 0.717 0.476 0.572 f = sitting 0.003 0.982 1.000 0.991 g = running 0.054 0.668 0.586 0.625 h = walking ------------------------------------------------------- 0.042 0.782 0.762 0.755 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.902 0.431 0.583 a = climbing down 0.057 0.668 0.629 0.648 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.076 0.671 0.854 0.752 e = standing 0.026 0.719 0.476 0.572 f = sitting 0.003 0.985 0.998 0.992 g = running 0.102 0.600 0.820 0.693 h = walking ------------------------------------------------------- 0.040 0.790 0.772 0.766 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.928 0.403 0.562 a = climbing down 0.063 0.660 0.674 0.667 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.076 0.673 0.865 0.757 e = standing 0.024 0.729 0.471 0.572 f = sitting 0.002 0.988 0.998 0.993 g = running 0.092 0.625 0.823 0.710 h = walking ------------------------------------------------------- 0.040 0.797 0.778 0.770 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.948 0.377 0.539 a = climbing down 0.068 0.640 0.658 0.649 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.074 0.682 0.878 0.768 e = standing 0.022 0.752 0.484 0.589 f = sitting 0.002 0.987 0.998 0.992 g = running 0.093 0.626 0.834 0.715 h = walking ------------------------------------------------------- 0.040 0.800 0.778 0.770 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.954 0.374 0.537 a = climbing down 0.085 0.614 0.738 0.671 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.077 0.675 0.888 0.767 e = standing 0.021 0.756 0.461 0.573 f = sitting 0.001 0.992 0.998 0.995 g = running 0.074 0.662 0.774 0.714 h = walking ------------------------------------------------------- 0.039 0.802 0.780 0.771 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.858 0.695 0.768 a = climbing down 0.178 0.459 0.824 0.590 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.006 0.969 1.000 0.984 d = lying 0.041 0.683 0.489 0.570 e = standing 0.089 0.516 0.679 0.586 f = sitting 0.003 0.983 1.000 0.992 g = running 0.022 0.632 0.202 0.306 h = walking ------------------------------------------------------- 0.051 0.730 0.700 0.685 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.857 0.721 0.783 a = climbing down 0.112 0.527 0.684 0.596 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.005 0.974 1.000 0.987 d = lying 0.015 0.669 0.164 0.264 e = standing 0.146 0.454 0.869 0.596 f = sitting 0.001 0.992 1.000 0.996 g = running 0.057 0.616 0.492 0.547 h = walking ------------------------------------------------------- 0.049 0.730 0.700 0.680 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.861 0.747 0.800 a = climbing down 0.117 0.564 0.826 0.671 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.005 0.974 1.000 0.987 d = lying 0.014 0.673 0.161 0.260 e = standing 0.146 0.454 0.873 0.597 f = sitting 0.000 0.998 1.000 0.999 g = running 0.032 0.726 0.454 0.559 h = walking ------------------------------------------------------- 0.045 0.755 0.718 0.695 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.869 0.765 0.814 a = climbing down 0.119 0.570 0.865 0.687 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.005 0.974 1.000 0.987 d = lying 0.014 0.687 0.164 0.265 e = standing 0.146 0.456 0.877 0.600 f = sitting 0.000 0.998 1.000 0.999 g = running 0.026 0.756 0.427 0.546 h = walking ------------------------------------------------------- 0.044 0.764 0.723 0.698 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.865 0.802 0.832 a = climbing down 0.104 0.605 0.871 0.714 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.005 0.974 1.000 0.987 d = lying 0.014 0.687 0.164 0.265 e = standing 0.146 0.456 0.877 0.600 f = sitting 0.000 0.998 1.000 0.999 g = running 0.023 0.795 0.486 0.603 h = walking ------------------------------------------------------- 0.042 0.775 0.737 0.713 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.859 0.812 0.835 a = climbing down 0.070 0.677 0.803 0.735 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.005 0.974 1.000 0.987 d = lying 0.016 0.656 0.164 0.263 e = standing 0.146 0.452 0.863 0.593 f = sitting 0.000 0.998 1.000 0.999 g = running 0.038 0.763 0.648 0.700 h = walking ------------------------------------------------------- 0.039 0.775 0.751 0.731 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.500 0.634 0.559 a = climbing down 0.183 0.308 0.519 0.386 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.116 0.485 0.599 0.536 e = standing 0.256 0.144 0.279 0.190 f = sitting 0.050 0.794 1.000 0.885 g = running 0.011 0.545 0.065 0.116 h = walking ------------------------------------------------------- 0.090 0.408 0.431 0.377 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.036 0.569 0.719 0.635 a = climbing down 0.199 0.340 0.652 0.447 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.116 0.506 0.647 0.568 e = standing 0.247 0.150 0.283 0.196 f = sitting 0.027 0.876 1.000 0.934 g = running 0.003 0.733 0.034 0.065 h = walking ------------------------------------------------------- 0.085 0.466 0.457 0.395 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.036 0.565 0.702 0.626 a = climbing down 0.201 0.339 0.654 0.446 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.114 0.511 0.649 0.572 e = standing 0.247 0.157 0.297 0.205 f = sitting 0.027 0.878 1.000 0.935 g = running 0.003 0.733 0.034 0.065 h = walking ------------------------------------------------------- 0.085 0.467 0.458 0.396 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.040 0.597 0.877 0.710 a = climbing down 0.196 0.348 0.666 0.457 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.113 0.516 0.654 0.577 e = standing 0.246 0.161 0.305 0.211 f = sitting 0.014 0.933 1.000 0.966 g = running 0.002 0.769 0.031 0.060 h = walking ------------------------------------------------------- 0.082 0.487 0.472 0.408 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.044 0.545 0.791 0.646 a = climbing down 0.204 0.336 0.656 0.444 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.115 0.526 0.694 0.598 e = standing 0.239 0.159 0.293 0.206 f = sitting 0.010 0.951 1.000 0.975 g = running 0.002 0.773 0.026 0.051 h = walking ------------------------------------------------------- 0.082 0.487 0.469 0.405 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.044 0.547 0.796 0.648 a = climbing down 0.204 0.336 0.656 0.444 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.116 0.523 0.694 0.597 e = standing 0.239 0.156 0.285 0.201 f = sitting 0.010 0.951 1.000 0.975 g = running 0.002 0.773 0.026 0.051 h = walking ------------------------------------------------------- 0.082 0.486 0.468 0.404 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.556 0.718 0.627 a = climbing down 0.204 0.328 0.638 0.433 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.098 0.567 0.700 0.627 e = standing 0.239 0.199 0.384 0.262 f = sitting 0.027 0.877 1.000 0.935 g = running 0.005 0.304 0.011 0.021 h = walking ------------------------------------------------------- 0.083 0.567 0.470 0.402 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.058 0.470 0.761 0.581 a = climbing down 0.037 0.668 0.469 0.551 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.098 0.584 0.747 0.655 e = standing 0.231 0.206 0.386 0.268 f = sitting 0.010 0.952 1.000 0.976 g = running 0.018 0.909 0.884 0.896 h = walking ------------------------------------------------------- 0.059 0.727 0.608 0.578 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.062 0.449 0.761 0.565 a = climbing down 0.034 0.691 0.483 0.569 b = climbing up 0.000 1.000 0.908 0.952 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.103 0.580 0.772 0.663 e = standing 0.226 0.196 0.356 0.253 f = sitting 0.007 0.963 1.000 0.981 g = running 0.011 0.943 0.904 0.923 h = walking ------------------------------------------------------- 0.058 0.735 0.614 0.584 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.047 0.516 0.748 0.611 a = climbing down 0.038 0.730 0.659 0.693 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.107 0.573 0.783 0.662 e = standing 0.224 0.185 0.328 0.236 f = sitting 0.005 0.974 1.000 0.987 g = running 0.002 0.991 0.888 0.937 h = walking ------------------------------------------------------- 0.056 0.752 0.633 0.605 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.041 0.540 0.722 0.618 a = climbing down 0.051 0.685 0.701 0.693 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.125 0.593 0.991 0.742 e = standing 0.186 0.156 0.222 0.183 f = sitting 0.005 0.972 1.000 0.986 g = running 0.001 0.996 0.837 0.910 h = walking ------------------------------------------------------- 0.055 0.747 0.646 0.606 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.041 0.537 0.718 0.614 a = climbing down 0.042 0.723 0.699 0.711 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.127 0.590 0.993 0.740 e = standing 0.185 0.152 0.214 0.178 f = sitting 0.005 0.974 1.000 0.987 g = running 0.001 0.996 0.884 0.937 h = walking ------------------------------------------------------- 0.054 0.751 0.653 0.612 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.901 0.178 0.298 a = climbing down 0.302 0.328 0.991 0.492 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.125 0.567 0.975 0.717 d = lying 0.018 0.182 0.024 0.042 e = standing 0.138 0.285 0.325 0.304 f = sitting 0.018 0.903 0.898 0.900 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.434 0.480 0.391 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.679 0.746 0.711 a = climbing down 0.220 0.354 0.813 0.493 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.021 0.882 0.952 0.916 d = lying 0.010 0.209 0.015 0.029 e = standing 0.160 0.483 0.887 0.626 f = sitting 0.009 0.948 0.898 0.922 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.063 0.497 0.597 0.514 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.044 0.669 0.709 0.688 a = climbing down 0.024 0.192 0.038 0.063 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.021 0.882 0.952 0.916 d = lying 0.010 0.209 0.015 0.029 e = standing 0.160 0.483 0.887 0.626 f = sitting 0.015 0.919 0.898 0.908 g = running 0.146 0.542 0.974 0.697 h = walking ------------------------------------------------------- 0.060 0.553 0.640 0.560 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.714 0.704 0.709 a = climbing down 0.023 0.088 0.015 0.026 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.021 0.882 0.952 0.916 d = lying 0.010 0.209 0.015 0.029 e = standing 0.160 0.483 0.887 0.626 f = sitting 0.015 0.919 0.898 0.908 g = running 0.159 0.522 0.976 0.680 h = walking ------------------------------------------------------- 0.061 0.541 0.637 0.554 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.888 0.652 0.752 a = climbing down 0.053 0.700 0.842 0.764 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.022 0.879 0.952 0.914 d = lying 0.007 0.273 0.015 0.029 e = standing 0.160 0.488 0.902 0.634 f = sitting 0.020 0.894 0.898 0.896 g = running 0.037 0.819 0.940 0.875 h = walking ------------------------------------------------------- 0.044 0.690 0.735 0.683 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.900 0.467 0.615 a = climbing down 0.246 0.375 0.994 0.544 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.024 0.871 0.952 0.910 d = lying 0.002 0.533 0.014 0.027 e = standing 0.159 0.495 0.926 0.646 f = sitting 0.020 0.894 0.898 0.896 g = running 0.000 1.000 0.068 0.127 h = walking ------------------------------------------------------- 0.062 0.714 0.605 0.527 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.957 0.290 0.445 a = climbing down 0.285 0.342 0.998 0.509 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.013 0.930 1.000 0.964 d = lying 0.012 0.627 0.118 0.199 e = standing 0.147 0.497 0.859 0.630 f = sitting 0.022 0.885 0.887 0.886 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.065 0.585 0.585 0.512 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.974 0.248 0.396 a = climbing down 0.293 0.336 1.000 0.503 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.998 0.993 0.996 d = lying 0.035 0.780 0.735 0.757 e = standing 0.044 0.754 0.802 0.777 f = sitting 0.020 0.893 0.887 0.890 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.052 0.657 0.660 0.612 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.973 0.233 0.376 a = climbing down 0.295 0.334 1.000 0.501 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.026 0.812 0.666 0.732 e = standing 0.056 0.720 0.847 0.779 f = sitting 0.020 0.893 0.887 0.890 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.053 0.656 0.656 0.607 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.973 0.159 0.273 a = climbing down 0.302 0.329 1.000 0.495 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.027 0.803 0.649 0.718 e = standing 0.058 0.709 0.842 0.770 f = sitting 0.022 0.881 0.887 0.884 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.055 0.651 0.644 0.591 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.966 0.124 0.220 a = climbing down 0.306 0.326 1.000 0.492 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.029 0.821 0.784 0.802 e = standing 0.036 0.797 0.831 0.813 f = sitting 0.023 0.878 0.887 0.883 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.053 0.664 0.658 0.602 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.063 0.655 0.941 0.772 a = climbing down 0.183 0.361 0.694 0.475 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.029 0.822 0.808 0.815 e = standing 0.032 0.813 0.827 0.820 f = sitting 0.023 0.878 0.887 0.883 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.043 0.636 0.713 0.665 Weighted Avg. >> chestwaist >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.565 0.389 0.460 a = climbing down 0.072 0.676 0.921 0.780 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.006 0.936 0.475 0.630 e = standing 0.265 0.402 0.969 0.568 f = sitting 0.001 0.992 0.802 0.887 g = running 0.028 0.844 0.899 0.871 h = walking ------------------------------------------------------- 0.060 0.637 0.653 0.610 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.038 0.715 0.823 0.765 a = climbing down 0.028 0.840 0.904 0.871 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.006 0.936 0.475 0.630 e = standing 0.265 0.402 0.969 0.568 f = sitting 0.001 0.996 0.800 0.887 g = running 0.015 0.912 0.921 0.916 h = walking ------------------------------------------------------- 0.052 0.686 0.699 0.661 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.037 0.727 0.853 0.785 a = climbing down 0.015 0.903 0.839 0.870 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.006 0.936 0.473 0.629 e = standing 0.265 0.402 0.969 0.568 f = sitting 0.001 0.996 0.809 0.893 g = running 0.029 0.848 0.960 0.901 h = walking ------------------------------------------------------- 0.052 0.687 0.700 0.661 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.736 0.853 0.790 a = climbing down 0.015 0.904 0.836 0.869 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.006 0.937 0.483 0.637 e = standing 0.263 0.403 0.969 0.570 f = sitting 0.001 0.996 0.819 0.899 g = running 0.030 0.845 0.960 0.899 h = walking ------------------------------------------------------- 0.052 0.688 0.702 0.664 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.822 0.848 0.835 a = climbing down 0.015 0.899 0.838 0.867 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.006 0.937 0.483 0.637 e = standing 0.263 0.403 0.969 0.570 f = sitting 0.001 0.994 0.906 0.948 g = running 0.029 0.847 0.960 0.900 h = walking ------------------------------------------------------- 0.050 0.696 0.714 0.676 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.829 0.855 0.842 a = climbing down 0.016 0.896 0.839 0.867 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.006 0.934 0.481 0.635 e = standing 0.264 0.403 0.967 0.569 f = sitting 0.001 0.995 0.911 0.951 g = running 0.027 0.855 0.960 0.904 h = walking ------------------------------------------------------- 0.050 0.697 0.716 0.677 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.785 0.796 0.790 a = climbing down 0.023 0.863 0.866 0.864 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.002 0.983 0.568 0.720 e = standing 0.248 0.426 0.998 0.597 f = sitting 0.003 0.977 0.839 0.902 g = running 0.034 0.822 0.939 0.877 h = walking ------------------------------------------------------- 0.050 0.691 0.715 0.676 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.791 0.877 0.832 a = climbing down 0.044 0.781 0.952 0.858 b = climbing up 0.000 1.000 0.931 0.964 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.002 0.983 0.568 0.720 e = standing 0.248 0.426 0.998 0.597 f = sitting 0.002 0.986 0.827 0.899 g = running 0.010 0.934 0.819 0.873 h = walking ------------------------------------------------------- 0.049 0.698 0.718 0.678 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.833 0.912 0.870 a = climbing down 0.016 0.903 0.883 0.893 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.002 0.983 0.568 0.720 e = standing 0.248 0.426 0.998 0.597 f = sitting 0.003 0.981 0.864 0.919 g = running 0.021 0.883 0.959 0.920 h = walking ------------------------------------------------------- 0.047 0.711 0.736 0.696 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.838 0.961 0.895 a = climbing down 0.009 0.940 0.886 0.912 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.002 0.983 0.568 0.720 e = standing 0.248 0.426 0.998 0.597 f = sitting 0.003 0.983 0.866 0.920 g = running 0.020 0.892 0.964 0.927 h = walking ------------------------------------------------------- 0.046 0.718 0.743 0.703 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.845 0.958 0.898 a = climbing down 0.010 0.938 0.886 0.912 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.002 0.983 0.568 0.720 e = standing 0.248 0.426 0.998 0.597 f = sitting 0.003 0.983 0.872 0.924 g = running 0.020 0.892 0.964 0.927 h = walking ------------------------------------------------------- 0.045 0.719 0.744 0.704 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.850 0.961 0.902 a = climbing down 0.009 0.943 0.885 0.913 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.002 0.983 0.570 0.721 e = standing 0.248 0.426 0.998 0.597 f = sitting 0.003 0.983 0.877 0.927 g = running 0.020 0.891 0.968 0.928 h = walking ------------------------------------------------------- 0.045 0.720 0.745 0.705 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.905 0.848 0.875 a = climbing down 0.012 0.851 0.541 0.661 b = climbing up 0.007 0.757 0.931 0.835 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.058 0.731 0.994 0.842 e = standing 0.001 0.993 0.671 0.800 f = sitting 0.002 0.986 0.956 0.971 g = running 0.068 0.709 0.940 0.808 h = walking ------------------------------------------------------- 0.021 0.883 0.862 0.858 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.935 0.817 0.872 a = climbing down 0.048 0.711 0.912 0.799 b = climbing up 0.003 0.871 0.931 0.900 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.058 0.731 0.994 0.842 e = standing 0.001 0.993 0.671 0.800 f = sitting 0.003 0.985 0.980 0.982 g = running 0.019 0.878 0.769 0.820 h = walking ------------------------------------------------------- 0.018 0.898 0.879 0.878 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.935 0.820 0.874 a = climbing down 0.044 0.728 0.912 0.810 b = climbing up 0.003 0.890 0.931 0.910 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.058 0.731 0.994 0.842 e = standing 0.001 0.993 0.671 0.800 f = sitting 0.003 0.985 0.983 0.984 g = running 0.019 0.883 0.793 0.835 h = walking ------------------------------------------------------- 0.017 0.901 0.883 0.882 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.936 0.824 0.876 a = climbing down 0.040 0.749 0.909 0.822 b = climbing up 0.002 0.920 0.931 0.926 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.058 0.731 0.994 0.842 e = standing 0.001 0.993 0.671 0.800 f = sitting 0.003 0.985 0.988 0.986 g = running 0.019 0.884 0.816 0.849 h = walking ------------------------------------------------------- 0.017 0.904 0.887 0.887 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.929 0.824 0.873 a = climbing down 0.015 0.877 0.821 0.848 b = climbing up 0.001 0.964 0.931 0.947 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.058 0.731 0.994 0.842 e = standing 0.001 0.993 0.671 0.800 f = sitting 0.003 0.985 0.995 0.990 g = running 0.034 0.827 0.937 0.879 h = walking ------------------------------------------------------- 0.016 0.911 0.896 0.895 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.948 0.785 0.859 a = climbing down 0.029 0.802 0.914 0.854 b = climbing up 0.001 0.964 0.931 0.947 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.058 0.731 0.994 0.842 e = standing 0.001 0.993 0.671 0.800 f = sitting 0.003 0.985 0.995 0.990 g = running 0.018 0.900 0.920 0.910 h = walking ------------------------------------------------------- 0.015 0.915 0.900 0.899 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.930 0.967 0.948 a = climbing down 0.005 0.932 0.518 0.666 b = climbing up 0.005 0.800 0.988 0.884 c = jumping 0.009 0.957 1.000 0.978 d = lying 0.001 0.996 0.998 0.997 e = standing 0.000 0.998 0.949 0.973 f = sitting 0.000 0.998 0.964 0.981 g = running 0.061 0.735 0.964 0.834 h = walking ------------------------------------------------------- 0.012 0.932 0.922 0.917 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.935 0.976 0.955 a = climbing down 0.041 0.734 0.876 0.798 b = climbing up 0.005 0.800 0.988 0.884 c = jumping 0.009 0.957 1.000 0.978 d = lying 0.001 0.996 0.998 0.997 e = standing 0.000 0.998 0.949 0.973 f = sitting 0.000 0.998 0.964 0.981 g = running 0.013 0.908 0.742 0.817 h = walking ------------------------------------------------------- 0.009 0.936 0.931 0.931 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.935 0.971 0.953 a = climbing down 0.005 0.942 0.656 0.773 b = climbing up 0.004 0.840 0.988 0.908 c = jumping 0.009 0.957 1.000 0.978 d = lying 0.001 0.996 0.998 0.997 e = standing 0.000 0.998 0.949 0.973 f = sitting 0.000 0.998 0.973 0.985 g = running 0.043 0.798 0.961 0.872 h = walking ------------------------------------------------------- 0.010 0.944 0.939 0.937 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.925 0.976 0.950 a = climbing down 0.012 0.900 0.858 0.878 b = climbing up 0.004 0.848 0.988 0.913 c = jumping 0.009 0.957 1.000 0.978 d = lying 0.001 0.996 0.998 0.997 e = standing 0.000 0.998 0.949 0.973 f = sitting 0.000 0.998 0.975 0.986 g = running 0.015 0.912 0.906 0.909 h = walking ------------------------------------------------------- 0.007 0.955 0.955 0.955 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.925 0.976 0.950 a = climbing down 0.012 0.904 0.860 0.882 b = climbing up 0.001 0.966 0.988 0.977 c = jumping 0.009 0.957 1.000 0.978 d = lying 0.001 0.996 0.998 0.997 e = standing 0.000 0.998 0.949 0.973 f = sitting 0.000 0.998 0.995 0.997 g = running 0.015 0.914 0.909 0.912 h = walking ------------------------------------------------------- 0.006 0.959 0.959 0.958 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.933 0.976 0.954 a = climbing down 0.012 0.903 0.873 0.888 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.009 0.957 1.000 0.978 d = lying 0.001 0.996 0.998 0.997 e = standing 0.000 0.998 0.949 0.973 f = sitting 0.000 0.998 0.998 0.998 g = running 0.014 0.919 0.909 0.914 h = walking ------------------------------------------------------- 0.006 0.961 0.961 0.960 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.921 0.923 0.922 a = climbing down 0.018 0.851 0.681 0.757 b = climbing up 0.000 0.989 0.979 0.984 c = jumping 0.000 0.998 0.995 0.997 d = lying 0.001 0.994 0.984 0.989 e = standing 0.002 0.987 1.000 0.993 f = sitting 0.002 0.990 0.982 0.986 g = running 0.047 0.784 0.921 0.847 h = walking ------------------------------------------------------- 0.012 0.933 0.931 0.930 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.918 0.927 0.922 a = climbing down 0.016 0.861 0.679 0.759 b = climbing up 0.001 0.958 0.979 0.968 c = jumping 0.000 0.998 0.995 0.997 d = lying 0.001 0.994 0.984 0.989 e = standing 0.002 0.987 1.000 0.993 f = sitting 0.002 0.990 0.974 0.982 g = running 0.047 0.784 0.927 0.849 h = walking ------------------------------------------------------- 0.012 0.933 0.931 0.930 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.947 0.887 0.916 a = climbing down 0.024 0.845 0.876 0.860 b = climbing up 0.001 0.958 0.979 0.968 c = jumping 0.000 0.998 0.995 0.997 d = lying 0.001 0.994 0.984 0.989 e = standing 0.002 0.987 1.000 0.993 f = sitting 0.002 0.992 0.974 0.983 g = running 0.021 0.893 0.921 0.907 h = walking ------------------------------------------------------- 0.008 0.952 0.951 0.951 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.892 0.919 a = climbing down 0.023 0.851 0.874 0.862 b = climbing up 0.001 0.968 0.979 0.974 c = jumping 0.000 0.998 0.995 0.997 d = lying 0.001 0.994 0.984 0.989 e = standing 0.002 0.987 1.000 0.993 f = sitting 0.002 0.992 0.976 0.984 g = running 0.021 0.890 0.924 0.907 h = walking ------------------------------------------------------- 0.008 0.953 0.952 0.952 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.952 0.904 0.927 a = climbing down 0.022 0.856 0.890 0.873 b = climbing up 0.001 0.958 0.979 0.968 c = jumping 0.000 0.998 0.995 0.997 d = lying 0.001 0.994 0.984 0.989 e = standing 0.002 0.987 1.000 0.993 f = sitting 0.002 0.992 0.974 0.983 g = running 0.019 0.902 0.919 0.910 h = walking ------------------------------------------------------- 0.007 0.955 0.955 0.955 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.937 0.931 0.934 a = climbing down 0.017 0.885 0.874 0.879 b = climbing up 0.001 0.958 0.979 0.968 c = jumping 0.000 0.998 0.993 0.996 d = lying 0.001 0.993 0.984 0.988 e = standing 0.002 0.987 1.000 0.993 f = sitting 0.002 0.992 0.974 0.983 g = running 0.019 0.901 0.930 0.915 h = walking ------------------------------------------------------- 0.007 0.957 0.957 0.957 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.961 0.922 0.941 a = climbing down 0.030 0.804 0.822 0.813 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.008 0.955 1.000 0.977 d = lying 0.000 1.000 0.994 0.997 e = standing 0.001 0.995 0.953 0.973 f = sitting 0.000 1.000 0.977 0.988 g = running 0.032 0.836 0.866 0.851 h = walking ------------------------------------------------------- 0.011 0.938 0.936 0.936 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.968 0.891 0.928 a = climbing down 0.094 0.609 0.978 0.750 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.008 0.955 1.000 0.977 d = lying 0.000 1.000 0.994 0.997 e = standing 0.001 0.995 0.953 0.973 f = sitting 0.000 1.000 0.977 0.988 g = running 0.005 0.953 0.553 0.700 h = walking ------------------------------------------------------- 0.015 0.931 0.904 0.903 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.893 0.930 a = climbing down 0.082 0.640 0.984 0.776 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.008 0.955 1.000 0.977 d = lying 0.000 1.000 0.994 0.997 e = standing 0.001 0.995 0.953 0.973 f = sitting 0.000 1.000 0.977 0.988 g = running 0.004 0.967 0.618 0.754 h = walking ------------------------------------------------------- 0.013 0.938 0.915 0.915 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.876 0.920 a = climbing down 0.165 0.472 0.996 0.641 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.008 0.955 1.000 0.977 d = lying 0.000 1.000 0.994 0.997 e = standing 0.001 0.995 0.953 0.973 f = sitting 0.000 1.000 0.977 0.988 g = running 0.001 0.966 0.171 0.291 h = walking ------------------------------------------------------- 0.023 0.916 0.845 0.824 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.880 0.923 a = climbing down 0.172 0.463 0.998 0.632 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.008 0.955 1.000 0.977 d = lying 0.000 1.000 0.994 0.997 e = standing 0.001 0.995 0.953 0.973 f = sitting 0.000 1.000 0.977 0.988 g = running 0.001 0.978 0.132 0.233 h = walking ------------------------------------------------------- 0.024 0.917 0.839 0.814 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.891 0.929 a = climbing down 0.094 0.611 0.989 0.756 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.008 0.955 1.000 0.977 d = lying 0.000 1.000 0.994 0.997 e = standing 0.001 0.995 0.953 0.973 f = sitting 0.000 1.000 0.977 0.988 g = running 0.003 0.974 0.558 0.709 h = walking ------------------------------------------------------- 0.014 0.935 0.906 0.906 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.030 0.787 0.694 0.738 a = climbing down 0.074 0.680 0.930 0.786 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 0.977 0.979 d = lying 0.005 0.963 0.967 0.965 e = standing 0.002 0.984 0.986 0.985 f = sitting 0.000 0.999 0.877 0.934 g = running 0.006 0.956 0.862 0.907 h = walking ------------------------------------------------------- 0.017 0.910 0.897 0.899 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.804 0.693 0.744 a = climbing down 0.058 0.721 0.890 0.796 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 0.977 0.979 d = lying 0.005 0.963 0.967 0.965 e = standing 0.002 0.984 0.986 0.985 f = sitting 0.000 0.999 0.881 0.936 g = running 0.015 0.902 0.964 0.932 h = walking ------------------------------------------------------- 0.015 0.912 0.905 0.905 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.752 0.808 0.779 a = climbing down 0.039 0.777 0.813 0.794 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 0.977 0.979 d = lying 0.005 0.963 0.967 0.965 e = standing 0.002 0.984 0.986 0.985 f = sitting 0.000 0.999 0.881 0.936 g = running 0.014 0.908 0.959 0.933 h = walking ------------------------------------------------------- 0.014 0.913 0.909 0.910 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.031 0.795 0.758 0.776 a = climbing down 0.045 0.770 0.886 0.824 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 0.977 0.979 d = lying 0.005 0.963 0.967 0.965 e = standing 0.002 0.984 0.986 0.985 f = sitting 0.000 0.999 0.881 0.936 g = running 0.012 0.919 0.980 0.948 h = walking ------------------------------------------------------- 0.014 0.920 0.915 0.916 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.809 0.732 0.769 a = climbing down 0.050 0.754 0.913 0.826 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 0.977 0.979 d = lying 0.005 0.963 0.967 0.965 e = standing 0.002 0.984 0.986 0.985 f = sitting 0.000 0.999 0.881 0.936 g = running 0.010 0.931 0.979 0.954 h = walking ------------------------------------------------------- 0.014 0.921 0.915 0.916 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.035 0.782 0.793 0.787 a = climbing down 0.040 0.785 0.877 0.829 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 0.977 0.979 d = lying 0.005 0.963 0.967 0.965 e = standing 0.002 0.984 0.986 0.985 f = sitting 0.000 0.999 0.884 0.938 g = running 0.008 0.943 0.977 0.960 h = walking ------------------------------------------------------- 0.013 0.923 0.919 0.920 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.866 0.773 0.817 a = climbing down 0.075 0.686 0.969 0.803 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.001 0.995 0.959 0.977 d = lying 0.000 0.998 0.911 0.953 e = standing 0.018 0.882 1.000 0.937 f = sitting 0.002 0.993 0.900 0.944 g = running 0.008 0.933 0.751 0.832 h = walking ------------------------------------------------------- 0.017 0.912 0.895 0.897 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.874 0.774 0.821 a = climbing down 0.052 0.754 0.943 0.838 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.001 0.995 0.959 0.977 d = lying 0.000 0.998 0.911 0.953 e = standing 0.018 0.882 1.000 0.937 f = sitting 0.002 0.993 0.902 0.945 g = running 0.014 0.899 0.893 0.896 h = walking ------------------------------------------------------- 0.014 0.918 0.910 0.911 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.885 0.771 0.824 a = climbing down 0.051 0.759 0.947 0.843 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.001 0.995 0.959 0.977 d = lying 0.000 0.996 0.911 0.952 e = standing 0.018 0.883 1.000 0.938 f = sitting 0.002 0.993 0.906 0.948 g = running 0.015 0.896 0.902 0.899 h = walking ------------------------------------------------------- 0.014 0.920 0.912 0.913 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.919 0.755 0.829 a = climbing down 0.052 0.757 0.951 0.843 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.001 0.995 0.959 0.977 d = lying 0.000 0.996 0.911 0.952 e = standing 0.018 0.883 1.000 0.938 f = sitting 0.002 0.993 0.928 0.960 g = running 0.016 0.890 0.902 0.896 h = walking ------------------------------------------------------- 0.013 0.924 0.915 0.916 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.813 0.883 0.847 a = climbing down 0.027 0.843 0.850 0.846 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.001 0.995 0.959 0.977 d = lying 0.000 0.996 0.911 0.952 e = standing 0.018 0.883 1.000 0.938 f = sitting 0.002 0.993 0.924 0.958 g = running 0.015 0.895 0.911 0.903 h = walking ------------------------------------------------------- 0.013 0.923 0.918 0.919 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.914 0.786 0.845 a = climbing down 0.047 0.777 0.960 0.859 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.001 0.995 0.959 0.977 d = lying 0.000 0.996 0.911 0.952 e = standing 0.018 0.883 1.000 0.938 f = sitting 0.002 0.993 0.930 0.961 g = running 0.012 0.917 0.910 0.914 h = walking ------------------------------------------------------- 0.012 0.929 0.922 0.923 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.051 0.651 0.822 0.727 a = climbing down 0.025 0.811 0.839 0.825 b = climbing up 0.001 0.929 0.888 0.908 c = jumping 0.008 0.944 0.947 0.945 d = lying 0.006 0.958 0.946 0.952 e = standing 0.009 0.936 0.945 0.940 f = sitting 0.004 0.987 0.964 0.976 g = running 0.024 0.825 0.684 0.748 h = walking ------------------------------------------------------- 0.016 0.892 0.887 0.887 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.867 0.711 0.781 a = climbing down 0.033 0.767 0.839 0.801 b = climbing up 0.001 0.930 0.899 0.914 c = jumping 0.008 0.944 0.947 0.945 d = lying 0.006 0.958 0.946 0.952 e = standing 0.009 0.936 0.945 0.940 f = sitting 0.006 0.980 0.961 0.970 g = running 0.038 0.794 0.867 0.829 h = walking ------------------------------------------------------- 0.015 0.903 0.901 0.901 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.877 0.709 0.784 a = climbing down 0.035 0.758 0.847 0.800 b = climbing up 0.000 1.000 0.899 0.947 c = jumping 0.008 0.944 0.947 0.945 d = lying 0.006 0.958 0.946 0.952 e = standing 0.009 0.936 0.945 0.940 f = sitting 0.006 0.981 0.967 0.974 g = running 0.035 0.806 0.871 0.837 h = walking ------------------------------------------------------- 0.015 0.907 0.903 0.904 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.925 0.552 0.691 a = climbing down 0.067 0.637 0.911 0.750 b = climbing up 0.000 1.000 0.910 0.953 c = jumping 0.008 0.944 0.947 0.945 d = lying 0.006 0.959 0.959 0.959 e = standing 0.007 0.948 0.945 0.947 f = sitting 0.003 0.990 0.966 0.978 g = running 0.026 0.844 0.845 0.844 h = walking ------------------------------------------------------- 0.015 0.907 0.892 0.892 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.873 0.695 0.774 a = climbing down 0.052 0.692 0.907 0.785 b = climbing up 0.000 1.000 0.933 0.965 c = jumping 0.008 0.944 0.947 0.945 d = lying 0.006 0.959 0.959 0.959 e = standing 0.007 0.948 0.945 0.947 f = sitting 0.005 0.985 0.968 0.976 g = running 0.019 0.879 0.825 0.851 h = walking ------------------------------------------------------- 0.014 0.912 0.905 0.905 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.803 0.806 0.804 a = climbing down 0.039 0.750 0.900 0.818 b = climbing up 0.000 1.000 0.921 0.959 c = jumping 0.008 0.944 0.947 0.945 d = lying 0.006 0.959 0.961 0.960 e = standing 0.007 0.950 0.945 0.948 f = sitting 0.006 0.981 0.969 0.975 g = running 0.011 0.922 0.803 0.858 h = walking ------------------------------------------------------- 0.013 0.917 0.912 0.913 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.063 0.573 0.729 0.642 a = climbing down 0.009 0.925 0.837 0.879 b = climbing up 0.001 0.963 0.918 0.940 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.000 1.000 0.936 0.967 e = standing 0.010 0.936 1.000 0.967 f = sitting 0.001 0.996 0.978 0.987 g = running 0.041 0.734 0.672 0.702 h = walking ------------------------------------------------------- 0.015 0.899 0.891 0.893 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.042 0.670 0.749 0.707 a = climbing down 0.009 0.920 0.802 0.857 b = climbing up 0.002 0.901 0.965 0.932 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.000 1.000 0.936 0.967 e = standing 0.010 0.936 1.000 0.967 f = sitting 0.004 0.989 0.990 0.990 g = running 0.036 0.789 0.794 0.792 h = walking ------------------------------------------------------- 0.013 0.914 0.910 0.911 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.762 0.563 0.647 a = climbing down 0.005 0.953 0.783 0.860 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.000 1.000 0.926 0.961 e = standing 0.011 0.927 1.000 0.962 f = sitting 0.004 0.988 0.997 0.992 g = running 0.060 0.732 0.967 0.833 h = walking ------------------------------------------------------- 0.014 0.919 0.914 0.911 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.765 0.567 0.651 a = climbing down 0.005 0.951 0.787 0.861 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.000 1.000 0.927 0.962 e = standing 0.011 0.929 1.000 0.963 f = sitting 0.004 0.989 0.997 0.993 g = running 0.059 0.734 0.965 0.834 h = walking ------------------------------------------------------- 0.013 0.920 0.915 0.912 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.778 0.581 0.665 a = climbing down 0.005 0.950 0.806 0.872 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.000 1.000 0.929 0.963 e = standing 0.011 0.930 1.000 0.964 f = sitting 0.004 0.988 0.997 0.993 g = running 0.055 0.746 0.964 0.841 h = walking ------------------------------------------------------- 0.013 0.923 0.918 0.916 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.735 0.881 0.801 a = climbing down 0.003 0.971 0.806 0.881 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.000 1.000 0.934 0.966 e = standing 0.010 0.935 1.000 0.966 f = sitting 0.004 0.986 0.998 0.992 g = running 0.017 0.896 0.877 0.886 h = walking ------------------------------------------------------- 0.009 0.943 0.938 0.938 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.785 0.723 0.753 a = climbing down 0.069 0.467 0.460 0.463 b = climbing up 0.002 0.917 0.926 0.921 c = jumping 0.004 0.975 0.876 0.923 d = lying 0.114 0.541 0.908 0.678 e = standing 0.028 0.735 0.407 0.524 f = sitting 0.003 0.984 0.972 0.978 g = running 0.065 0.662 0.717 0.688 h = walking ------------------------------------------------------- 0.041 0.753 0.731 0.728 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.816 0.721 0.765 a = climbing down 0.040 0.640 0.540 0.586 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.000 1.000 0.876 0.934 d = lying 0.047 0.723 0.833 0.774 e = standing 0.046 0.759 0.757 0.758 f = sitting 0.003 0.985 0.986 0.985 g = running 0.061 0.719 0.876 0.790 h = walking ------------------------------------------------------- 0.030 0.818 0.813 0.812 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.857 0.725 0.786 a = climbing down 0.062 0.604 0.713 0.654 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.000 1.000 0.876 0.934 d = lying 0.050 0.716 0.844 0.775 e = standing 0.044 0.764 0.745 0.755 f = sitting 0.003 0.985 0.986 0.985 g = running 0.037 0.785 0.774 0.779 h = walking ------------------------------------------------------- 0.028 0.828 0.817 0.820 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.921 0.702 0.797 a = climbing down 0.088 0.554 0.826 0.663 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.000 1.000 0.876 0.934 d = lying 0.048 0.721 0.842 0.777 e = standing 0.045 0.763 0.751 0.757 f = sitting 0.003 0.985 0.985 0.985 g = running 0.028 0.802 0.649 0.718 h = walking ------------------------------------------------------- 0.029 0.833 0.810 0.814 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.916 0.752 0.826 a = climbing down 0.074 0.576 0.761 0.656 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.000 1.000 0.876 0.934 d = lying 0.047 0.724 0.842 0.779 e = standing 0.045 0.764 0.755 0.760 f = sitting 0.003 0.985 0.988 0.986 g = running 0.038 0.757 0.676 0.714 h = walking ------------------------------------------------------- 0.029 0.829 0.813 0.817 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.908 0.762 0.829 a = climbing down 0.066 0.587 0.709 0.642 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.000 1.000 0.876 0.934 d = lying 0.047 0.726 0.842 0.780 e = standing 0.045 0.762 0.754 0.758 f = sitting 0.003 0.986 0.991 0.988 g = running 0.046 0.730 0.706 0.718 h = walking ------------------------------------------------------- 0.029 0.825 0.813 0.816 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.764 0.795 0.779 a = climbing down 0.081 0.379 0.376 0.377 b = climbing up 0.008 0.670 0.684 0.677 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.110 0.534 0.851 0.656 e = standing 0.023 0.772 0.409 0.535 f = sitting 0.008 0.953 0.929 0.941 g = running 0.066 0.628 0.627 0.627 h = walking ------------------------------------------------------- 0.042 0.734 0.715 0.711 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.750 0.823 0.785 a = climbing down 0.111 0.354 0.461 0.400 b = climbing up 0.007 0.684 0.684 0.684 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.116 0.520 0.851 0.646 e = standing 0.023 0.757 0.375 0.501 f = sitting 0.008 0.953 0.928 0.940 g = running 0.047 0.632 0.455 0.529 h = walking ------------------------------------------------------- 0.044 0.726 0.696 0.693 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.790 0.800 0.795 a = climbing down 0.118 0.366 0.520 0.430 b = climbing up 0.005 0.747 0.684 0.714 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.116 0.521 0.851 0.646 e = standing 0.023 0.757 0.376 0.503 f = sitting 0.008 0.953 0.935 0.944 g = running 0.048 0.614 0.428 0.505 h = walking ------------------------------------------------------- 0.044 0.731 0.698 0.695 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.831 0.749 0.788 a = climbing down 0.110 0.420 0.608 0.497 b = climbing up 0.006 0.739 0.684 0.710 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.039 0.757 0.829 0.792 e = standing 0.027 0.851 0.791 0.820 f = sitting 0.008 0.953 0.931 0.942 g = running 0.044 0.672 0.513 0.582 h = walking ------------------------------------------------------- 0.032 0.796 0.779 0.783 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.883 0.741 0.806 a = climbing down 0.052 0.646 0.722 0.682 b = climbing up 0.003 0.833 0.684 0.751 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.039 0.757 0.829 0.792 e = standing 0.027 0.851 0.791 0.820 f = sitting 0.009 0.953 0.971 0.962 g = running 0.034 0.813 0.844 0.828 h = walking ------------------------------------------------------- 0.023 0.851 0.847 0.848 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.905 0.735 0.811 a = climbing down 0.036 0.744 0.796 0.769 b = climbing up 0.002 0.867 0.684 0.765 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.040 0.755 0.831 0.791 e = standing 0.026 0.852 0.788 0.819 f = sitting 0.009 0.953 0.975 0.964 g = running 0.030 0.848 0.929 0.887 h = walking ------------------------------------------------------- 0.020 0.871 0.868 0.867 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.949 0.848 0.895 a = climbing down 0.024 0.848 0.892 0.870 b = climbing up 0.000 1.000 0.959 0.979 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.018 0.839 0.541 0.658 e = standing 0.086 0.545 0.642 0.590 f = sitting 0.002 0.992 0.997 0.994 g = running 0.017 0.900 0.936 0.917 h = walking ------------------------------------------------------- 0.027 0.840 0.830 0.828 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.959 0.896 0.927 a = climbing down 0.019 0.884 0.940 0.911 b = climbing up 0.000 1.000 0.959 0.979 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.018 0.839 0.541 0.658 e = standing 0.086 0.545 0.642 0.590 f = sitting 0.002 0.992 0.997 0.994 g = running 0.009 0.945 0.940 0.943 h = walking ------------------------------------------------------- 0.025 0.852 0.843 0.841 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.951 0.926 0.938 a = climbing down 0.018 0.891 0.965 0.926 b = climbing up 0.000 1.000 0.959 0.979 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.019 0.834 0.546 0.660 e = standing 0.086 0.544 0.635 0.586 f = sitting 0.002 0.992 0.997 0.994 g = running 0.003 0.982 0.927 0.954 h = walking ------------------------------------------------------- 0.024 0.857 0.847 0.846 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.957 0.926 0.941 a = climbing down 0.017 0.894 0.968 0.929 b = climbing up 0.000 1.000 0.959 0.979 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.019 0.832 0.546 0.659 e = standing 0.086 0.544 0.633 0.585 f = sitting 0.002 0.992 0.997 0.994 g = running 0.003 0.983 0.932 0.957 h = walking ------------------------------------------------------- 0.024 0.857 0.848 0.846 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.955 0.928 0.941 a = climbing down 0.017 0.895 0.966 0.929 b = climbing up 0.000 1.000 0.959 0.979 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.020 0.828 0.547 0.659 e = standing 0.085 0.545 0.632 0.585 f = sitting 0.002 0.992 0.997 0.994 g = running 0.003 0.983 0.932 0.957 h = walking ------------------------------------------------------- 0.024 0.857 0.848 0.846 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.957 0.930 0.943 a = climbing down 0.016 0.901 0.968 0.933 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.020 0.829 0.551 0.662 e = standing 0.085 0.546 0.632 0.586 f = sitting 0.001 0.994 0.997 0.996 g = running 0.003 0.983 0.937 0.959 h = walking ------------------------------------------------------- 0.024 0.859 0.850 0.849 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.938 0.724 0.817 a = climbing down 0.039 0.785 0.938 0.855 b = climbing up 0.000 0.943 0.347 0.508 c = jumping 0.013 0.924 0.986 0.954 d = lying 0.021 0.870 0.806 0.837 e = standing 0.023 0.858 0.869 0.863 f = sitting 0.018 0.918 0.992 0.953 g = running 0.012 0.926 0.937 0.932 h = walking ------------------------------------------------------- 0.019 0.890 0.886 0.882 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.946 0.670 0.785 a = climbing down 0.051 0.741 0.966 0.839 b = climbing up 0.000 1.000 0.358 0.527 c = jumping 0.013 0.924 0.986 0.954 d = lying 0.023 0.862 0.808 0.834 e = standing 0.022 0.863 0.864 0.863 f = sitting 0.018 0.919 0.994 0.955 g = running 0.007 0.957 0.921 0.939 h = walking ------------------------------------------------------- 0.019 0.890 0.881 0.877 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.947 0.684 0.794 a = climbing down 0.046 0.761 0.963 0.850 b = climbing up 0.000 0.943 0.347 0.508 c = jumping 0.013 0.924 0.986 0.954 d = lying 0.022 0.863 0.806 0.834 e = standing 0.022 0.861 0.866 0.864 f = sitting 0.018 0.918 0.993 0.954 g = running 0.007 0.960 0.945 0.953 h = walking ------------------------------------------------------- 0.019 0.892 0.886 0.881 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.942 0.688 0.795 a = climbing down 0.044 0.765 0.959 0.851 b = climbing up 0.000 1.000 0.358 0.527 c = jumping 0.013 0.924 0.986 0.954 d = lying 0.022 0.863 0.806 0.834 e = standing 0.022 0.861 0.866 0.864 f = sitting 0.018 0.919 0.996 0.956 g = running 0.007 0.960 0.949 0.954 h = walking ------------------------------------------------------- 0.018 0.893 0.887 0.882 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.943 0.728 0.822 a = climbing down 0.042 0.777 0.963 0.860 b = climbing up 0.000 1.000 0.358 0.527 c = jumping 0.013 0.924 0.986 0.954 d = lying 0.023 0.861 0.806 0.833 e = standing 0.022 0.861 0.864 0.863 f = sitting 0.018 0.919 0.996 0.956 g = running 0.005 0.969 0.939 0.954 h = walking ------------------------------------------------------- 0.018 0.896 0.890 0.886 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.939 0.804 0.866 a = climbing down 0.029 0.831 0.961 0.891 b = climbing up 0.000 0.944 0.358 0.519 c = jumping 0.013 0.924 0.986 0.954 d = lying 0.023 0.861 0.806 0.833 e = standing 0.022 0.861 0.864 0.863 f = sitting 0.018 0.919 0.993 0.955 g = running 0.004 0.975 0.950 0.962 h = walking ------------------------------------------------------- 0.016 0.902 0.900 0.896 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.179 0.374 0.961 0.539 a = climbing down 0.044 0.677 0.310 0.425 b = climbing up 0.000 1.000 0.236 0.382 c = jumping 0.000 1.000 0.910 0.953 d = lying 0.173 0.368 0.990 0.537 e = standing 0.003 0.083 0.002 0.003 f = sitting 0.025 0.528 0.173 0.261 g = running 0.133 0.502 0.761 0.605 h = walking ------------------------------------------------------- 0.068 0.528 0.510 0.450 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.031 0.748 0.818 0.781 a = climbing down 0.099 0.703 0.782 0.741 b = climbing up 0.000 1.000 0.551 0.710 c = jumping 0.000 1.000 0.910 0.953 d = lying 0.173 0.368 0.990 0.537 e = standing 0.003 0.083 0.002 0.003 f = sitting 0.017 0.904 0.988 0.944 g = running 0.029 0.778 0.576 0.662 h = walking ------------------------------------------------------- 0.049 0.665 0.697 0.657 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.039 0.733 0.970 0.835 a = climbing down 0.005 0.970 0.560 0.710 b = climbing up 0.000 1.000 0.573 0.729 c = jumping 0.000 1.000 0.910 0.953 d = lying 0.173 0.368 0.990 0.537 e = standing 0.003 0.083 0.002 0.003 f = sitting 0.013 0.925 0.963 0.944 g = running 0.085 0.666 0.970 0.790 h = walking ------------------------------------------------------- 0.036 0.711 0.717 0.675 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.758 0.968 0.850 a = climbing down 0.006 0.969 0.596 0.738 b = climbing up 0.000 1.000 0.629 0.772 c = jumping 0.000 1.000 0.910 0.953 d = lying 0.173 0.368 0.990 0.537 e = standing 0.003 0.083 0.002 0.003 f = sitting 0.009 0.946 0.962 0.954 g = running 0.083 0.674 0.974 0.797 h = walking ------------------------------------------------------- 0.035 0.718 0.727 0.686 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.749 0.970 0.845 a = climbing down 0.005 0.972 0.596 0.739 b = climbing up 0.000 1.000 0.674 0.805 c = jumping 0.000 1.000 0.910 0.953 d = lying 0.173 0.368 0.990 0.537 e = standing 0.003 0.083 0.002 0.003 f = sitting 0.008 0.952 0.963 0.958 g = running 0.080 0.680 0.975 0.802 h = walking ------------------------------------------------------- 0.034 0.719 0.728 0.688 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.759 0.965 0.850 a = climbing down 0.034 0.878 0.828 0.853 b = climbing up 0.000 1.000 0.697 0.821 c = jumping 0.000 1.000 0.910 0.953 d = lying 0.174 0.367 0.990 0.536 e = standing 0.002 0.100 0.002 0.003 f = sitting 0.007 0.955 0.963 0.959 g = running 0.019 0.888 0.834 0.860 h = walking ------------------------------------------------------- 0.032 0.732 0.761 0.724 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.130 0.412 0.816 0.548 a = climbing down 0.035 0.665 0.230 0.342 b = climbing up 0.005 0.671 0.553 0.606 c = jumping 0.000 1.000 0.188 0.317 d = lying 0.244 0.294 1.000 0.454 e = standing 0.000 1.000 0.157 0.272 f = sitting 0.098 0.317 0.280 0.297 g = running 0.124 0.526 0.780 0.628 h = walking ------------------------------------------------------- 0.076 0.626 0.440 0.401 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.893 0.740 0.809 a = climbing down 0.013 0.871 0.301 0.447 b = climbing up 0.001 0.946 0.824 0.881 c = jumping 0.000 1.000 0.188 0.317 d = lying 0.244 0.294 1.000 0.454 e = standing 0.000 1.000 0.157 0.272 f = sitting 0.069 0.696 0.970 0.810 g = running 0.146 0.533 0.948 0.683 h = walking ------------------------------------------------------- 0.058 0.781 0.575 0.537 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.875 0.767 0.818 a = climbing down 0.018 0.904 0.569 0.698 b = climbing up 0.000 1.000 0.776 0.874 c = jumping 0.000 1.000 0.188 0.317 d = lying 0.244 0.294 1.000 0.454 e = standing 0.000 1.000 0.157 0.272 f = sitting 0.069 0.695 0.977 0.812 g = running 0.066 0.712 0.933 0.808 h = walking ------------------------------------------------------- 0.048 0.815 0.637 0.615 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.895 0.756 0.820 a = climbing down 0.037 0.889 0.984 0.934 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.000 1.000 0.188 0.317 d = lying 0.244 0.294 1.000 0.454 e = standing 0.000 1.000 0.157 0.272 f = sitting 0.004 0.978 0.983 0.981 g = running 0.009 0.948 0.903 0.925 h = walking ------------------------------------------------------- 0.034 0.888 0.730 0.711 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.893 0.758 0.820 a = climbing down 0.037 0.889 0.986 0.935 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.000 1.000 0.188 0.317 d = lying 0.244 0.294 1.000 0.454 e = standing 0.000 1.000 0.157 0.272 f = sitting 0.001 0.993 0.980 0.986 g = running 0.008 0.951 0.903 0.926 h = walking ------------------------------------------------------- 0.034 0.890 0.733 0.714 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.893 0.758 0.820 a = climbing down 0.037 0.889 0.985 0.934 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.188 0.317 d = lying 0.244 0.294 1.000 0.454 e = standing 0.000 1.000 0.157 0.272 f = sitting 0.001 0.995 0.980 0.987 g = running 0.009 0.949 0.903 0.926 h = walking ------------------------------------------------------- 0.034 0.890 0.733 0.714 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.942 0.668 0.782 a = climbing down 0.026 0.784 0.732 0.757 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 0.998 0.979 0.988 d = lying 0.023 0.868 0.893 0.880 e = standing 0.022 0.872 0.864 0.868 f = sitting 0.001 0.995 0.988 0.991 g = running 0.052 0.757 0.990 0.858 h = walking ------------------------------------------------------- 0.018 0.895 0.888 0.887 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.686 0.802 a = climbing down 0.041 0.745 0.944 0.833 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 0.998 0.979 0.988 d = lying 0.023 0.869 0.898 0.883 e = standing 0.021 0.876 0.864 0.870 f = sitting 0.001 0.997 0.993 0.995 g = running 0.013 0.921 0.954 0.937 h = walking ------------------------------------------------------- 0.013 0.918 0.911 0.910 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.945 0.784 0.857 a = climbing down 0.028 0.804 0.915 0.856 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 0.998 0.979 0.988 d = lying 0.024 0.869 0.909 0.888 e = standing 0.019 0.886 0.862 0.874 f = sitting 0.001 0.996 0.996 0.996 g = running 0.013 0.924 0.957 0.940 h = walking ------------------------------------------------------- 0.012 0.924 0.921 0.921 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.943 0.786 0.857 a = climbing down 0.027 0.810 0.913 0.859 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 0.998 0.979 0.988 d = lying 0.024 0.870 0.928 0.898 e = standing 0.016 0.903 0.861 0.881 f = sitting 0.001 0.997 0.995 0.996 g = running 0.013 0.921 0.961 0.941 h = walking ------------------------------------------------------- 0.012 0.927 0.924 0.924 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.939 0.786 0.856 a = climbing down 0.027 0.810 0.915 0.860 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 0.998 0.977 0.988 d = lying 0.024 0.872 0.953 0.910 e = standing 0.012 0.926 0.859 0.891 f = sitting 0.001 0.997 0.995 0.996 g = running 0.013 0.924 0.959 0.941 h = walking ------------------------------------------------------- 0.011 0.931 0.928 0.927 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.905 0.845 0.874 a = climbing down 0.014 0.889 0.862 0.875 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 0.998 0.977 0.988 d = lying 0.025 0.868 0.956 0.910 e = standing 0.011 0.929 0.854 0.890 f = sitting 0.001 0.997 0.995 0.996 g = running 0.019 0.893 0.969 0.929 h = walking ------------------------------------------------------- 0.011 0.931 0.930 0.929 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.990 0.756 0.857 a = climbing down 0.029 0.757 0.717 0.736 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.007 0.952 0.850 0.898 e = standing 0.030 0.846 0.957 0.898 f = sitting 0.003 0.987 0.985 0.986 g = running 0.044 0.784 0.983 0.872 h = walking ------------------------------------------------------- 0.016 0.909 0.901 0.901 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.655 0.789 a = climbing down 0.057 0.669 0.911 0.771 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.007 0.953 0.868 0.908 e = standing 0.027 0.859 0.957 0.905 f = sitting 0.003 0.987 0.984 0.985 g = running 0.012 0.927 0.939 0.933 h = walking ------------------------------------------------------- 0.014 0.922 0.907 0.907 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.659 0.792 a = climbing down 0.057 0.671 0.921 0.777 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.007 0.954 0.880 0.916 e = standing 0.025 0.869 0.957 0.911 f = sitting 0.003 0.987 0.984 0.985 g = running 0.011 0.934 0.936 0.935 h = walking ------------------------------------------------------- 0.013 0.925 0.910 0.910 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.661 0.793 a = climbing down 0.056 0.673 0.915 0.775 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.007 0.954 0.893 0.923 e = standing 0.023 0.879 0.957 0.916 f = sitting 0.003 0.987 0.984 0.985 g = running 0.012 0.930 0.939 0.934 h = walking ------------------------------------------------------- 0.013 0.926 0.912 0.912 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.667 0.798 a = climbing down 0.056 0.676 0.925 0.781 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.007 0.955 0.896 0.924 e = standing 0.022 0.882 0.957 0.918 f = sitting 0.003 0.987 0.984 0.985 g = running 0.010 0.939 0.937 0.938 h = walking ------------------------------------------------------- 0.013 0.928 0.914 0.914 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.969 0.855 0.909 a = climbing down 0.027 0.805 0.892 0.846 b = climbing up 0.000 1.000 0.878 0.935 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.007 0.955 0.910 0.932 e = standing 0.020 0.893 0.957 0.924 f = sitting 0.003 0.984 0.984 0.984 g = running 0.014 0.915 0.942 0.928 h = walking ------------------------------------------------------- 0.010 0.938 0.934 0.935 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.851 0.861 0.856 a = climbing down 0.008 0.873 0.493 0.630 b = climbing up 0.000 1.000 0.429 0.600 c = jumping 0.021 0.898 1.000 0.946 d = lying 0.155 0.293 0.359 0.323 e = standing 0.115 0.096 0.065 0.078 f = sitting 0.031 0.853 1.000 0.921 g = running 0.054 0.747 0.900 0.816 h = walking ------------------------------------------------------- 0.060 0.644 0.659 0.640 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.852 0.864 0.857 a = climbing down 0.008 0.875 0.483 0.623 b = climbing up 0.000 1.000 0.429 0.600 c = jumping 0.021 0.898 1.000 0.946 d = lying 0.155 0.290 0.354 0.319 e = standing 0.116 0.096 0.065 0.077 f = sitting 0.031 0.854 1.000 0.921 g = running 0.055 0.744 0.904 0.816 h = walking ------------------------------------------------------- 0.061 0.644 0.658 0.639 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.874 0.918 0.896 a = climbing down 0.014 0.869 0.819 0.843 b = climbing up 0.000 1.000 0.449 0.620 c = jumping 0.021 0.898 1.000 0.946 d = lying 0.155 0.285 0.346 0.313 e = standing 0.117 0.095 0.065 0.077 f = sitting 0.024 0.883 0.998 0.937 g = running 0.014 0.915 0.877 0.896 h = walking ------------------------------------------------------- 0.054 0.675 0.693 0.679 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.874 0.918 0.896 a = climbing down 0.014 0.871 0.819 0.844 b = climbing up 0.000 1.000 0.490 0.658 c = jumping 0.021 0.898 1.000 0.946 d = lying 0.155 0.289 0.353 0.318 e = standing 0.116 0.095 0.065 0.077 f = sitting 0.023 0.888 0.998 0.940 g = running 0.014 0.915 0.879 0.897 h = walking ------------------------------------------------------- 0.054 0.677 0.696 0.682 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.903 0.901 0.902 a = climbing down 0.019 0.839 0.883 0.861 b = climbing up 0.000 1.000 0.510 0.676 c = jumping 0.021 0.898 1.000 0.946 d = lying 0.155 0.284 0.345 0.312 e = standing 0.118 0.094 0.065 0.077 f = sitting 0.023 0.889 0.998 0.941 g = running 0.009 0.945 0.868 0.905 h = walking ------------------------------------------------------- 0.053 0.680 0.698 0.685 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.946 0.873 0.908 a = climbing down 0.016 0.866 0.876 0.871 b = climbing up 0.000 1.000 0.541 0.702 c = jumping 0.021 0.898 1.000 0.946 d = lying 0.155 0.284 0.345 0.312 e = standing 0.118 0.094 0.065 0.077 f = sitting 0.015 0.925 0.998 0.960 g = running 0.015 0.917 0.951 0.933 h = walking ------------------------------------------------------- 0.052 0.689 0.708 0.695 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.859 0.676 0.757 a = climbing down 0.007 0.892 0.516 0.653 b = climbing up 0.000 1.000 0.737 0.848 c = jumping 0.000 1.000 0.935 0.967 d = lying 0.168 0.372 0.559 0.447 e = standing 0.091 0.183 0.107 0.135 f = sitting 0.054 0.773 0.998 0.872 g = running 0.044 0.790 0.931 0.855 h = walking ------------------------------------------------------- 0.057 0.682 0.681 0.667 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.866 0.747 0.802 a = climbing down 0.007 0.904 0.564 0.694 b = climbing up 0.000 1.000 0.737 0.848 c = jumping 0.000 1.000 0.935 0.967 d = lying 0.168 0.372 0.559 0.447 e = standing 0.091 0.183 0.107 0.135 f = sitting 0.045 0.803 0.998 0.890 g = running 0.038 0.814 0.931 0.869 h = walking ------------------------------------------------------- 0.055 0.692 0.693 0.681 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.897 0.759 0.822 a = climbing down 0.012 0.871 0.712 0.784 b = climbing up 0.000 1.000 0.758 0.862 c = jumping 0.000 1.000 0.935 0.967 d = lying 0.168 0.371 0.559 0.446 e = standing 0.091 0.178 0.104 0.131 f = sitting 0.042 0.815 0.998 0.897 g = running 0.023 0.874 0.907 0.890 h = walking ------------------------------------------------------- 0.052 0.702 0.706 0.696 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.913 0.766 0.833 a = climbing down 0.009 0.911 0.837 0.873 b = climbing up 0.000 0.987 0.779 0.871 c = jumping 0.000 1.000 0.935 0.967 d = lying 0.168 0.368 0.552 0.442 e = standing 0.092 0.176 0.104 0.131 f = sitting 0.037 0.830 0.998 0.906 g = running 0.009 0.947 0.939 0.943 h = walking ------------------------------------------------------- 0.049 0.721 0.724 0.715 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.913 0.766 0.833 a = climbing down 0.010 0.904 0.837 0.869 b = climbing up 0.000 0.988 0.842 0.909 c = jumping 0.000 1.000 0.935 0.967 d = lying 0.168 0.368 0.552 0.442 e = standing 0.092 0.176 0.104 0.131 f = sitting 0.035 0.839 0.998 0.912 g = running 0.009 0.947 0.938 0.942 h = walking ------------------------------------------------------- 0.049 0.721 0.725 0.717 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.914 0.783 0.843 a = climbing down 0.010 0.902 0.837 0.868 b = climbing up 0.000 0.988 0.874 0.927 c = jumping 0.000 1.000 0.935 0.967 d = lying 0.168 0.368 0.552 0.442 e = standing 0.092 0.176 0.104 0.131 f = sitting 0.032 0.850 0.998 0.918 g = running 0.009 0.949 0.938 0.943 h = walking ------------------------------------------------------- 0.048 0.723 0.728 0.719 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.775 0.618 0.688 a = climbing down 0.063 0.688 0.805 0.742 b = climbing up 0.000 1.000 0.911 0.953 c = jumping 0.000 1.000 0.752 0.859 d = lying 0.021 0.856 0.869 0.862 e = standing 0.057 0.720 0.905 0.802 f = sitting 0.004 0.977 1.000 0.989 g = running 0.038 0.796 0.781 0.788 h = walking ------------------------------------------------------- 0.029 0.835 0.823 0.823 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.837 0.572 0.679 a = climbing down 0.049 0.720 0.737 0.728 b = climbing up 0.000 1.000 0.911 0.953 c = jumping 0.000 1.000 0.752 0.859 d = lying 0.021 0.856 0.869 0.862 e = standing 0.057 0.720 0.905 0.802 f = sitting 0.004 0.977 1.000 0.989 g = running 0.064 0.717 0.861 0.783 h = walking ------------------------------------------------------- 0.030 0.835 0.821 0.820 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.800 0.673 0.731 a = climbing down 0.044 0.742 0.732 0.737 b = climbing up 0.000 1.000 0.911 0.953 c = jumping 0.000 1.000 0.752 0.859 d = lying 0.022 0.861 0.930 0.894 e = standing 0.048 0.752 0.901 0.820 f = sitting 0.004 0.977 1.000 0.989 g = running 0.054 0.747 0.836 0.789 h = walking ------------------------------------------------------- 0.027 0.844 0.835 0.834 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.027 0.788 0.758 0.772 a = climbing down 0.049 0.740 0.814 0.776 b = climbing up 0.000 1.000 0.922 0.960 c = jumping 0.000 1.000 0.752 0.859 d = lying 0.022 0.862 0.939 0.899 e = standing 0.047 0.758 0.901 0.823 f = sitting 0.003 0.982 1.000 0.991 g = running 0.029 0.838 0.779 0.808 h = walking ------------------------------------------------------- 0.024 0.858 0.849 0.849 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.811 0.721 0.764 a = climbing down 0.050 0.735 0.810 0.770 b = climbing up 0.000 1.000 0.922 0.960 c = jumping 0.000 1.000 0.752 0.859 d = lying 0.022 0.862 0.941 0.900 e = standing 0.046 0.759 0.901 0.824 f = sitting 0.003 0.982 1.000 0.991 g = running 0.035 0.809 0.794 0.801 h = walking ------------------------------------------------------- 0.025 0.856 0.847 0.847 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.806 0.772 0.788 a = climbing down 0.035 0.778 0.717 0.746 b = climbing up 0.000 1.000 0.922 0.960 c = jumping 0.000 1.000 0.752 0.859 d = lying 0.022 0.863 0.943 0.901 e = standing 0.046 0.760 0.901 0.825 f = sitting 0.003 0.981 1.000 0.990 g = running 0.050 0.757 0.829 0.791 h = walking ------------------------------------------------------- 0.026 0.853 0.845 0.845 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.878 0.672 0.761 a = climbing down 0.045 0.765 0.855 0.808 b = climbing up 0.000 1.000 0.674 0.806 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.024 0.841 0.873 0.857 e = standing 0.018 0.883 0.850 0.866 f = sitting 0.008 0.951 0.992 0.971 g = running 0.036 0.823 0.875 0.848 h = walking ------------------------------------------------------- 0.021 0.879 0.876 0.875 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.892 0.705 0.787 a = climbing down 0.041 0.757 0.737 0.747 b = climbing up 0.000 1.000 0.674 0.806 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.024 0.841 0.888 0.864 e = standing 0.016 0.895 0.849 0.871 f = sitting 0.008 0.955 0.990 0.972 g = running 0.057 0.745 0.882 0.808 h = walking ------------------------------------------------------- 0.023 0.870 0.865 0.865 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.860 0.752 0.802 a = climbing down 0.063 0.702 0.860 0.773 b = climbing up 0.000 1.000 0.686 0.814 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.024 0.847 0.939 0.890 e = standing 0.009 0.940 0.847 0.891 f = sitting 0.007 0.957 0.990 0.973 g = running 0.026 0.848 0.757 0.800 h = walking ------------------------------------------------------- 0.021 0.882 0.875 0.875 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.885 0.735 0.803 a = climbing down 0.037 0.788 0.785 0.786 b = climbing up 0.000 1.000 0.698 0.822 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.025 0.850 0.974 0.908 e = standing 0.004 0.975 0.845 0.905 f = sitting 0.007 0.958 0.990 0.974 g = running 0.047 0.782 0.887 0.831 h = walking ------------------------------------------------------- 0.019 0.892 0.887 0.887 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.930 0.709 0.805 a = climbing down 0.054 0.745 0.917 0.822 b = climbing up 0.000 1.000 0.698 0.822 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.025 0.850 0.974 0.908 e = standing 0.004 0.975 0.845 0.905 f = sitting 0.007 0.958 0.990 0.974 g = running 0.022 0.878 0.850 0.864 h = walking ------------------------------------------------------- 0.017 0.907 0.898 0.897 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.941 0.719 0.815 a = climbing down 0.054 0.746 0.919 0.824 b = climbing up 0.000 1.000 0.698 0.822 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.024 0.854 0.981 0.913 e = standing 0.002 0.982 0.849 0.911 f = sitting 0.007 0.958 0.990 0.974 g = running 0.022 0.878 0.849 0.863 h = walking ------------------------------------------------------- 0.017 0.910 0.901 0.900 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.921 0.818 0.866 a = climbing down 0.049 0.733 0.905 0.810 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.020 0.889 0.981 0.933 e = standing 0.003 0.981 0.882 0.928 f = sitting 0.005 0.973 1.000 0.986 g = running 0.016 0.892 0.766 0.824 h = walking ------------------------------------------------------- 0.014 0.917 0.910 0.910 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.922 0.802 0.858 a = climbing down 0.020 0.844 0.708 0.770 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.016 0.907 0.981 0.942 e = standing 0.003 0.981 0.900 0.939 f = sitting 0.005 0.973 1.000 0.986 g = running 0.051 0.763 0.927 0.837 h = walking ------------------------------------------------------- 0.015 0.914 0.910 0.909 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.936 0.804 0.865 a = climbing down 0.027 0.829 0.867 0.847 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.016 0.907 0.981 0.942 e = standing 0.003 0.981 0.900 0.939 f = sitting 0.004 0.976 1.000 0.988 g = running 0.026 0.857 0.896 0.876 h = walking ------------------------------------------------------- 0.012 0.928 0.926 0.926 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.936 0.804 0.865 a = climbing down 0.026 0.833 0.869 0.851 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.009 0.945 0.981 0.962 e = standing 0.003 0.982 0.940 0.960 f = sitting 0.004 0.976 1.000 0.988 g = running 0.026 0.857 0.899 0.878 h = walking ------------------------------------------------------- 0.011 0.934 0.933 0.933 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.936 0.835 0.883 a = climbing down 0.029 0.825 0.908 0.865 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.009 0.945 0.981 0.962 e = standing 0.003 0.982 0.940 0.960 f = sitting 0.002 0.987 1.000 0.993 g = running 0.018 0.896 0.883 0.889 h = walking ------------------------------------------------------- 0.010 0.941 0.939 0.939 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.935 0.851 0.891 a = climbing down 0.027 0.832 0.907 0.868 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.009 0.945 0.981 0.962 e = standing 0.003 0.982 0.940 0.960 f = sitting 0.002 0.987 1.000 0.993 g = running 0.018 0.899 0.883 0.891 h = walking ------------------------------------------------------- 0.009 0.942 0.941 0.941 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.926 0.914 0.920 a = climbing down 0.046 0.742 0.878 0.804 b = climbing up 0.000 1.000 0.621 0.766 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.010 0.944 0.998 0.970 e = standing 0.001 0.992 0.962 0.977 f = sitting 0.014 0.926 0.997 0.960 g = running 0.018 0.879 0.733 0.799 h = walking ------------------------------------------------------- 0.013 0.920 0.916 0.915 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.951 0.905 0.928 a = climbing down 0.059 0.707 0.944 0.808 b = climbing up 0.000 1.000 0.621 0.766 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.011 0.936 0.998 0.966 e = standing 0.001 0.993 0.956 0.974 f = sitting 0.013 0.932 0.997 0.963 g = running 0.008 0.938 0.689 0.794 h = walking ------------------------------------------------------- 0.013 0.927 0.916 0.915 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.950 0.921 0.935 a = climbing down 0.020 0.865 0.861 0.863 b = climbing up 0.000 1.000 0.611 0.758 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.005 0.969 0.998 0.984 e = standing 0.001 0.994 0.989 0.991 f = sitting 0.011 0.937 0.997 0.966 g = running 0.022 0.876 0.897 0.887 h = walking ------------------------------------------------------- 0.009 0.944 0.943 0.942 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.946 0.919 0.932 a = climbing down 0.020 0.867 0.858 0.863 b = climbing up 0.000 1.000 0.621 0.766 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.004 0.974 0.998 0.986 e = standing 0.001 0.994 0.994 0.994 f = sitting 0.011 0.939 0.997 0.967 g = running 0.023 0.872 0.897 0.884 h = walking ------------------------------------------------------- 0.009 0.944 0.943 0.942 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.946 0.921 0.933 a = climbing down 0.020 0.868 0.863 0.866 b = climbing up 0.000 1.000 0.632 0.774 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.004 0.974 0.998 0.986 e = standing 0.001 0.994 0.994 0.994 f = sitting 0.011 0.940 0.997 0.968 g = running 0.022 0.876 0.896 0.886 h = walking ------------------------------------------------------- 0.009 0.945 0.944 0.943 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.948 0.925 0.936 a = climbing down 0.020 0.867 0.867 0.867 b = climbing up 0.000 1.000 0.684 0.813 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.004 0.974 0.998 0.986 e = standing 0.001 0.994 0.994 0.994 f = sitting 0.009 0.949 0.997 0.972 g = running 0.022 0.877 0.893 0.885 h = walking ------------------------------------------------------- 0.009 0.946 0.946 0.945 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.908 0.384 0.540 a = climbing down 0.136 0.499 0.925 0.649 b = climbing up 0.001 0.960 1.000 0.979 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.166 0.534 0.996 0.695 e = standing 0.001 0.944 0.055 0.104 f = sitting 0.000 1.000 0.993 0.997 g = running 0.021 0.822 0.524 0.640 h = walking ------------------------------------------------------- 0.048 0.815 0.719 0.674 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.910 0.392 0.548 a = climbing down 0.134 0.504 0.926 0.652 b = climbing up 0.001 0.960 1.000 0.979 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.167 0.534 0.996 0.695 e = standing 0.001 0.943 0.054 0.102 f = sitting 0.000 1.000 0.993 0.997 g = running 0.020 0.826 0.531 0.646 h = walking ------------------------------------------------------- 0.048 0.816 0.720 0.676 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.929 0.442 0.599 a = climbing down 0.095 0.585 0.911 0.713 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.166 0.534 0.996 0.695 e = standing 0.001 0.944 0.055 0.104 f = sitting 0.000 1.000 0.998 0.999 g = running 0.025 0.837 0.714 0.771 h = walking ------------------------------------------------------- 0.043 0.831 0.752 0.708 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.935 0.449 0.607 a = climbing down 0.051 0.694 0.791 0.739 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.167 0.534 0.997 0.695 e = standing 0.000 0.970 0.052 0.099 f = sitting 0.000 1.000 0.998 0.999 g = running 0.050 0.767 0.919 0.836 h = walking ------------------------------------------------------- 0.042 0.839 0.768 0.722 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.942 0.421 0.582 a = climbing down 0.064 0.667 0.874 0.757 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.167 0.534 0.997 0.695 e = standing 0.000 0.970 0.052 0.099 f = sitting 0.000 1.000 1.000 1.000 g = running 0.036 0.817 0.880 0.847 h = walking ------------------------------------------------------- 0.041 0.844 0.771 0.724 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.943 0.429 0.589 a = climbing down 0.083 0.619 0.915 0.738 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.167 0.534 0.997 0.695 e = standing 0.000 0.970 0.052 0.099 f = sitting 0.000 1.000 1.000 1.000 g = running 0.025 0.851 0.791 0.820 h = walking ------------------------------------------------------- 0.042 0.843 0.763 0.718 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.948 0.721 0.819 a = climbing down 0.132 0.490 0.864 0.625 b = climbing up 0.000 0.989 0.978 0.984 c = jumping 0.000 1.000 0.966 0.983 d = lying 0.167 0.532 0.991 0.693 e = standing 0.008 0.557 0.055 0.101 f = sitting 0.006 0.964 0.998 0.981 g = running 0.020 0.765 0.362 0.491 h = walking ------------------------------------------------------- 0.049 0.748 0.712 0.669 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.948 0.802 0.868 a = climbing down 0.066 0.635 0.775 0.698 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.968 0.984 d = lying 0.166 0.534 0.991 0.694 e = standing 0.007 0.587 0.060 0.109 f = sitting 0.009 0.950 1.000 0.975 g = running 0.034 0.781 0.673 0.723 h = walking ------------------------------------------------------- 0.043 0.772 0.757 0.719 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.937 0.809 0.868 a = climbing down 0.075 0.611 0.805 0.695 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.968 0.984 d = lying 0.166 0.534 0.991 0.694 e = standing 0.007 0.587 0.060 0.109 f = sitting 0.009 0.950 1.000 0.975 g = running 0.026 0.812 0.625 0.707 h = walking ------------------------------------------------------- 0.043 0.772 0.754 0.716 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.847 0.864 0.855 a = climbing down 0.044 0.696 0.694 0.695 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.968 0.984 d = lying 0.166 0.534 0.991 0.694 e = standing 0.007 0.587 0.060 0.109 f = sitting 0.009 0.947 1.000 0.973 g = running 0.038 0.774 0.729 0.751 h = walking ------------------------------------------------------- 0.042 0.769 0.761 0.722 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.933 0.836 0.882 a = climbing down 0.058 0.670 0.800 0.729 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.968 0.984 d = lying 0.166 0.534 0.991 0.694 e = standing 0.007 0.587 0.060 0.109 f = sitting 0.009 0.950 1.000 0.975 g = running 0.030 0.803 0.687 0.741 h = walking ------------------------------------------------------- 0.042 0.778 0.765 0.727 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.925 0.867 0.895 a = climbing down 0.037 0.742 0.730 0.736 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.968 0.984 d = lying 0.166 0.534 0.991 0.694 e = standing 0.007 0.587 0.060 0.109 f = sitting 0.009 0.950 1.000 0.975 g = running 0.039 0.782 0.787 0.785 h = walking ------------------------------------------------------- 0.041 0.783 0.774 0.736 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.504 0.441 0.470 a = climbing down 0.131 0.090 0.088 0.089 b = climbing up 0.000 1.000 0.635 0.777 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.173 0.519 1.000 0.683 e = standing 0.001 0.941 0.078 0.144 f = sitting 0.075 0.709 1.000 0.830 g = running 0.087 0.395 0.289 0.334 h = walking ------------------------------------------------------- 0.072 0.621 0.574 0.523 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.043 0.550 0.730 0.627 a = climbing down 0.018 0.780 0.432 0.556 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.175 0.515 1.000 0.680 e = standing 0.001 0.930 0.065 0.122 f = sitting 0.029 0.861 1.000 0.926 g = running 0.025 0.882 0.945 0.912 h = walking ------------------------------------------------------- 0.042 0.814 0.750 0.703 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.048 0.555 0.826 0.664 a = climbing down 0.024 0.776 0.566 0.655 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.175 0.516 1.000 0.681 e = standing 0.001 0.933 0.068 0.127 f = sitting 0.015 0.922 1.000 0.959 g = running 0.005 0.972 0.913 0.942 h = walking ------------------------------------------------------- 0.037 0.838 0.769 0.729 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.049 0.554 0.837 0.667 a = climbing down 0.023 0.783 0.566 0.657 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.175 0.515 1.000 0.680 e = standing 0.001 0.930 0.065 0.122 f = sitting 0.014 0.930 1.000 0.964 g = running 0.005 0.974 0.919 0.946 h = walking ------------------------------------------------------- 0.037 0.840 0.770 0.730 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.058 0.509 0.822 0.629 a = climbing down 0.025 0.759 0.532 0.626 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.175 0.515 1.000 0.680 e = standing 0.001 0.930 0.065 0.122 f = sitting 0.010 0.948 1.000 0.973 g = running 0.003 0.982 0.919 0.950 h = walking ------------------------------------------------------- 0.037 0.838 0.765 0.726 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.058 0.490 0.763 0.597 a = climbing down 0.037 0.682 0.538 0.602 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.176 0.514 1.000 0.679 e = standing 0.001 0.925 0.060 0.113 f = sitting 0.009 0.955 1.000 0.977 g = running 0.003 0.983 0.882 0.930 h = walking ------------------------------------------------------- 0.038 0.827 0.755 0.716 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.455 0.433 0.444 a = climbing down 0.176 0.246 0.394 0.303 b = climbing up 0.000 1.000 0.500 0.667 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.176 0.513 0.992 0.676 e = standing 0.001 0.833 0.041 0.078 f = sitting 0.047 0.794 1.000 0.885 g = running 0.065 0.126 0.047 0.069 h = walking ------------------------------------------------------- 0.071 0.588 0.567 0.501 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.056 0.466 0.670 0.550 a = climbing down 0.195 0.238 0.416 0.302 b = climbing up 0.000 0.981 0.637 0.773 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.176 0.514 0.995 0.678 e = standing 0.001 0.893 0.041 0.078 f = sitting 0.021 0.896 0.998 0.944 g = running 0.031 0.104 0.018 0.031 h = walking ------------------------------------------------------- 0.065 0.609 0.584 0.514 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.056 0.485 0.719 0.579 a = climbing down 0.022 0.733 0.408 0.524 b = climbing up 0.000 1.000 0.725 0.841 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.176 0.513 0.995 0.677 e = standing 0.001 0.889 0.039 0.075 f = sitting 0.012 0.938 0.998 0.967 g = running 0.031 0.862 0.963 0.910 h = walking ------------------------------------------------------- 0.041 0.805 0.744 0.694 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.046 0.533 0.715 0.611 a = climbing down 0.025 0.776 0.598 0.676 b = climbing up 0.000 1.000 0.725 0.841 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.175 0.515 0.995 0.679 e = standing 0.001 0.903 0.046 0.087 f = sitting 0.010 0.949 0.998 0.973 g = running 0.011 0.945 0.965 0.955 h = walking ------------------------------------------------------- 0.037 0.831 0.769 0.725 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.037 0.587 0.715 0.644 a = climbing down 0.028 0.786 0.715 0.749 b = climbing up 0.000 1.000 0.725 0.841 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.175 0.515 0.995 0.678 e = standing 0.001 0.900 0.044 0.084 f = sitting 0.008 0.959 0.998 0.978 g = running 0.002 0.991 0.966 0.978 h = walking ------------------------------------------------------- 0.035 0.845 0.784 0.741 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.585 0.711 0.642 a = climbing down 0.028 0.786 0.715 0.749 b = climbing up 0.000 1.000 0.738 0.849 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.177 0.512 0.995 0.676 e = standing 0.001 0.870 0.033 0.063 f = sitting 0.007 0.961 0.998 0.979 g = running 0.002 0.991 0.968 0.979 h = walking ------------------------------------------------------- 0.036 0.840 0.783 0.738 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.200 0.292 0.592 0.391 a = climbing down 0.222 0.338 0.806 0.476 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.001 0.818 0.018 0.035 e = standing 0.149 0.543 0.912 0.680 f = sitting 0.000 1.000 0.183 0.309 g = running 0.001 0.286 0.003 0.006 h = walking ------------------------------------------------------- 0.079 0.595 0.490 0.405 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.865 0.406 0.553 a = climbing down 0.034 0.378 0.149 0.214 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.001 0.818 0.018 0.035 e = standing 0.149 0.543 0.912 0.680 f = sitting 0.002 0.991 0.974 0.982 g = running 0.181 0.475 0.931 0.629 h = walking ------------------------------------------------------- 0.059 0.717 0.667 0.611 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.965 0.497 0.656 a = climbing down 0.244 0.363 0.990 0.532 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.001 0.818 0.018 0.035 e = standing 0.149 0.543 0.912 0.680 f = sitting 0.001 0.992 0.971 0.981 g = running 0.000 1.000 0.008 0.016 h = walking ------------------------------------------------------- 0.057 0.806 0.643 0.571 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.966 0.505 0.663 a = climbing down 0.244 0.364 0.990 0.532 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.001 0.818 0.018 0.035 e = standing 0.149 0.543 0.912 0.680 f = sitting 0.001 0.992 0.971 0.981 g = running 0.000 1.000 0.003 0.006 h = walking ------------------------------------------------------- 0.057 0.807 0.644 0.570 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.976 0.493 0.655 a = climbing down 0.245 0.363 0.996 0.532 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.001 0.818 0.018 0.035 e = standing 0.149 0.543 0.912 0.680 f = sitting 0.001 0.992 0.971 0.981 g = running 0.000 1.000 0.003 0.006 h = walking ------------------------------------------------------- 0.057 0.808 0.643 0.569 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.981 0.517 0.677 a = climbing down 0.242 0.367 0.998 0.536 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.001 0.818 0.018 0.035 e = standing 0.149 0.543 0.912 0.680 f = sitting 0.001 0.992 0.971 0.981 g = running 0.000 1.000 0.002 0.003 h = walking ------------------------------------------------------- 0.057 0.809 0.646 0.572 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.137 0.478 0.904 0.625 a = climbing down 0.213 0.378 0.925 0.536 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.000 0.000 0.000 0.000 e = standing 0.170 0.534 0.999 0.695 f = sitting 0.009 0.799 0.198 0.318 g = running 0.000 0.800 0.006 0.013 h = walking ------------------------------------------------------- 0.072 0.580 0.541 0.440 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.927 0.838 0.880 a = climbing down 0.222 0.376 0.954 0.539 b = climbing up 0.000 1.000 0.321 0.486 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.000 0.000 0.000 0.000 e = standing 0.170 0.534 0.999 0.695 f = sitting 0.018 0.892 0.814 0.851 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.059 0.550 0.638 0.562 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.933 0.810 0.867 a = climbing down 0.227 0.372 0.958 0.536 b = climbing up 0.000 1.000 0.369 0.539 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.000 0.000 0.000 0.000 e = standing 0.170 0.534 0.999 0.695 f = sitting 0.017 0.900 0.814 0.855 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.059 0.551 0.636 0.562 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.859 0.960 0.907 a = climbing down 0.202 0.383 0.897 0.537 b = climbing up 0.000 0.971 0.393 0.559 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.000 0.000 0.000 0.000 e = standing 0.170 0.534 0.999 0.695 f = sitting 0.015 0.911 0.812 0.859 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.545 0.647 0.568 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.870 0.962 0.914 a = climbing down 0.204 0.382 0.899 0.536 b = climbing up 0.000 1.000 0.417 0.588 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.000 0.000 0.000 0.000 e = standing 0.170 0.534 0.999 0.695 f = sitting 0.014 0.914 0.812 0.860 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.547 0.648 0.569 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.883 0.968 0.924 a = climbing down 0.204 0.383 0.905 0.538 b = climbing up 0.000 1.000 0.417 0.588 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.000 0.000 0.000 0.000 e = standing 0.170 0.534 0.999 0.695 f = sitting 0.014 0.914 0.812 0.860 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.057 0.549 0.650 0.571 Weighted Avg. >> forearmhead >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.915 0.338 0.493 a = climbing down 0.083 0.556 0.688 0.615 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.033 0.838 0.998 0.911 d = lying 0.063 0.635 0.546 0.587 e = standing 0.058 0.600 0.578 0.589 f = sitting 0.007 0.959 0.998 0.978 g = running 0.081 0.629 0.801 0.704 h = walking ------------------------------------------------------- 0.047 0.735 0.718 0.707 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.863 0.566 0.684 a = climbing down 0.054 0.679 0.755 0.715 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.030 0.853 0.998 0.920 d = lying 0.042 0.709 0.515 0.597 e = standing 0.067 0.614 0.711 0.659 f = sitting 0.006 0.964 0.998 0.981 g = running 0.054 0.728 0.846 0.783 h = walking ------------------------------------------------------- 0.037 0.777 0.773 0.766 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.866 0.558 0.679 a = climbing down 0.069 0.651 0.856 0.739 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.028 0.861 0.998 0.925 d = lying 0.043 0.709 0.524 0.603 e = standing 0.067 0.614 0.709 0.658 f = sitting 0.006 0.964 0.998 0.981 g = running 0.035 0.796 0.788 0.792 h = walking ------------------------------------------------------- 0.036 0.785 0.777 0.772 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.833 0.709 0.766 a = climbing down 0.053 0.707 0.852 0.773 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.027 0.864 0.998 0.926 d = lying 0.046 0.699 0.528 0.602 e = standing 0.066 0.612 0.696 0.651 f = sitting 0.006 0.964 0.998 0.981 g = running 0.026 0.833 0.769 0.800 h = walking ------------------------------------------------------- 0.034 0.792 0.791 0.786 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.839 0.677 0.749 a = climbing down 0.065 0.665 0.852 0.747 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.027 0.866 0.998 0.928 d = lying 0.045 0.703 0.530 0.604 e = standing 0.066 0.613 0.702 0.654 f = sitting 0.006 0.964 0.998 0.981 g = running 0.028 0.818 0.727 0.770 h = walking ------------------------------------------------------- 0.035 0.786 0.782 0.778 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.841 0.677 0.750 a = climbing down 0.065 0.663 0.852 0.746 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.026 0.869 0.998 0.929 d = lying 0.043 0.713 0.530 0.608 e = standing 0.067 0.616 0.715 0.661 f = sitting 0.006 0.964 0.998 0.981 g = running 0.028 0.817 0.726 0.769 h = walking ------------------------------------------------------- 0.035 0.788 0.784 0.779 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.928 0.514 0.661 a = climbing down 0.062 0.608 0.642 0.625 b = climbing up 0.000 1.000 0.558 0.717 c = jumping 0.023 0.875 0.948 0.910 d = lying 0.049 0.750 0.734 0.742 e = standing 0.047 0.664 0.619 0.641 f = sitting 0.013 0.924 0.983 0.953 g = running 0.074 0.668 0.869 0.755 h = walking ------------------------------------------------------- 0.039 0.777 0.765 0.761 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.931 0.764 0.839 a = climbing down 0.044 0.705 0.699 0.702 b = climbing up 0.000 1.000 0.519 0.684 c = jumping 0.024 0.874 0.947 0.909 d = lying 0.047 0.758 0.734 0.746 e = standing 0.047 0.671 0.634 0.652 f = sitting 0.014 0.921 0.983 0.951 g = running 0.053 0.731 0.839 0.781 h = walking ------------------------------------------------------- 0.034 0.801 0.798 0.796 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.869 0.855 0.862 a = climbing down 0.031 0.769 0.680 0.722 b = climbing up 0.000 1.000 0.519 0.684 c = jumping 0.024 0.874 0.947 0.909 d = lying 0.047 0.758 0.734 0.746 e = standing 0.047 0.671 0.634 0.652 f = sitting 0.013 0.927 0.983 0.954 g = running 0.044 0.769 0.862 0.813 h = walking ------------------------------------------------------- 0.032 0.809 0.810 0.806 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.882 0.863 0.872 a = climbing down 0.028 0.800 0.743 0.771 b = climbing up 0.000 1.000 0.545 0.706 c = jumping 0.024 0.874 0.947 0.909 d = lying 0.046 0.761 0.734 0.747 e = standing 0.047 0.673 0.640 0.656 f = sitting 0.012 0.930 0.983 0.956 g = running 0.035 0.811 0.879 0.844 h = walking ------------------------------------------------------- 0.030 0.821 0.823 0.820 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.899 0.859 0.878 a = climbing down 0.017 0.850 0.655 0.740 b = climbing up 0.000 1.000 0.519 0.684 c = jumping 0.024 0.874 0.947 0.909 d = lying 0.045 0.766 0.734 0.750 e = standing 0.047 0.675 0.647 0.661 f = sitting 0.013 0.929 0.983 0.955 g = running 0.053 0.750 0.934 0.832 h = walking ------------------------------------------------------- 0.030 0.822 0.819 0.816 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.919 0.813 0.863 a = climbing down 0.035 0.776 0.803 0.789 b = climbing up 0.000 1.000 0.532 0.695 c = jumping 0.024 0.874 0.947 0.909 d = lying 0.045 0.766 0.734 0.750 e = standing 0.047 0.675 0.647 0.661 f = sitting 0.012 0.930 0.983 0.956 g = running 0.030 0.836 0.891 0.862 h = walking ------------------------------------------------------- 0.029 0.827 0.827 0.825 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.109 0.495 0.672 0.570 a = climbing down 0.105 0.073 0.263 0.114 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.026 0.718 0.324 0.446 d = lying 0.063 0.786 0.959 0.864 e = standing 0.147 0.443 0.576 0.501 f = sitting 0.006 0.951 0.990 0.970 g = running 0.015 0.713 0.176 0.282 h = walking ------------------------------------------------------- 0.063 0.664 0.593 0.581 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.789 0.677 0.728 a = climbing down 0.025 0.116 0.105 0.110 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.775 0.245 0.373 d = lying 0.041 0.847 0.943 0.892 e = standing 0.167 0.472 0.734 0.574 f = sitting 0.006 0.951 0.990 0.970 g = running 0.058 0.752 0.830 0.789 h = walking ------------------------------------------------------- 0.054 0.739 0.714 0.697 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.953 0.612 0.745 a = climbing down 0.008 0.074 0.021 0.033 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.741 0.204 0.320 d = lying 0.042 0.843 0.944 0.891 e = standing 0.175 0.458 0.729 0.562 f = sitting 0.005 0.954 0.990 0.972 g = running 0.085 0.711 0.982 0.825 h = walking ------------------------------------------------------- 0.057 0.745 0.721 0.692 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.950 0.614 0.746 a = climbing down 0.008 0.038 0.011 0.017 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.765 0.232 0.356 d = lying 0.039 0.852 0.943 0.895 e = standing 0.170 0.470 0.742 0.576 f = sitting 0.006 0.951 0.990 0.970 g = running 0.084 0.713 0.982 0.826 h = walking ------------------------------------------------------- 0.055 0.751 0.728 0.701 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.946 0.612 0.743 a = climbing down 0.008 0.040 0.011 0.017 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.785 0.260 0.391 d = lying 0.040 0.851 0.944 0.895 e = standing 0.164 0.479 0.740 0.581 f = sitting 0.006 0.951 0.990 0.970 g = running 0.085 0.711 0.980 0.824 h = walking ------------------------------------------------------- 0.054 0.755 0.732 0.707 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.881 0.723 0.794 a = climbing down 0.007 0.087 0.021 0.034 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.789 0.266 0.398 d = lying 0.041 0.846 0.944 0.892 e = standing 0.163 0.478 0.733 0.578 f = sitting 0.006 0.951 0.987 0.969 g = running 0.063 0.763 0.953 0.848 h = walking ------------------------------------------------------- 0.052 0.756 0.742 0.719 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.100 0.554 0.789 0.651 a = climbing down 0.107 0.126 0.516 0.203 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.047 0.566 0.300 0.392 d = lying 0.027 0.894 0.957 0.925 e = standing 0.153 0.461 0.640 0.536 f = sitting 0.004 0.966 1.000 0.983 g = running 0.009 0.692 0.098 0.172 h = walking ------------------------------------------------------- 0.058 0.670 0.610 0.585 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.059 0.685 0.805 0.740 a = climbing down 0.012 0.288 0.165 0.210 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.056 0.731 0.745 0.738 d = lying 0.052 0.818 0.977 0.891 e = standing 0.057 0.629 0.477 0.543 f = sitting 0.004 0.963 1.000 0.981 g = running 0.039 0.801 0.731 0.764 h = walking ------------------------------------------------------- 0.045 0.754 0.765 0.755 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.858 0.683 0.761 a = climbing down 0.006 0.100 0.022 0.036 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.059 0.723 0.758 0.740 d = lying 0.054 0.813 0.977 0.887 e = standing 0.055 0.627 0.451 0.525 f = sitting 0.004 0.963 1.000 0.981 g = running 0.075 0.724 0.916 0.809 h = walking ------------------------------------------------------- 0.046 0.756 0.775 0.757 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.818 0.718 0.765 a = climbing down 0.007 0.259 0.077 0.119 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.025 0.863 0.758 0.807 d = lying 0.013 0.947 0.969 0.958 e = standing 0.057 0.747 0.817 0.780 f = sitting 0.004 0.966 1.000 0.983 g = running 0.066 0.739 0.880 0.803 h = walking ------------------------------------------------------- 0.032 0.828 0.835 0.828 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.814 0.721 0.765 a = climbing down 0.005 0.273 0.066 0.106 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.022 0.876 0.772 0.820 d = lying 0.011 0.955 0.969 0.962 e = standing 0.054 0.760 0.838 0.797 f = sitting 0.004 0.966 1.000 0.983 g = running 0.066 0.740 0.884 0.805 h = walking ------------------------------------------------------- 0.031 0.834 0.842 0.834 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.828 0.723 0.772 a = climbing down 0.005 0.273 0.066 0.106 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.022 0.882 0.815 0.847 d = lying 0.011 0.955 0.969 0.962 e = standing 0.045 0.791 0.838 0.814 f = sitting 0.004 0.966 1.000 0.983 g = running 0.066 0.743 0.895 0.812 h = walking ------------------------------------------------------- 0.029 0.842 0.851 0.843 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.049 0.654 0.841 0.736 a = climbing down 0.158 0.440 0.752 0.555 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.818 0.900 d = lying 0.123 0.444 0.625 0.520 e = standing 0.075 0.282 0.216 0.245 f = sitting 0.001 0.995 0.894 0.942 g = running 0.005 0.903 0.270 0.416 h = walking ------------------------------------------------------- 0.054 0.708 0.642 0.637 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.859 0.751 0.802 a = climbing down 0.063 0.691 0.855 0.764 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.782 0.878 d = lying 0.011 0.918 0.796 0.853 e = standing 0.063 0.677 0.964 0.795 f = sitting 0.001 0.994 0.894 0.941 g = running 0.019 0.897 0.879 0.888 h = walking ------------------------------------------------------- 0.023 0.875 0.852 0.856 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.879 0.751 0.810 a = climbing down 0.065 0.687 0.868 0.767 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.797 0.887 d = lying 0.012 0.917 0.828 0.870 e = standing 0.055 0.703 0.960 0.811 f = sitting 0.001 0.994 0.894 0.941 g = running 0.018 0.899 0.872 0.885 h = walking ------------------------------------------------------- 0.022 0.880 0.859 0.862 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.881 0.754 0.812 a = climbing down 0.059 0.707 0.860 0.776 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.819 0.901 d = lying 0.012 0.918 0.831 0.872 e = standing 0.051 0.720 0.960 0.823 f = sitting 0.001 0.994 0.894 0.941 g = running 0.020 0.893 0.904 0.898 h = walking ------------------------------------------------------- 0.021 0.884 0.867 0.870 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.929 0.729 0.817 a = climbing down 0.074 0.676 0.930 0.783 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.829 0.907 d = lying 0.012 0.918 0.835 0.874 e = standing 0.049 0.729 0.960 0.828 f = sitting 0.001 0.994 0.894 0.941 g = running 0.010 0.941 0.860 0.899 h = walking ------------------------------------------------------- 0.020 0.893 0.869 0.873 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.933 0.744 0.828 a = climbing down 0.048 0.748 0.863 0.802 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.012 0.916 0.837 0.875 e = standing 0.046 0.739 0.960 0.835 f = sitting 0.001 0.994 0.896 0.942 g = running 0.027 0.868 0.957 0.911 h = walking ------------------------------------------------------- 0.019 0.893 0.879 0.880 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.040 0.726 0.956 0.825 a = climbing down 0.120 0.517 0.774 0.620 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.908 0.952 d = lying 0.137 0.467 0.762 0.579 e = standing 0.037 0.304 0.120 0.172 f = sitting 0.000 0.999 0.965 0.981 g = running 0.013 0.825 0.320 0.461 h = walking ------------------------------------------------------- 0.046 0.720 0.699 0.676 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.921 0.885 0.903 a = climbing down 0.037 0.768 0.729 0.748 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.013 0.924 0.921 0.922 d = lying 0.000 1.000 0.852 0.920 e = standing 0.025 0.841 0.986 0.907 f = sitting 0.000 0.999 0.963 0.981 g = running 0.046 0.780 0.863 0.820 h = walking ------------------------------------------------------- 0.018 0.893 0.888 0.889 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.923 0.883 0.903 a = climbing down 0.036 0.769 0.729 0.749 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.991 0.921 0.955 d = lying 0.001 0.996 0.996 0.996 e = standing 0.014 0.905 0.986 0.944 f = sitting 0.000 0.999 0.965 0.981 g = running 0.046 0.780 0.866 0.821 h = walking ------------------------------------------------------- 0.015 0.911 0.909 0.909 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.883 0.921 a = climbing down 0.053 0.736 0.894 0.807 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.993 0.931 0.961 d = lying 0.001 0.996 0.996 0.996 e = standing 0.012 0.915 0.988 0.950 f = sitting 0.000 0.999 0.966 0.982 g = running 0.020 0.880 0.788 0.831 h = walking ------------------------------------------------------- 0.013 0.928 0.921 0.923 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.960 0.883 0.920 a = climbing down 0.051 0.742 0.889 0.809 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.993 0.931 0.961 d = lying 0.001 0.996 0.996 0.996 e = standing 0.012 0.915 0.988 0.950 f = sitting 0.001 0.997 0.977 0.987 g = running 0.018 0.890 0.797 0.841 h = walking ------------------------------------------------------- 0.012 0.930 0.924 0.925 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.976 0.878 0.924 a = climbing down 0.051 0.741 0.880 0.804 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.919 0.955 d = lying 0.001 0.996 0.996 0.996 e = standing 0.014 0.904 0.990 0.945 f = sitting 0.001 0.997 0.977 0.987 g = running 0.021 0.879 0.805 0.840 h = walking ------------------------------------------------------- 0.013 0.928 0.922 0.923 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.053 0.467 0.313 0.375 a = climbing down 0.114 0.569 0.789 0.661 b = climbing up 0.000 0.984 0.953 0.968 c = jumping 0.013 0.890 0.698 0.782 d = lying 0.076 0.564 0.876 0.686 e = standing 0.045 0.656 0.526 0.584 f = sitting 0.002 0.989 0.880 0.931 g = running 0.041 0.719 0.741 0.730 h = walking ------------------------------------------------------- 0.046 0.718 0.702 0.699 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.717 0.510 0.596 a = climbing down 0.055 0.744 0.836 0.787 b = climbing up 0.000 1.000 0.984 0.992 c = jumping 0.011 0.906 0.704 0.793 d = lying 0.077 0.563 0.880 0.687 e = standing 0.044 0.665 0.533 0.592 f = sitting 0.004 0.982 0.934 0.958 g = running 0.043 0.751 0.921 0.827 h = walking ------------------------------------------------------- 0.034 0.785 0.771 0.768 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.061 0.630 0.695 0.661 a = climbing down 0.032 0.804 0.688 0.741 b = climbing up 0.000 1.000 0.984 0.992 c = jumping 0.010 0.909 0.707 0.796 d = lying 0.076 0.566 0.884 0.690 e = standing 0.044 0.669 0.535 0.594 f = sitting 0.001 0.994 0.923 0.957 g = running 0.039 0.770 0.922 0.839 h = walking ------------------------------------------------------- 0.033 0.789 0.770 0.771 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.071 0.597 0.705 0.647 a = climbing down 0.043 0.777 0.787 0.782 b = climbing up 0.000 1.000 0.984 0.992 c = jumping 0.010 0.908 0.704 0.793 d = lying 0.076 0.567 0.886 0.692 e = standing 0.044 0.668 0.536 0.595 f = sitting 0.001 0.995 0.887 0.938 g = running 0.016 0.887 0.866 0.876 h = walking ------------------------------------------------------- 0.033 0.795 0.773 0.776 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.055 0.638 0.652 0.645 a = climbing down 0.053 0.750 0.835 0.790 b = climbing up 0.000 1.000 0.984 0.992 c = jumping 0.010 0.910 0.701 0.792 d = lying 0.074 0.573 0.886 0.696 e = standing 0.045 0.667 0.545 0.600 f = sitting 0.001 0.995 0.891 0.940 g = running 0.016 0.888 0.891 0.890 h = walking ------------------------------------------------------- 0.033 0.797 0.779 0.781 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.051 0.644 0.613 0.628 a = climbing down 0.067 0.720 0.907 0.802 b = climbing up 0.000 0.984 0.984 0.984 c = jumping 0.018 0.858 0.731 0.789 d = lying 0.075 0.571 0.886 0.695 e = standing 0.039 0.677 0.502 0.576 f = sitting 0.001 0.996 0.882 0.936 g = running 0.008 0.939 0.848 0.891 h = walking ------------------------------------------------------- 0.034 0.793 0.775 0.776 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.600 0.449 0.514 a = climbing down 0.123 0.567 0.851 0.681 b = climbing up 0.000 0.967 0.967 0.967 c = jumping 0.014 0.887 0.731 0.802 d = lying 0.022 0.815 0.863 0.838 e = standing 0.046 0.748 0.836 0.790 f = sitting 0.005 0.979 0.847 0.908 g = running 0.029 0.753 0.634 0.689 h = walking ------------------------------------------------------- 0.040 0.775 0.757 0.757 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.053 0.639 0.625 0.632 a = climbing down 0.073 0.698 0.890 0.783 b = climbing up 0.000 0.967 0.967 0.967 c = jumping 0.033 0.782 0.801 0.791 d = lying 0.018 0.837 0.813 0.825 e = standing 0.034 0.792 0.791 0.792 f = sitting 0.004 0.982 0.817 0.892 g = running 0.022 0.832 0.787 0.809 h = walking ------------------------------------------------------- 0.033 0.806 0.796 0.797 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.774 0.666 0.716 a = climbing down 0.062 0.735 0.916 0.816 b = climbing up 0.000 0.967 0.967 0.967 c = jumping 0.033 0.783 0.809 0.796 d = lying 0.018 0.837 0.813 0.825 e = standing 0.033 0.798 0.791 0.795 f = sitting 0.008 0.969 0.932 0.950 g = running 0.014 0.886 0.792 0.836 h = walking ------------------------------------------------------- 0.028 0.835 0.830 0.830 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.028 0.792 0.719 0.753 a = climbing down 0.057 0.757 0.932 0.835 b = climbing up 0.001 0.951 0.967 0.959 c = jumping 0.032 0.789 0.813 0.801 d = lying 0.018 0.837 0.811 0.824 e = standing 0.032 0.802 0.798 0.800 f = sitting 0.007 0.971 0.938 0.954 g = running 0.009 0.921 0.785 0.848 h = walking ------------------------------------------------------- 0.026 0.846 0.841 0.841 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.792 0.771 0.782 a = climbing down 0.049 0.781 0.926 0.847 b = climbing up 0.001 0.951 0.967 0.959 c = jumping 0.030 0.797 0.809 0.803 d = lying 0.018 0.838 0.817 0.827 e = standing 0.032 0.804 0.808 0.806 f = sitting 0.007 0.973 0.932 0.952 g = running 0.007 0.941 0.804 0.867 h = walking ------------------------------------------------------- 0.024 0.855 0.850 0.850 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.831 0.783 0.806 a = climbing down 0.053 0.771 0.941 0.847 b = climbing up 0.000 0.967 0.983 0.975 c = jumping 0.015 0.884 0.799 0.840 d = lying 0.012 0.889 0.829 0.858 e = standing 0.038 0.799 0.908 0.850 f = sitting 0.006 0.975 0.929 0.951 g = running 0.006 0.951 0.809 0.875 h = walking ------------------------------------------------------- 0.022 0.875 0.868 0.869 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.085 0.451 0.614 0.520 a = climbing down 0.099 0.481 0.614 0.539 b = climbing up 0.000 0.963 0.684 0.800 c = jumping 0.082 0.550 0.651 0.597 d = lying 0.004 0.969 0.827 0.892 e = standing 0.074 0.464 0.438 0.451 f = sitting 0.009 0.971 0.988 0.980 g = running 0.028 0.628 0.298 0.404 h = walking ------------------------------------------------------- 0.048 0.686 0.667 0.665 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.875 0.579 0.697 a = climbing down 0.057 0.706 0.910 0.795 b = climbing up 0.000 1.000 0.803 0.891 c = jumping 0.082 0.552 0.659 0.601 d = lying 0.004 0.969 0.827 0.892 e = standing 0.073 0.467 0.434 0.450 f = sitting 0.008 0.976 0.990 0.983 g = running 0.025 0.842 0.818 0.830 h = walking ------------------------------------------------------- 0.034 0.790 0.777 0.777 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.861 0.612 0.716 a = climbing down 0.071 0.668 0.955 0.786 b = climbing up 0.000 1.000 0.803 0.891 c = jumping 0.082 0.552 0.656 0.600 d = lying 0.004 0.969 0.832 0.895 e = standing 0.072 0.469 0.438 0.453 f = sitting 0.007 0.977 0.988 0.983 g = running 0.008 0.934 0.755 0.835 h = walking ------------------------------------------------------- 0.034 0.797 0.778 0.779 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.871 0.639 0.737 a = climbing down 0.079 0.648 0.974 0.778 b = climbing up 0.000 1.000 0.803 0.891 c = jumping 0.082 0.552 0.655 0.599 d = lying 0.004 0.965 0.832 0.894 e = standing 0.073 0.466 0.434 0.450 f = sitting 0.006 0.980 0.980 0.980 g = running 0.004 0.965 0.716 0.822 h = walking ------------------------------------------------------- 0.034 0.799 0.775 0.777 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.879 0.598 0.712 a = climbing down 0.089 0.624 0.984 0.764 b = climbing up 0.000 1.000 0.803 0.891 c = jumping 0.082 0.551 0.651 0.597 d = lying 0.001 0.986 0.738 0.844 e = standing 0.087 0.430 0.448 0.439 f = sitting 0.006 0.981 0.979 0.980 g = running 0.002 0.981 0.702 0.818 h = walking ------------------------------------------------------- 0.036 0.797 0.760 0.765 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.912 0.553 0.688 a = climbing down 0.106 0.584 0.987 0.734 b = climbing up 0.000 1.000 0.803 0.891 c = jumping 0.081 0.544 0.630 0.584 d = lying 0.001 0.989 0.642 0.778 e = standing 0.104 0.389 0.451 0.418 f = sitting 0.005 0.984 0.974 0.979 g = running 0.001 0.989 0.667 0.797 h = walking ------------------------------------------------------- 0.040 0.791 0.736 0.743 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.102 0.393 0.584 0.470 a = climbing down 0.117 0.349 0.419 0.381 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.037 0.748 0.715 0.731 d = lying 0.028 0.807 0.882 0.843 e = standing 0.055 0.611 0.586 0.598 f = sitting 0.017 0.948 0.995 0.971 g = running 0.029 0.565 0.234 0.330 h = walking ------------------------------------------------------- 0.049 0.675 0.664 0.657 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.660 0.590 0.623 a = climbing down 0.059 0.566 0.518 0.541 b = climbing up 0.000 1.000 0.587 0.739 c = jumping 0.037 0.749 0.710 0.729 d = lying 0.029 0.806 0.891 0.846 e = standing 0.054 0.616 0.590 0.603 f = sitting 0.015 0.953 0.988 0.970 g = running 0.051 0.722 0.824 0.770 h = walking ------------------------------------------------------- 0.037 0.754 0.758 0.754 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.681 0.650 0.665 a = climbing down 0.043 0.694 0.644 0.668 b = climbing up 0.000 1.000 0.653 0.790 c = jumping 0.037 0.752 0.724 0.738 d = lying 0.029 0.804 0.900 0.849 e = standing 0.050 0.629 0.583 0.605 f = sitting 0.014 0.957 0.988 0.972 g = running 0.032 0.816 0.887 0.850 h = walking ------------------------------------------------------- 0.031 0.789 0.792 0.789 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.704 0.743 0.723 a = climbing down 0.043 0.728 0.765 0.746 b = climbing up 0.000 1.000 0.693 0.819 c = jumping 0.038 0.743 0.713 0.728 d = lying 0.030 0.800 0.912 0.852 e = standing 0.050 0.627 0.572 0.598 f = sitting 0.011 0.965 0.984 0.974 g = running 0.011 0.925 0.844 0.883 h = walking ------------------------------------------------------- 0.028 0.811 0.810 0.809 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.028 0.746 0.723 0.734 a = climbing down 0.052 0.703 0.827 0.760 b = climbing up 0.000 1.000 0.640 0.780 c = jumping 0.038 0.747 0.731 0.739 d = lying 0.030 0.801 0.914 0.854 e = standing 0.047 0.642 0.573 0.606 f = sitting 0.012 0.962 0.982 0.972 g = running 0.008 0.945 0.812 0.874 h = walking ------------------------------------------------------- 0.028 0.816 0.813 0.812 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.715 0.749 0.732 a = climbing down 0.050 0.707 0.805 0.753 b = climbing up 0.000 1.000 0.640 0.780 c = jumping 0.037 0.752 0.734 0.743 d = lying 0.030 0.804 0.914 0.855 e = standing 0.046 0.646 0.580 0.611 f = sitting 0.012 0.963 0.981 0.972 g = running 0.006 0.953 0.802 0.871 h = walking ------------------------------------------------------- 0.028 0.816 0.813 0.812 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.064 0.590 0.687 0.635 a = climbing down 0.101 0.548 0.835 0.661 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.041 0.806 0.978 0.883 d = lying 0.020 0.885 0.920 0.902 e = standing 0.009 0.931 0.701 0.800 f = sitting 0.004 0.979 0.998 0.988 g = running 0.014 0.742 0.256 0.380 h = walking ------------------------------------------------------- 0.033 0.800 0.780 0.766 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.742 0.580 0.651 a = climbing down 0.064 0.674 0.901 0.771 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.041 0.806 0.978 0.883 d = lying 0.020 0.885 0.920 0.902 e = standing 0.009 0.931 0.701 0.800 f = sitting 0.003 0.983 0.998 0.991 g = running 0.031 0.765 0.661 0.709 h = walking ------------------------------------------------------- 0.026 0.838 0.831 0.827 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.875 0.300 0.447 a = climbing down 0.141 0.499 0.960 0.657 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.040 0.810 0.983 0.888 d = lying 0.020 0.885 0.923 0.904 e = standing 0.008 0.939 0.704 0.805 f = sitting 0.003 0.985 0.998 0.992 g = running 0.022 0.797 0.551 0.652 h = walking ------------------------------------------------------- 0.032 0.838 0.793 0.783 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.743 0.520 0.612 a = climbing down 0.095 0.593 0.942 0.728 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.036 0.825 0.983 0.897 d = lying 0.020 0.883 0.929 0.905 e = standing 0.007 0.945 0.721 0.818 f = sitting 0.003 0.985 0.998 0.992 g = running 0.021 0.806 0.559 0.660 h = walking ------------------------------------------------------- 0.028 0.838 0.821 0.816 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.748 0.520 0.614 a = climbing down 0.094 0.593 0.940 0.727 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.029 0.851 0.949 0.897 d = lying 0.016 0.907 0.918 0.912 e = standing 0.019 0.879 0.770 0.821 f = sitting 0.003 0.985 0.998 0.992 g = running 0.022 0.797 0.559 0.657 h = walking ------------------------------------------------------- 0.028 0.835 0.821 0.817 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.748 0.503 0.602 a = climbing down 0.095 0.590 0.934 0.724 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.034 0.832 0.976 0.899 d = lying 0.016 0.905 0.918 0.911 e = standing 0.012 0.918 0.750 0.825 f = sitting 0.003 0.985 0.998 0.992 g = running 0.021 0.812 0.589 0.683 h = walking ------------------------------------------------------- 0.027 0.840 0.824 0.819 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.049 0.708 0.875 0.783 a = climbing down 0.082 0.526 0.626 0.572 b = climbing up 0.001 0.914 0.533 0.674 c = jumping 0.028 0.860 0.976 0.914 d = lying 0.032 0.810 0.833 0.822 e = standing 0.028 0.810 0.680 0.740 f = sitting 0.009 0.953 0.992 0.972 g = running 0.017 0.818 0.497 0.618 h = walking ------------------------------------------------------- 0.033 0.795 0.786 0.782 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.722 0.847 0.779 a = climbing down 0.047 0.652 0.606 0.628 b = climbing up 0.001 0.925 0.617 0.740 c = jumping 0.028 0.855 0.964 0.906 d = lying 0.034 0.800 0.833 0.817 e = standing 0.029 0.806 0.673 0.734 f = sitting 0.008 0.961 0.992 0.976 g = running 0.025 0.824 0.750 0.786 h = walking ------------------------------------------------------- 0.029 0.812 0.813 0.810 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.041 0.734 0.849 0.788 a = climbing down 0.025 0.750 0.504 0.603 b = climbing up 0.001 0.881 0.617 0.725 c = jumping 0.027 0.864 0.981 0.919 d = lying 0.034 0.803 0.835 0.819 e = standing 0.027 0.818 0.679 0.742 f = sitting 0.008 0.960 0.986 0.973 g = running 0.044 0.755 0.888 0.816 h = walking ------------------------------------------------------- 0.028 0.820 0.821 0.814 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.032 0.776 0.822 0.798 a = climbing down 0.015 0.841 0.540 0.658 b = climbing up 0.001 0.881 0.617 0.725 c = jumping 0.026 0.867 0.981 0.920 d = lying 0.034 0.803 0.835 0.819 e = standing 0.027 0.819 0.682 0.744 f = sitting 0.008 0.960 0.986 0.973 g = running 0.052 0.742 0.958 0.836 h = walking ------------------------------------------------------- 0.027 0.835 0.832 0.826 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.043 0.734 0.877 0.799 a = climbing down 0.013 0.849 0.482 0.615 b = climbing up 0.002 0.864 0.633 0.731 c = jumping 0.026 0.868 0.981 0.921 d = lying 0.034 0.805 0.835 0.820 e = standing 0.027 0.820 0.685 0.747 f = sitting 0.008 0.962 0.983 0.972 g = running 0.044 0.770 0.956 0.853 h = walking ------------------------------------------------------- 0.027 0.835 0.831 0.823 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.769 0.852 0.808 a = climbing down 0.018 0.831 0.590 0.690 b = climbing up 0.002 0.867 0.650 0.743 c = jumping 0.025 0.871 0.983 0.923 d = lying 0.033 0.806 0.835 0.820 e = standing 0.027 0.821 0.689 0.749 f = sitting 0.007 0.963 0.983 0.973 g = running 0.037 0.797 0.945 0.865 h = walking ------------------------------------------------------- 0.025 0.842 0.842 0.837 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.806 0.064 0.118 a = climbing down 0.037 0.671 0.421 0.517 b = climbing up 0.008 0.653 0.954 0.775 c = jumping 0.093 0.589 0.978 0.735 d = lying 0.010 0.538 0.083 0.144 e = standing 0.098 0.577 0.664 0.617 f = sitting 0.002 0.989 0.951 0.970 g = running 0.188 0.457 0.975 0.622 h = walking ------------------------------------------------------- 0.062 0.668 0.623 0.565 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.837 0.539 0.656 a = climbing down 0.048 0.773 0.910 0.836 b = climbing up 0.005 0.765 0.954 0.849 c = jumping 0.092 0.593 0.980 0.739 d = lying 0.010 0.557 0.087 0.151 e = standing 0.098 0.581 0.672 0.623 f = sitting 0.002 0.990 0.971 0.980 g = running 0.030 0.827 0.898 0.861 h = walking ------------------------------------------------------- 0.042 0.744 0.745 0.712 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.802 0.721 0.760 a = climbing down 0.049 0.778 0.956 0.858 b = climbing up 0.005 0.756 0.954 0.844 c = jumping 0.092 0.591 0.978 0.736 d = lying 0.010 0.545 0.083 0.144 e = standing 0.098 0.581 0.672 0.623 f = sitting 0.002 0.990 0.970 0.980 g = running 0.005 0.962 0.795 0.871 h = walking ------------------------------------------------------- 0.040 0.758 0.757 0.727 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.803 0.726 0.763 a = climbing down 0.049 0.777 0.958 0.858 b = climbing up 0.005 0.762 0.938 0.841 c = jumping 0.092 0.593 0.978 0.738 d = lying 0.010 0.539 0.081 0.141 e = standing 0.099 0.578 0.672 0.621 f = sitting 0.002 0.990 0.971 0.980 g = running 0.005 0.962 0.790 0.867 h = walking ------------------------------------------------------- 0.040 0.757 0.756 0.726 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.777 0.840 0.807 a = climbing down 0.039 0.811 0.944 0.872 b = climbing up 0.005 0.762 0.938 0.841 c = jumping 0.091 0.594 0.978 0.739 d = lying 0.009 0.541 0.079 0.138 e = standing 0.100 0.576 0.672 0.620 f = sitting 0.002 0.990 0.971 0.980 g = running 0.003 0.979 0.739 0.842 h = walking ------------------------------------------------------- 0.039 0.761 0.760 0.730 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.759 0.904 0.825 a = climbing down 0.030 0.845 0.918 0.880 b = climbing up 0.004 0.803 0.938 0.865 c = jumping 0.092 0.591 0.978 0.736 d = lying 0.010 0.520 0.077 0.134 e = standing 0.099 0.578 0.670 0.621 f = sitting 0.002 0.991 0.977 0.984 g = running 0.003 0.979 0.737 0.841 h = walking ------------------------------------------------------- 0.038 0.763 0.763 0.733 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.783 0.079 0.144 a = climbing down 0.045 0.645 0.455 0.533 b = climbing up 0.001 0.940 1.000 0.969 c = jumping 0.013 0.914 0.980 0.946 d = lying 0.018 0.356 0.072 0.120 e = standing 0.139 0.552 0.846 0.668 f = sitting 0.001 0.996 0.993 0.994 g = running 0.180 0.458 0.932 0.614 h = walking ------------------------------------------------------- 0.059 0.680 0.661 0.607 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.978 0.398 0.566 a = climbing down 0.084 0.656 0.898 0.758 b = climbing up 0.000 0.969 1.000 0.984 c = jumping 0.013 0.912 0.980 0.945 d = lying 0.018 0.337 0.064 0.108 e = standing 0.140 0.551 0.849 0.668 f = sitting 0.001 0.993 0.997 0.995 g = running 0.054 0.689 0.735 0.711 h = walking ------------------------------------------------------- 0.048 0.733 0.737 0.701 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.925 0.789 0.852 a = climbing down 0.088 0.652 0.920 0.763 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.914 0.980 0.946 d = lying 0.018 0.297 0.054 0.091 e = standing 0.141 0.548 0.849 0.666 f = sitting 0.001 0.993 1.000 0.996 g = running 0.015 0.857 0.568 0.684 h = walking ------------------------------------------------------- 0.044 0.745 0.760 0.728 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.910 0.866 0.887 a = climbing down 0.018 0.901 0.920 0.911 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.913 0.982 0.946 d = lying 0.018 0.309 0.058 0.098 e = standing 0.140 0.549 0.846 0.666 f = sitting 0.001 0.993 1.000 0.996 g = running 0.007 0.958 0.965 0.962 h = walking ------------------------------------------------------- 0.032 0.797 0.824 0.794 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.906 0.886 0.896 a = climbing down 0.022 0.881 0.925 0.903 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.011 0.908 0.810 0.856 d = lying 0.062 0.258 0.154 0.193 e = standing 0.124 0.551 0.757 0.638 f = sitting 0.001 0.994 1.000 0.997 g = running 0.002 0.985 0.942 0.963 h = walking ------------------------------------------------------- 0.035 0.791 0.800 0.791 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.904 0.886 0.895 a = climbing down 0.023 0.878 0.924 0.900 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.004 0.968 0.810 0.882 d = lying 0.061 0.255 0.148 0.187 e = standing 0.127 0.560 0.798 0.658 f = sitting 0.001 0.994 1.000 0.997 g = running 0.002 0.987 0.940 0.963 h = walking ------------------------------------------------------- 0.034 0.799 0.806 0.796 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.064 0.520 0.772 0.621 a = climbing down 0.171 0.353 0.325 0.338 b = climbing up 0.000 1.000 0.189 0.318 c = jumping 0.005 0.954 0.743 0.835 d = lying 0.053 0.735 0.970 0.836 e = standing 0.030 0.793 0.713 0.750 f = sitting 0.032 0.820 0.925 0.869 g = running 0.113 0.173 0.144 0.157 h = walking ------------------------------------------------------- 0.075 0.607 0.608 0.595 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.085 0.499 0.944 0.652 a = climbing down 0.128 0.663 0.876 0.755 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.005 0.954 0.743 0.835 d = lying 0.053 0.735 0.970 0.836 e = standing 0.030 0.793 0.713 0.750 f = sitting 0.001 0.995 0.920 0.956 g = running 0.005 0.370 0.016 0.031 h = walking ------------------------------------------------------- 0.048 0.726 0.742 0.698 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.065 0.566 0.952 0.710 a = climbing down 0.010 0.954 0.720 0.820 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.005 0.954 0.743 0.835 d = lying 0.053 0.735 0.970 0.836 e = standing 0.030 0.793 0.713 0.750 f = sitting 0.001 0.995 0.933 0.963 g = running 0.049 0.714 0.754 0.734 h = walking ------------------------------------------------------- 0.026 0.844 0.813 0.817 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.876 0.674 0.762 a = climbing down 0.040 0.869 0.937 0.902 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.005 0.955 0.752 0.841 d = lying 0.053 0.736 0.970 0.837 e = standing 0.028 0.802 0.716 0.757 f = sitting 0.000 1.000 0.933 0.966 g = running 0.032 0.818 0.879 0.847 h = walking ------------------------------------------------------- 0.026 0.867 0.859 0.857 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.789 0.924 0.851 a = climbing down 0.025 0.912 0.893 0.902 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.003 0.972 0.745 0.843 d = lying 0.056 0.726 0.981 0.834 e = standing 0.026 0.811 0.714 0.760 f = sitting 0.000 1.000 0.933 0.966 g = running 0.020 0.877 0.874 0.875 h = walking ------------------------------------------------------- 0.022 0.880 0.869 0.869 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.797 0.874 0.834 a = climbing down 0.010 0.957 0.776 0.857 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.003 0.972 0.732 0.835 d = lying 0.058 0.721 0.981 0.831 e = standing 0.027 0.806 0.713 0.756 f = sitting 0.000 1.000 0.933 0.966 g = running 0.058 0.728 0.952 0.825 h = walking ------------------------------------------------------- 0.024 0.869 0.848 0.848 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.562 0.608 0.585 a = climbing down 0.171 0.374 0.355 0.364 b = climbing up 0.000 1.000 0.253 0.404 c = jumping 0.021 0.874 0.987 0.927 d = lying 0.059 0.718 1.000 0.836 e = standing 0.002 0.977 0.490 0.652 f = sitting 0.044 0.783 0.988 0.874 g = running 0.112 0.223 0.197 0.210 h = walking ------------------------------------------------------- 0.074 0.629 0.623 0.605 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.946 0.099 0.179 a = climbing down 0.172 0.623 0.986 0.764 b = climbing up 0.000 1.000 0.678 0.808 c = jumping 0.098 0.598 0.996 0.747 d = lying 0.030 0.806 0.821 0.813 e = standing 0.001 0.991 0.355 0.523 f = sitting 0.008 0.953 0.988 0.970 g = running 0.005 0.948 0.574 0.715 h = walking ------------------------------------------------------- 0.057 0.819 0.743 0.710 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.783 0.670 0.722 a = climbing down 0.080 0.778 0.970 0.863 b = climbing up 0.000 1.000 0.701 0.824 c = jumping 0.094 0.610 0.996 0.756 d = lying 0.032 0.794 0.816 0.804 e = standing 0.001 0.991 0.377 0.546 f = sitting 0.007 0.955 0.988 0.971 g = running 0.007 0.939 0.655 0.771 h = walking ------------------------------------------------------- 0.037 0.839 0.800 0.788 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.944 0.287 0.441 a = climbing down 0.134 0.680 0.985 0.804 b = climbing up 0.000 1.000 0.966 0.982 c = jumping 0.099 0.597 0.996 0.746 d = lying 0.030 0.798 0.788 0.793 e = standing 0.001 0.991 0.382 0.552 f = sitting 0.001 0.993 0.988 0.991 g = running 0.008 0.932 0.653 0.768 h = walking ------------------------------------------------------- 0.048 0.834 0.774 0.755 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.881 0.561 0.685 a = climbing down 0.096 0.745 0.981 0.847 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.075 0.662 0.996 0.796 d = lying 0.032 0.805 0.874 0.838 e = standing 0.001 0.992 0.443 0.612 f = sitting 0.000 0.998 0.988 0.993 g = running 0.008 0.933 0.669 0.780 h = walking ------------------------------------------------------- 0.037 0.854 0.819 0.808 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.800 0.710 0.752 a = climbing down 0.071 0.798 0.972 0.877 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.075 0.661 0.996 0.795 d = lying 0.032 0.803 0.865 0.833 e = standing 0.001 0.993 0.449 0.619 f = sitting 0.000 0.998 0.988 0.993 g = running 0.007 0.939 0.684 0.792 h = walking ------------------------------------------------------- 0.032 0.860 0.831 0.822 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.000 1.000 0.109 0.196 a = climbing down 0.060 0.622 0.666 0.643 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.015 0.914 0.960 0.937 d = lying 0.030 0.805 0.758 0.781 e = standing 0.042 0.742 0.748 0.745 f = sitting 0.001 0.997 0.904 0.949 g = running 0.123 0.563 0.982 0.716 h = walking ------------------------------------------------------- 0.037 0.814 0.766 0.743 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.905 0.537 0.674 a = climbing down 0.073 0.646 0.895 0.750 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.015 0.914 0.960 0.937 d = lying 0.031 0.804 0.783 0.794 e = standing 0.038 0.761 0.743 0.752 f = sitting 0.001 0.997 0.904 0.949 g = running 0.042 0.756 0.812 0.783 h = walking ------------------------------------------------------- 0.028 0.836 0.821 0.820 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.870 0.628 0.730 a = climbing down 0.032 0.791 0.821 0.806 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.015 0.914 0.960 0.937 d = lying 0.032 0.803 0.788 0.795 e = standing 0.036 0.767 0.743 0.755 f = sitting 0.001 0.997 0.906 0.949 g = running 0.061 0.707 0.918 0.799 h = walking ------------------------------------------------------- 0.026 0.845 0.837 0.836 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.880 0.620 0.727 a = climbing down 0.050 0.728 0.899 0.805 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.015 0.914 0.960 0.937 d = lying 0.032 0.804 0.806 0.805 e = standing 0.033 0.783 0.741 0.762 f = sitting 0.000 0.999 0.901 0.947 g = running 0.044 0.759 0.862 0.807 h = walking ------------------------------------------------------- 0.025 0.848 0.840 0.839 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.898 0.593 0.715 a = climbing down 0.096 0.602 0.982 0.747 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.015 0.914 0.960 0.937 d = lying 0.033 0.804 0.815 0.809 e = standing 0.032 0.790 0.739 0.764 f = sitting 0.000 0.998 0.843 0.914 g = running 0.015 0.897 0.787 0.838 h = walking ------------------------------------------------------- 0.026 0.853 0.827 0.829 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.898 0.591 0.713 a = climbing down 0.099 0.598 0.989 0.745 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.015 0.914 0.960 0.937 d = lying 0.033 0.806 0.826 0.816 e = standing 0.030 0.798 0.738 0.767 f = sitting 0.000 0.998 0.843 0.914 g = running 0.012 0.910 0.778 0.839 h = walking ------------------------------------------------------- 0.026 0.856 0.828 0.830 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.000 1.000 0.169 0.289 a = climbing down 0.054 0.624 0.604 0.614 b = climbing up 0.000 0.988 0.976 0.982 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.001 0.991 0.742 0.848 e = standing 0.042 0.792 0.993 0.881 f = sitting 0.001 0.994 0.985 0.989 g = running 0.120 0.557 0.938 0.699 h = walking ------------------------------------------------------- 0.030 0.858 0.811 0.792 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.895 0.433 0.584 a = climbing down 0.052 0.673 0.722 0.696 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.001 0.992 0.797 0.884 e = standing 0.033 0.829 0.993 0.904 f = sitting 0.001 0.994 0.983 0.988 g = running 0.078 0.641 0.863 0.736 h = walking ------------------------------------------------------- 0.023 0.870 0.851 0.847 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.804 0.730 0.765 a = climbing down 0.026 0.801 0.718 0.757 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.001 0.992 0.818 0.897 e = standing 0.030 0.844 0.993 0.913 f = sitting 0.001 0.995 0.983 0.989 g = running 0.049 0.742 0.880 0.805 h = walking ------------------------------------------------------- 0.017 0.894 0.888 0.888 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.039 0.735 0.895 0.807 a = climbing down 0.018 0.853 0.709 0.775 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.001 0.992 0.868 0.926 e = standing 0.022 0.882 0.993 0.934 f = sitting 0.001 0.995 0.983 0.989 g = running 0.030 0.817 0.824 0.821 h = walking ------------------------------------------------------- 0.014 0.909 0.904 0.904 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.039 0.733 0.903 0.809 a = climbing down 0.016 0.865 0.685 0.765 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.001 0.992 0.877 0.931 e = standing 0.020 0.889 0.993 0.938 f = sitting 0.006 0.975 0.996 0.986 g = running 0.028 0.826 0.816 0.821 h = walking ------------------------------------------------------- 0.014 0.909 0.904 0.903 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.816 0.846 0.831 a = climbing down 0.011 0.899 0.633 0.743 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.001 0.993 0.883 0.935 e = standing 0.019 0.894 0.993 0.941 f = sitting 0.005 0.976 0.996 0.986 g = running 0.052 0.736 0.900 0.810 h = walking ------------------------------------------------------- 0.015 0.910 0.904 0.902 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.761 0.282 0.411 a = climbing down 0.112 0.493 0.846 0.623 b = climbing up 0.000 0.962 0.269 0.420 c = jumping 0.001 0.995 0.672 0.802 d = lying 0.112 0.252 0.189 0.216 e = standing 0.175 0.342 0.568 0.427 f = sitting 0.042 0.822 0.992 0.899 g = running 0.012 0.911 0.639 0.751 h = walking ------------------------------------------------------- 0.065 0.662 0.603 0.599 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.613 0.639 0.626 a = climbing down 0.027 0.700 0.486 0.574 b = climbing up 0.000 0.967 0.312 0.472 c = jumping 0.003 0.978 0.854 0.912 d = lying 0.098 0.478 0.450 0.464 e = standing 0.121 0.378 0.458 0.414 f = sitting 0.037 0.840 0.992 0.910 g = running 0.048 0.774 0.862 0.816 h = walking ------------------------------------------------------- 0.053 0.695 0.684 0.680 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.713 0.577 0.638 a = climbing down 0.048 0.663 0.727 0.694 b = climbing up 0.000 0.970 0.344 0.508 c = jumping 0.002 0.984 0.851 0.913 d = lying 0.138 0.586 0.981 0.734 e = standing 0.017 0.689 0.232 0.347 f = sitting 0.034 0.849 0.992 0.915 g = running 0.021 0.886 0.844 0.865 h = walking ------------------------------------------------------- 0.042 0.781 0.761 0.741 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.800 0.538 0.643 a = climbing down 0.057 0.648 0.819 0.723 b = climbing up 0.000 0.971 0.355 0.520 c = jumping 0.002 0.984 0.854 0.915 d = lying 0.142 0.581 0.984 0.731 e = standing 0.016 0.679 0.209 0.320 f = sitting 0.034 0.853 0.992 0.917 g = running 0.015 0.913 0.826 0.867 h = walking ------------------------------------------------------- 0.042 0.788 0.764 0.742 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.814 0.544 0.652 a = climbing down 0.055 0.661 0.826 0.734 b = climbing up 0.000 0.972 0.376 0.543 c = jumping 0.002 0.986 0.856 0.916 d = lying 0.118 0.592 0.852 0.698 e = standing 0.042 0.573 0.352 0.436 f = sitting 0.033 0.855 0.992 0.919 g = running 0.016 0.911 0.834 0.871 h = walking ------------------------------------------------------- 0.041 0.778 0.765 0.756 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.843 0.597 0.699 a = climbing down 0.051 0.678 0.837 0.749 b = climbing up 0.000 0.975 0.419 0.586 c = jumping 0.002 0.986 0.856 0.916 d = lying 0.118 0.595 0.863 0.704 e = standing 0.040 0.585 0.352 0.439 f = sitting 0.032 0.860 0.992 0.921 g = running 0.014 0.917 0.833 0.873 h = walking ------------------------------------------------------- 0.040 0.787 0.773 0.765 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.890 0.398 0.550 a = climbing down 0.132 0.481 0.945 0.638 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.002 0.983 0.605 0.749 d = lying 0.132 0.291 0.271 0.281 e = standing 0.152 0.370 0.558 0.445 f = sitting 0.031 0.860 0.979 0.916 g = running 0.004 0.964 0.526 0.681 h = walking ------------------------------------------------------- 0.065 0.695 0.607 0.611 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.950 0.503 0.658 a = climbing down 0.070 0.636 0.945 0.760 b = climbing up 0.000 1.000 0.444 0.615 c = jumping 0.001 0.989 0.597 0.744 d = lying 0.065 0.558 0.411 0.473 e = standing 0.152 0.459 0.806 0.585 f = sitting 0.022 0.898 0.979 0.937 g = running 0.008 0.953 0.838 0.892 h = walking ------------------------------------------------------- 0.045 0.780 0.725 0.724 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.947 0.526 0.677 a = climbing down 0.083 0.598 0.961 0.737 b = climbing up 0.000 1.000 0.522 0.686 c = jumping 0.001 0.989 0.624 0.765 d = lying 0.063 0.550 0.383 0.451 e = standing 0.155 0.454 0.806 0.581 f = sitting 0.019 0.912 0.979 0.944 g = running 0.003 0.981 0.769 0.862 h = walking ------------------------------------------------------- 0.045 0.780 0.718 0.720 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.869 0.872 0.870 a = climbing down 0.042 0.740 0.933 0.825 b = climbing up 0.000 1.000 0.578 0.732 c = jumping 0.008 0.957 0.953 0.955 d = lying 0.027 0.726 0.364 0.485 e = standing 0.130 0.496 0.798 0.612 f = sitting 0.017 0.917 0.979 0.947 g = running 0.003 0.980 0.789 0.874 h = walking ------------------------------------------------------- 0.033 0.821 0.793 0.788 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.871 0.908 0.889 a = climbing down 0.053 0.695 0.936 0.797 b = climbing up 0.000 1.000 0.578 0.732 c = jumping 0.008 0.957 0.953 0.955 d = lying 0.026 0.730 0.345 0.468 e = standing 0.133 0.493 0.810 0.613 f = sitting 0.017 0.919 0.979 0.948 g = running 0.001 0.991 0.720 0.834 h = walking ------------------------------------------------------- 0.034 0.818 0.784 0.777 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.945 0.849 0.894 a = climbing down 0.033 0.789 0.956 0.865 b = climbing up 0.000 1.000 0.578 0.732 c = jumping 0.008 0.957 0.953 0.955 d = lying 0.022 0.750 0.331 0.459 e = standing 0.136 0.494 0.830 0.620 f = sitting 0.017 0.919 0.979 0.948 g = running 0.003 0.980 0.877 0.926 h = walking ------------------------------------------------------- 0.031 0.837 0.807 0.800 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.783 0.400 0.530 a = climbing down 0.040 0.568 0.307 0.399 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.026 0.800 0.577 0.671 d = lying 0.064 0.549 0.539 0.544 e = standing 0.089 0.611 0.795 0.691 f = sitting 0.005 0.971 0.950 0.960 g = running 0.171 0.453 0.857 0.593 h = walking ------------------------------------------------------- 0.058 0.685 0.649 0.641 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.831 0.633 0.719 a = climbing down 0.206 0.442 0.956 0.604 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.024 0.812 0.567 0.668 d = lying 0.065 0.544 0.539 0.542 e = standing 0.089 0.615 0.808 0.698 f = sitting 0.005 0.970 0.967 0.968 g = running 0.001 0.571 0.007 0.014 h = walking ------------------------------------------------------- 0.058 0.691 0.652 0.612 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.039 0.715 0.778 0.745 a = climbing down 0.169 0.481 0.923 0.633 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.024 0.813 0.570 0.671 d = lying 0.065 0.544 0.539 0.542 e = standing 0.089 0.616 0.808 0.699 f = sitting 0.005 0.972 0.973 0.973 g = running 0.000 1.000 0.002 0.004 h = walking ------------------------------------------------------- 0.055 0.745 0.664 0.619 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.048 0.676 0.796 0.731 a = climbing down 0.078 0.619 0.749 0.678 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.019 0.847 0.569 0.681 d = lying 0.065 0.544 0.539 0.542 e = standing 0.089 0.624 0.837 0.715 f = sitting 0.005 0.972 0.973 0.973 g = running 0.028 0.738 0.484 0.585 h = walking ------------------------------------------------------- 0.046 0.730 0.713 0.710 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.039 0.706 0.744 0.725 a = climbing down 0.073 0.599 0.642 0.620 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.018 0.852 0.574 0.686 d = lying 0.065 0.546 0.541 0.544 e = standing 0.088 0.627 0.841 0.718 f = sitting 0.004 0.975 0.975 0.975 g = running 0.050 0.663 0.595 0.627 h = walking ------------------------------------------------------- 0.047 0.722 0.710 0.709 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.031 0.745 0.729 0.737 a = climbing down 0.081 0.591 0.686 0.635 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.018 0.853 0.579 0.690 d = lying 0.065 0.546 0.541 0.544 e = standing 0.087 0.629 0.841 0.720 f = sitting 0.003 0.982 0.975 0.978 g = running 0.043 0.699 0.611 0.652 h = walking ------------------------------------------------------- 0.046 0.732 0.717 0.717 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.595 0.214 0.314 a = climbing down 0.040 0.360 0.133 0.195 b = climbing up 0.000 1.000 0.738 0.849 c = jumping 0.002 0.974 0.442 0.608 d = lying 0.089 0.535 0.714 0.612 e = standing 0.051 0.774 0.990 0.868 f = sitting 0.009 0.950 0.950 0.950 g = running 0.211 0.417 0.914 0.573 h = walking ------------------------------------------------------- 0.058 0.675 0.638 0.607 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.052 0.490 0.395 0.438 a = climbing down 0.049 0.429 0.216 0.287 b = climbing up 0.000 1.000 0.725 0.841 c = jumping 0.005 0.964 0.672 0.792 d = lying 0.054 0.656 0.729 0.691 e = standing 0.042 0.804 0.980 0.883 f = sitting 0.009 0.951 0.940 0.946 g = running 0.148 0.477 0.818 0.603 h = walking ------------------------------------------------------- 0.049 0.701 0.691 0.678 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.067 0.528 0.593 0.559 a = climbing down 0.150 0.402 0.593 0.479 b = climbing up 0.000 1.000 0.725 0.841 c = jumping 0.005 0.964 0.677 0.795 d = lying 0.053 0.661 0.729 0.693 e = standing 0.042 0.803 0.980 0.883 f = sitting 0.009 0.952 0.952 0.952 g = running 0.034 0.545 0.248 0.341 h = walking ------------------------------------------------------- 0.049 0.711 0.689 0.684 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.040 0.611 0.500 0.550 a = climbing down 0.091 0.485 0.502 0.493 b = climbing up 0.000 1.000 0.700 0.824 c = jumping 0.004 0.967 0.678 0.797 d = lying 0.053 0.662 0.727 0.693 e = standing 0.042 0.804 0.983 0.884 f = sitting 0.009 0.950 0.988 0.969 g = running 0.066 0.638 0.707 0.671 h = walking ------------------------------------------------------- 0.042 0.746 0.736 0.734 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.054 0.585 0.602 0.594 a = climbing down 0.138 0.472 0.726 0.572 b = climbing up 0.000 1.000 0.700 0.824 c = jumping 0.005 0.965 0.698 0.810 d = lying 0.050 0.675 0.724 0.699 e = standing 0.042 0.805 0.983 0.885 f = sitting 0.009 0.952 0.985 0.968 g = running 0.010 0.853 0.365 0.511 h = walking ------------------------------------------------------- 0.042 0.773 0.734 0.731 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.045 0.631 0.602 0.616 a = climbing down 0.083 0.519 0.525 0.522 b = climbing up 0.000 1.000 0.725 0.841 c = jumping 0.004 0.972 0.705 0.817 d = lying 0.049 0.679 0.727 0.702 e = standing 0.042 0.806 0.986 0.887 f = sitting 0.008 0.955 0.985 0.970 g = running 0.056 0.674 0.694 0.684 h = walking ------------------------------------------------------- 0.039 0.762 0.754 0.753 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.742 0.747 0.744 a = climbing down 0.134 0.472 0.794 0.592 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.010 0.946 0.957 0.951 d = lying 0.026 0.838 0.893 0.865 e = standing 0.019 0.876 0.812 0.843 f = sitting 0.006 0.966 0.998 0.982 g = running 0.011 0.847 0.321 0.465 h = walking ------------------------------------------------------- 0.032 0.825 0.792 0.784 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.899 0.731 0.806 a = climbing down 0.047 0.735 0.868 0.796 b = climbing up 0.001 0.966 1.000 0.983 c = jumping 0.010 0.946 0.957 0.951 d = lying 0.026 0.839 0.903 0.870 e = standing 0.018 0.886 0.814 0.849 f = sitting 0.003 0.982 0.995 0.988 g = running 0.030 0.829 0.802 0.815 h = walking ------------------------------------------------------- 0.020 0.878 0.875 0.874 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.965 0.618 0.753 a = climbing down 0.091 0.611 0.951 0.744 b = climbing up 0.001 0.944 1.000 0.971 c = jumping 0.010 0.947 0.957 0.952 d = lying 0.028 0.833 0.918 0.873 e = standing 0.014 0.905 0.811 0.855 f = sitting 0.003 0.983 0.992 0.987 g = running 0.020 0.857 0.666 0.750 h = walking ------------------------------------------------------- 0.023 0.876 0.853 0.852 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.971 0.604 0.745 a = climbing down 0.089 0.617 0.953 0.749 b = climbing up 0.001 0.966 1.000 0.983 c = jumping 0.010 0.947 0.957 0.952 d = lying 0.028 0.833 0.918 0.873 e = standing 0.014 0.905 0.811 0.855 f = sitting 0.003 0.983 0.995 0.989 g = running 0.020 0.860 0.688 0.764 h = walking ------------------------------------------------------- 0.023 0.878 0.855 0.855 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.544 0.702 a = climbing down 0.105 0.581 0.961 0.724 b = climbing up 0.001 0.966 1.000 0.983 c = jumping 0.009 0.949 0.957 0.953 d = lying 0.028 0.833 0.918 0.873 e = standing 0.015 0.903 0.811 0.854 f = sitting 0.003 0.983 0.995 0.989 g = running 0.019 0.865 0.658 0.747 h = walking ------------------------------------------------------- 0.024 0.876 0.845 0.844 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.536 0.695 a = climbing down 0.105 0.580 0.959 0.723 b = climbing up 0.002 0.914 1.000 0.955 c = jumping 0.008 0.953 0.955 0.954 d = lying 0.028 0.832 0.930 0.878 e = standing 0.013 0.911 0.811 0.858 f = sitting 0.003 0.983 0.983 0.983 g = running 0.019 0.863 0.664 0.751 h = walking ------------------------------------------------------- 0.024 0.876 0.844 0.843 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.764 0.955 0.849 a = climbing down 0.115 0.482 0.712 0.575 b = climbing up 0.000 0.983 0.711 0.825 c = jumping 0.007 0.961 1.000 0.980 d = lying 0.031 0.823 0.955 0.884 e = standing 0.005 0.961 0.780 0.861 f = sitting 0.010 0.949 0.998 0.973 g = running 0.006 0.912 0.360 0.517 h = walking ------------------------------------------------------- 0.028 0.849 0.815 0.807 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.900 0.862 0.880 a = climbing down 0.054 0.689 0.799 0.740 b = climbing up 0.000 0.983 0.687 0.809 c = jumping 0.005 0.971 1.000 0.985 d = lying 0.027 0.829 0.861 0.845 e = standing 0.021 0.867 0.809 0.837 f = sitting 0.010 0.949 0.998 0.973 g = running 0.023 0.859 0.761 0.807 h = walking ------------------------------------------------------- 0.021 0.872 0.868 0.868 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.866 0.893 0.879 a = climbing down 0.037 0.739 0.700 0.719 b = climbing up 0.000 0.983 0.687 0.809 c = jumping 0.005 0.971 1.000 0.985 d = lying 0.027 0.824 0.832 0.828 e = standing 0.025 0.843 0.809 0.825 f = sitting 0.010 0.949 0.998 0.973 g = running 0.029 0.841 0.850 0.846 h = walking ------------------------------------------------------- 0.021 0.868 0.869 0.867 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.863 0.931 0.896 a = climbing down 0.063 0.658 0.799 0.722 b = climbing up 0.000 0.983 0.687 0.809 c = jumping 0.005 0.971 1.000 0.985 d = lying 0.027 0.832 0.881 0.856 e = standing 0.018 0.884 0.809 0.844 f = sitting 0.010 0.949 0.998 0.973 g = running 0.012 0.914 0.684 0.783 h = walking ------------------------------------------------------- 0.021 0.875 0.867 0.866 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.863 0.929 0.895 a = climbing down 0.059 0.669 0.795 0.727 b = climbing up 0.000 0.983 0.687 0.809 c = jumping 0.005 0.971 1.000 0.985 d = lying 0.027 0.832 0.883 0.857 e = standing 0.018 0.885 0.809 0.845 f = sitting 0.010 0.949 0.998 0.973 g = running 0.013 0.910 0.703 0.793 h = walking ------------------------------------------------------- 0.020 0.876 0.869 0.869 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.865 0.933 0.898 a = climbing down 0.031 0.777 0.721 0.748 b = climbing up 0.000 0.982 0.675 0.800 c = jumping 0.005 0.971 1.000 0.985 d = lying 0.027 0.832 0.883 0.857 e = standing 0.018 0.885 0.809 0.845 f = sitting 0.010 0.947 0.998 0.972 g = running 0.025 0.861 0.855 0.858 h = walking ------------------------------------------------------- 0.018 0.883 0.883 0.882 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.701 0.654 0.677 a = climbing down 0.064 0.617 0.570 0.593 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.984 0.722 0.833 d = lying 0.018 0.782 0.555 0.649 e = standing 0.104 0.643 0.907 0.752 f = sitting 0.001 0.997 0.995 0.996 g = running 0.088 0.518 0.589 0.552 h = walking ------------------------------------------------------- 0.046 0.756 0.736 0.737 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.791 0.587 0.674 a = climbing down 0.058 0.636 0.562 0.597 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.984 0.722 0.833 d = lying 0.019 0.769 0.548 0.640 e = standing 0.104 0.641 0.904 0.750 f = sitting 0.001 0.997 0.995 0.996 g = running 0.101 0.523 0.695 0.597 h = walking ------------------------------------------------------- 0.045 0.768 0.741 0.742 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.852 0.575 0.687 a = climbing down 0.067 0.609 0.577 0.593 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.984 0.732 0.840 d = lying 0.020 0.765 0.550 0.640 e = standing 0.102 0.645 0.901 0.752 f = sitting 0.000 0.998 0.995 0.997 g = running 0.101 0.518 0.679 0.588 h = walking ------------------------------------------------------- 0.045 0.770 0.741 0.743 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.874 0.544 0.671 a = climbing down 0.085 0.585 0.659 0.620 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.980 0.732 0.838 d = lying 0.043 0.658 0.700 0.678 e = standing 0.074 0.697 0.824 0.755 f = sitting 0.000 1.000 0.993 0.997 g = running 0.082 0.555 0.641 0.594 h = walking ------------------------------------------------------- 0.043 0.771 0.747 0.750 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.876 0.542 0.670 a = climbing down 0.101 0.554 0.690 0.615 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.980 0.732 0.838 d = lying 0.042 0.658 0.690 0.674 e = standing 0.075 0.695 0.826 0.755 f = sitting 0.000 1.000 0.993 0.997 g = running 0.070 0.571 0.586 0.578 h = walking ------------------------------------------------------- 0.044 0.768 0.744 0.747 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.855 0.578 0.689 a = climbing down 0.095 0.572 0.703 0.631 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.980 0.732 0.838 d = lying 0.042 0.660 0.683 0.671 e = standing 0.077 0.690 0.826 0.752 f = sitting 0.000 1.000 0.993 0.997 g = running 0.065 0.593 0.593 0.593 h = walking ------------------------------------------------------- 0.043 0.771 0.750 0.753 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.055 0.644 0.855 0.735 a = climbing down 0.059 0.597 0.479 0.531 b = climbing up 0.001 0.978 0.947 0.963 c = jumping 0.000 1.000 0.907 0.951 d = lying 0.016 0.836 0.693 0.758 e = standing 0.056 0.771 0.916 0.837 f = sitting 0.006 0.966 0.997 0.981 g = running 0.063 0.580 0.547 0.563 h = walking ------------------------------------------------------- 0.036 0.780 0.779 0.775 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.076 0.580 0.894 0.703 a = climbing down 0.054 0.592 0.431 0.499 b = climbing up 0.001 0.978 0.947 0.963 c = jumping 0.000 1.000 0.907 0.951 d = lying 0.016 0.836 0.681 0.751 e = standing 0.058 0.766 0.917 0.835 f = sitting 0.004 0.977 0.997 0.987 g = running 0.060 0.574 0.503 0.536 h = walking ------------------------------------------------------- 0.037 0.773 0.769 0.763 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.070 0.600 0.896 0.719 a = climbing down 0.065 0.591 0.520 0.553 b = climbing up 0.001 0.978 0.947 0.963 c = jumping 0.000 1.000 0.910 0.953 d = lying 0.017 0.826 0.676 0.743 e = standing 0.058 0.765 0.911 0.832 f = sitting 0.004 0.977 0.997 0.987 g = running 0.045 0.622 0.462 0.531 h = walking ------------------------------------------------------- 0.036 0.780 0.776 0.771 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.060 0.612 0.814 0.699 a = climbing down 0.068 0.599 0.559 0.578 b = climbing up 0.001 0.978 0.947 0.963 c = jumping 0.000 1.000 0.910 0.953 d = lying 0.015 0.841 0.681 0.753 e = standing 0.057 0.769 0.920 0.838 f = sitting 0.004 0.977 0.997 0.987 g = running 0.048 0.630 0.508 0.562 h = walking ------------------------------------------------------- 0.035 0.786 0.782 0.779 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.045 0.660 0.752 0.703 a = climbing down 0.072 0.598 0.590 0.594 b = climbing up 0.001 0.978 0.947 0.963 c = jumping 0.000 1.000 0.902 0.948 d = lying 0.016 0.837 0.671 0.745 e = standing 0.060 0.760 0.919 0.832 f = sitting 0.004 0.977 0.997 0.987 g = running 0.056 0.605 0.539 0.570 h = walking ------------------------------------------------------- 0.036 0.786 0.782 0.781 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.712 0.761 0.736 a = climbing down 0.068 0.616 0.595 0.606 b = climbing up 0.001 0.968 0.947 0.957 c = jumping 0.000 1.000 0.903 0.949 d = lying 0.014 0.856 0.679 0.757 e = standing 0.059 0.766 0.929 0.840 f = sitting 0.004 0.979 0.995 0.987 g = running 0.060 0.614 0.596 0.605 h = walking ------------------------------------------------------- 0.035 0.798 0.794 0.793 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.198 0.226 0.864 0.358 a = climbing down 0.034 0.743 0.584 0.654 b = climbing up 0.004 0.853 0.953 0.900 c = jumping 0.000 0.998 0.880 0.935 d = lying 0.098 0.623 0.918 0.742 e = standing 0.029 0.747 0.488 0.590 f = sitting 0.003 0.984 0.975 0.980 g = running 0.017 0.222 0.025 0.045 h = walking ------------------------------------------------------- 0.040 0.684 0.656 0.635 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.699 0.864 0.773 a = climbing down 0.013 0.909 0.782 0.841 b = climbing up 0.004 0.853 0.953 0.900 c = jumping 0.000 0.998 0.880 0.935 d = lying 0.097 0.623 0.918 0.743 e = standing 0.030 0.745 0.488 0.590 f = sitting 0.003 0.984 0.975 0.980 g = running 0.015 0.925 0.949 0.937 h = walking ------------------------------------------------------- 0.026 0.855 0.838 0.837 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.766 0.864 0.812 a = climbing down 0.011 0.926 0.784 0.849 b = climbing up 0.003 0.862 0.953 0.905 c = jumping 0.000 0.998 0.880 0.935 d = lying 0.098 0.621 0.920 0.741 e = standing 0.029 0.747 0.483 0.586 f = sitting 0.003 0.984 0.977 0.980 g = running 0.021 0.903 0.973 0.937 h = walking ------------------------------------------------------- 0.026 0.858 0.843 0.840 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.838 0.810 0.824 a = climbing down 0.019 0.887 0.870 0.878 b = climbing up 0.004 0.844 0.953 0.895 c = jumping 0.000 0.998 0.880 0.935 d = lying 0.098 0.621 0.920 0.741 e = standing 0.029 0.747 0.483 0.586 f = sitting 0.002 0.986 0.973 0.979 g = running 0.011 0.945 0.967 0.956 h = walking ------------------------------------------------------- 0.025 0.864 0.850 0.848 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.821 0.777 0.798 a = climbing down 0.021 0.875 0.864 0.870 b = climbing up 0.005 0.802 0.953 0.871 c = jumping 0.000 0.998 0.880 0.935 d = lying 0.100 0.618 0.922 0.740 e = standing 0.029 0.746 0.476 0.581 f = sitting 0.002 0.986 0.965 0.975 g = running 0.012 0.944 0.967 0.955 h = walking ------------------------------------------------------- 0.025 0.859 0.845 0.842 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.944 0.417 0.579 a = climbing down 0.051 0.757 0.941 0.839 b = climbing up 0.006 0.794 0.953 0.866 c = jumping 0.000 0.998 0.878 0.934 d = lying 0.107 0.603 0.930 0.732 e = standing 0.028 0.733 0.431 0.543 f = sitting 0.002 0.985 0.963 0.974 g = running 0.007 0.962 0.955 0.958 h = walking ------------------------------------------------------- 0.030 0.849 0.826 0.817 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.211 0.210 0.838 0.335 a = climbing down 0.042 0.638 0.438 0.519 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.063 0.724 0.953 0.823 e = standing 0.010 0.921 0.643 0.757 f = sitting 0.008 0.954 1.000 0.976 g = running 0.022 0.027 0.003 0.006 h = walking ------------------------------------------------------- 0.035 0.676 0.678 0.655 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.055 0.458 0.700 0.554 a = climbing down 0.031 0.752 0.562 0.643 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.005 0.974 0.992 0.983 d = lying 0.066 0.717 0.953 0.818 e = standing 0.010 0.916 0.603 0.728 f = sitting 0.007 0.961 1.000 0.980 g = running 0.020 0.899 0.887 0.893 h = walking ------------------------------------------------------- 0.024 0.849 0.830 0.828 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.054 0.462 0.692 0.554 a = climbing down 0.038 0.726 0.602 0.658 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.001 0.993 0.992 0.993 d = lying 0.019 0.884 0.818 0.850 e = standing 0.033 0.825 0.888 0.855 f = sitting 0.007 0.961 1.000 0.980 g = running 0.014 0.926 0.861 0.892 h = walking ------------------------------------------------------- 0.020 0.864 0.854 0.856 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.054 0.464 0.696 0.557 a = climbing down 0.036 0.739 0.602 0.663 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.001 0.993 0.992 0.993 d = lying 0.019 0.883 0.807 0.843 e = standing 0.035 0.817 0.888 0.851 f = sitting 0.008 0.957 1.000 0.978 g = running 0.013 0.932 0.877 0.903 h = walking ------------------------------------------------------- 0.020 0.865 0.855 0.857 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.057 0.469 0.754 0.578 a = climbing down 0.040 0.712 0.587 0.644 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.001 0.993 0.992 0.993 d = lying 0.018 0.887 0.816 0.850 e = standing 0.034 0.825 0.891 0.857 f = sitting 0.008 0.957 1.000 0.978 g = running 0.010 0.944 0.841 0.889 h = walking ------------------------------------------------------- 0.020 0.865 0.852 0.855 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.056 0.477 0.762 0.587 a = climbing down 0.036 0.739 0.598 0.661 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.001 0.993 0.992 0.993 d = lying 0.016 0.895 0.795 0.842 e = standing 0.037 0.811 0.902 0.854 f = sitting 0.007 0.959 1.000 0.979 g = running 0.009 0.950 0.863 0.904 h = walking ------------------------------------------------------- 0.020 0.870 0.857 0.859 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.627 0.417 0.501 a = climbing down 0.233 0.170 0.291 0.215 b = climbing up 0.031 0.351 0.861 0.498 c = jumping 0.001 0.997 0.949 0.972 d = lying 0.031 0.786 0.680 0.729 e = standing 0.057 0.701 0.837 0.763 f = sitting 0.001 0.993 0.675 0.804 g = running 0.101 0.149 0.105 0.123 h = walking ------------------------------------------------------- 0.063 0.638 0.581 0.596 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.929 0.376 0.536 a = climbing down 0.196 0.445 0.962 0.609 b = climbing up 0.010 0.639 0.873 0.738 c = jumping 0.001 0.997 0.949 0.972 d = lying 0.031 0.789 0.697 0.740 e = standing 0.054 0.712 0.837 0.770 f = sitting 0.001 0.994 0.789 0.880 g = running 0.012 0.840 0.392 0.534 h = walking ------------------------------------------------------- 0.042 0.814 0.734 0.733 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.959 0.388 0.553 a = climbing down 0.194 0.450 0.967 0.614 b = climbing up 0.010 0.661 0.987 0.792 c = jumping 0.001 0.997 0.949 0.972 d = lying 0.031 0.789 0.698 0.741 e = standing 0.053 0.713 0.837 0.770 f = sitting 0.000 1.000 0.794 0.885 g = running 0.011 0.853 0.393 0.538 h = walking ------------------------------------------------------- 0.041 0.821 0.739 0.739 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.959 0.386 0.550 a = climbing down 0.188 0.457 0.966 0.620 b = climbing up 0.008 0.703 0.987 0.821 c = jumping 0.001 0.997 0.949 0.972 d = lying 0.031 0.789 0.698 0.741 e = standing 0.053 0.713 0.837 0.770 f = sitting 0.000 1.000 0.798 0.888 g = running 0.011 0.869 0.437 0.582 h = walking ------------------------------------------------------- 0.040 0.825 0.746 0.746 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.964 0.383 0.549 a = climbing down 0.172 0.479 0.960 0.639 b = climbing up 0.008 0.703 0.987 0.821 c = jumping 0.001 0.997 0.949 0.972 d = lying 0.031 0.789 0.698 0.741 e = standing 0.053 0.713 0.837 0.770 f = sitting 0.000 1.000 0.798 0.888 g = running 0.012 0.881 0.539 0.669 h = walking ------------------------------------------------------- 0.038 0.830 0.759 0.761 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.969 0.374 0.540 a = climbing down 0.158 0.500 0.964 0.658 b = climbing up 0.008 0.712 1.000 0.832 c = jumping 0.001 0.997 0.949 0.972 d = lying 0.031 0.795 0.729 0.760 e = standing 0.048 0.733 0.835 0.781 f = sitting 0.000 1.000 0.798 0.888 g = running 0.013 0.886 0.617 0.727 h = walking ------------------------------------------------------- 0.036 0.838 0.774 0.776 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.752 0.853 0.799 a = climbing down 0.170 0.322 0.492 0.389 b = climbing up 0.010 0.642 0.933 0.761 c = jumping 0.005 0.973 0.916 0.943 d = lying 0.001 0.996 0.897 0.944 e = standing 0.031 0.835 0.975 0.900 f = sitting 0.002 0.986 0.861 0.919 g = running 0.053 0.331 0.156 0.212 h = walking ------------------------------------------------------- 0.040 0.747 0.737 0.732 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.928 0.653 0.767 a = climbing down 0.219 0.413 0.943 0.575 b = climbing up 0.028 0.403 1.000 0.575 c = jumping 0.005 0.973 0.916 0.943 d = lying 0.001 0.996 0.909 0.951 e = standing 0.029 0.844 0.975 0.905 f = sitting 0.002 0.984 0.767 0.862 g = running 0.002 0.111 0.002 0.003 h = walking ------------------------------------------------------- 0.037 0.742 0.746 0.714 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.928 0.684 0.788 a = climbing down 0.217 0.418 0.948 0.580 b = climbing up 0.009 0.670 1.000 0.802 c = jumping 0.005 0.973 0.916 0.943 d = lying 0.001 0.996 0.928 0.961 e = standing 0.026 0.858 0.975 0.913 f = sitting 0.001 0.993 0.880 0.933 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.036 0.735 0.771 0.735 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.937 0.605 0.735 a = climbing down 0.226 0.411 0.962 0.576 b = climbing up 0.009 0.682 1.000 0.811 c = jumping 0.005 0.973 0.916 0.943 d = lying 0.001 0.996 0.933 0.964 e = standing 0.025 0.862 0.975 0.915 f = sitting 0.001 0.991 0.882 0.933 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.037 0.736 0.766 0.730 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.944 0.564 0.706 a = climbing down 0.231 0.407 0.965 0.572 b = climbing up 0.007 0.735 1.000 0.847 c = jumping 0.005 0.973 0.916 0.943 d = lying 0.001 0.996 0.938 0.967 e = standing 0.024 0.866 0.975 0.918 f = sitting 0.001 0.992 0.895 0.941 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.037 0.737 0.765 0.729 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.944 0.528 0.677 a = climbing down 0.235 0.403 0.967 0.569 b = climbing up 0.004 0.806 1.000 0.893 c = jumping 0.005 0.973 0.916 0.943 d = lying 0.001 0.996 0.940 0.967 e = standing 0.024 0.868 0.975 0.918 f = sitting 0.001 0.993 0.909 0.949 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.038 0.739 0.764 0.728 Weighted Avg. >> forearmshin >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.875 0.641 0.740 a = climbing down 0.082 0.586 0.764 0.663 b = climbing up 0.001 0.968 0.813 0.884 c = jumping 0.001 0.250 0.002 0.003 d = lying 0.058 0.581 0.411 0.481 e = standing 0.279 0.238 0.611 0.342 f = sitting 0.006 0.965 0.995 0.980 g = running 0.046 0.719 0.671 0.694 h = walking ------------------------------------------------------- 0.064 0.608 0.580 0.559 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.836 0.803 0.819 a = climbing down 0.021 0.853 0.791 0.821 b = climbing up 0.000 0.984 0.813 0.891 c = jumping 0.001 0.333 0.002 0.003 d = lying 0.059 0.579 0.415 0.483 e = standing 0.278 0.237 0.605 0.340 f = sitting 0.005 0.970 0.998 0.984 g = running 0.037 0.805 0.878 0.840 h = walking ------------------------------------------------------- 0.056 0.664 0.634 0.612 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.823 0.801 0.812 a = climbing down 0.022 0.848 0.793 0.819 b = climbing up 0.000 0.984 0.813 0.891 c = jumping 0.001 0.333 0.002 0.003 d = lying 0.058 0.586 0.415 0.486 e = standing 0.278 0.240 0.617 0.346 f = sitting 0.005 0.970 0.998 0.984 g = running 0.035 0.810 0.870 0.839 h = walking ------------------------------------------------------- 0.056 0.664 0.634 0.612 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.836 0.803 0.819 a = climbing down 0.021 0.851 0.802 0.826 b = climbing up 0.000 0.984 0.813 0.891 c = jumping 0.001 0.333 0.002 0.003 d = lying 0.060 0.580 0.421 0.488 e = standing 0.276 0.239 0.607 0.342 f = sitting 0.005 0.970 0.998 0.984 g = running 0.034 0.817 0.880 0.847 h = walking ------------------------------------------------------- 0.056 0.666 0.637 0.614 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.848 0.799 0.823 a = climbing down 0.022 0.849 0.807 0.828 b = climbing up 0.000 0.984 0.800 0.882 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.058 0.587 0.420 0.489 e = standing 0.276 0.244 0.625 0.351 f = sitting 0.005 0.969 0.998 0.983 g = running 0.034 0.821 0.890 0.854 h = walking ------------------------------------------------------- 0.055 0.768 0.640 0.617 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.847 0.803 0.824 a = climbing down 0.022 0.847 0.806 0.826 b = climbing up 0.000 0.984 0.800 0.882 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.057 0.598 0.433 0.502 e = standing 0.274 0.247 0.629 0.354 f = sitting 0.005 0.969 0.998 0.983 g = running 0.033 0.822 0.886 0.853 h = walking ------------------------------------------------------- 0.055 0.770 0.643 0.619 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.931 0.790 0.855 a = climbing down 0.060 0.653 0.734 0.691 b = climbing up 0.003 0.803 0.681 0.737 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.049 0.755 0.776 0.765 e = standing 0.211 0.310 0.668 0.423 f = sitting 0.007 0.959 0.962 0.961 g = running 0.050 0.722 0.741 0.731 h = walking ------------------------------------------------------- 0.052 0.621 0.664 0.633 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.930 0.827 0.875 a = climbing down 0.125 0.528 0.914 0.669 b = climbing up 0.000 1.000 0.556 0.714 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.050 0.754 0.786 0.770 e = standing 0.209 0.310 0.662 0.422 f = sitting 0.009 0.947 0.985 0.966 g = running 0.013 0.831 0.373 0.515 h = walking ------------------------------------------------------- 0.055 0.622 0.640 0.601 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.836 0.923 0.877 a = climbing down 0.005 0.930 0.470 0.624 b = climbing up 0.000 1.000 0.556 0.714 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.050 0.754 0.782 0.768 e = standing 0.210 0.310 0.664 0.422 f = sitting 0.010 0.946 0.985 0.965 g = running 0.071 0.700 0.961 0.810 h = walking ------------------------------------------------------- 0.050 0.644 0.679 0.639 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.892 0.967 0.928 a = climbing down 0.020 0.865 0.852 0.858 b = climbing up 0.000 1.000 0.556 0.714 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.049 0.755 0.774 0.764 e = standing 0.211 0.310 0.668 0.423 f = sitting 0.009 0.947 0.983 0.965 g = running 0.020 0.883 0.850 0.866 h = walking ------------------------------------------------------- 0.043 0.670 0.717 0.684 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.947 0.927 0.937 a = climbing down 0.012 0.911 0.822 0.864 b = climbing up 0.000 1.000 0.569 0.726 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.050 0.754 0.774 0.764 e = standing 0.211 0.309 0.666 0.422 f = sitting 0.009 0.949 0.983 0.966 g = running 0.032 0.838 0.939 0.886 h = walking ------------------------------------------------------- 0.043 0.676 0.722 0.689 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.951 0.927 0.939 a = climbing down 0.012 0.915 0.826 0.868 b = climbing up 0.000 1.000 0.556 0.714 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.050 0.752 0.771 0.761 e = standing 0.212 0.308 0.664 0.421 f = sitting 0.009 0.947 0.983 0.965 g = running 0.032 0.839 0.943 0.888 h = walking ------------------------------------------------------- 0.043 0.676 0.722 0.689 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.946 0.693 0.800 a = climbing down 0.043 0.371 0.832 0.513 b = climbing up 0.000 1.000 0.987 0.994 c = jumping 0.031 0.880 0.988 0.931 d = lying 0.003 0.985 0.997 0.991 e = standing 0.002 0.987 0.836 0.905 f = sitting 0.003 0.972 0.994 0.983 g = running 0.026 0.875 0.861 0.868 h = walking ------------------------------------------------------- 0.014 0.922 0.898 0.903 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.952 0.740 0.832 a = climbing down 0.021 0.504 0.695 0.584 b = climbing up 0.000 1.000 0.987 0.994 c = jumping 0.031 0.880 0.988 0.931 d = lying 0.003 0.985 0.997 0.991 e = standing 0.002 0.987 0.836 0.905 f = sitting 0.003 0.972 0.990 0.981 g = running 0.034 0.852 0.937 0.892 h = walking ------------------------------------------------------- 0.015 0.923 0.914 0.914 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.959 0.707 0.814 a = climbing down 0.013 0.565 0.547 0.556 b = climbing up 0.000 1.000 0.987 0.994 c = jumping 0.030 0.882 0.988 0.932 d = lying 0.003 0.985 0.997 0.991 e = standing 0.002 0.987 0.840 0.907 f = sitting 0.003 0.972 0.990 0.981 g = running 0.048 0.808 0.971 0.882 h = walking ------------------------------------------------------- 0.016 0.919 0.911 0.910 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.941 0.774 0.849 a = climbing down 0.012 0.612 0.632 0.622 b = climbing up 0.000 1.000 0.987 0.994 c = jumping 0.028 0.890 0.988 0.937 d = lying 0.003 0.985 0.997 0.991 e = standing 0.002 0.987 0.851 0.914 f = sitting 0.003 0.972 0.990 0.981 g = running 0.033 0.861 0.967 0.911 h = walking ------------------------------------------------------- 0.014 0.928 0.924 0.923 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.938 0.770 0.845 a = climbing down 0.011 0.635 0.642 0.639 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.030 0.882 0.988 0.932 d = lying 0.003 0.985 0.997 0.991 e = standing 0.002 0.987 0.840 0.907 f = sitting 0.003 0.975 0.990 0.983 g = running 0.033 0.859 0.969 0.911 h = walking ------------------------------------------------------- 0.014 0.927 0.923 0.921 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.891 0.835 0.862 a = climbing down 0.010 0.648 0.600 0.623 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.031 0.881 0.988 0.932 d = lying 0.003 0.987 0.997 0.992 e = standing 0.003 0.985 0.838 0.905 f = sitting 0.002 0.978 0.987 0.983 g = running 0.024 0.892 0.942 0.916 h = walking ------------------------------------------------------- 0.014 0.927 0.925 0.924 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.854 0.688 0.762 a = climbing down 0.049 0.353 0.912 0.509 b = climbing up 0.000 1.000 0.973 0.986 c = jumping 0.093 0.712 0.990 0.829 d = lying 0.001 0.997 0.998 0.997 e = standing 0.002 0.983 0.549 0.705 f = sitting 0.004 0.969 1.000 0.984 g = running 0.027 0.854 0.747 0.797 h = walking ------------------------------------------------------- 0.027 0.876 0.833 0.835 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.827 0.761 0.792 a = climbing down 0.042 0.381 0.879 0.532 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.084 0.734 0.990 0.843 d = lying 0.001 0.997 0.998 0.997 e = standing 0.002 0.984 0.594 0.741 f = sitting 0.003 0.975 1.000 0.987 g = running 0.022 0.875 0.727 0.794 h = walking ------------------------------------------------------- 0.025 0.881 0.847 0.848 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.835 0.735 0.782 a = climbing down 0.022 0.531 0.835 0.650 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.084 0.734 0.990 0.843 d = lying 0.001 0.997 0.998 0.997 e = standing 0.002 0.984 0.594 0.741 f = sitting 0.003 0.975 1.000 0.987 g = running 0.034 0.834 0.820 0.827 h = walking ------------------------------------------------------- 0.026 0.879 0.858 0.856 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.860 0.704 0.774 a = climbing down 0.011 0.673 0.769 0.718 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.084 0.734 0.990 0.843 d = lying 0.001 0.997 0.998 0.997 e = standing 0.002 0.984 0.594 0.741 f = sitting 0.003 0.975 1.000 0.987 g = running 0.047 0.797 0.878 0.836 h = walking ------------------------------------------------------- 0.027 0.881 0.862 0.858 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.827 0.763 0.794 a = climbing down 0.012 0.642 0.747 0.690 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.090 0.718 0.990 0.833 d = lying 0.001 0.997 0.998 0.997 e = standing 0.002 0.983 0.562 0.715 f = sitting 0.002 0.978 1.000 0.989 g = running 0.036 0.832 0.849 0.841 h = walking ------------------------------------------------------- 0.028 0.879 0.859 0.855 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.862 0.732 0.792 a = climbing down 0.008 0.730 0.714 0.722 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.109 0.678 0.990 0.805 d = lying 0.001 0.997 0.998 0.997 e = standing 0.002 0.980 0.470 0.635 f = sitting 0.003 0.975 1.000 0.987 g = running 0.044 0.811 0.896 0.851 h = walking ------------------------------------------------------- 0.032 0.874 0.847 0.839 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.788 0.792 0.790 a = climbing down 0.044 0.728 0.785 0.756 b = climbing up 0.000 0.989 0.978 0.983 c = jumping 0.001 0.994 0.793 0.882 d = lying 0.093 0.584 0.835 0.687 e = standing 0.036 0.727 0.579 0.645 f = sitting 0.001 0.994 0.979 0.987 g = running 0.025 0.859 0.816 0.837 h = walking ------------------------------------------------------- 0.030 0.824 0.807 0.809 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.908 0.761 0.828 a = climbing down 0.036 0.784 0.859 0.820 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.995 0.927 0.960 d = lying 0.007 0.950 0.844 0.894 e = standing 0.032 0.835 0.983 0.903 f = sitting 0.001 0.994 0.980 0.987 g = running 0.031 0.839 0.873 0.856 h = walking ------------------------------------------------------- 0.016 0.906 0.900 0.900 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.909 0.768 0.832 a = climbing down 0.017 0.871 0.782 0.824 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.995 0.927 0.960 d = lying 0.007 0.950 0.844 0.894 e = standing 0.032 0.835 0.983 0.903 f = sitting 0.001 0.996 0.980 0.988 g = running 0.047 0.791 0.951 0.864 h = walking ------------------------------------------------------- 0.016 0.910 0.903 0.903 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.914 0.766 0.833 a = climbing down 0.016 0.877 0.772 0.821 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.995 0.927 0.960 d = lying 0.007 0.950 0.844 0.894 e = standing 0.032 0.835 0.983 0.903 f = sitting 0.001 0.996 0.980 0.988 g = running 0.049 0.785 0.959 0.863 h = walking ------------------------------------------------------- 0.016 0.910 0.903 0.903 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.908 0.766 0.831 a = climbing down 0.015 0.883 0.772 0.824 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.995 0.931 0.962 d = lying 0.008 0.944 0.865 0.903 e = standing 0.027 0.858 0.983 0.916 f = sitting 0.001 0.996 0.980 0.988 g = running 0.049 0.787 0.962 0.866 h = walking ------------------------------------------------------- 0.016 0.913 0.907 0.906 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.928 0.744 0.826 a = climbing down 0.013 0.894 0.743 0.812 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.931 0.962 d = lying 0.008 0.944 0.865 0.903 e = standing 0.027 0.858 0.983 0.916 f = sitting 0.001 0.997 0.980 0.989 g = running 0.057 0.762 0.979 0.857 h = walking ------------------------------------------------------- 0.016 0.913 0.904 0.903 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.889 0.956 0.921 a = climbing down 0.060 0.682 0.851 0.757 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.004 0.977 0.975 0.976 d = lying 0.046 0.753 0.891 0.816 e = standing 0.020 0.849 0.701 0.768 f = sitting 0.001 0.996 0.977 0.986 g = running 0.019 0.870 0.666 0.754 h = walking ------------------------------------------------------- 0.022 0.868 0.859 0.858 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.953 0.937 0.945 a = climbing down 0.088 0.612 0.921 0.735 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.006 0.963 0.995 0.979 d = lying 0.000 1.000 0.825 0.904 e = standing 0.028 0.848 0.961 0.901 f = sitting 0.001 0.996 0.977 0.986 g = running 0.011 0.907 0.553 0.687 h = walking ------------------------------------------------------- 0.019 0.902 0.879 0.878 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.946 0.934 0.940 a = climbing down 0.037 0.759 0.785 0.772 b = climbing up 0.001 0.957 0.989 0.972 c = jumping 0.006 0.965 0.995 0.980 d = lying 0.000 1.000 0.850 0.919 e = standing 0.024 0.866 0.962 0.912 f = sitting 0.001 0.996 0.975 0.985 g = running 0.031 0.835 0.834 0.834 h = walking ------------------------------------------------------- 0.015 0.911 0.908 0.909 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.972 0.937 0.954 a = climbing down 0.053 0.720 0.902 0.801 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.006 0.963 0.995 0.979 d = lying 0.000 1.000 0.882 0.937 e = standing 0.019 0.891 0.961 0.924 f = sitting 0.001 0.996 0.980 0.988 g = running 0.015 0.901 0.747 0.816 h = walking ------------------------------------------------------- 0.013 0.923 0.915 0.916 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.972 0.934 0.953 a = climbing down 0.052 0.725 0.908 0.806 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.006 0.963 0.995 0.979 d = lying 0.000 1.000 0.891 0.942 e = standing 0.018 0.898 0.961 0.928 f = sitting 0.001 0.996 0.980 0.988 g = running 0.015 0.906 0.754 0.823 h = walking ------------------------------------------------------- 0.013 0.926 0.918 0.919 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.937 0.953 a = climbing down 0.050 0.732 0.915 0.813 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.006 0.963 0.995 0.979 d = lying 0.000 1.000 0.898 0.946 e = standing 0.017 0.904 0.961 0.931 f = sitting 0.001 0.997 0.980 0.989 g = running 0.014 0.912 0.759 0.828 h = walking ------------------------------------------------------- 0.012 0.928 0.921 0.922 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.657 0.490 0.562 a = climbing down 0.140 0.562 0.929 0.700 b = climbing up 0.002 0.851 0.984 0.913 c = jumping 0.017 0.899 0.907 0.903 d = lying 0.024 0.822 0.973 0.891 e = standing 0.010 0.919 0.771 0.838 f = sitting 0.003 0.987 0.856 0.917 g = running 0.010 0.883 0.539 0.669 h = walking ------------------------------------------------------- 0.036 0.822 0.791 0.790 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.036 0.767 0.797 0.781 a = climbing down 0.053 0.775 0.945 0.851 b = climbing up 0.001 0.926 0.984 0.955 c = jumping 0.017 0.899 0.907 0.903 d = lying 0.024 0.823 0.977 0.893 e = standing 0.009 0.922 0.771 0.840 f = sitting 0.001 0.996 0.863 0.925 g = running 0.011 0.912 0.800 0.853 h = walking ------------------------------------------------------- 0.021 0.878 0.868 0.869 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.095 0.598 0.943 0.732 a = climbing down 0.019 0.882 0.724 0.795 b = climbing up 0.001 0.955 0.984 0.969 c = jumping 0.017 0.899 0.907 0.903 d = lying 0.026 0.815 0.979 0.889 e = standing 0.009 0.927 0.764 0.838 f = sitting 0.001 0.997 0.868 0.928 g = running 0.012 0.901 0.749 0.818 h = walking ------------------------------------------------------- 0.023 0.872 0.845 0.849 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.053 0.708 0.846 0.771 a = climbing down 0.040 0.806 0.851 0.828 b = climbing up 0.001 0.955 0.984 0.969 c = jumping 0.017 0.900 0.907 0.904 d = lying 0.026 0.813 0.979 0.888 e = standing 0.009 0.927 0.764 0.838 f = sitting 0.001 0.997 0.870 0.929 g = running 0.011 0.919 0.846 0.881 h = walking ------------------------------------------------------- 0.021 0.876 0.866 0.867 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.082 0.623 0.898 0.736 a = climbing down 0.021 0.857 0.658 0.744 b = climbing up 0.001 0.955 0.984 0.969 c = jumping 0.017 0.901 0.910 0.905 d = lying 0.026 0.815 0.981 0.890 e = standing 0.008 0.931 0.764 0.839 f = sitting 0.001 0.998 0.882 0.936 g = running 0.017 0.886 0.903 0.894 h = walking ------------------------------------------------------- 0.022 0.870 0.851 0.853 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.047 0.736 0.872 0.798 a = climbing down 0.026 0.855 0.779 0.815 b = climbing up 0.000 0.969 0.984 0.977 c = jumping 0.017 0.899 0.910 0.905 d = lying 0.025 0.817 0.979 0.891 e = standing 0.008 0.929 0.766 0.840 f = sitting 0.001 0.998 0.967 0.982 g = running 0.013 0.910 0.881 0.895 h = walking ------------------------------------------------------- 0.018 0.888 0.881 0.882 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.536 0.296 0.381 a = climbing down 0.202 0.474 0.938 0.629 b = climbing up 0.001 0.915 0.900 0.908 c = jumping 0.014 0.918 0.905 0.911 d = lying 0.028 0.784 0.895 0.836 e = standing 0.017 0.866 0.780 0.821 f = sitting 0.004 0.980 0.810 0.887 g = running 0.004 0.946 0.448 0.608 h = walking ------------------------------------------------------- 0.046 0.791 0.738 0.734 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.085 0.575 0.760 0.654 a = climbing down 0.058 0.674 0.623 0.647 b = climbing up 0.001 0.948 0.917 0.932 c = jumping 0.014 0.918 0.905 0.911 d = lying 0.027 0.788 0.895 0.838 e = standing 0.017 0.867 0.785 0.824 f = sitting 0.003 0.984 0.814 0.891 g = running 0.025 0.835 0.867 0.851 h = walking ------------------------------------------------------- 0.031 0.817 0.802 0.805 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.848 0.704 0.769 a = climbing down 0.061 0.739 0.895 0.810 b = climbing up 0.000 0.982 0.917 0.948 c = jumping 0.013 0.920 0.905 0.913 d = lying 0.028 0.787 0.895 0.837 e = standing 0.017 0.867 0.787 0.825 f = sitting 0.003 0.987 0.937 0.961 g = running 0.012 0.914 0.904 0.909 h = walking ------------------------------------------------------- 0.021 0.874 0.868 0.868 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.941 0.628 0.753 a = climbing down 0.076 0.708 0.950 0.812 b = climbing up 0.000 0.983 0.950 0.966 c = jumping 0.013 0.920 0.905 0.913 d = lying 0.028 0.787 0.895 0.837 e = standing 0.017 0.867 0.787 0.825 f = sitting 0.003 0.989 0.945 0.966 g = running 0.009 0.934 0.913 0.923 h = walking ------------------------------------------------------- 0.022 0.884 0.870 0.869 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.941 0.572 0.712 a = climbing down 0.084 0.687 0.947 0.796 b = climbing up 0.000 0.966 0.950 0.958 c = jumping 0.013 0.923 0.905 0.914 d = lying 0.027 0.788 0.895 0.838 e = standing 0.017 0.868 0.792 0.828 f = sitting 0.002 0.990 0.954 0.972 g = running 0.010 0.932 0.909 0.920 h = walking ------------------------------------------------------- 0.023 0.881 0.864 0.863 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.910 0.696 0.788 a = climbing down 0.063 0.742 0.935 0.827 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.011 0.932 0.905 0.918 d = lying 0.027 0.790 0.897 0.840 e = standing 0.017 0.872 0.804 0.836 f = sitting 0.002 0.992 0.957 0.974 g = running 0.009 0.936 0.906 0.921 h = walking ------------------------------------------------------- 0.020 0.889 0.880 0.880 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.730 0.765 0.747 a = climbing down 0.125 0.398 0.597 0.477 b = climbing up 0.000 0.972 0.908 0.939 c = jumping 0.061 0.688 0.817 0.747 d = lying 0.021 0.846 0.894 0.869 e = standing 0.040 0.617 0.452 0.522 f = sitting 0.006 0.978 0.980 0.979 g = running 0.056 0.414 0.229 0.295 h = walking ------------------------------------------------------- 0.045 0.697 0.700 0.690 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.886 0.731 0.801 a = climbing down 0.032 0.768 0.757 0.763 b = climbing up 0.000 0.972 0.908 0.939 c = jumping 0.061 0.685 0.816 0.745 d = lying 0.022 0.842 0.910 0.875 e = standing 0.038 0.622 0.441 0.516 f = sitting 0.006 0.980 0.981 0.981 g = running 0.042 0.790 0.907 0.844 h = walking ------------------------------------------------------- 0.028 0.814 0.816 0.811 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.892 0.727 0.801 a = climbing down 0.031 0.771 0.761 0.766 b = climbing up 0.000 0.972 0.908 0.939 c = jumping 0.055 0.708 0.816 0.758 d = lying 0.020 0.856 0.933 0.893 e = standing 0.035 0.669 0.497 0.571 f = sitting 0.006 0.979 0.981 0.980 g = running 0.042 0.791 0.912 0.847 h = walking ------------------------------------------------------- 0.027 0.826 0.826 0.822 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.867 0.761 0.811 a = climbing down 0.033 0.796 0.926 0.856 b = climbing up 0.000 0.971 0.882 0.924 c = jumping 0.055 0.708 0.816 0.758 d = lying 0.017 0.873 0.933 0.902 e = standing 0.035 0.673 0.514 0.583 f = sitting 0.006 0.980 0.982 0.981 g = running 0.014 0.913 0.880 0.896 h = walking ------------------------------------------------------- 0.023 0.847 0.847 0.844 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.835 0.763 0.797 a = climbing down 0.038 0.776 0.947 0.853 b = climbing up 0.000 0.986 0.921 0.952 c = jumping 0.055 0.710 0.816 0.759 d = lying 0.014 0.895 0.931 0.913 e = standing 0.036 0.678 0.537 0.599 f = sitting 0.005 0.981 0.974 0.978 g = running 0.009 0.939 0.847 0.890 h = walking ------------------------------------------------------- 0.023 0.849 0.847 0.845 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.739 0.792 0.765 a = climbing down 0.036 0.784 0.947 0.857 b = climbing up 0.000 0.986 0.908 0.945 c = jumping 0.054 0.711 0.816 0.760 d = lying 0.015 0.890 0.935 0.912 e = standing 0.035 0.680 0.533 0.598 f = sitting 0.006 0.980 0.969 0.975 g = running 0.008 0.943 0.755 0.839 h = walking ------------------------------------------------------- 0.024 0.839 0.835 0.833 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.726 0.837 0.778 a = climbing down 0.105 0.494 0.739 0.592 b = climbing up 0.000 0.985 0.867 0.922 c = jumping 0.013 0.927 0.986 0.955 d = lying 0.020 0.852 0.894 0.873 e = standing 0.014 0.885 0.780 0.829 f = sitting 0.006 0.981 0.991 0.986 g = running 0.035 0.574 0.273 0.370 h = walking ------------------------------------------------------- 0.029 0.800 0.798 0.787 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.019 0.813 0.680 0.741 a = climbing down 0.028 0.789 0.756 0.772 b = climbing up 0.001 0.957 0.880 0.917 c = jumping 0.009 0.948 0.986 0.967 d = lying 0.009 0.929 0.902 0.915 e = standing 0.013 0.904 0.887 0.895 f = sitting 0.003 0.988 0.989 0.989 g = running 0.050 0.749 0.872 0.806 h = walking ------------------------------------------------------- 0.018 0.886 0.885 0.884 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.746 0.707 0.726 a = climbing down 0.025 0.800 0.735 0.766 b = climbing up 0.001 0.957 0.893 0.924 c = jumping 0.006 0.964 0.986 0.975 d = lying 0.009 0.929 0.902 0.915 e = standing 0.013 0.906 0.907 0.906 f = sitting 0.003 0.988 0.986 0.987 g = running 0.041 0.785 0.876 0.828 h = walking ------------------------------------------------------- 0.017 0.888 0.888 0.888 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.796 0.773 0.785 a = climbing down 0.016 0.882 0.843 0.862 b = climbing up 0.001 0.957 0.880 0.917 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.009 0.931 0.904 0.917 e = standing 0.013 0.911 0.951 0.931 f = sitting 0.003 0.991 0.990 0.991 g = running 0.027 0.854 0.913 0.883 h = walking ------------------------------------------------------- 0.012 0.920 0.920 0.920 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.846 0.784 0.814 a = climbing down 0.018 0.871 0.887 0.879 b = climbing up 0.001 0.957 0.880 0.917 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.009 0.931 0.904 0.917 e = standing 0.013 0.911 0.951 0.931 f = sitting 0.003 0.991 0.988 0.990 g = running 0.024 0.870 0.916 0.892 h = walking ------------------------------------------------------- 0.011 0.927 0.927 0.926 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.854 0.786 0.818 a = climbing down 0.020 0.861 0.917 0.888 b = climbing up 0.001 0.957 0.880 0.917 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.009 0.929 0.902 0.915 e = standing 0.013 0.909 0.949 0.929 f = sitting 0.003 0.991 0.988 0.990 g = running 0.020 0.886 0.904 0.895 h = walking ------------------------------------------------------- 0.010 0.928 0.928 0.928 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.711 0.692 0.701 a = climbing down 0.100 0.501 0.697 0.583 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.007 0.958 0.945 0.951 d = lying 0.015 0.913 0.955 0.934 e = standing 0.013 0.924 0.896 0.910 f = sitting 0.002 0.991 0.984 0.987 g = running 0.035 0.661 0.447 0.533 h = walking ------------------------------------------------------- 0.027 0.826 0.817 0.816 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.890 0.574 0.698 a = climbing down 0.063 0.645 0.792 0.711 b = climbing up 0.000 1.000 0.952 0.975 c = jumping 0.007 0.958 0.945 0.951 d = lying 0.015 0.913 0.955 0.934 e = standing 0.013 0.924 0.896 0.910 f = sitting 0.001 0.995 0.984 0.990 g = running 0.042 0.760 0.850 0.803 h = walking ------------------------------------------------------- 0.020 0.879 0.870 0.869 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.837 0.615 0.709 a = climbing down 0.070 0.623 0.806 0.703 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.007 0.958 0.945 0.951 d = lying 0.015 0.913 0.955 0.934 e = standing 0.013 0.924 0.896 0.910 f = sitting 0.001 0.997 0.984 0.991 g = running 0.033 0.781 0.765 0.773 h = walking ------------------------------------------------------- 0.020 0.873 0.865 0.866 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.849 0.615 0.713 a = climbing down 0.071 0.621 0.806 0.702 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.007 0.958 0.945 0.951 d = lying 0.015 0.913 0.955 0.934 e = standing 0.013 0.924 0.896 0.910 f = sitting 0.001 0.997 0.984 0.991 g = running 0.033 0.785 0.773 0.779 h = walking ------------------------------------------------------- 0.020 0.875 0.866 0.867 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.855 0.617 0.716 a = climbing down 0.069 0.628 0.808 0.707 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.007 0.958 0.945 0.951 d = lying 0.015 0.913 0.955 0.934 e = standing 0.013 0.924 0.896 0.910 f = sitting 0.001 0.997 0.984 0.991 g = running 0.034 0.779 0.777 0.778 h = walking ------------------------------------------------------- 0.020 0.876 0.867 0.868 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.889 0.565 0.691 a = climbing down 0.096 0.551 0.822 0.660 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.007 0.958 0.945 0.951 d = lying 0.015 0.915 0.955 0.934 e = standing 0.013 0.924 0.897 0.911 f = sitting 0.001 0.997 0.984 0.991 g = running 0.034 0.753 0.663 0.705 h = walking ------------------------------------------------------- 0.023 0.867 0.848 0.849 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.812 0.892 0.850 a = climbing down 0.123 0.438 0.667 0.529 b = climbing up 0.001 0.949 0.617 0.747 c = jumping 0.006 0.965 0.970 0.967 d = lying 0.017 0.896 0.860 0.878 e = standing 0.026 0.856 0.884 0.870 f = sitting 0.008 0.958 0.961 0.959 g = running 0.028 0.604 0.276 0.379 h = walking ------------------------------------------------------- 0.031 0.805 0.794 0.788 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.788 0.897 0.839 a = climbing down 0.086 0.510 0.621 0.560 b = climbing up 0.001 0.947 0.600 0.735 c = jumping 0.006 0.965 0.973 0.969 d = lying 0.017 0.896 0.860 0.878 e = standing 0.025 0.859 0.884 0.872 f = sitting 0.009 0.956 0.961 0.958 g = running 0.033 0.700 0.497 0.581 h = walking ------------------------------------------------------- 0.028 0.824 0.819 0.817 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.780 0.884 0.829 a = climbing down 0.086 0.493 0.584 0.535 b = climbing up 0.001 0.950 0.633 0.760 c = jumping 0.006 0.965 0.973 0.969 d = lying 0.017 0.896 0.860 0.878 e = standing 0.025 0.859 0.884 0.872 f = sitting 0.008 0.959 0.961 0.960 g = running 0.043 0.624 0.465 0.533 h = walking ------------------------------------------------------- 0.029 0.811 0.809 0.807 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.831 0.869 0.850 a = climbing down 0.053 0.631 0.631 0.631 b = climbing up 0.001 0.950 0.633 0.760 c = jumping 0.006 0.965 0.973 0.969 d = lying 0.017 0.896 0.860 0.878 e = standing 0.025 0.859 0.884 0.872 f = sitting 0.008 0.959 0.961 0.960 g = running 0.042 0.727 0.724 0.725 h = walking ------------------------------------------------------- 0.024 0.848 0.848 0.847 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.023 0.837 0.875 0.856 a = climbing down 0.065 0.615 0.720 0.664 b = climbing up 0.001 0.950 0.633 0.760 c = jumping 0.006 0.965 0.973 0.969 d = lying 0.017 0.896 0.860 0.878 e = standing 0.025 0.859 0.884 0.872 f = sitting 0.008 0.959 0.961 0.960 g = running 0.027 0.793 0.663 0.722 h = walking ------------------------------------------------------- 0.023 0.856 0.852 0.852 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.849 0.873 0.861 a = climbing down 0.024 0.801 0.671 0.731 b = climbing up 0.001 0.952 0.667 0.784 c = jumping 0.006 0.965 0.973 0.969 d = lying 0.017 0.896 0.860 0.878 e = standing 0.025 0.859 0.884 0.872 f = sitting 0.007 0.962 0.961 0.962 g = running 0.037 0.797 0.928 0.857 h = walking ------------------------------------------------------- 0.019 0.882 0.881 0.880 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.760 0.375 0.502 a = climbing down 0.060 0.570 0.482 0.522 b = climbing up 0.001 0.925 0.954 0.939 c = jumping 0.034 0.795 0.740 0.767 d = lying 0.007 0.864 0.301 0.446 e = standing 0.130 0.529 0.857 0.654 f = sitting 0.001 0.993 0.978 0.985 g = running 0.109 0.584 0.905 0.710 h = walking ------------------------------------------------------- 0.051 0.734 0.694 0.679 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.944 0.667 0.781 a = climbing down 0.038 0.791 0.867 0.827 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.035 0.794 0.740 0.766 d = lying 0.007 0.868 0.313 0.460 e = standing 0.128 0.532 0.855 0.656 f = sitting 0.001 0.993 0.980 0.986 g = running 0.033 0.831 0.950 0.886 h = walking ------------------------------------------------------- 0.036 0.822 0.788 0.780 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.936 0.840 0.886 a = climbing down 0.026 0.857 0.945 0.899 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.034 0.798 0.740 0.768 d = lying 0.008 0.855 0.327 0.473 e = standing 0.126 0.535 0.853 0.658 f = sitting 0.001 0.993 0.980 0.986 g = running 0.010 0.941 0.933 0.937 h = walking ------------------------------------------------------- 0.031 0.846 0.818 0.811 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.932 0.873 0.901 a = climbing down 0.026 0.860 0.979 0.916 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.033 0.799 0.740 0.769 d = lying 0.009 0.845 0.335 0.479 e = standing 0.125 0.536 0.850 0.658 f = sitting 0.001 0.993 0.980 0.986 g = running 0.003 0.978 0.907 0.941 h = walking ------------------------------------------------------- 0.030 0.851 0.823 0.817 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.933 0.886 0.909 a = climbing down 0.027 0.860 0.986 0.919 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.034 0.796 0.740 0.767 d = lying 0.008 0.852 0.331 0.476 e = standing 0.125 0.536 0.852 0.658 f = sitting 0.001 0.993 0.980 0.986 g = running 0.002 0.985 0.895 0.938 h = walking ------------------------------------------------------- 0.030 0.852 0.823 0.817 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.896 0.904 0.900 a = climbing down 0.022 0.880 0.978 0.926 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.033 0.802 0.740 0.770 d = lying 0.007 0.871 0.335 0.484 e = standing 0.125 0.541 0.865 0.666 f = sitting 0.001 0.993 0.980 0.986 g = running 0.002 0.985 0.885 0.932 h = walking ------------------------------------------------------- 0.029 0.855 0.825 0.819 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.592 0.312 0.409 a = climbing down 0.056 0.619 0.547 0.581 b = climbing up 0.000 0.984 1.000 0.992 c = jumping 0.001 0.991 0.885 0.935 d = lying 0.030 0.655 0.414 0.507 e = standing 0.100 0.585 0.832 0.687 f = sitting 0.001 0.996 0.991 0.993 g = running 0.109 0.566 0.837 0.676 h = walking ------------------------------------------------------- 0.045 0.733 0.721 0.711 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.862 0.686 0.764 a = climbing down 0.140 0.534 0.969 0.689 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.885 0.936 d = lying 0.040 0.700 0.680 0.690 e = standing 0.062 0.680 0.775 0.724 f = sitting 0.001 0.997 0.993 0.995 g = running 0.013 0.787 0.285 0.419 h = walking ------------------------------------------------------- 0.037 0.803 0.767 0.757 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.930 0.879 0.904 a = climbing down 0.016 0.907 0.916 0.912 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.991 0.890 0.938 d = lying 0.040 0.699 0.668 0.683 e = standing 0.063 0.677 0.775 0.723 f = sitting 0.001 0.997 0.993 0.995 g = running 0.011 0.937 0.971 0.954 h = walking ------------------------------------------------------- 0.019 0.885 0.880 0.881 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.954 0.862 0.905 a = climbing down 0.024 0.872 0.969 0.918 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.872 0.929 d = lying 0.029 0.777 0.726 0.751 e = standing 0.058 0.712 0.844 0.772 f = sitting 0.001 0.997 0.993 0.995 g = running 0.003 0.983 0.953 0.968 h = walking ------------------------------------------------------- 0.016 0.904 0.897 0.898 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.974 0.820 0.890 a = climbing down 0.031 0.840 0.985 0.906 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.994 0.822 0.900 d = lying 0.039 0.724 0.738 0.731 e = standing 0.055 0.722 0.840 0.776 f = sitting 0.001 0.997 0.993 0.995 g = running 0.001 0.993 0.950 0.971 h = walking ------------------------------------------------------- 0.018 0.898 0.887 0.889 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.938 0.925 0.931 a = climbing down 0.017 0.903 0.957 0.929 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.994 0.826 0.902 d = lying 0.039 0.725 0.748 0.736 e = standing 0.053 0.727 0.837 0.778 f = sitting 0.001 0.997 0.993 0.995 g = running 0.001 0.993 0.950 0.971 h = walking ------------------------------------------------------- 0.016 0.904 0.896 0.898 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.148 0.378 0.883 0.530 a = climbing down 0.120 0.549 0.520 0.534 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.106 0.408 0.513 0.454 d = lying 0.044 0.767 0.974 0.858 e = standing 0.061 0.211 0.106 0.141 f = sitting 0.017 0.874 0.744 0.804 g = running 0.063 0.187 0.086 0.118 h = walking ------------------------------------------------------- 0.078 0.499 0.520 0.488 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.093 0.522 0.990 0.684 a = climbing down 0.001 0.995 0.449 0.619 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.107 0.394 0.491 0.437 d = lying 0.047 0.756 0.990 0.857 e = standing 0.062 0.160 0.076 0.103 f = sitting 0.024 0.859 0.920 0.889 g = running 0.077 0.656 0.870 0.748 h = walking ------------------------------------------------------- 0.051 0.666 0.640 0.608 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.085 0.544 0.990 0.702 a = climbing down 0.000 0.998 0.442 0.613 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.108 0.390 0.489 0.434 d = lying 0.047 0.756 0.990 0.857 e = standing 0.062 0.151 0.071 0.096 f = sitting 0.024 0.860 0.925 0.891 g = running 0.082 0.650 0.900 0.755 h = walking ------------------------------------------------------- 0.051 0.666 0.643 0.608 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.081 0.555 0.990 0.712 a = climbing down 0.000 1.000 0.437 0.608 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.109 0.387 0.484 0.430 d = lying 0.048 0.753 0.990 0.855 e = standing 0.062 0.144 0.067 0.092 f = sitting 0.024 0.860 0.931 0.894 g = running 0.084 0.645 0.909 0.755 h = walking ------------------------------------------------------- 0.051 0.665 0.643 0.607 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.075 0.574 0.993 0.727 a = climbing down 0.000 1.000 0.430 0.601 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.107 0.361 0.425 0.391 d = lying 0.047 0.757 0.990 0.858 e = standing 0.072 0.146 0.079 0.103 f = sitting 0.024 0.861 0.940 0.898 g = running 0.087 0.644 0.931 0.761 h = walking ------------------------------------------------------- 0.052 0.665 0.640 0.605 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.064 0.612 0.988 0.756 a = climbing down 0.016 0.934 0.811 0.868 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.108 0.359 0.425 0.389 d = lying 0.047 0.759 0.990 0.859 e = standing 0.072 0.141 0.076 0.098 f = sitting 0.024 0.862 0.953 0.905 g = running 0.006 0.961 0.809 0.879 h = walking ------------------------------------------------------- 0.043 0.699 0.707 0.684 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.052 0.542 0.600 0.570 a = climbing down 0.162 0.380 0.353 0.366 b = climbing up 0.000 1.000 0.080 0.147 c = jumping 0.061 0.045 0.020 0.028 d = lying 0.062 0.705 0.996 0.826 e = standing 0.114 0.340 0.377 0.358 f = sitting 0.022 0.876 0.990 0.930 g = running 0.156 0.114 0.119 0.117 h = walking ------------------------------------------------------- 0.097 0.431 0.468 0.437 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 0.000 0.000 0.000 a = climbing down 0.136 0.663 0.948 0.781 b = climbing up 0.000 1.000 0.523 0.687 c = jumping 0.064 0.047 0.022 0.030 d = lying 0.091 0.615 0.982 0.756 e = standing 0.095 0.327 0.298 0.312 f = sitting 0.011 0.933 1.000 0.965 g = running 0.016 0.901 0.887 0.894 h = walking ------------------------------------------------------- 0.066 0.551 0.652 0.588 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.917 0.647 0.759 a = climbing down 0.115 0.709 0.995 0.828 b = climbing up 0.000 1.000 0.955 0.977 c = jumping 0.121 0.114 0.110 0.112 d = lying 0.050 0.746 0.996 0.853 e = standing 0.101 0.083 0.059 0.069 f = sitting 0.001 0.993 1.000 0.997 g = running 0.000 0.997 0.572 0.727 h = walking ------------------------------------------------------- 0.061 0.661 0.666 0.645 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.493 0.657 a = climbing down 0.095 0.749 0.999 0.856 b = climbing up 0.000 1.000 0.977 0.989 c = jumping 0.121 0.114 0.110 0.112 d = lying 0.050 0.746 0.996 0.853 e = standing 0.101 0.083 0.059 0.069 f = sitting 0.001 0.997 1.000 0.998 g = running 0.002 0.986 0.800 0.884 h = walking ------------------------------------------------------- 0.056 0.675 0.686 0.665 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.970 0.645 0.775 a = climbing down 0.072 0.795 0.996 0.884 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.122 0.115 0.112 0.113 d = lying 0.062 0.706 0.996 0.827 e = standing 0.090 0.086 0.054 0.066 f = sitting 0.000 1.000 1.000 1.000 g = running 0.003 0.979 0.813 0.888 h = walking ------------------------------------------------------- 0.052 0.678 0.701 0.679 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.933 0.752 0.833 a = climbing down 0.056 0.834 0.995 0.907 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.122 0.115 0.112 0.113 d = lying 0.062 0.706 0.996 0.827 e = standing 0.090 0.086 0.054 0.066 f = sitting 0.000 1.000 1.000 1.000 g = running 0.002 0.985 0.818 0.893 h = walking ------------------------------------------------------- 0.048 0.684 0.712 0.691 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.000 1.000 0.261 0.414 a = climbing down 0.091 0.524 0.719 0.606 b = climbing up 0.000 0.977 1.000 0.989 c = jumping 0.001 0.992 0.960 0.975 d = lying 0.008 0.949 0.854 0.899 e = standing 0.031 0.794 0.931 0.857 f = sitting 0.000 0.999 0.921 0.958 g = running 0.073 0.682 0.924 0.785 h = walking ------------------------------------------------------- 0.027 0.863 0.822 0.812 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.884 0.548 0.677 a = climbing down 0.147 0.481 0.978 0.645 b = climbing up 0.000 0.977 1.000 0.989 c = jumping 0.001 0.992 0.960 0.975 d = lying 0.008 0.949 0.854 0.899 e = standing 0.031 0.794 0.931 0.857 f = sitting 0.000 1.000 0.924 0.960 g = running 0.011 0.874 0.455 0.599 h = walking ------------------------------------------------------- 0.025 0.873 0.818 0.819 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.817 0.672 0.737 a = climbing down 0.045 0.725 0.846 0.781 b = climbing up 0.000 0.977 1.000 0.989 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.008 0.947 0.866 0.905 e = standing 0.028 0.808 0.931 0.865 f = sitting 0.000 0.999 0.925 0.960 g = running 0.034 0.815 0.887 0.850 h = walking ------------------------------------------------------- 0.017 0.887 0.880 0.881 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.818 0.676 0.740 a = climbing down 0.045 0.729 0.864 0.791 b = climbing up 0.000 0.977 1.000 0.989 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.008 0.948 0.882 0.914 e = standing 0.025 0.825 0.933 0.876 f = sitting 0.000 0.999 0.925 0.960 g = running 0.032 0.826 0.884 0.854 h = walking ------------------------------------------------------- 0.017 0.892 0.885 0.886 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.769 0.767 0.768 a = climbing down 0.036 0.769 0.868 0.815 b = climbing up 0.000 0.977 1.000 0.989 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.008 0.949 0.887 0.917 e = standing 0.025 0.830 0.933 0.879 f = sitting 0.000 0.999 0.934 0.965 g = running 0.023 0.862 0.839 0.850 h = walking ------------------------------------------------------- 0.015 0.897 0.892 0.893 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.855 0.741 0.794 a = climbing down 0.045 0.732 0.892 0.804 b = climbing up 0.000 0.977 1.000 0.989 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.009 0.946 0.901 0.923 e = standing 0.023 0.840 0.927 0.881 f = sitting 0.000 1.000 0.914 0.955 g = running 0.024 0.861 0.882 0.871 h = walking ------------------------------------------------------- 0.015 0.903 0.896 0.897 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.977 0.369 0.536 a = climbing down 0.063 0.601 0.685 0.640 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.002 0.985 0.870 0.924 e = standing 0.022 0.854 0.981 0.913 f = sitting 0.003 0.986 1.000 0.993 g = running 0.070 0.698 0.944 0.803 h = walking ------------------------------------------------------- 0.021 0.883 0.860 0.852 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.946 0.580 0.719 a = climbing down 0.081 0.600 0.873 0.711 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.002 0.987 0.897 0.940 e = standing 0.017 0.881 0.983 0.929 f = sitting 0.004 0.983 1.000 0.992 g = running 0.026 0.830 0.752 0.789 h = walking ------------------------------------------------------- 0.017 0.902 0.883 0.883 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.912 0.662 0.767 a = climbing down 0.045 0.723 0.848 0.781 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.002 0.987 0.900 0.942 e = standing 0.017 0.884 0.983 0.931 f = sitting 0.004 0.983 1.000 0.992 g = running 0.029 0.838 0.883 0.860 h = walking ------------------------------------------------------- 0.014 0.914 0.909 0.908 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.905 0.690 0.783 a = climbing down 0.059 0.688 0.945 0.797 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.002 0.987 0.900 0.942 e = standing 0.017 0.884 0.983 0.931 f = sitting 0.004 0.983 1.000 0.992 g = running 0.010 0.929 0.797 0.858 h = walking ------------------------------------------------------- 0.013 0.923 0.911 0.911 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.916 0.675 0.777 a = climbing down 0.079 0.630 0.972 0.764 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.002 0.987 0.910 0.947 e = standing 0.015 0.894 0.983 0.936 f = sitting 0.004 0.983 1.000 0.992 g = running 0.005 0.956 0.704 0.811 h = walking ------------------------------------------------------- 0.014 0.922 0.901 0.901 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.888 0.802 0.843 a = climbing down 0.025 0.839 0.939 0.887 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.002 0.989 0.922 0.954 e = standing 0.013 0.907 0.985 0.944 f = sitting 0.004 0.983 1.000 0.992 g = running 0.014 0.912 0.878 0.895 h = walking ------------------------------------------------------- 0.009 0.940 0.938 0.938 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.534 0.518 0.526 a = climbing down 0.021 0.618 0.264 0.370 b = climbing up 0.000 0.963 0.286 0.441 c = jumping 0.001 0.992 0.433 0.603 d = lying 0.064 0.574 0.421 0.486 e = standing 0.199 0.362 0.709 0.479 f = sitting 0.028 0.873 0.995 0.930 g = running 0.087 0.668 0.926 0.776 h = walking ------------------------------------------------------- 0.062 0.684 0.623 0.611 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.623 0.489 0.548 a = climbing down 0.092 0.484 0.672 0.563 b = climbing up 0.000 0.988 0.934 0.960 c = jumping 0.001 0.995 0.655 0.790 d = lying 0.064 0.570 0.421 0.484 e = standing 0.160 0.412 0.702 0.519 f = sitting 0.009 0.957 0.995 0.976 g = running 0.032 0.791 0.631 0.702 h = walking ------------------------------------------------------- 0.052 0.716 0.669 0.676 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.028 0.617 0.511 0.559 a = climbing down 0.041 0.667 0.638 0.652 b = climbing up 0.000 0.988 0.934 0.960 c = jumping 0.001 0.995 0.669 0.800 d = lying 0.064 0.571 0.420 0.483 e = standing 0.158 0.415 0.702 0.521 f = sitting 0.008 0.958 0.995 0.976 g = running 0.037 0.822 0.892 0.855 h = walking ------------------------------------------------------- 0.047 0.742 0.710 0.714 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.665 0.489 0.563 a = climbing down 0.063 0.610 0.759 0.676 b = climbing up 0.000 0.988 0.934 0.960 c = jumping 0.001 0.993 0.767 0.866 d = lying 0.058 0.619 0.464 0.531 e = standing 0.135 0.457 0.713 0.557 f = sitting 0.008 0.960 0.995 0.977 g = running 0.021 0.882 0.818 0.849 h = walking ------------------------------------------------------- 0.042 0.763 0.735 0.739 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.751 0.456 0.567 a = climbing down 0.081 0.577 0.856 0.689 b = climbing up 0.000 0.988 0.934 0.960 c = jumping 0.001 0.993 0.767 0.866 d = lying 0.058 0.622 0.469 0.535 e = standing 0.134 0.459 0.715 0.559 f = sitting 0.008 0.960 0.995 0.977 g = running 0.011 0.928 0.764 0.838 h = walking ------------------------------------------------------- 0.042 0.775 0.736 0.740 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.776 0.443 0.564 a = climbing down 0.061 0.645 0.867 0.740 b = climbing up 0.000 0.989 0.945 0.966 c = jumping 0.001 0.993 0.771 0.868 d = lying 0.055 0.645 0.492 0.558 e = standing 0.130 0.472 0.728 0.573 f = sitting 0.008 0.961 0.995 0.978 g = running 0.015 0.918 0.862 0.889 h = walking ------------------------------------------------------- 0.039 0.789 0.758 0.760 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.646 0.750 0.694 a = climbing down 0.013 0.727 0.269 0.393 b = climbing up 0.000 1.000 0.189 0.318 c = jumping 0.002 0.971 0.397 0.563 d = lying 0.061 0.555 0.371 0.444 e = standing 0.196 0.405 0.836 0.545 f = sitting 0.033 0.855 0.985 0.915 g = running 0.071 0.722 0.962 0.825 h = walking ------------------------------------------------------- 0.059 0.711 0.648 0.625 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.690 0.783 0.733 a = climbing down 0.018 0.766 0.460 0.575 b = climbing up 0.000 1.000 0.367 0.537 c = jumping 0.002 0.970 0.390 0.556 d = lying 0.059 0.532 0.332 0.409 e = standing 0.206 0.394 0.840 0.537 f = sitting 0.026 0.881 0.979 0.927 g = running 0.048 0.789 0.946 0.861 h = walking ------------------------------------------------------- 0.055 0.729 0.665 0.653 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.810 0.730 0.768 a = climbing down 0.022 0.772 0.568 0.654 b = climbing up 0.000 1.000 0.522 0.686 c = jumping 0.006 0.963 0.839 0.897 d = lying 0.046 0.595 0.335 0.429 e = standing 0.141 0.475 0.798 0.596 f = sitting 0.020 0.905 0.979 0.940 g = running 0.050 0.786 0.962 0.865 h = walking ------------------------------------------------------- 0.043 0.763 0.744 0.735 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.895 0.704 0.788 a = climbing down 0.034 0.755 0.814 0.783 b = climbing up 0.000 1.000 0.544 0.705 c = jumping 0.006 0.963 0.839 0.897 d = lying 0.047 0.593 0.335 0.428 e = standing 0.141 0.474 0.796 0.595 f = sitting 0.019 0.909 0.979 0.943 g = running 0.021 0.894 0.930 0.912 h = walking ------------------------------------------------------- 0.039 0.785 0.765 0.760 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.851 0.753 0.799 a = climbing down 0.045 0.717 0.878 0.789 b = climbing up 0.000 1.000 0.567 0.723 c = jumping 0.006 0.963 0.841 0.898 d = lying 0.045 0.584 0.313 0.408 e = standing 0.145 0.469 0.802 0.592 f = sitting 0.018 0.911 0.979 0.944 g = running 0.007 0.956 0.846 0.897 h = walking ------------------------------------------------------- 0.039 0.785 0.760 0.756 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.884 0.753 0.813 a = climbing down 0.027 0.799 0.841 0.820 b = climbing up 0.000 1.000 0.578 0.732 c = jumping 0.006 0.963 0.843 0.899 d = lying 0.042 0.586 0.291 0.389 e = standing 0.149 0.467 0.821 0.596 f = sitting 0.018 0.913 0.979 0.945 g = running 0.017 0.912 0.934 0.923 h = walking ------------------------------------------------------- 0.038 0.791 0.770 0.763 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.821 0.459 0.589 a = climbing down 0.111 0.601 0.937 0.733 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.007 0.955 0.941 0.948 d = lying 0.027 0.754 0.552 0.637 e = standing 0.068 0.616 0.809 0.699 f = sitting 0.005 0.974 0.923 0.948 g = running 0.031 0.794 0.689 0.738 h = walking ------------------------------------------------------- 0.037 0.798 0.772 0.769 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.855 0.440 0.581 a = climbing down 0.072 0.698 0.927 0.796 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.007 0.956 0.952 0.954 d = lying 0.026 0.765 0.552 0.641 e = standing 0.068 0.617 0.809 0.700 f = sitting 0.005 0.974 0.937 0.955 g = running 0.046 0.765 0.863 0.811 h = walking ------------------------------------------------------- 0.032 0.814 0.798 0.791 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.873 0.543 0.669 a = climbing down 0.105 0.622 0.963 0.756 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.008 0.954 0.952 0.953 d = lying 0.025 0.771 0.552 0.643 e = standing 0.068 0.618 0.813 0.702 f = sitting 0.003 0.986 0.935 0.960 g = running 0.017 0.883 0.729 0.798 h = walking ------------------------------------------------------- 0.033 0.825 0.797 0.795 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.889 0.630 0.738 a = climbing down 0.097 0.640 0.960 0.768 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.007 0.957 0.952 0.955 d = lying 0.025 0.771 0.552 0.643 e = standing 0.068 0.620 0.818 0.705 f = sitting 0.003 0.986 0.945 0.965 g = running 0.012 0.914 0.721 0.806 h = walking ------------------------------------------------------- 0.031 0.835 0.808 0.808 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.880 0.673 0.763 a = climbing down 0.114 0.601 0.958 0.738 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.007 0.959 0.952 0.956 d = lying 0.025 0.769 0.552 0.642 e = standing 0.068 0.620 0.818 0.705 f = sitting 0.002 0.988 0.948 0.968 g = running 0.006 0.945 0.609 0.740 h = walking ------------------------------------------------------- 0.033 0.833 0.797 0.797 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.893 0.677 0.770 a = climbing down 0.075 0.688 0.920 0.787 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.007 0.959 0.952 0.956 d = lying 0.025 0.766 0.549 0.640 e = standing 0.068 0.620 0.818 0.705 f = sitting 0.003 0.986 0.963 0.975 g = running 0.015 0.903 0.811 0.854 h = walking ------------------------------------------------------- 0.028 0.841 0.824 0.823 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.876 0.503 0.639 a = climbing down 0.111 0.590 0.891 0.710 b = climbing up 0.001 0.954 0.775 0.855 c = jumping 0.024 0.827 0.681 0.747 d = lying 0.059 0.662 0.767 0.711 e = standing 0.035 0.753 0.782 0.767 f = sitting 0.007 0.965 0.955 0.960 g = running 0.052 0.655 0.570 0.610 h = walking ------------------------------------------------------- 0.042 0.766 0.744 0.742 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.031 0.734 0.611 0.667 a = climbing down 0.057 0.694 0.723 0.708 b = climbing up 0.001 0.970 0.812 0.884 c = jumping 0.024 0.828 0.685 0.750 d = lying 0.058 0.666 0.773 0.716 e = standing 0.034 0.758 0.782 0.770 f = sitting 0.005 0.974 0.937 0.955 g = running 0.066 0.672 0.781 0.722 h = walking ------------------------------------------------------- 0.038 0.770 0.762 0.763 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.725 0.624 0.671 a = climbing down 0.050 0.713 0.689 0.701 b = climbing up 0.001 0.970 0.812 0.884 c = jumping 0.024 0.831 0.691 0.754 d = lying 0.058 0.671 0.782 0.722 e = standing 0.032 0.765 0.782 0.773 f = sitting 0.005 0.974 0.945 0.959 g = running 0.065 0.693 0.836 0.758 h = walking ------------------------------------------------------- 0.037 0.776 0.770 0.770 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.037 0.733 0.716 0.725 a = climbing down 0.033 0.796 0.726 0.760 b = climbing up 0.001 0.970 0.812 0.884 c = jumping 0.024 0.831 0.691 0.754 d = lying 0.057 0.669 0.771 0.717 e = standing 0.034 0.757 0.784 0.770 f = sitting 0.005 0.973 0.970 0.972 g = running 0.044 0.777 0.883 0.827 h = walking ------------------------------------------------------- 0.032 0.801 0.797 0.797 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.743 0.727 0.735 a = climbing down 0.032 0.806 0.737 0.770 b = climbing up 0.001 0.970 0.800 0.877 c = jumping 0.024 0.831 0.694 0.757 d = lying 0.056 0.674 0.767 0.718 e = standing 0.035 0.755 0.791 0.773 f = sitting 0.005 0.972 0.972 0.972 g = running 0.042 0.787 0.890 0.835 h = walking ------------------------------------------------------- 0.031 0.806 0.802 0.801 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.743 0.727 0.735 a = climbing down 0.032 0.803 0.728 0.764 b = climbing up 0.001 0.970 0.800 0.877 c = jumping 0.018 0.866 0.704 0.776 d = lying 0.049 0.689 0.722 0.705 e = standing 0.041 0.739 0.867 0.798 f = sitting 0.005 0.972 0.972 0.972 g = running 0.043 0.785 0.894 0.836 h = walking ------------------------------------------------------- 0.030 0.810 0.805 0.805 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.873 0.598 0.710 a = climbing down 0.057 0.693 0.849 0.763 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.001 0.997 0.957 0.976 d = lying 0.033 0.811 0.940 0.871 e = standing 0.015 0.901 0.809 0.853 f = sitting 0.001 0.993 0.995 0.994 g = running 0.034 0.820 0.856 0.838 h = walking ------------------------------------------------------- 0.021 0.877 0.869 0.868 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.920 0.536 0.677 a = climbing down 0.105 0.578 0.951 0.719 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.001 0.997 0.957 0.976 d = lying 0.032 0.813 0.940 0.872 e = standing 0.015 0.900 0.811 0.853 f = sitting 0.001 0.995 0.995 0.995 g = running 0.017 0.881 0.673 0.763 h = walking ------------------------------------------------------- 0.024 0.877 0.847 0.847 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.920 0.536 0.677 a = climbing down 0.069 0.671 0.938 0.782 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.001 0.997 0.957 0.976 d = lying 0.032 0.814 0.944 0.874 e = standing 0.015 0.903 0.811 0.854 f = sitting 0.001 0.995 0.995 0.995 g = running 0.023 0.870 0.850 0.860 h = walking ------------------------------------------------------- 0.020 0.888 0.873 0.871 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.962 0.509 0.666 a = climbing down 0.101 0.594 0.977 0.739 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.001 0.997 0.957 0.976 d = lying 0.032 0.814 0.946 0.875 e = standing 0.014 0.905 0.811 0.855 f = sitting 0.001 0.997 0.995 0.996 g = running 0.017 0.885 0.714 0.790 h = walking ------------------------------------------------------- 0.023 0.886 0.855 0.854 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.966 0.511 0.669 a = climbing down 0.097 0.602 0.977 0.745 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.001 0.997 0.957 0.976 d = lying 0.032 0.815 0.948 0.876 e = standing 0.014 0.907 0.811 0.856 f = sitting 0.001 0.997 0.995 0.996 g = running 0.017 0.888 0.732 0.803 h = walking ------------------------------------------------------- 0.022 0.888 0.858 0.857 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.516 0.671 a = climbing down 0.096 0.605 0.977 0.747 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.001 0.997 0.957 0.976 d = lying 0.032 0.817 0.948 0.878 e = standing 0.014 0.907 0.814 0.858 f = sitting 0.001 0.997 0.995 0.996 g = running 0.017 0.890 0.737 0.807 h = walking ------------------------------------------------------- 0.022 0.889 0.859 0.858 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.863 0.924 0.892 a = climbing down 0.026 0.814 0.743 0.777 b = climbing up 0.001 0.956 0.518 0.672 c = jumping 0.001 0.995 0.992 0.993 d = lying 0.036 0.807 0.992 0.890 e = standing 0.003 0.980 0.779 0.868 f = sitting 0.015 0.923 0.993 0.957 g = running 0.027 0.854 0.862 0.858 h = walking ------------------------------------------------------- 0.017 0.896 0.891 0.889 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.877 0.908 0.893 a = climbing down 0.013 0.889 0.706 0.787 b = climbing up 0.001 0.915 0.518 0.662 c = jumping 0.001 0.995 0.992 0.993 d = lying 0.011 0.928 0.939 0.934 e = standing 0.011 0.935 0.929 0.932 f = sitting 0.014 0.928 0.993 0.959 g = running 0.040 0.808 0.920 0.860 h = walking ------------------------------------------------------- 0.015 0.910 0.908 0.906 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.889 0.915 0.902 a = climbing down 0.021 0.853 0.823 0.837 b = climbing up 0.001 0.915 0.518 0.662 c = jumping 0.001 0.995 0.992 0.993 d = lying 0.013 0.916 0.943 0.930 e = standing 0.010 0.938 0.916 0.927 f = sitting 0.014 0.928 0.993 0.959 g = running 0.021 0.882 0.880 0.881 h = walking ------------------------------------------------------- 0.013 0.916 0.917 0.915 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.884 0.920 0.902 a = climbing down 0.022 0.851 0.823 0.836 b = climbing up 0.001 0.936 0.530 0.677 c = jumping 0.001 0.995 0.992 0.993 d = lying 0.014 0.913 0.943 0.928 e = standing 0.010 0.938 0.913 0.925 f = sitting 0.014 0.928 0.993 0.959 g = running 0.019 0.892 0.882 0.887 h = walking ------------------------------------------------------- 0.013 0.917 0.917 0.916 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.920 0.897 0.908 a = climbing down 0.035 0.796 0.906 0.848 b = climbing up 0.001 0.936 0.530 0.677 c = jumping 0.001 0.995 0.992 0.993 d = lying 0.014 0.911 0.947 0.929 e = standing 0.010 0.941 0.911 0.926 f = sitting 0.014 0.928 0.993 0.959 g = running 0.011 0.935 0.832 0.880 h = walking ------------------------------------------------------- 0.013 0.921 0.918 0.917 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.922 0.895 0.908 a = climbing down 0.034 0.801 0.908 0.851 b = climbing up 0.001 0.936 0.530 0.677 c = jumping 0.001 0.995 0.992 0.993 d = lying 0.014 0.912 0.949 0.930 e = standing 0.009 0.943 0.911 0.927 f = sitting 0.014 0.928 0.993 0.959 g = running 0.010 0.937 0.841 0.886 h = walking ------------------------------------------------------- 0.013 0.922 0.920 0.919 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.746 0.706 0.725 a = climbing down 0.045 0.735 0.747 0.741 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.002 0.987 0.958 0.972 d = lying 0.037 0.757 0.936 0.837 e = standing 0.015 0.906 0.781 0.839 f = sitting 0.004 0.981 0.995 0.988 g = running 0.047 0.719 0.723 0.721 h = walking ------------------------------------------------------- 0.024 0.848 0.845 0.845 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.796 0.697 0.743 a = climbing down 0.046 0.748 0.805 0.775 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.002 0.987 0.958 0.972 d = lying 0.035 0.766 0.936 0.842 e = standing 0.015 0.907 0.792 0.845 f = sitting 0.003 0.982 0.995 0.989 g = running 0.040 0.760 0.761 0.760 h = walking ------------------------------------------------------- 0.022 0.863 0.859 0.859 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.838 0.704 0.765 a = climbing down 0.040 0.779 0.828 0.803 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.002 0.987 0.958 0.972 d = lying 0.030 0.790 0.931 0.855 e = standing 0.016 0.902 0.815 0.857 f = sitting 0.003 0.984 0.995 0.989 g = running 0.039 0.773 0.807 0.789 h = walking ------------------------------------------------------- 0.020 0.876 0.872 0.872 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.852 0.671 0.750 a = climbing down 0.037 0.792 0.832 0.811 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.002 0.987 0.958 0.972 d = lying 0.031 0.787 0.931 0.853 e = standing 0.015 0.908 0.817 0.860 f = sitting 0.003 0.984 0.995 0.989 g = running 0.046 0.745 0.818 0.780 h = walking ------------------------------------------------------- 0.020 0.876 0.871 0.871 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.854 0.683 0.759 a = climbing down 0.039 0.782 0.833 0.807 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.002 0.987 0.958 0.972 d = lying 0.031 0.788 0.936 0.855 e = standing 0.015 0.909 0.815 0.860 f = sitting 0.003 0.985 0.993 0.989 g = running 0.043 0.757 0.814 0.785 h = walking ------------------------------------------------------- 0.020 0.877 0.872 0.872 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.862 0.673 0.756 a = climbing down 0.034 0.800 0.817 0.809 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.003 0.985 0.958 0.972 d = lying 0.029 0.799 0.938 0.863 e = standing 0.014 0.914 0.827 0.868 f = sitting 0.003 0.985 0.993 0.989 g = running 0.048 0.743 0.843 0.790 h = walking ------------------------------------------------------- 0.019 0.880 0.875 0.875 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.797 0.870 0.832 a = climbing down 0.076 0.605 0.688 0.644 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.002 0.990 0.906 0.946 d = lying 0.049 0.711 0.976 0.822 e = standing 0.013 0.912 0.751 0.823 f = sitting 0.007 0.965 1.000 0.982 g = running 0.048 0.618 0.466 0.531 h = walking ------------------------------------------------------- 0.029 0.815 0.809 0.806 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.754 0.870 0.808 a = climbing down 0.064 0.639 0.668 0.653 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.003 0.984 0.909 0.945 d = lying 0.047 0.717 0.976 0.827 e = standing 0.012 0.922 0.759 0.833 f = sitting 0.006 0.966 1.000 0.983 g = running 0.048 0.635 0.508 0.565 h = walking ------------------------------------------------------- 0.028 0.819 0.814 0.811 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.048 0.683 0.851 0.758 a = climbing down 0.064 0.627 0.641 0.634 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.002 0.986 0.909 0.946 d = lying 0.048 0.712 0.976 0.823 e = standing 0.012 0.921 0.754 0.829 f = sitting 0.006 0.966 1.000 0.983 g = running 0.043 0.652 0.492 0.561 h = walking ------------------------------------------------------- 0.029 0.812 0.805 0.802 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.744 0.846 0.791 a = climbing down 0.089 0.592 0.766 0.668 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.002 0.986 0.909 0.946 d = lying 0.046 0.722 0.976 0.830 e = standing 0.012 0.923 0.768 0.838 f = sitting 0.006 0.966 1.000 0.983 g = running 0.028 0.699 0.393 0.503 h = walking ------------------------------------------------------- 0.029 0.821 0.810 0.804 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.795 0.822 0.808 a = climbing down 0.096 0.588 0.816 0.684 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.003 0.984 0.909 0.945 d = lying 0.042 0.741 0.974 0.842 e = standing 0.012 0.925 0.793 0.854 f = sitting 0.007 0.965 1.000 0.982 g = running 0.028 0.686 0.372 0.483 h = walking ------------------------------------------------------- 0.028 0.826 0.816 0.809 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.843 0.855 0.849 a = climbing down 0.089 0.613 0.834 0.707 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.002 0.986 0.912 0.948 d = lying 0.038 0.758 0.976 0.853 e = standing 0.011 0.928 0.812 0.866 f = sitting 0.006 0.970 1.000 0.985 g = running 0.026 0.733 0.433 0.544 h = walking ------------------------------------------------------- 0.026 0.845 0.834 0.829 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.169 0.166 0.496 0.249 a = climbing down 0.005 0.849 0.184 0.302 b = climbing up 0.001 0.944 0.944 0.944 c = jumping 0.001 0.996 0.907 0.950 d = lying 0.024 0.877 0.951 0.912 e = standing 0.025 0.855 0.864 0.860 f = sitting 0.066 0.722 0.988 0.834 g = running 0.011 0.900 0.482 0.628 h = walking ------------------------------------------------------- 0.031 0.827 0.728 0.730 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.071 0.424 0.760 0.544 a = climbing down 0.019 0.782 0.461 0.580 b = climbing up 0.001 0.944 0.933 0.939 c = jumping 0.001 0.996 0.909 0.951 d = lying 0.024 0.877 0.951 0.912 e = standing 0.025 0.857 0.864 0.860 f = sitting 0.002 0.988 0.984 0.986 g = running 0.007 0.968 0.986 0.977 h = walking ------------------------------------------------------- 0.016 0.886 0.866 0.867 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.059 0.460 0.740 0.567 a = climbing down 0.022 0.786 0.541 0.641 b = climbing up 0.001 0.944 0.933 0.939 c = jumping 0.001 0.996 0.909 0.951 d = lying 0.023 0.879 0.951 0.914 e = standing 0.025 0.857 0.868 0.862 f = sitting 0.002 0.986 0.984 0.985 g = running 0.006 0.973 0.985 0.979 h = walking ------------------------------------------------------- 0.015 0.890 0.876 0.877 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.050 0.503 0.744 0.600 a = climbing down 0.022 0.807 0.614 0.698 b = climbing up 0.001 0.944 0.944 0.944 c = jumping 0.001 0.996 0.909 0.951 d = lying 0.023 0.879 0.951 0.914 e = standing 0.025 0.857 0.868 0.862 f = sitting 0.002 0.989 0.984 0.987 g = running 0.005 0.977 0.983 0.980 h = walking ------------------------------------------------------- 0.015 0.896 0.885 0.887 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.043 0.532 0.723 0.613 a = climbing down 0.024 0.809 0.676 0.736 b = climbing up 0.002 0.924 0.944 0.934 c = jumping 0.001 0.996 0.909 0.951 d = lying 0.023 0.879 0.951 0.914 e = standing 0.025 0.857 0.868 0.862 f = sitting 0.002 0.989 0.980 0.985 g = running 0.003 0.988 0.983 0.985 h = walking ------------------------------------------------------- 0.014 0.900 0.891 0.893 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.924 0.455 0.609 a = climbing down 0.045 0.763 0.963 0.851 b = climbing up 0.002 0.925 0.956 0.940 c = jumping 0.001 0.996 0.920 0.957 d = lying 0.026 0.870 0.951 0.909 e = standing 0.023 0.868 0.857 0.863 f = sitting 0.002 0.989 0.980 0.985 g = running 0.002 0.991 0.985 0.988 h = walking ------------------------------------------------------- 0.014 0.920 0.912 0.909 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.157 0.139 0.371 0.202 a = climbing down 0.001 0.986 0.427 0.596 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.022 0.891 0.993 0.939 e = standing 0.006 0.961 0.876 0.916 f = sitting 0.067 0.724 1.000 0.840 g = running 0.014 0.862 0.412 0.558 h = walking ------------------------------------------------------- 0.027 0.856 0.760 0.773 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.059 0.500 0.871 0.635 a = climbing down 0.001 0.983 0.487 0.651 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.000 1.000 0.984 0.992 d = lying 0.022 0.889 0.993 0.938 e = standing 0.004 0.972 0.873 0.920 f = sitting 0.020 0.899 1.000 0.947 g = running 0.012 0.944 0.952 0.948 h = walking ------------------------------------------------------- 0.013 0.920 0.894 0.892 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.051 0.545 0.900 0.679 a = climbing down 0.005 0.949 0.609 0.742 b = climbing up 0.000 0.989 0.977 0.983 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.021 0.894 0.993 0.941 e = standing 0.005 0.970 0.880 0.923 f = sitting 0.008 0.957 1.000 0.978 g = running 0.009 0.958 0.951 0.954 h = walking ------------------------------------------------------- 0.010 0.930 0.912 0.913 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.040 0.594 0.867 0.705 a = climbing down 0.010 0.912 0.677 0.777 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.000 1.000 0.984 0.992 d = lying 0.020 0.897 0.996 0.944 e = standing 0.004 0.976 0.883 0.927 f = sitting 0.008 0.957 1.000 0.978 g = running 0.007 0.966 0.952 0.959 h = walking ------------------------------------------------------- 0.010 0.931 0.921 0.921 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.041 0.595 0.875 0.708 a = climbing down 0.009 0.914 0.677 0.778 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.000 1.000 0.984 0.992 d = lying 0.020 0.900 0.996 0.946 e = standing 0.004 0.976 0.887 0.929 f = sitting 0.007 0.962 1.000 0.981 g = running 0.007 0.966 0.954 0.960 h = walking ------------------------------------------------------- 0.010 0.933 0.922 0.923 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.667 0.825 0.737 a = climbing down 0.016 0.882 0.798 0.838 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.000 1.000 0.984 0.992 d = lying 0.020 0.900 0.995 0.945 e = standing 0.004 0.974 0.887 0.929 f = sitting 0.005 0.974 1.000 0.987 g = running 0.002 0.989 0.951 0.969 h = walking ------------------------------------------------------- 0.009 0.939 0.934 0.935 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.054 0.422 0.340 0.377 a = climbing down 0.196 0.238 0.391 0.296 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.111 0.330 0.307 0.318 d = lying 0.073 0.536 0.499 0.517 e = standing 0.163 0.110 0.127 0.118 f = sitting 0.001 0.992 0.798 0.885 g = running 0.087 0.434 0.386 0.409 h = walking ------------------------------------------------------- 0.095 0.442 0.409 0.421 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.752 0.419 0.538 a = climbing down 0.268 0.358 0.954 0.521 b = climbing up 0.000 1.000 0.975 0.987 c = jumping 0.022 0.883 0.916 0.899 d = lying 0.033 0.815 0.873 0.843 e = standing 0.009 0.936 0.828 0.879 f = sitting 0.000 1.000 0.798 0.888 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.047 0.687 0.699 0.667 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.782 0.410 0.537 a = climbing down 0.269 0.362 0.972 0.527 b = climbing up 0.000 1.000 0.975 0.987 c = jumping 0.027 0.861 0.931 0.894 d = lying 0.034 0.809 0.843 0.826 e = standing 0.006 0.956 0.826 0.886 f = sitting 0.000 1.000 0.798 0.888 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.048 0.689 0.698 0.666 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.812 0.412 0.547 a = climbing down 0.269 0.365 0.987 0.533 b = climbing up 0.000 1.000 0.975 0.987 c = jumping 0.027 0.861 0.931 0.894 d = lying 0.034 0.809 0.843 0.826 e = standing 0.006 0.956 0.826 0.886 f = sitting 0.000 1.000 0.798 0.888 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.047 0.693 0.700 0.668 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.812 0.412 0.547 a = climbing down 0.269 0.366 0.989 0.534 b = climbing up 0.000 0.987 0.975 0.981 c = jumping 0.003 0.982 0.905 0.942 d = lying 0.039 0.809 0.983 0.887 e = standing 0.007 0.947 0.815 0.876 f = sitting 0.000 1.000 0.797 0.887 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.045 0.710 0.715 0.682 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.835 0.410 0.550 a = climbing down 0.270 0.366 0.993 0.535 b = climbing up 0.000 0.987 0.975 0.981 c = jumping 0.003 0.981 0.910 0.944 d = lying 0.037 0.819 0.981 0.893 e = standing 0.007 0.946 0.824 0.881 f = sitting 0.000 1.000 0.798 0.888 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.044 0.713 0.717 0.684 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.767 0.827 0.796 a = climbing down 0.133 0.384 0.529 0.445 b = climbing up 0.001 0.250 0.013 0.025 c = jumping 0.060 0.203 0.085 0.120 d = lying 0.057 0.676 0.698 0.687 e = standing 0.195 0.237 0.382 0.293 f = sitting 0.016 0.919 0.935 0.927 g = running 0.063 0.476 0.334 0.392 h = walking ------------------------------------------------------- 0.077 0.515 0.523 0.508 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.822 0.677 0.742 a = climbing down 0.188 0.428 0.899 0.580 b = climbing up 0.002 0.786 0.440 0.564 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.071 0.698 0.962 0.809 e = standing 0.114 0.581 0.993 0.733 f = sitting 0.029 0.868 1.000 0.929 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.478 0.636 0.533 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.083 0.559 0.908 0.692 a = climbing down 0.153 0.383 0.606 0.469 b = climbing up 0.000 1.000 0.440 0.611 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.062 0.724 0.953 0.823 e = standing 0.127 0.549 0.973 0.702 f = sitting 0.017 0.919 1.000 0.958 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.456 0.617 0.516 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.082 0.564 0.920 0.700 a = climbing down 0.041 0.604 0.396 0.478 b = climbing up 0.000 0.976 0.547 0.701 c = jumping 0.006 0.966 0.939 0.953 d = lying 0.013 0.925 0.934 0.930 e = standing 0.010 0.936 0.955 0.945 f = sitting 0.014 0.931 1.000 0.964 g = running 0.031 0.786 0.666 0.721 h = walking ------------------------------------------------------- 0.025 0.833 0.827 0.821 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.042 0.719 0.930 0.811 a = climbing down 0.019 0.835 0.606 0.702 b = climbing up 0.000 0.980 0.653 0.784 c = jumping 0.005 0.971 0.939 0.955 d = lying 0.013 0.923 0.933 0.928 e = standing 0.011 0.933 0.956 0.944 f = sitting 0.010 0.949 1.000 0.974 g = running 0.023 0.870 0.895 0.882 h = walking ------------------------------------------------------- 0.016 0.896 0.892 0.890 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.795 0.918 0.852 a = climbing down 0.040 0.753 0.785 0.768 b = climbing up 0.001 0.962 0.667 0.787 c = jumping 0.006 0.966 0.944 0.955 d = lying 0.012 0.928 0.928 0.928 e = standing 0.012 0.929 0.953 0.941 f = sitting 0.010 0.953 1.000 0.976 g = running 0.008 0.941 0.788 0.858 h = walking ------------------------------------------------------- 0.015 0.903 0.899 0.899 Weighted Avg. >> forearmthigh >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.884 0.355 0.507 a = climbing down 0.071 0.637 0.776 0.700 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.057 0.422 0.336 0.374 e = standing 0.266 0.285 0.657 0.398 f = sitting 0.006 0.967 0.998 0.982 g = running 0.076 0.675 0.858 0.756 h = walking ------------------------------------------------------- 0.067 0.557 0.583 0.543 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.818 0.555 0.662 a = climbing down 0.041 0.749 0.748 0.748 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.057 0.422 0.336 0.374 e = standing 0.266 0.285 0.657 0.398 f = sitting 0.006 0.967 0.998 0.982 g = running 0.071 0.691 0.863 0.767 h = walking ------------------------------------------------------- 0.063 0.567 0.604 0.570 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.840 0.570 0.679 a = climbing down 0.026 0.756 0.505 0.605 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.032 0.442 0.205 0.280 e = standing 0.283 0.318 0.816 0.457 f = sitting 0.006 0.967 0.998 0.982 g = running 0.118 0.588 0.908 0.714 h = walking ------------------------------------------------------- 0.068 0.561 0.587 0.542 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.842 0.568 0.679 a = climbing down 0.026 0.783 0.574 0.662 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.032 0.436 0.200 0.274 e = standing 0.284 0.317 0.816 0.457 f = sitting 0.006 0.967 0.998 0.982 g = running 0.107 0.611 0.910 0.731 h = walking ------------------------------------------------------- 0.066 0.568 0.596 0.552 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.846 0.572 0.683 a = climbing down 0.028 0.792 0.669 0.725 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.032 0.460 0.216 0.294 e = standing 0.281 0.320 0.820 0.460 f = sitting 0.006 0.967 0.998 0.982 g = running 0.089 0.653 0.906 0.759 h = walking ------------------------------------------------------- 0.063 0.580 0.612 0.568 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.848 0.568 0.680 a = climbing down 0.030 0.786 0.671 0.724 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.032 0.432 0.195 0.269 e = standing 0.284 0.317 0.818 0.457 f = sitting 0.006 0.967 0.998 0.982 g = running 0.088 0.656 0.908 0.762 h = walking ------------------------------------------------------- 0.064 0.576 0.609 0.565 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.966 0.600 0.740 a = climbing down 0.037 0.785 0.828 0.806 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.041 0.608 0.505 0.552 e = standing 0.249 0.323 0.738 0.449 f = sitting 0.013 0.933 0.993 0.962 g = running 0.065 0.719 0.903 0.800 h = walking ------------------------------------------------------- 0.057 0.615 0.649 0.611 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.937 0.759 0.838 a = climbing down 0.036 0.793 0.852 0.821 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.040 0.611 0.505 0.553 e = standing 0.249 0.323 0.740 0.450 f = sitting 0.013 0.932 0.991 0.961 g = running 0.048 0.763 0.832 0.796 h = walking ------------------------------------------------------- 0.054 0.619 0.661 0.624 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.903 0.816 0.857 a = climbing down 0.025 0.843 0.833 0.838 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.041 0.602 0.495 0.543 e = standing 0.250 0.321 0.736 0.447 f = sitting 0.013 0.932 0.991 0.961 g = running 0.041 0.797 0.872 0.833 h = walking ------------------------------------------------------- 0.053 0.626 0.670 0.633 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.858 0.876 0.867 a = climbing down 0.019 0.872 0.801 0.835 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.048 0.667 0.776 0.718 e = standing 0.214 0.342 0.691 0.457 f = sitting 0.013 0.932 0.991 0.961 g = running 0.036 0.815 0.867 0.840 h = walking ------------------------------------------------------- 0.048 0.638 0.697 0.656 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.884 0.863 0.874 a = climbing down 0.007 0.946 0.758 0.842 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.048 0.667 0.776 0.718 e = standing 0.214 0.342 0.691 0.457 f = sitting 0.013 0.932 0.991 0.961 g = running 0.048 0.784 0.945 0.857 h = walking ------------------------------------------------------- 0.047 0.647 0.701 0.660 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.929 0.861 0.894 a = climbing down 0.012 0.921 0.830 0.873 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.048 0.667 0.776 0.718 e = standing 0.214 0.342 0.691 0.457 f = sitting 0.013 0.932 0.991 0.961 g = running 0.041 0.808 0.933 0.866 h = walking ------------------------------------------------------- 0.046 0.652 0.709 0.669 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.901 0.572 0.700 a = climbing down 0.018 0.214 0.158 0.182 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.025 0.898 0.985 0.940 e = standing 0.229 0.433 0.876 0.579 f = sitting 0.010 0.918 1.000 0.957 g = running 0.075 0.723 0.933 0.815 h = walking ------------------------------------------------------- 0.058 0.606 0.692 0.629 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.925 0.628 0.748 a = climbing down 0.016 0.231 0.158 0.187 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.025 0.898 0.985 0.940 e = standing 0.229 0.433 0.876 0.579 f = sitting 0.002 0.978 1.000 0.989 g = running 0.068 0.749 0.967 0.844 h = walking ------------------------------------------------------- 0.056 0.620 0.708 0.645 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.917 0.672 0.776 a = climbing down 0.015 0.299 0.211 0.247 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.025 0.898 0.985 0.940 e = standing 0.229 0.433 0.876 0.579 f = sitting 0.002 0.981 1.000 0.991 g = running 0.059 0.772 0.964 0.857 h = walking ------------------------------------------------------- 0.055 0.626 0.715 0.653 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.917 0.667 0.773 a = climbing down 0.016 0.282 0.211 0.241 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.025 0.898 0.985 0.940 e = standing 0.229 0.433 0.876 0.579 f = sitting 0.002 0.981 1.000 0.991 g = running 0.059 0.774 0.964 0.859 h = walking ------------------------------------------------------- 0.055 0.625 0.714 0.652 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.917 0.665 0.771 a = climbing down 0.016 0.286 0.211 0.242 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.025 0.898 0.985 0.940 e = standing 0.229 0.433 0.876 0.579 f = sitting 0.002 0.981 1.000 0.991 g = running 0.059 0.772 0.964 0.857 h = walking ------------------------------------------------------- 0.055 0.625 0.714 0.652 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.894 0.781 0.834 a = climbing down 0.010 0.436 0.253 0.320 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.026 0.897 0.987 0.940 e = standing 0.229 0.432 0.874 0.579 f = sitting 0.002 0.981 1.000 0.991 g = running 0.042 0.827 0.958 0.888 h = walking ------------------------------------------------------- 0.052 0.636 0.730 0.668 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.857 0.577 0.690 a = climbing down 0.015 0.447 0.418 0.432 b = climbing up 0.000 1.000 0.427 0.598 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.006 0.974 1.000 0.987 e = standing 0.221 0.476 1.000 0.645 f = sitting 0.028 0.796 1.000 0.887 g = running 0.065 0.742 0.887 0.808 h = walking ------------------------------------------------------- 0.054 0.619 0.705 0.637 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.793 0.711 0.750 a = climbing down 0.010 0.590 0.505 0.544 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.006 0.974 1.000 0.987 e = standing 0.221 0.476 1.000 0.645 f = sitting 0.017 0.862 1.000 0.926 g = running 0.041 0.809 0.829 0.819 h = walking ------------------------------------------------------- 0.051 0.632 0.726 0.663 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.791 0.711 0.749 a = climbing down 0.010 0.584 0.495 0.536 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.006 0.974 1.000 0.987 e = standing 0.221 0.476 1.000 0.645 f = sitting 0.014 0.887 1.000 0.940 g = running 0.040 0.815 0.847 0.831 h = walking ------------------------------------------------------- 0.051 0.635 0.730 0.666 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.822 0.779 0.800 a = climbing down 0.009 0.671 0.604 0.636 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.006 0.974 1.000 0.987 e = standing 0.221 0.476 1.000 0.645 f = sitting 0.006 0.951 1.000 0.975 g = running 0.028 0.871 0.900 0.886 h = walking ------------------------------------------------------- 0.047 0.658 0.752 0.689 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.829 0.784 0.806 a = climbing down 0.009 0.686 0.648 0.667 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.006 0.974 1.000 0.987 e = standing 0.221 0.476 1.000 0.645 f = sitting 0.005 0.954 1.000 0.977 g = running 0.027 0.875 0.900 0.887 h = walking ------------------------------------------------------- 0.047 0.660 0.754 0.691 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.828 0.791 0.809 a = climbing down 0.008 0.691 0.615 0.651 b = climbing up 0.000 1.000 0.973 0.986 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.006 0.974 1.000 0.987 e = standing 0.221 0.476 1.000 0.645 f = sitting 0.005 0.957 1.000 0.978 g = running 0.027 0.875 0.902 0.888 h = walking ------------------------------------------------------- 0.047 0.661 0.754 0.692 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.769 0.790 0.779 a = climbing down 0.045 0.716 0.718 0.717 b = climbing up 0.002 0.928 1.000 0.963 c = jumping 0.110 0.007 0.005 0.006 d = lying 0.001 0.992 0.890 0.938 e = standing 0.184 0.217 0.316 0.257 f = sitting 0.001 0.993 0.962 0.977 g = running 0.037 0.802 0.806 0.804 h = walking ------------------------------------------------------- 0.057 0.651 0.650 0.649 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.924 0.768 0.839 a = climbing down 0.030 0.808 0.805 0.807 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.115 0.578 0.931 0.713 d = lying 0.001 0.992 0.895 0.941 e = standing 0.028 0.625 0.285 0.392 f = sitting 0.001 0.994 0.968 0.981 g = running 0.043 0.799 0.905 0.849 h = walking ------------------------------------------------------- 0.032 0.819 0.807 0.796 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.922 0.773 0.841 a = climbing down 0.030 0.811 0.811 0.811 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.090 0.636 0.931 0.756 d = lying 0.001 0.990 0.897 0.941 e = standing 0.027 0.721 0.438 0.545 f = sitting 0.001 0.994 0.966 0.980 g = running 0.041 0.808 0.910 0.856 h = walking ------------------------------------------------------- 0.028 0.842 0.830 0.826 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.938 0.773 0.848 a = climbing down 0.030 0.812 0.821 0.817 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.061 0.720 0.931 0.812 d = lying 0.002 0.984 0.899 0.940 e = standing 0.027 0.789 0.614 0.690 f = sitting 0.001 0.994 0.966 0.980 g = running 0.041 0.806 0.908 0.854 h = walking ------------------------------------------------------- 0.024 0.864 0.856 0.855 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.947 0.773 0.851 a = climbing down 0.028 0.822 0.821 0.822 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.054 0.743 0.931 0.827 d = lying 0.002 0.984 0.899 0.940 e = standing 0.027 0.800 0.656 0.721 f = sitting 0.001 0.994 0.966 0.980 g = running 0.042 0.806 0.920 0.860 h = walking ------------------------------------------------------- 0.023 0.871 0.864 0.863 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.950 0.773 0.852 a = climbing down 0.018 0.863 0.739 0.796 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.000 1.000 0.892 0.943 d = lying 0.001 0.990 0.892 0.938 e = standing 0.034 0.825 0.997 0.902 f = sitting 0.001 0.994 0.968 0.981 g = running 0.057 0.758 0.958 0.847 h = walking ------------------------------------------------------- 0.017 0.911 0.899 0.900 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.811 0.944 0.873 a = climbing down 0.043 0.733 0.744 0.738 b = climbing up 0.000 0.977 1.000 0.989 c = jumping 0.104 0.011 0.007 0.008 d = lying 0.004 0.970 0.918 0.943 e = standing 0.180 0.235 0.341 0.278 f = sitting 0.000 0.999 0.993 0.996 g = running 0.028 0.833 0.740 0.784 h = walking ------------------------------------------------------- 0.053 0.663 0.670 0.664 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.926 0.922 0.924 a = climbing down 0.041 0.750 0.785 0.767 b = climbing up 0.000 0.977 1.000 0.989 c = jumping 0.120 0.575 0.951 0.717 d = lying 0.002 0.984 0.991 0.988 e = standing 0.009 0.824 0.257 0.392 f = sitting 0.000 0.999 0.993 0.996 g = running 0.033 0.820 0.793 0.806 h = walking ------------------------------------------------------- 0.031 0.841 0.817 0.802 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.933 0.922 0.928 a = climbing down 0.027 0.804 0.695 0.746 b = climbing up 0.000 0.977 1.000 0.989 c = jumping 0.113 0.589 0.951 0.728 d = lying 0.003 0.982 0.993 0.988 e = standing 0.009 0.848 0.296 0.439 f = sitting 0.000 0.999 0.992 0.995 g = running 0.049 0.771 0.870 0.818 h = walking ------------------------------------------------------- 0.030 0.847 0.823 0.809 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.927 0.945 a = climbing down 0.049 0.742 0.898 0.812 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.107 0.602 0.951 0.737 d = lying 0.003 0.982 0.993 0.988 e = standing 0.009 0.862 0.332 0.480 f = sitting 0.000 1.000 0.986 0.993 g = running 0.020 0.877 0.752 0.810 h = walking ------------------------------------------------------- 0.027 0.862 0.836 0.825 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.982 0.927 0.954 a = climbing down 0.049 0.742 0.908 0.817 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.970 0.939 0.954 d = lying 0.002 0.989 0.993 0.991 e = standing 0.011 0.935 0.962 0.949 f = sitting 0.000 0.999 0.999 0.999 g = running 0.017 0.891 0.751 0.815 h = walking ------------------------------------------------------- 0.012 0.931 0.926 0.926 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.985 0.939 0.961 a = climbing down 0.028 0.824 0.848 0.836 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.005 0.971 0.939 0.955 d = lying 0.002 0.989 0.993 0.991 e = standing 0.011 0.935 0.964 0.949 f = sitting 0.000 1.000 0.997 0.999 g = running 0.029 0.848 0.852 0.850 h = walking ------------------------------------------------------- 0.011 0.936 0.935 0.935 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.067 0.474 0.407 0.438 a = climbing down 0.084 0.631 0.712 0.669 b = climbing up 0.001 0.939 0.969 0.954 c = jumping 0.018 0.805 0.473 0.596 d = lying 0.030 0.790 0.988 0.878 e = standing 0.072 0.612 0.762 0.679 f = sitting 0.002 0.991 0.973 0.982 g = running 0.025 0.826 0.826 0.826 h = walking ------------------------------------------------------- 0.041 0.748 0.743 0.736 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.763 0.443 0.560 a = climbing down 0.084 0.688 0.918 0.786 b = climbing up 0.001 0.955 0.984 0.969 c = jumping 0.018 0.883 0.834 0.858 d = lying 0.029 0.794 0.988 0.880 e = standing 0.015 0.881 0.766 0.819 f = sitting 0.001 0.994 0.976 0.985 g = running 0.019 0.868 0.879 0.874 h = walking ------------------------------------------------------- 0.027 0.847 0.840 0.833 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.040 0.669 0.551 0.604 a = climbing down 0.068 0.712 0.834 0.768 b = climbing up 0.001 0.955 0.984 0.969 c = jumping 0.020 0.872 0.834 0.852 d = lying 0.029 0.793 0.988 0.879 e = standing 0.015 0.879 0.751 0.810 f = sitting 0.001 0.996 0.973 0.984 g = running 0.016 0.884 0.872 0.878 h = walking ------------------------------------------------------- 0.026 0.839 0.836 0.834 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.052 0.622 0.574 0.597 a = climbing down 0.067 0.703 0.788 0.743 b = climbing up 0.001 0.955 0.984 0.969 c = jumping 0.024 0.851 0.837 0.844 d = lying 0.028 0.801 0.988 0.884 e = standing 0.015 0.876 0.731 0.797 f = sitting 0.001 0.996 0.973 0.984 g = running 0.012 0.908 0.862 0.884 h = walking ------------------------------------------------------- 0.028 0.832 0.828 0.827 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.053 0.618 0.574 0.595 a = climbing down 0.066 0.704 0.788 0.744 b = climbing up 0.001 0.955 1.000 0.977 c = jumping 0.022 0.859 0.837 0.848 d = lying 0.028 0.800 0.992 0.886 e = standing 0.015 0.881 0.739 0.804 f = sitting 0.001 0.997 0.974 0.985 g = running 0.012 0.910 0.860 0.884 h = walking ------------------------------------------------------- 0.027 0.833 0.830 0.829 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.033 0.688 0.485 0.569 a = climbing down 0.084 0.678 0.880 0.766 b = climbing up 0.000 0.970 1.000 0.985 c = jumping 0.024 0.855 0.870 0.862 d = lying 0.021 0.841 0.973 0.902 e = standing 0.017 0.864 0.741 0.798 f = sitting 0.001 0.996 0.979 0.987 g = running 0.011 0.916 0.852 0.882 h = walking ------------------------------------------------------- 0.027 0.840 0.837 0.833 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.048 0.578 0.446 0.503 a = climbing down 0.096 0.625 0.796 0.700 b = climbing up 0.001 0.919 0.950 0.934 c = jumping 0.026 0.733 0.452 0.559 d = lying 0.042 0.726 0.998 0.840 e = standing 0.067 0.594 0.664 0.627 f = sitting 0.003 0.987 0.905 0.944 g = running 0.019 0.866 0.865 0.866 h = walking ------------------------------------------------------- 0.042 0.745 0.738 0.732 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.037 0.629 0.424 0.507 a = climbing down 0.105 0.615 0.836 0.709 b = climbing up 0.001 0.950 0.950 0.950 c = jumping 0.026 0.735 0.456 0.563 d = lying 0.043 0.723 1.000 0.839 e = standing 0.066 0.596 0.660 0.626 f = sitting 0.003 0.988 0.885 0.934 g = running 0.014 0.906 0.926 0.916 h = walking ------------------------------------------------------- 0.041 0.756 0.746 0.738 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.032 0.665 0.421 0.516 a = climbing down 0.112 0.614 0.884 0.725 b = climbing up 0.001 0.951 0.967 0.959 c = jumping 0.024 0.844 0.803 0.823 d = lying 0.040 0.738 1.000 0.849 e = standing 0.014 0.876 0.676 0.763 f = sitting 0.002 0.991 0.879 0.932 g = running 0.008 0.940 0.911 0.925 h = walking ------------------------------------------------------- 0.033 0.818 0.801 0.798 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.056 0.610 0.590 0.600 a = climbing down 0.078 0.668 0.778 0.719 b = climbing up 0.001 0.951 0.967 0.959 c = jumping 0.023 0.849 0.805 0.826 d = lying 0.041 0.732 1.000 0.845 e = standing 0.013 0.882 0.678 0.766 f = sitting 0.002 0.991 0.907 0.947 g = running 0.008 0.944 0.891 0.916 h = walking ------------------------------------------------------- 0.031 0.821 0.809 0.810 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.074 0.615 0.798 0.694 a = climbing down 0.047 0.749 0.704 0.726 b = climbing up 0.000 0.967 0.967 0.967 c = jumping 0.018 0.876 0.805 0.839 d = lying 0.041 0.734 1.000 0.847 e = standing 0.013 0.887 0.712 0.790 f = sitting 0.002 0.993 0.896 0.942 g = running 0.006 0.957 0.885 0.920 h = walking ------------------------------------------------------- 0.027 0.842 0.825 0.828 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.082 0.614 0.882 0.724 a = climbing down 0.031 0.811 0.668 0.732 b = climbing up 0.000 0.967 0.967 0.967 c = jumping 0.017 0.887 0.806 0.845 d = lying 0.041 0.734 1.000 0.847 e = standing 0.013 0.890 0.724 0.799 f = sitting 0.001 0.994 0.908 0.949 g = running 0.005 0.961 0.885 0.922 h = walking ------------------------------------------------------- 0.025 0.855 0.834 0.836 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.728 0.529 0.612 a = climbing down 0.090 0.539 0.711 0.613 b = climbing up 0.001 0.958 0.908 0.932 c = jumping 0.092 0.192 0.145 0.165 d = lying 0.017 0.890 0.978 0.932 e = standing 0.127 0.280 0.323 0.300 f = sitting 0.007 0.975 0.965 0.970 g = running 0.047 0.696 0.652 0.673 h = walking ------------------------------------------------------- 0.053 0.647 0.649 0.644 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.889 0.522 0.658 a = climbing down 0.061 0.623 0.682 0.651 b = climbing up 0.000 0.972 0.908 0.939 c = jumping 0.092 0.138 0.098 0.115 d = lying 0.016 0.893 0.980 0.934 e = standing 0.134 0.268 0.321 0.292 f = sitting 0.007 0.975 0.968 0.972 g = running 0.061 0.706 0.874 0.781 h = walking ------------------------------------------------------- 0.051 0.668 0.671 0.662 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.882 0.578 0.698 a = climbing down 0.050 0.653 0.639 0.646 b = climbing up 0.000 0.972 0.908 0.939 c = jumping 0.092 0.136 0.096 0.113 d = lying 0.015 0.903 0.989 0.944 e = standing 0.134 0.272 0.328 0.298 f = sitting 0.007 0.975 0.970 0.973 g = running 0.066 0.694 0.897 0.782 h = walking ------------------------------------------------------- 0.050 0.671 0.677 0.668 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.878 0.588 0.704 a = climbing down 0.060 0.643 0.726 0.682 b = climbing up 0.000 0.972 0.908 0.939 c = jumping 0.093 0.133 0.095 0.111 d = lying 0.015 0.901 0.989 0.943 e = standing 0.134 0.268 0.321 0.293 f = sitting 0.006 0.977 0.963 0.970 g = running 0.046 0.761 0.881 0.817 h = walking ------------------------------------------------------- 0.049 0.679 0.684 0.676 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.881 0.590 0.707 a = climbing down 0.060 0.647 0.736 0.689 b = climbing up 0.000 0.972 0.908 0.939 c = jumping 0.093 0.139 0.100 0.116 d = lying 0.014 0.906 0.989 0.946 e = standing 0.133 0.271 0.323 0.294 f = sitting 0.006 0.977 0.963 0.970 g = running 0.045 0.766 0.881 0.820 h = walking ------------------------------------------------------- 0.048 0.682 0.687 0.679 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.834 0.678 0.748 a = climbing down 0.052 0.681 0.743 0.711 b = climbing up 0.000 0.972 0.908 0.939 c = jumping 0.093 0.143 0.103 0.120 d = lying 0.014 0.906 0.996 0.949 e = standing 0.132 0.274 0.325 0.297 f = sitting 0.006 0.978 0.962 0.970 g = running 0.038 0.794 0.865 0.828 h = walking ------------------------------------------------------- 0.047 0.686 0.696 0.689 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.808 0.614 0.698 a = climbing down 0.060 0.679 0.850 0.755 b = climbing up 0.001 0.907 0.653 0.760 c = jumping 0.138 0.453 0.757 0.567 d = lying 0.010 0.927 0.971 0.948 e = standing 0.040 0.112 0.033 0.051 f = sitting 0.011 0.961 0.991 0.976 g = running 0.042 0.733 0.682 0.707 h = walking ------------------------------------------------------- 0.043 0.691 0.723 0.696 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.829 0.619 0.708 a = climbing down 0.033 0.797 0.879 0.836 b = climbing up 0.001 0.900 0.720 0.800 c = jumping 0.137 0.462 0.780 0.581 d = lying 0.012 0.916 0.971 0.943 e = standing 0.037 0.105 0.028 0.044 f = sitting 0.008 0.974 0.990 0.982 g = running 0.039 0.786 0.858 0.820 h = walking ------------------------------------------------------- 0.037 0.718 0.755 0.726 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.040 0.664 0.660 0.662 a = climbing down 0.037 0.752 0.761 0.756 b = climbing up 0.001 0.930 0.707 0.803 c = jumping 0.136 0.458 0.762 0.572 d = lying 0.012 0.916 0.973 0.944 e = standing 0.039 0.114 0.033 0.051 f = sitting 0.007 0.976 0.990 0.983 g = running 0.029 0.824 0.823 0.824 h = walking ------------------------------------------------------- 0.039 0.702 0.738 0.711 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.689 0.672 0.681 a = climbing down 0.039 0.755 0.810 0.781 b = climbing up 0.001 0.932 0.733 0.821 c = jumping 0.136 0.458 0.763 0.573 d = lying 0.012 0.916 0.975 0.944 e = standing 0.039 0.110 0.031 0.049 f = sitting 0.006 0.979 0.990 0.985 g = running 0.025 0.844 0.811 0.827 h = walking ------------------------------------------------------- 0.038 0.708 0.744 0.718 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.745 0.718 0.731 a = climbing down 0.042 0.756 0.872 0.810 b = climbing up 0.001 0.933 0.747 0.830 c = jumping 0.136 0.451 0.743 0.562 d = lying 0.013 0.912 0.982 0.946 e = standing 0.040 0.096 0.028 0.043 f = sitting 0.005 0.981 0.990 0.986 g = running 0.018 0.879 0.789 0.832 h = walking ------------------------------------------------------- 0.037 0.716 0.752 0.726 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.754 0.701 0.726 a = climbing down 0.033 0.796 0.855 0.825 b = climbing up 0.001 0.933 0.747 0.830 c = jumping 0.137 0.469 0.805 0.593 d = lying 0.012 0.916 0.991 0.952 e = standing 0.030 0.113 0.025 0.041 f = sitting 0.006 0.980 0.990 0.985 g = running 0.023 0.862 0.855 0.858 h = walking ------------------------------------------------------- 0.035 0.725 0.766 0.735 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.087 0.532 0.690 0.601 a = climbing down 0.099 0.399 0.453 0.424 b = climbing up 0.000 0.750 1.000 0.857 c = jumping 0.011 0.938 0.863 0.899 d = lying 0.016 0.901 0.975 0.936 e = standing 0.028 0.842 0.857 0.849 f = sitting 0.002 0.992 0.997 0.994 g = running 0.055 0.450 0.275 0.341 h = walking ------------------------------------------------------- 0.039 0.740 0.742 0.736 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.058 0.621 0.666 0.643 a = climbing down 0.025 0.761 0.558 0.644 b = climbing up 0.000 0.750 1.000 0.857 c = jumping 0.011 0.940 0.865 0.901 d = lying 0.016 0.901 0.975 0.936 e = standing 0.027 0.844 0.859 0.851 f = sitting 0.003 0.987 0.998 0.993 g = running 0.065 0.662 0.769 0.712 h = walking ------------------------------------------------------- 0.028 0.827 0.823 0.822 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.773 0.634 0.696 a = climbing down 0.065 0.645 0.808 0.718 b = climbing up 0.000 0.750 1.000 0.857 c = jumping 0.008 0.957 0.871 0.912 d = lying 0.016 0.901 0.975 0.936 e = standing 0.026 0.852 0.877 0.865 f = sitting 0.003 0.987 0.998 0.993 g = running 0.043 0.715 0.655 0.684 h = walking ------------------------------------------------------- 0.025 0.843 0.839 0.838 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.850 0.621 0.718 a = climbing down 0.108 0.551 0.905 0.685 b = climbing up 0.000 0.750 1.000 0.857 c = jumping 0.007 0.959 0.871 0.913 d = lying 0.016 0.901 0.975 0.936 e = standing 0.026 0.853 0.879 0.866 f = sitting 0.003 0.987 0.997 0.992 g = running 0.027 0.751 0.485 0.589 h = walking ------------------------------------------------------- 0.027 0.846 0.825 0.823 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.954 0.576 0.718 a = climbing down 0.138 0.499 0.945 0.654 b = climbing up 0.000 0.750 1.000 0.857 c = jumping 0.007 0.962 0.876 0.917 d = lying 0.016 0.897 0.975 0.934 e = standing 0.025 0.857 0.879 0.868 f = sitting 0.003 0.987 0.997 0.992 g = running 0.019 0.784 0.419 0.546 h = walking ------------------------------------------------------- 0.028 0.858 0.816 0.814 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.863 0.647 0.739 a = climbing down 0.077 0.630 0.895 0.739 b = climbing up 0.000 0.750 1.000 0.857 c = jumping 0.007 0.962 0.869 0.913 d = lying 0.016 0.901 0.975 0.936 e = standing 0.026 0.852 0.883 0.867 f = sitting 0.002 0.991 0.998 0.994 g = running 0.031 0.774 0.644 0.703 h = walking ------------------------------------------------------- 0.023 0.862 0.850 0.849 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.074 0.623 0.854 0.721 a = climbing down 0.124 0.279 0.330 0.302 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.022 0.886 0.856 0.871 d = lying 0.005 0.968 0.955 0.962 e = standing 0.034 0.811 0.851 0.831 f = sitting 0.002 0.992 0.995 0.994 g = running 0.041 0.500 0.250 0.333 h = walking ------------------------------------------------------- 0.040 0.739 0.738 0.730 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.061 0.662 0.837 0.739 a = climbing down 0.113 0.346 0.410 0.376 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.022 0.889 0.884 0.887 d = lying 0.005 0.968 0.955 0.962 e = standing 0.029 0.836 0.851 0.844 f = sitting 0.002 0.992 0.994 0.993 g = running 0.039 0.603 0.356 0.448 h = walking ------------------------------------------------------- 0.036 0.771 0.766 0.762 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.060 0.667 0.841 0.744 a = climbing down 0.097 0.380 0.408 0.393 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.019 0.903 0.884 0.893 d = lying 0.004 0.970 0.955 0.963 e = standing 0.029 0.839 0.870 0.854 f = sitting 0.002 0.992 0.994 0.993 g = running 0.043 0.626 0.434 0.513 h = walking ------------------------------------------------------- 0.034 0.782 0.780 0.777 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.050 0.702 0.826 0.759 a = climbing down 0.080 0.472 0.490 0.481 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.018 0.907 0.915 0.911 d = lying 0.004 0.970 0.955 0.963 e = standing 0.023 0.868 0.872 0.870 f = sitting 0.002 0.992 0.994 0.993 g = running 0.036 0.728 0.581 0.646 h = walking ------------------------------------------------------- 0.029 0.817 0.814 0.814 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.875 0.770 0.819 a = climbing down 0.064 0.627 0.734 0.676 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.017 0.914 0.918 0.916 d = lying 0.004 0.970 0.955 0.963 e = standing 0.022 0.872 0.879 0.876 f = sitting 0.001 0.994 0.994 0.994 g = running 0.034 0.779 0.737 0.757 h = walking ------------------------------------------------------- 0.022 0.868 0.862 0.864 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.856 0.796 0.825 a = climbing down 0.056 0.664 0.753 0.706 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.015 0.921 0.918 0.920 d = lying 0.004 0.970 0.955 0.963 e = standing 0.022 0.874 0.888 0.881 f = sitting 0.001 0.994 0.994 0.994 g = running 0.027 0.825 0.771 0.797 h = walking ------------------------------------------------------- 0.020 0.878 0.874 0.875 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.451 0.081 0.138 a = climbing down 0.209 0.442 0.983 0.610 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.043 0.013 0.003 0.005 d = lying 0.006 0.796 0.170 0.281 e = standing 0.271 0.355 0.887 0.507 f = sitting 0.001 0.993 0.986 0.989 g = running 0.010 0.845 0.338 0.483 h = walking ------------------------------------------------------- 0.080 0.563 0.526 0.459 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.888 0.713 0.791 a = climbing down 0.046 0.777 0.963 0.860 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.040 0.014 0.003 0.005 d = lying 0.006 0.796 0.178 0.291 e = standing 0.271 0.357 0.895 0.510 f = sitting 0.001 0.993 0.987 0.990 g = running 0.011 0.929 0.851 0.888 h = walking ------------------------------------------------------- 0.056 0.671 0.668 0.626 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.045 0.710 0.895 0.791 a = climbing down 0.015 0.902 0.828 0.864 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.039 0.000 0.000 0.000 d = lying 0.006 0.793 0.174 0.286 e = standing 0.273 0.356 0.897 0.510 f = sitting 0.001 0.993 0.987 0.990 g = running 0.010 0.936 0.832 0.881 h = walking ------------------------------------------------------- 0.055 0.668 0.665 0.624 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.040 0.739 0.912 0.816 a = climbing down 0.020 0.881 0.863 0.872 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.038 0.000 0.000 0.000 d = lying 0.006 0.796 0.178 0.291 e = standing 0.273 0.357 0.899 0.511 f = sitting 0.001 0.993 0.986 0.989 g = running 0.007 0.953 0.807 0.874 h = walking ------------------------------------------------------- 0.054 0.671 0.669 0.627 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.038 0.747 0.906 0.819 a = climbing down 0.021 0.876 0.870 0.873 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.038 0.000 0.000 0.000 d = lying 0.006 0.796 0.178 0.291 e = standing 0.273 0.357 0.899 0.511 f = sitting 0.001 0.993 0.987 0.990 g = running 0.007 0.951 0.809 0.874 h = walking ------------------------------------------------------- 0.054 0.671 0.670 0.628 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.759 0.917 0.830 a = climbing down 0.021 0.877 0.882 0.879 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.034 0.000 0.000 0.000 d = lying 0.007 0.792 0.188 0.304 e = standing 0.274 0.357 0.903 0.512 f = sitting 0.001 0.993 0.987 0.990 g = running 0.006 0.958 0.807 0.876 h = walking ------------------------------------------------------- 0.054 0.673 0.674 0.632 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.545 0.105 0.177 a = climbing down 0.136 0.542 0.957 0.692 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.450 0.028 0.052 d = lying 0.007 0.824 0.224 0.352 e = standing 0.283 0.363 0.953 0.526 f = sitting 0.001 0.996 1.000 0.998 g = running 0.022 0.846 0.713 0.774 h = walking ------------------------------------------------------- 0.067 0.662 0.602 0.537 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.054 0.556 0.545 0.550 a = climbing down 0.010 0.861 0.351 0.499 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.385 0.023 0.043 d = lying 0.007 0.812 0.216 0.341 e = standing 0.285 0.360 0.948 0.522 f = sitting 0.001 0.997 1.000 0.999 g = running 0.103 0.616 0.990 0.760 h = walking ------------------------------------------------------- 0.065 0.664 0.600 0.545 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.871 0.710 0.782 a = climbing down 0.017 0.894 0.849 0.871 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.009 0.333 0.025 0.046 d = lying 0.007 0.812 0.208 0.331 e = standing 0.286 0.356 0.935 0.516 f = sitting 0.001 0.997 1.000 0.999 g = running 0.035 0.823 0.978 0.894 h = walking ------------------------------------------------------- 0.052 0.725 0.686 0.642 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.908 0.760 0.828 a = climbing down 0.027 0.852 0.913 0.881 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.008 0.356 0.025 0.046 d = lying 0.006 0.823 0.204 0.327 e = standing 0.287 0.357 0.942 0.518 f = sitting 0.001 0.997 1.000 0.999 g = running 0.018 0.897 0.941 0.919 h = walking ------------------------------------------------------- 0.051 0.738 0.695 0.652 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.894 0.833 0.862 a = climbing down 0.016 0.902 0.891 0.897 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.008 0.000 0.000 0.000 d = lying 0.020 0.629 0.244 0.352 e = standing 0.274 0.363 0.925 0.521 f = sitting 0.001 0.997 1.000 0.999 g = running 0.014 0.921 0.976 0.948 h = walking ------------------------------------------------------- 0.049 0.669 0.704 0.658 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.936 0.771 0.846 a = climbing down 0.025 0.860 0.928 0.893 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.011 0.000 0.000 0.000 d = lying 0.018 0.647 0.242 0.352 e = standing 0.276 0.359 0.913 0.515 f = sitting 0.001 0.997 1.000 0.999 g = running 0.013 0.923 0.971 0.947 h = walking ------------------------------------------------------- 0.050 0.669 0.700 0.655 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.256 0.224 0.710 0.340 a = climbing down 0.015 0.871 0.363 0.512 b = climbing up 0.000 1.000 0.056 0.105 c = jumping 0.005 0.609 0.047 0.088 d = lying 0.285 0.340 0.995 0.506 e = standing 0.001 0.912 0.052 0.099 f = sitting 0.065 0.697 0.960 0.808 g = running 0.034 0.022 0.005 0.008 h = walking ------------------------------------------------------- 0.078 0.573 0.418 0.345 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.058 0.630 0.955 0.759 a = climbing down 0.004 0.980 0.668 0.795 b = climbing up 0.000 1.000 0.678 0.808 c = jumping 0.000 0.929 0.022 0.043 d = lying 0.300 0.329 1.000 0.495 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.007 0.954 0.927 0.940 g = running 0.050 0.750 0.915 0.824 h = walking ------------------------------------------------------- 0.053 0.691 0.633 0.571 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.852 0.874 0.863 a = climbing down 0.002 0.990 0.610 0.755 b = climbing up 0.000 1.000 0.767 0.868 c = jumping 0.000 0.929 0.022 0.043 d = lying 0.300 0.329 1.000 0.495 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.005 0.965 0.928 0.946 g = running 0.106 0.605 0.997 0.753 h = walking ------------------------------------------------------- 0.056 0.695 0.626 0.565 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.856 0.874 0.865 a = climbing down 0.002 0.987 0.611 0.755 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 0.929 0.022 0.043 d = lying 0.300 0.329 1.000 0.495 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.001 0.991 0.930 0.960 g = running 0.105 0.606 0.997 0.754 h = walking ------------------------------------------------------- 0.056 0.698 0.630 0.569 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.864 0.860 0.862 a = climbing down 0.004 0.979 0.619 0.758 b = climbing up 0.000 1.000 0.956 0.977 c = jumping 0.000 0.929 0.022 0.043 d = lying 0.300 0.329 1.000 0.495 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.001 0.995 0.935 0.964 g = running 0.104 0.608 0.997 0.756 h = walking ------------------------------------------------------- 0.056 0.698 0.631 0.570 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.040 0.706 0.917 0.798 a = climbing down 0.003 0.985 0.606 0.750 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 1.000 0.022 0.043 d = lying 0.300 0.329 1.000 0.495 e = standing 0.001 0.200 0.002 0.003 f = sitting 0.001 0.996 0.930 0.962 g = running 0.078 0.673 0.986 0.800 h = walking ------------------------------------------------------- 0.054 0.730 0.632 0.569 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.184 0.255 0.602 0.358 a = climbing down 0.041 0.747 0.433 0.548 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.062 0.472 0.363 0.410 d = lying 0.093 0.613 0.996 0.759 e = standing 0.097 0.000 0.000 0.000 f = sitting 0.055 0.739 0.993 0.848 g = running 0.087 0.006 0.003 0.004 h = walking ------------------------------------------------------- 0.079 0.428 0.461 0.420 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.834 0.800 0.817 a = climbing down 0.010 0.955 0.791 0.865 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.143 0.289 0.380 0.328 d = lying 0.021 0.866 0.933 0.899 e = standing 0.095 0.000 0.000 0.000 f = sitting 0.001 0.993 0.992 0.992 g = running 0.064 0.693 0.900 0.783 h = walking ------------------------------------------------------- 0.047 0.686 0.696 0.687 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.889 0.686 0.774 a = climbing down 0.068 0.803 0.990 0.886 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.143 0.285 0.373 0.323 d = lying 0.023 0.852 0.918 0.883 e = standing 0.096 0.000 0.000 0.000 f = sitting 0.001 0.997 0.992 0.994 g = running 0.005 0.957 0.761 0.848 h = walking ------------------------------------------------------- 0.051 0.693 0.707 0.694 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.060 0.112 a = climbing down 0.153 0.645 0.996 0.783 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.053 0.473 0.308 0.373 d = lying 0.002 0.987 0.900 0.941 e = standing 0.106 0.521 0.744 0.613 f = sitting 0.000 1.000 0.992 0.996 g = running 0.010 0.919 0.731 0.814 h = walking ------------------------------------------------------- 0.056 0.776 0.733 0.700 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.969 0.605 0.745 a = climbing down 0.084 0.769 0.998 0.869 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.067 0.458 0.371 0.410 d = lying 0.003 0.977 0.893 0.933 e = standing 0.096 0.510 0.648 0.571 f = sitting 0.000 1.000 0.992 0.996 g = running 0.010 0.925 0.737 0.820 h = walking ------------------------------------------------------- 0.042 0.796 0.780 0.778 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.950 0.771 0.852 a = climbing down 0.036 0.884 0.991 0.934 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.064 0.468 0.371 0.414 d = lying 0.003 0.977 0.898 0.936 e = standing 0.096 0.514 0.660 0.578 f = sitting 0.000 1.000 0.992 0.996 g = running 0.011 0.927 0.877 0.901 h = walking ------------------------------------------------------- 0.032 0.822 0.816 0.815 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.000 1.000 0.130 0.231 a = climbing down 0.077 0.544 0.688 0.608 b = climbing up 0.000 0.989 0.978 0.983 c = jumping 0.003 0.985 0.961 0.973 d = lying 0.017 0.889 0.947 0.917 e = standing 0.013 0.920 0.891 0.905 f = sitting 0.001 0.997 0.940 0.968 g = running 0.099 0.614 0.941 0.743 h = walking ------------------------------------------------------- 0.028 0.863 0.819 0.798 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.966 0.489 0.649 a = climbing down 0.111 0.543 0.988 0.700 b = climbing up 0.000 0.989 0.978 0.983 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.017 0.889 0.947 0.917 e = standing 0.013 0.921 0.897 0.909 f = sitting 0.001 0.997 0.938 0.967 g = running 0.014 0.893 0.703 0.786 h = walking ------------------------------------------------------- 0.020 0.900 0.860 0.862 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.485 0.651 a = climbing down 0.049 0.695 0.843 0.762 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.002 0.990 0.961 0.975 d = lying 0.009 0.941 0.945 0.943 e = standing 0.013 0.923 0.948 0.935 f = sitting 0.000 0.999 0.931 0.964 g = running 0.057 0.738 0.966 0.837 h = walking ------------------------------------------------------- 0.017 0.905 0.886 0.883 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.489 0.655 a = climbing down 0.050 0.695 0.855 0.767 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.002 0.990 0.961 0.975 d = lying 0.009 0.941 0.945 0.943 e = standing 0.013 0.923 0.948 0.935 f = sitting 0.000 0.999 0.931 0.964 g = running 0.054 0.749 0.966 0.844 h = walking ------------------------------------------------------- 0.017 0.907 0.888 0.885 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.934 0.674 0.783 a = climbing down 0.031 0.785 0.837 0.810 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.002 0.988 0.961 0.975 d = lying 0.007 0.950 0.949 0.949 e = standing 0.013 0.925 0.953 0.939 f = sitting 0.000 0.999 0.944 0.971 g = running 0.047 0.774 0.955 0.855 h = walking ------------------------------------------------------- 0.014 0.916 0.908 0.908 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.639 0.770 a = climbing down 0.046 0.735 0.945 0.827 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.003 0.985 0.961 0.973 d = lying 0.006 0.960 0.949 0.954 e = standing 0.013 0.925 0.958 0.941 f = sitting 0.000 0.999 0.929 0.962 g = running 0.029 0.845 0.946 0.893 h = walking ------------------------------------------------------- 0.013 0.925 0.914 0.913 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.978 0.193 0.323 a = climbing down 0.062 0.569 0.621 0.594 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.000 1.000 0.963 0.981 d = lying 0.014 0.906 0.956 0.930 e = standing 0.012 0.927 0.918 0.922 f = sitting 0.003 0.986 0.987 0.987 g = running 0.103 0.604 0.939 0.735 h = walking ------------------------------------------------------- 0.026 0.865 0.831 0.813 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.912 0.343 0.498 a = climbing down 0.148 0.465 0.967 0.628 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.000 1.000 0.963 0.981 d = lying 0.010 0.933 0.964 0.948 e = standing 0.011 0.935 0.944 0.940 f = sitting 0.003 0.987 0.989 0.988 g = running 0.037 0.640 0.390 0.485 h = walking ------------------------------------------------------- 0.026 0.856 0.814 0.806 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.829 0.800 0.814 a = climbing down 0.016 0.866 0.800 0.832 b = climbing up 0.000 1.000 0.906 0.951 c = jumping 0.001 0.997 0.964 0.980 d = lying 0.018 0.887 0.971 0.927 e = standing 0.010 0.940 0.892 0.915 f = sitting 0.003 0.987 0.991 0.989 g = running 0.037 0.797 0.875 0.834 h = walking ------------------------------------------------------- 0.014 0.911 0.909 0.909 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.812 0.914 0.860 a = climbing down 0.051 0.709 0.930 0.805 b = climbing up 0.000 1.000 0.906 0.951 c = jumping 0.001 0.997 0.964 0.980 d = lying 0.018 0.887 0.971 0.927 e = standing 0.010 0.940 0.892 0.915 f = sitting 0.002 0.990 0.991 0.990 g = running 0.008 0.926 0.611 0.737 h = walking ------------------------------------------------------- 0.014 0.909 0.899 0.897 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.902 0.908 0.905 a = climbing down 0.030 0.798 0.903 0.847 b = climbing up 0.000 1.000 0.906 0.951 c = jumping 0.002 0.988 0.964 0.976 d = lying 0.007 0.953 0.971 0.962 e = standing 0.010 0.943 0.951 0.947 f = sitting 0.004 0.985 0.996 0.991 g = running 0.014 0.908 0.804 0.853 h = walking ------------------------------------------------------- 0.010 0.934 0.932 0.932 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.895 0.914 0.904 a = climbing down 0.028 0.812 0.907 0.857 b = climbing up 0.000 1.000 0.906 0.951 c = jumping 0.000 1.000 0.961 0.980 d = lying 0.001 0.996 0.960 0.978 e = standing 0.012 0.932 1.000 0.965 f = sitting 0.004 0.985 0.996 0.991 g = running 0.012 0.918 0.812 0.862 h = walking ------------------------------------------------------- 0.009 0.942 0.939 0.939 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.047 0.495 0.531 0.513 a = climbing down 0.011 0.762 0.268 0.397 b = climbing up 0.000 1.000 0.225 0.367 c = jumping 0.005 0.968 0.757 0.850 d = lying 0.051 0.789 0.978 0.873 e = standing 0.010 0.934 0.913 0.923 f = sitting 0.026 0.879 0.998 0.935 g = running 0.078 0.704 0.977 0.818 h = walking ------------------------------------------------------- 0.032 0.817 0.804 0.784 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.610 0.482 0.538 a = climbing down 0.026 0.758 0.650 0.700 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.005 0.968 0.757 0.850 d = lying 0.051 0.789 0.978 0.873 e = standing 0.010 0.934 0.913 0.923 f = sitting 0.010 0.950 0.998 0.974 g = running 0.041 0.815 0.954 0.879 h = walking ------------------------------------------------------- 0.024 0.855 0.853 0.848 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.625 0.508 0.561 a = climbing down 0.031 0.745 0.723 0.734 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.005 0.967 0.752 0.846 d = lying 0.050 0.792 0.978 0.875 e = standing 0.012 0.923 0.913 0.918 f = sitting 0.008 0.959 0.998 0.978 g = running 0.023 0.885 0.957 0.920 h = walking ------------------------------------------------------- 0.021 0.867 0.865 0.861 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.633 0.508 0.564 a = climbing down 0.031 0.751 0.730 0.740 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.005 0.967 0.751 0.845 d = lying 0.051 0.791 0.978 0.874 e = standing 0.012 0.923 0.913 0.918 f = sitting 0.008 0.961 0.998 0.979 g = running 0.023 0.886 0.960 0.921 h = walking ------------------------------------------------------- 0.021 0.868 0.866 0.862 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.695 0.485 0.571 a = climbing down 0.043 0.706 0.807 0.753 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.005 0.967 0.751 0.845 d = lying 0.051 0.791 0.978 0.874 e = standing 0.012 0.923 0.913 0.918 f = sitting 0.008 0.961 0.998 0.979 g = running 0.016 0.917 0.932 0.925 h = walking ------------------------------------------------------- 0.021 0.873 0.868 0.865 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.780 0.443 0.565 a = climbing down 0.053 0.679 0.886 0.768 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.005 0.967 0.751 0.845 d = lying 0.051 0.791 0.978 0.874 e = standing 0.012 0.923 0.913 0.918 f = sitting 0.008 0.961 0.998 0.979 g = running 0.011 0.939 0.909 0.924 h = walking ------------------------------------------------------- 0.021 0.880 0.870 0.866 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.605 0.691 0.645 a = climbing down 0.003 0.881 0.174 0.291 b = climbing up 0.000 1.000 0.117 0.209 c = jumping 0.071 0.678 0.759 0.716 d = lying 0.039 0.832 0.998 0.908 e = standing 0.015 0.853 0.530 0.653 f = sitting 0.027 0.876 0.995 0.932 g = running 0.094 0.660 0.970 0.785 h = walking ------------------------------------------------------- 0.043 0.780 0.754 0.721 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.052 0.548 0.717 0.621 a = climbing down 0.004 0.887 0.240 0.378 b = climbing up 0.000 1.000 0.299 0.460 c = jumping 0.079 0.671 0.812 0.735 d = lying 0.033 0.854 1.000 0.921 e = standing 0.010 0.885 0.486 0.627 f = sitting 0.022 0.895 0.995 0.943 g = running 0.071 0.718 0.958 0.821 h = walking ------------------------------------------------------- 0.039 0.795 0.768 0.743 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.674 0.701 0.687 a = climbing down 0.018 0.782 0.525 0.628 b = climbing up 0.000 1.000 0.416 0.587 c = jumping 0.078 0.669 0.802 0.730 d = lying 0.035 0.847 1.000 0.917 e = standing 0.010 0.882 0.486 0.627 f = sitting 0.019 0.909 0.995 0.950 g = running 0.053 0.763 0.909 0.829 h = walking ------------------------------------------------------- 0.036 0.801 0.792 0.780 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.613 0.750 0.675 a = climbing down 0.008 0.872 0.447 0.591 b = climbing up 0.000 1.000 0.429 0.600 c = jumping 0.078 0.669 0.802 0.730 d = lying 0.035 0.847 1.000 0.917 e = standing 0.010 0.882 0.486 0.627 f = sitting 0.019 0.910 0.995 0.951 g = running 0.053 0.769 0.930 0.842 h = walking ------------------------------------------------------- 0.036 0.807 0.790 0.777 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.033 0.674 0.789 0.727 a = climbing down 0.014 0.846 0.609 0.709 b = climbing up 0.000 1.000 0.429 0.600 c = jumping 0.078 0.672 0.813 0.736 d = lying 0.033 0.855 1.000 0.922 e = standing 0.011 0.879 0.484 0.624 f = sitting 0.019 0.909 0.995 0.950 g = running 0.033 0.840 0.914 0.875 h = walking ------------------------------------------------------- 0.032 0.822 0.811 0.801 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.686 0.789 0.734 a = climbing down 0.014 0.845 0.616 0.713 b = climbing up 0.000 1.000 0.429 0.600 c = jumping 0.078 0.674 0.815 0.738 d = lying 0.033 0.854 1.000 0.921 e = standing 0.010 0.882 0.484 0.625 f = sitting 0.019 0.909 0.995 0.950 g = running 0.032 0.843 0.920 0.880 h = walking ------------------------------------------------------- 0.032 0.824 0.813 0.803 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.814 0.468 0.594 a = climbing down 0.047 0.694 0.627 0.659 b = climbing up 0.000 0.986 0.863 0.920 c = jumping 0.069 0.600 0.591 0.596 d = lying 0.041 0.666 0.560 0.608 e = standing 0.106 0.452 0.521 0.484 f = sitting 0.004 0.980 0.982 0.981 g = running 0.096 0.609 0.896 0.725 h = walking ------------------------------------------------------- 0.053 0.694 0.676 0.674 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.801 0.534 0.641 a = climbing down 0.042 0.748 0.736 0.742 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.072 0.692 0.916 0.788 d = lying 0.019 0.808 0.560 0.661 e = standing 0.072 0.540 0.504 0.521 f = sitting 0.003 0.983 0.985 0.984 g = running 0.070 0.682 0.895 0.774 h = walking ------------------------------------------------------- 0.042 0.755 0.746 0.740 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.826 0.579 0.681 a = climbing down 0.050 0.733 0.799 0.765 b = climbing up 0.000 0.986 0.875 0.927 c = jumping 0.071 0.694 0.921 0.791 d = lying 0.020 0.805 0.560 0.660 e = standing 0.071 0.543 0.504 0.523 f = sitting 0.002 0.987 0.983 0.985 g = running 0.051 0.741 0.871 0.801 h = walking ------------------------------------------------------- 0.040 0.765 0.758 0.753 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.775 0.662 0.714 a = climbing down 0.048 0.742 0.801 0.770 b = climbing up 0.000 0.986 0.875 0.927 c = jumping 0.069 0.701 0.925 0.797 d = lying 0.019 0.810 0.560 0.662 e = standing 0.071 0.549 0.516 0.532 f = sitting 0.002 0.987 0.983 0.985 g = running 0.040 0.774 0.820 0.796 h = walking ------------------------------------------------------- 0.039 0.767 0.764 0.759 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.060 0.608 0.692 0.647 a = climbing down 0.068 0.686 0.866 0.765 b = climbing up 0.000 0.986 0.875 0.927 c = jumping 0.069 0.702 0.928 0.799 d = lying 0.019 0.808 0.560 0.661 e = standing 0.071 0.550 0.514 0.532 f = sitting 0.002 0.988 0.987 0.987 g = running 0.014 0.865 0.548 0.671 h = walking ------------------------------------------------------- 0.042 0.753 0.739 0.733 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.039 0.724 0.761 0.742 a = climbing down 0.044 0.755 0.787 0.771 b = climbing up 0.000 1.000 0.875 0.933 c = jumping 0.069 0.703 0.933 0.802 d = lying 0.020 0.801 0.560 0.659 e = standing 0.070 0.551 0.509 0.529 f = sitting 0.002 0.988 0.988 0.988 g = running 0.030 0.805 0.750 0.776 h = walking ------------------------------------------------------- 0.039 0.768 0.764 0.760 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.783 0.372 0.504 a = climbing down 0.038 0.760 0.700 0.729 b = climbing up 0.000 0.980 0.600 0.744 c = jumping 0.024 0.692 0.308 0.427 d = lying 0.054 0.671 0.773 0.718 e = standing 0.098 0.593 0.857 0.701 f = sitting 0.010 0.945 0.970 0.957 g = running 0.115 0.551 0.853 0.669 h = walking ------------------------------------------------------- 0.050 0.721 0.695 0.679 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.670 0.492 0.568 a = climbing down 0.069 0.658 0.779 0.713 b = climbing up 0.001 0.961 0.613 0.748 c = jumping 0.024 0.696 0.310 0.429 d = lying 0.052 0.682 0.773 0.725 e = standing 0.101 0.588 0.859 0.698 f = sitting 0.010 0.948 0.968 0.958 g = running 0.063 0.642 0.682 0.661 h = walking ------------------------------------------------------- 0.049 0.706 0.697 0.684 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.038 0.658 0.538 0.592 a = climbing down 0.049 0.720 0.739 0.729 b = climbing up 0.000 0.980 0.613 0.754 c = jumping 0.024 0.852 0.788 0.819 d = lying 0.036 0.755 0.773 0.764 e = standing 0.033 0.811 0.857 0.833 f = sitting 0.010 0.948 0.970 0.959 g = running 0.065 0.660 0.763 0.708 h = walking ------------------------------------------------------- 0.035 0.782 0.780 0.778 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.697 0.514 0.592 a = climbing down 0.039 0.765 0.749 0.757 b = climbing up 0.000 0.980 0.600 0.744 c = jumping 0.000 1.000 0.788 0.881 d = lying 0.036 0.755 0.773 0.764 e = standing 0.033 0.833 1.000 0.909 f = sitting 0.010 0.947 0.973 0.960 g = running 0.069 0.672 0.851 0.751 h = walking ------------------------------------------------------- 0.030 0.820 0.812 0.809 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.031 0.696 0.523 0.597 a = climbing down 0.035 0.785 0.747 0.765 b = climbing up 0.000 0.980 0.613 0.754 c = jumping 0.000 1.000 0.788 0.881 d = lying 0.036 0.755 0.773 0.764 e = standing 0.033 0.833 1.000 0.909 f = sitting 0.010 0.948 0.975 0.961 g = running 0.069 0.677 0.867 0.760 h = walking ------------------------------------------------------- 0.029 0.823 0.815 0.812 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.713 0.512 0.596 a = climbing down 0.053 0.721 0.802 0.759 b = climbing up 0.000 0.980 0.600 0.744 c = jumping 0.000 1.000 0.807 0.893 d = lying 0.033 0.772 0.773 0.773 e = standing 0.033 0.833 1.000 0.909 f = sitting 0.010 0.947 0.977 0.961 g = running 0.054 0.713 0.815 0.761 h = walking ------------------------------------------------------- 0.029 0.823 0.817 0.814 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.673 0.567 0.615 a = climbing down 0.080 0.587 0.759 0.662 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.018 0.906 0.935 0.921 d = lying 0.027 0.826 0.865 0.845 e = standing 0.020 0.871 0.804 0.836 f = sitting 0.000 0.998 0.998 0.998 g = running 0.029 0.817 0.709 0.759 h = walking ------------------------------------------------------- 0.028 0.825 0.819 0.819 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.795 0.458 0.581 a = climbing down 0.057 0.699 0.883 0.780 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.018 0.906 0.935 0.921 d = lying 0.027 0.826 0.865 0.845 e = standing 0.020 0.871 0.804 0.836 f = sitting 0.000 1.000 0.998 0.999 g = running 0.042 0.788 0.861 0.823 h = walking ------------------------------------------------------- 0.025 0.849 0.846 0.840 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.793 0.451 0.575 a = climbing down 0.056 0.702 0.885 0.783 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.016 0.916 0.935 0.926 d = lying 0.028 0.823 0.875 0.848 e = standing 0.020 0.873 0.804 0.837 f = sitting 0.000 1.000 0.998 0.999 g = running 0.043 0.785 0.863 0.822 h = walking ------------------------------------------------------- 0.025 0.850 0.847 0.841 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.836 0.476 0.606 a = climbing down 0.068 0.677 0.950 0.791 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.016 0.916 0.935 0.926 d = lying 0.028 0.822 0.880 0.850 e = standing 0.019 0.879 0.804 0.840 f = sitting 0.000 1.000 0.998 0.999 g = running 0.034 0.809 0.793 0.801 h = walking ------------------------------------------------------- 0.024 0.857 0.848 0.843 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.850 0.502 0.631 a = climbing down 0.063 0.691 0.942 0.797 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.016 0.915 0.934 0.924 d = lying 0.021 0.684 0.310 0.426 e = standing 0.106 0.572 0.839 0.680 f = sitting 0.000 1.000 0.998 0.999 g = running 0.036 0.803 0.800 0.801 h = walking ------------------------------------------------------- 0.036 0.796 0.782 0.769 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.857 0.504 0.635 a = climbing down 0.062 0.694 0.940 0.799 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.016 0.916 0.934 0.925 d = lying 0.023 0.636 0.271 0.380 e = standing 0.112 0.556 0.830 0.666 f = sitting 0.000 1.000 0.998 0.999 g = running 0.036 0.800 0.805 0.802 h = walking ------------------------------------------------------- 0.037 0.789 0.777 0.762 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.764 0.826 0.794 a = climbing down 0.057 0.664 0.758 0.708 b = climbing up 0.000 1.000 0.361 0.531 c = jumping 0.035 0.835 0.948 0.888 d = lying 0.025 0.828 0.804 0.816 e = standing 0.023 0.844 0.742 0.790 f = sitting 0.017 0.914 0.995 0.953 g = running 0.014 0.905 0.741 0.815 h = walking ------------------------------------------------------- 0.028 0.831 0.824 0.821 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.817 0.866 0.841 a = climbing down 0.018 0.863 0.739 0.796 b = climbing up 0.000 0.967 0.349 0.513 c = jumping 0.022 0.890 0.948 0.918 d = lying 0.014 0.857 0.565 0.681 e = standing 0.070 0.666 0.821 0.735 f = sitting 0.017 0.912 0.995 0.952 g = running 0.034 0.827 0.890 0.858 h = walking ------------------------------------------------------- 0.028 0.837 0.829 0.824 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.802 0.933 0.863 a = climbing down 0.025 0.832 0.828 0.830 b = climbing up 0.000 0.964 0.325 0.486 c = jumping 0.021 0.894 0.948 0.920 d = lying 0.027 0.835 0.916 0.874 e = standing 0.017 0.884 0.749 0.811 f = sitting 0.018 0.909 0.995 0.950 g = running 0.013 0.915 0.806 0.857 h = walking ------------------------------------------------------- 0.021 0.873 0.870 0.866 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.831 0.886 0.857 a = climbing down 0.014 0.894 0.789 0.839 b = climbing up 0.000 0.964 0.325 0.486 c = jumping 0.020 0.896 0.948 0.922 d = lying 0.027 0.836 0.920 0.876 e = standing 0.017 0.884 0.749 0.811 f = sitting 0.018 0.909 0.995 0.950 g = running 0.028 0.854 0.895 0.874 h = walking ------------------------------------------------------- 0.020 0.876 0.874 0.870 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.907 0.893 0.900 a = climbing down 0.020 0.870 0.889 0.879 b = climbing up 0.000 0.964 0.325 0.486 c = jumping 0.021 0.895 0.948 0.921 d = lying 0.027 0.836 0.918 0.875 e = standing 0.017 0.884 0.749 0.811 f = sitting 0.018 0.909 0.995 0.950 g = running 0.022 0.879 0.872 0.876 h = walking ------------------------------------------------------- 0.019 0.885 0.884 0.880 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.923 0.859 0.890 a = climbing down 0.010 0.924 0.811 0.864 b = climbing up 0.000 0.964 0.325 0.486 c = jumping 0.020 0.896 0.948 0.922 d = lying 0.027 0.836 0.922 0.877 e = standing 0.016 0.886 0.749 0.812 f = sitting 0.018 0.909 0.995 0.950 g = running 0.039 0.813 0.939 0.871 h = walking ------------------------------------------------------- 0.020 0.884 0.880 0.876 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.683 0.520 0.591 a = climbing down 0.098 0.590 0.913 0.717 b = climbing up 0.008 0.752 1.000 0.858 c = jumping 0.017 0.873 0.600 0.711 d = lying 0.050 0.682 0.879 0.768 e = standing 0.087 0.621 0.689 0.653 f = sitting 0.005 0.971 0.949 0.960 g = running 0.016 0.841 0.531 0.651 h = walking ------------------------------------------------------- 0.042 0.759 0.733 0.729 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.729 0.506 0.597 a = climbing down 0.055 0.688 0.779 0.730 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.869 0.598 0.709 d = lying 0.044 0.703 0.867 0.776 e = standing 0.089 0.624 0.713 0.665 f = sitting 0.005 0.973 1.000 0.986 g = running 0.055 0.690 0.743 0.715 h = walking ------------------------------------------------------- 0.041 0.764 0.754 0.751 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.750 0.501 0.601 a = climbing down 0.036 0.766 0.769 0.768 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.871 0.598 0.709 d = lying 0.041 0.719 0.857 0.782 e = standing 0.090 0.627 0.734 0.676 f = sitting 0.005 0.973 1.000 0.986 g = running 0.066 0.669 0.816 0.735 h = walking ------------------------------------------------------- 0.040 0.776 0.765 0.761 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.737 0.542 0.624 a = climbing down 0.034 0.778 0.781 0.779 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.017 0.869 0.598 0.709 d = lying 0.045 0.702 0.879 0.780 e = standing 0.087 0.626 0.708 0.665 f = sitting 0.005 0.973 1.000 0.986 g = running 0.061 0.682 0.799 0.736 h = walking ------------------------------------------------------- 0.039 0.776 0.766 0.763 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.028 0.713 0.575 0.637 a = climbing down 0.035 0.778 0.794 0.786 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.017 0.873 0.608 0.717 d = lying 0.041 0.718 0.874 0.788 e = standing 0.086 0.636 0.729 0.680 f = sitting 0.005 0.973 1.000 0.986 g = running 0.053 0.704 0.774 0.737 h = walking ------------------------------------------------------- 0.038 0.781 0.772 0.770 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.690 0.632 0.660 a = climbing down 0.024 0.826 0.740 0.781 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.011 0.910 0.584 0.711 d = lying 0.014 0.847 0.621 0.717 e = standing 0.126 0.594 0.892 0.713 f = sitting 0.005 0.973 1.000 0.986 g = running 0.057 0.693 0.788 0.738 h = walking ------------------------------------------------------- 0.040 0.796 0.769 0.769 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.655 0.612 0.633 a = climbing down 0.128 0.512 0.868 0.644 b = climbing up 0.009 0.726 1.000 0.841 c = jumping 0.012 0.812 0.280 0.416 d = lying 0.053 0.687 0.952 0.798 e = standing 0.134 0.524 0.717 0.605 f = sitting 0.007 0.959 0.937 0.948 g = running 0.014 0.760 0.268 0.396 h = walking ------------------------------------------------------- 0.055 0.706 0.659 0.634 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.063 0.565 0.684 0.619 a = climbing down 0.079 0.609 0.797 0.691 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.013 0.800 0.272 0.406 d = lying 0.024 0.802 0.793 0.798 e = standing 0.157 0.530 0.862 0.657 f = sitting 0.007 0.965 0.993 0.979 g = running 0.019 0.776 0.400 0.528 h = walking ------------------------------------------------------- 0.053 0.730 0.691 0.672 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.052 0.609 0.675 0.640 a = climbing down 0.070 0.645 0.818 0.721 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.009 0.848 0.272 0.412 d = lying 0.009 0.907 0.721 0.804 e = standing 0.171 0.531 0.938 0.678 f = sitting 0.007 0.965 0.993 0.979 g = running 0.021 0.797 0.503 0.616 h = walking ------------------------------------------------------- 0.050 0.762 0.712 0.696 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.043 0.636 0.619 0.628 a = climbing down 0.090 0.597 0.863 0.706 b = climbing up 0.001 0.978 0.989 0.983 c = jumping 0.009 0.848 0.272 0.412 d = lying 0.009 0.907 0.721 0.804 e = standing 0.171 0.531 0.938 0.678 f = sitting 0.007 0.964 0.990 0.977 g = running 0.019 0.799 0.453 0.578 h = walking ------------------------------------------------------- 0.052 0.758 0.705 0.687 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.665 0.588 0.624 a = climbing down 0.073 0.647 0.865 0.740 b = climbing up 0.001 0.978 0.989 0.983 c = jumping 0.005 0.914 0.273 0.421 d = lying 0.030 0.776 0.864 0.818 e = standing 0.151 0.536 0.848 0.657 f = sitting 0.007 0.964 0.990 0.977 g = running 0.028 0.766 0.565 0.650 h = walking ------------------------------------------------------- 0.048 0.760 0.718 0.701 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.648 0.559 0.600 a = climbing down 0.064 0.670 0.847 0.748 b = climbing up 0.001 0.978 0.989 0.983 c = jumping 0.005 0.914 0.273 0.421 d = lying 0.031 0.775 0.869 0.819 e = standing 0.151 0.536 0.847 0.657 f = sitting 0.007 0.964 0.990 0.977 g = running 0.036 0.732 0.602 0.661 h = walking ------------------------------------------------------- 0.048 0.757 0.718 0.701 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.146 0.263 0.752 0.389 a = climbing down 0.002 0.936 0.153 0.263 b = climbing up 0.000 1.000 0.753 0.859 c = jumping 0.008 0.952 0.841 0.893 d = lying 0.138 0.547 0.993 0.705 e = standing 0.024 0.640 0.233 0.341 f = sitting 0.002 0.988 1.000 0.994 g = running 0.073 0.631 0.595 0.613 h = walking ------------------------------------------------------- 0.048 0.750 0.655 0.634 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.112 0.315 0.748 0.444 a = climbing down 0.002 0.933 0.146 0.253 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.008 0.952 0.844 0.895 d = lying 0.140 0.544 0.991 0.702 e = standing 0.023 0.649 0.229 0.339 f = sitting 0.002 0.988 1.000 0.994 g = running 0.075 0.680 0.754 0.715 h = walking ------------------------------------------------------- 0.046 0.762 0.684 0.655 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.064 0.445 0.748 0.558 a = climbing down 0.002 0.955 0.312 0.470 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.008 0.952 0.844 0.895 d = lying 0.140 0.544 0.991 0.702 e = standing 0.023 0.649 0.229 0.339 f = sitting 0.003 0.986 1.000 0.993 g = running 0.073 0.719 0.894 0.797 h = walking ------------------------------------------------------- 0.043 0.780 0.729 0.704 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.680 0.756 0.716 a = climbing down 0.006 0.931 0.565 0.703 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.002 0.986 0.831 0.902 d = lying 0.106 0.611 0.991 0.756 e = standing 0.028 0.741 0.434 0.548 f = sitting 0.002 0.989 1.000 0.995 g = running 0.066 0.745 0.925 0.825 h = walking ------------------------------------------------------- 0.034 0.826 0.799 0.791 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.623 0.773 0.690 a = climbing down 0.017 0.871 0.808 0.838 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.002 0.986 0.834 0.904 d = lying 0.106 0.611 0.991 0.756 e = standing 0.027 0.746 0.436 0.551 f = sitting 0.002 0.989 1.000 0.995 g = running 0.021 0.897 0.862 0.879 h = walking ------------------------------------------------------- 0.028 0.842 0.820 0.817 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.847 0.731 0.785 a = climbing down 0.035 0.789 0.883 0.833 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.002 0.986 0.834 0.904 d = lying 0.106 0.611 0.991 0.756 e = standing 0.027 0.746 0.434 0.549 f = sitting 0.002 0.991 1.000 0.996 g = running 0.016 0.920 0.882 0.900 h = walking ------------------------------------------------------- 0.028 0.850 0.831 0.826 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.124 0.312 0.817 0.452 a = climbing down 0.001 0.943 0.105 0.189 b = climbing up 0.000 1.000 0.759 0.863 c = jumping 0.023 0.893 0.980 0.935 d = lying 0.123 0.576 0.994 0.730 e = standing 0.005 0.886 0.202 0.329 f = sitting 0.007 0.962 1.000 0.981 g = running 0.088 0.604 0.633 0.618 h = walking ------------------------------------------------------- 0.046 0.778 0.677 0.635 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.107 0.347 0.825 0.488 a = climbing down 0.002 0.922 0.198 0.326 b = climbing up 0.000 1.000 0.735 0.847 c = jumping 0.022 0.897 0.977 0.935 d = lying 0.122 0.577 0.994 0.730 e = standing 0.005 0.877 0.209 0.337 f = sitting 0.007 0.961 1.000 0.980 g = running 0.082 0.635 0.675 0.654 h = walking ------------------------------------------------------- 0.044 0.782 0.697 0.662 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.062 0.466 0.787 0.585 a = climbing down 0.007 0.897 0.404 0.557 b = climbing up 0.000 0.988 0.952 0.969 c = jumping 0.022 0.897 0.977 0.935 d = lying 0.122 0.577 0.994 0.730 e = standing 0.005 0.877 0.209 0.337 f = sitting 0.007 0.962 1.000 0.981 g = running 0.075 0.680 0.760 0.718 h = walking ------------------------------------------------------- 0.041 0.794 0.740 0.712 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.690 0.779 0.732 a = climbing down 0.009 0.885 0.455 0.601 b = climbing up 0.000 0.988 0.964 0.976 c = jumping 0.022 0.897 0.977 0.935 d = lying 0.122 0.577 0.994 0.730 e = standing 0.005 0.877 0.209 0.337 f = sitting 0.007 0.964 1.000 0.982 g = running 0.069 0.745 0.952 0.836 h = walking ------------------------------------------------------- 0.038 0.819 0.780 0.748 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.664 0.825 0.736 a = climbing down 0.008 0.901 0.480 0.626 b = climbing up 0.000 1.000 0.952 0.975 c = jumping 0.022 0.897 0.977 0.935 d = lying 0.122 0.577 0.994 0.730 e = standing 0.005 0.877 0.209 0.337 f = sitting 0.007 0.964 1.000 0.982 g = running 0.059 0.771 0.946 0.850 h = walking ------------------------------------------------------- 0.036 0.824 0.784 0.754 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.691 0.792 0.738 a = climbing down 0.017 0.874 0.821 0.847 b = climbing up 0.000 0.988 0.964 0.976 c = jumping 0.021 0.900 0.984 0.940 d = lying 0.120 0.582 0.994 0.734 e = standing 0.004 0.910 0.226 0.362 f = sitting 0.006 0.967 1.000 0.983 g = running 0.004 0.979 0.945 0.962 h = walking ------------------------------------------------------- 0.027 0.865 0.829 0.807 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.065 0.342 0.298 0.318 a = climbing down 0.257 0.308 0.691 0.426 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.275 0.421 0.988 0.591 d = lying 0.011 0.774 0.269 0.399 e = standing 0.002 0.125 0.002 0.003 f = sitting 0.002 0.988 0.794 0.881 g = running 0.035 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.096 0.415 0.449 0.376 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.845 0.364 0.509 a = climbing down 0.263 0.385 1.000 0.556 b = climbing up 0.001 0.929 0.987 0.957 c = jumping 0.154 0.527 0.849 0.651 d = lying 0.050 0.737 0.996 0.847 e = standing 0.001 0.250 0.002 0.003 f = sitting 0.000 0.998 0.794 0.885 g = running 0.007 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.072 0.528 0.586 0.499 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.849 0.376 0.521 a = climbing down 0.262 0.387 1.000 0.558 b = climbing up 0.001 0.929 0.987 0.957 c = jumping 0.155 0.541 0.902 0.676 d = lying 0.040 0.780 0.996 0.875 e = standing 0.001 0.250 0.002 0.003 f = sitting 0.000 0.998 0.794 0.885 g = running 0.007 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.070 0.537 0.596 0.509 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.844 0.374 0.518 a = climbing down 0.262 0.386 1.000 0.557 b = climbing up 0.002 0.907 0.987 0.945 c = jumping 0.155 0.541 0.902 0.676 d = lying 0.040 0.780 0.996 0.875 e = standing 0.001 0.250 0.002 0.003 f = sitting 0.000 0.998 0.791 0.883 g = running 0.007 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.070 0.536 0.595 0.508 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.852 0.383 0.529 a = climbing down 0.262 0.386 1.000 0.557 b = climbing up 0.002 0.908 1.000 0.952 c = jumping 0.154 0.544 0.906 0.680 d = lying 0.038 0.789 0.996 0.880 e = standing 0.002 0.417 0.008 0.016 f = sitting 0.000 1.000 0.791 0.883 g = running 0.006 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.070 0.563 0.598 0.512 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.851 0.381 0.526 a = climbing down 0.263 0.385 1.000 0.556 b = climbing up 0.002 0.908 1.000 0.952 c = jumping 0.152 0.541 0.881 0.670 d = lying 0.044 0.764 0.994 0.864 e = standing 0.002 0.562 0.015 0.029 f = sitting 0.000 1.000 0.791 0.883 g = running 0.005 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.070 0.580 0.595 0.510 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.686 0.627 0.655 a = climbing down 0.212 0.393 0.832 0.534 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.248 0.440 0.958 0.603 d = lying 0.000 0.993 0.282 0.440 e = standing 0.041 0.078 0.020 0.032 f = sitting 0.015 0.920 0.942 0.931 g = running 0.011 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.085 0.475 0.525 0.445 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.010 0.019 a = climbing down 0.287 0.364 0.997 0.533 b = climbing up 0.000 0.973 0.480 0.643 c = jumping 0.172 0.496 0.833 0.622 d = lying 0.021 0.797 0.586 0.676 e = standing 0.072 0.071 0.032 0.044 f = sitting 0.015 0.920 0.971 0.945 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.085 0.505 0.517 0.429 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.007 0.014 a = climbing down 0.288 0.363 0.997 0.532 b = climbing up 0.000 0.974 0.507 0.667 c = jumping 0.174 0.474 0.770 0.586 d = lying 0.033 0.721 0.592 0.650 e = standing 0.071 0.053 0.023 0.032 f = sitting 0.014 0.925 0.971 0.947 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.087 0.490 0.506 0.418 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.007 0.014 a = climbing down 0.288 0.363 0.997 0.532 b = climbing up 0.000 1.000 0.507 0.673 c = jumping 0.178 0.520 0.945 0.670 d = lying 0.003 0.968 0.602 0.742 e = standing 0.065 0.013 0.005 0.007 f = sitting 0.014 0.925 0.971 0.947 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.523 0.534 0.440 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.007 0.014 a = climbing down 0.288 0.363 0.997 0.532 b = climbing up 0.000 0.975 0.520 0.678 c = jumping 0.178 0.521 0.952 0.674 d = lying 0.002 0.975 0.606 0.747 e = standing 0.064 0.013 0.005 0.007 f = sitting 0.014 0.928 0.971 0.949 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.524 0.536 0.442 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.941 0.839 0.887 a = climbing down 0.192 0.452 0.960 0.614 b = climbing up 0.000 1.000 0.573 0.729 c = jumping 0.178 0.521 0.952 0.674 d = lying 0.002 0.975 0.606 0.747 e = standing 0.064 0.013 0.005 0.007 f = sitting 0.010 0.947 0.971 0.959 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.069 0.534 0.617 0.545 Weighted Avg. >> forearmupperarm >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.924 0.633 0.751 a = climbing down 0.053 0.611 0.535 0.570 b = climbing up 0.000 1.000 0.771 0.871 c = jumping 0.024 0.853 0.778 0.814 d = lying 0.069 0.518 0.462 0.488 e = standing 0.098 0.481 0.583 0.528 f = sitting 0.005 0.970 0.998 0.984 g = running 0.088 0.637 0.870 0.736 h = walking ------------------------------------------------------- 0.049 0.720 0.704 0.704 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.938 0.720 0.815 a = climbing down 0.053 0.681 0.731 0.705 b = climbing up 0.000 1.000 0.786 0.880 c = jumping 0.027 0.862 0.939 0.899 d = lying 0.065 0.531 0.455 0.490 e = standing 0.068 0.581 0.608 0.594 f = sitting 0.005 0.970 0.998 0.984 g = running 0.053 0.734 0.821 0.775 h = walking ------------------------------------------------------- 0.039 0.762 0.760 0.758 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.923 0.772 0.841 a = climbing down 0.055 0.700 0.822 0.756 b = climbing up 0.000 1.000 0.786 0.880 c = jumping 0.026 0.866 0.942 0.902 d = lying 0.065 0.537 0.465 0.499 e = standing 0.066 0.591 0.614 0.602 f = sitting 0.005 0.970 0.998 0.984 g = running 0.034 0.806 0.783 0.794 h = walking ------------------------------------------------------- 0.036 0.776 0.776 0.774 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.951 0.759 0.844 a = climbing down 0.133 0.524 0.938 0.672 b = climbing up 0.000 1.000 0.786 0.880 c = jumping 0.026 0.867 0.942 0.903 d = lying 0.063 0.541 0.460 0.497 e = standing 0.067 0.591 0.625 0.608 f = sitting 0.005 0.970 0.998 0.984 g = running 0.013 0.844 0.381 0.525 h = walking ------------------------------------------------------- 0.043 0.763 0.730 0.723 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.944 0.766 0.845 a = climbing down 0.055 0.699 0.819 0.754 b = climbing up 0.000 1.000 0.786 0.880 c = jumping 0.027 0.865 0.942 0.902 d = lying 0.062 0.543 0.460 0.498 e = standing 0.067 0.591 0.625 0.608 f = sitting 0.005 0.970 0.998 0.984 g = running 0.037 0.790 0.786 0.788 h = walking ------------------------------------------------------- 0.036 0.777 0.776 0.774 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.886 0.822 0.853 a = climbing down 0.047 0.727 0.802 0.763 b = climbing up 0.000 1.000 0.786 0.880 c = jumping 0.027 0.865 0.944 0.903 d = lying 0.063 0.550 0.476 0.511 e = standing 0.064 0.601 0.623 0.612 f = sitting 0.005 0.970 0.998 0.984 g = running 0.033 0.809 0.779 0.794 h = walking ------------------------------------------------------- 0.035 0.779 0.782 0.779 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.975 0.725 0.832 a = climbing down 0.034 0.729 0.588 0.651 b = climbing up 0.000 1.000 0.731 0.845 c = jumping 0.023 0.876 0.895 0.885 d = lying 0.066 0.648 0.751 0.696 e = standing 0.036 0.714 0.579 0.640 f = sitting 0.006 0.969 1.000 0.984 g = running 0.080 0.676 0.931 0.783 h = walking ------------------------------------------------------- 0.035 0.800 0.788 0.786 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.978 0.754 0.852 a = climbing down 0.054 0.702 0.815 0.754 b = climbing up 0.000 1.000 0.716 0.835 c = jumping 0.022 0.887 0.985 0.934 d = lying 0.069 0.639 0.760 0.695 e = standing 0.019 0.820 0.558 0.664 f = sitting 0.006 0.967 1.000 0.983 g = running 0.034 0.819 0.850 0.834 h = walking ------------------------------------------------------- 0.029 0.833 0.822 0.821 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.962 0.846 0.900 a = climbing down 0.089 0.623 0.942 0.750 b = climbing up 0.000 1.000 0.701 0.825 c = jumping 0.023 0.887 0.990 0.935 d = lying 0.064 0.654 0.751 0.699 e = standing 0.019 0.826 0.591 0.689 f = sitting 0.006 0.965 1.000 0.982 g = running 0.007 0.937 0.597 0.729 h = walking ------------------------------------------------------- 0.030 0.841 0.816 0.814 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.965 0.854 0.906 a = climbing down 0.032 0.812 0.875 0.842 b = climbing up 0.000 1.000 0.701 0.825 c = jumping 0.024 0.883 0.990 0.933 d = lying 0.065 0.650 0.745 0.695 e = standing 0.019 0.825 0.587 0.686 f = sitting 0.006 0.965 1.000 0.982 g = running 0.022 0.877 0.896 0.886 h = walking ------------------------------------------------------- 0.024 0.856 0.852 0.849 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.980 0.819 0.892 a = climbing down 0.064 0.697 0.936 0.799 b = climbing up 0.000 1.000 0.701 0.825 c = jumping 0.024 0.883 0.992 0.934 d = lying 0.063 0.656 0.740 0.695 e = standing 0.020 0.824 0.600 0.694 f = sitting 0.006 0.965 1.000 0.982 g = running 0.010 0.929 0.765 0.839 h = walking ------------------------------------------------------- 0.026 0.851 0.837 0.836 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.975 0.829 0.896 a = climbing down 0.032 0.807 0.856 0.831 b = climbing up 0.000 1.000 0.701 0.825 c = jumping 0.023 0.884 0.993 0.936 d = lying 0.062 0.660 0.747 0.701 e = standing 0.019 0.833 0.604 0.700 f = sitting 0.006 0.965 1.000 0.982 g = running 0.025 0.868 0.924 0.895 h = walking ------------------------------------------------------- 0.024 0.859 0.854 0.851 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.782 0.877 0.827 a = climbing down 0.052 0.294 0.705 0.415 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.969 0.997 0.983 d = lying 0.065 0.778 0.979 0.867 e = standing 0.006 0.957 0.641 0.768 f = sitting 0.003 0.972 1.000 0.986 g = running 0.011 0.916 0.594 0.721 h = walking ------------------------------------------------------- 0.024 0.878 0.841 0.844 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.963 0.851 0.904 a = climbing down 0.007 0.667 0.484 0.561 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.977 0.997 0.987 d = lying 0.064 0.782 0.979 0.869 e = standing 0.005 0.961 0.660 0.782 f = sitting 0.003 0.972 1.000 0.986 g = running 0.029 0.876 0.982 0.926 h = walking ------------------------------------------------------- 0.020 0.909 0.901 0.897 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.963 0.853 0.905 a = climbing down 0.007 0.687 0.484 0.568 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.974 0.997 0.985 d = lying 0.062 0.788 0.979 0.873 e = standing 0.005 0.962 0.667 0.788 f = sitting 0.003 0.972 1.000 0.986 g = running 0.029 0.877 0.986 0.928 h = walking ------------------------------------------------------- 0.020 0.911 0.903 0.899 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.916 0.886 0.901 a = climbing down 0.008 0.643 0.474 0.545 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.974 0.997 0.985 d = lying 0.057 0.800 0.979 0.880 e = standing 0.005 0.963 0.688 0.803 f = sitting 0.003 0.972 1.000 0.986 g = running 0.021 0.902 0.951 0.926 h = walking ------------------------------------------------------- 0.019 0.910 0.905 0.901 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.923 0.895 0.909 a = climbing down 0.006 0.684 0.411 0.513 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.031 0.882 0.979 0.928 e = standing 0.006 0.967 0.848 0.904 f = sitting 0.003 0.972 1.000 0.986 g = running 0.021 0.904 0.973 0.937 h = walking ------------------------------------------------------- 0.012 0.933 0.934 0.931 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.901 0.907 0.904 a = climbing down 0.005 0.707 0.432 0.536 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.032 0.876 0.979 0.925 e = standing 0.006 0.967 0.840 0.899 f = sitting 0.002 0.978 1.000 0.989 g = running 0.019 0.912 0.957 0.934 h = walking ------------------------------------------------------- 0.013 0.932 0.932 0.930 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.059 0.683 0.829 0.749 a = climbing down 0.081 0.214 0.747 0.333 b = climbing up 0.000 0.987 1.000 0.993 c = jumping 0.041 0.848 0.978 0.909 d = lying 0.053 0.809 0.959 0.877 e = standing 0.013 0.891 0.545 0.676 f = sitting 0.003 0.969 0.997 0.983 g = running 0.009 0.892 0.360 0.513 h = walking ------------------------------------------------------- 0.032 0.830 0.772 0.768 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.845 0.831 0.838 a = climbing down 0.024 0.345 0.429 0.382 b = climbing up 0.000 0.987 1.000 0.993 c = jumping 0.041 0.847 0.978 0.908 d = lying 0.059 0.791 0.959 0.867 e = standing 0.013 0.885 0.512 0.649 f = sitting 0.003 0.972 0.997 0.984 g = running 0.026 0.869 0.831 0.849 h = walking ------------------------------------------------------- 0.030 0.847 0.839 0.833 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.818 0.864 0.840 a = climbing down 0.021 0.354 0.385 0.368 b = climbing up 0.000 0.987 1.000 0.993 c = jumping 0.040 0.850 0.978 0.910 d = lying 0.062 0.783 0.959 0.862 e = standing 0.013 0.883 0.501 0.639 f = sitting 0.003 0.969 0.997 0.983 g = running 0.022 0.886 0.818 0.851 h = walking ------------------------------------------------------- 0.030 0.845 0.838 0.830 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.818 0.864 0.840 a = climbing down 0.020 0.364 0.396 0.379 b = climbing up 0.000 0.987 1.000 0.993 c = jumping 0.040 0.849 0.977 0.909 d = lying 0.062 0.783 0.959 0.862 e = standing 0.014 0.880 0.501 0.638 f = sitting 0.003 0.969 0.997 0.983 g = running 0.021 0.890 0.822 0.854 h = walking ------------------------------------------------------- 0.030 0.846 0.839 0.831 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.818 0.864 0.840 a = climbing down 0.020 0.374 0.407 0.389 b = climbing up 0.001 0.974 1.000 0.987 c = jumping 0.006 0.973 0.977 0.975 d = lying 0.008 0.966 0.949 0.957 e = standing 0.017 0.918 0.933 0.925 f = sitting 0.003 0.969 0.994 0.981 g = running 0.021 0.890 0.822 0.854 h = walking ------------------------------------------------------- 0.014 0.910 0.908 0.909 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.921 0.843 0.880 a = climbing down 0.012 0.321 0.187 0.236 b = climbing up 0.000 0.987 1.000 0.993 c = jumping 0.006 0.973 0.977 0.975 d = lying 0.008 0.966 0.952 0.959 e = standing 0.016 0.921 0.933 0.927 f = sitting 0.003 0.969 0.997 0.983 g = running 0.039 0.834 0.931 0.880 h = walking ------------------------------------------------------- 0.014 0.914 0.919 0.915 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.916 0.874 0.895 a = climbing down 0.026 0.822 0.772 0.796 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.000 0.998 0.885 0.938 d = lying 0.020 0.863 0.842 0.853 e = standing 0.044 0.778 0.882 0.827 f = sitting 0.001 0.996 0.992 0.994 g = running 0.033 0.833 0.905 0.867 h = walking ------------------------------------------------------- 0.019 0.890 0.886 0.887 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.919 0.872 0.895 a = climbing down 0.024 0.829 0.767 0.797 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.009 0.948 0.950 0.949 d = lying 0.020 0.868 0.879 0.874 e = standing 0.027 0.845 0.834 0.839 f = sitting 0.001 0.996 0.990 0.993 g = running 0.034 0.830 0.914 0.870 h = walking ------------------------------------------------------- 0.017 0.894 0.893 0.893 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.986 0.821 0.896 a = climbing down 0.059 0.709 0.930 0.804 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.004 0.973 0.944 0.958 d = lying 0.020 0.869 0.885 0.877 e = standing 0.027 0.847 0.859 0.853 f = sitting 0.001 0.997 0.990 0.994 g = running 0.013 0.917 0.772 0.838 h = walking ------------------------------------------------------- 0.017 0.902 0.892 0.893 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.804 0.887 a = climbing down 0.087 0.633 0.968 0.766 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.004 0.975 0.942 0.958 d = lying 0.020 0.870 0.892 0.881 e = standing 0.026 0.852 0.861 0.856 f = sitting 0.000 0.999 0.990 0.994 g = running 0.006 0.955 0.637 0.764 h = walking ------------------------------------------------------- 0.020 0.899 0.875 0.877 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.802 0.885 a = climbing down 0.095 0.613 0.979 0.754 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.004 0.975 0.942 0.958 d = lying 0.020 0.870 0.892 0.881 e = standing 0.026 0.852 0.861 0.856 f = sitting 0.000 0.999 0.990 0.994 g = running 0.003 0.970 0.593 0.736 h = walking ------------------------------------------------------- 0.021 0.899 0.870 0.871 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.986 0.838 0.906 a = climbing down 0.122 0.558 0.995 0.715 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.002 0.988 0.944 0.965 d = lying 0.020 0.867 0.872 0.870 e = standing 0.029 0.839 0.872 0.855 f = sitting 0.000 0.999 0.990 0.994 g = running 0.001 0.989 0.421 0.590 h = walking ------------------------------------------------------- 0.024 0.894 0.848 0.844 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.908 0.968 0.937 a = climbing down 0.024 0.822 0.712 0.763 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.024 0.870 0.943 0.905 d = lying 0.004 0.976 0.932 0.953 e = standing 0.017 0.900 0.862 0.881 f = sitting 0.001 0.994 1.000 0.997 g = running 0.039 0.803 0.858 0.829 h = walking ------------------------------------------------------- 0.017 0.899 0.898 0.897 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.860 0.973 0.913 a = climbing down 0.036 0.769 0.763 0.766 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.043 0.793 0.963 0.870 d = lying 0.003 0.978 0.971 0.975 e = standing 0.008 0.944 0.752 0.837 f = sitting 0.001 0.994 1.000 0.997 g = running 0.025 0.850 0.780 0.814 h = walking ------------------------------------------------------- 0.018 0.890 0.885 0.884 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.938 0.963 0.951 a = climbing down 0.058 0.698 0.867 0.773 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.043 0.792 0.964 0.870 d = lying 0.003 0.980 0.975 0.978 e = standing 0.007 0.948 0.751 0.838 f = sitting 0.001 0.994 1.000 0.997 g = running 0.016 0.884 0.679 0.768 h = walking ------------------------------------------------------- 0.019 0.894 0.883 0.882 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.941 0.966 0.953 a = climbing down 0.057 0.703 0.868 0.777 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.046 0.781 0.964 0.863 d = lying 0.003 0.980 0.979 0.979 e = standing 0.007 0.951 0.733 0.828 f = sitting 0.001 0.994 1.000 0.997 g = running 0.016 0.885 0.685 0.772 h = walking ------------------------------------------------------- 0.019 0.894 0.882 0.881 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.941 0.966 0.953 a = climbing down 0.059 0.696 0.867 0.772 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.041 0.798 0.964 0.874 d = lying 0.003 0.979 0.984 0.981 e = standing 0.006 0.960 0.760 0.849 f = sitting 0.001 0.994 1.000 0.997 g = running 0.016 0.883 0.676 0.766 h = walking ------------------------------------------------------- 0.019 0.896 0.885 0.885 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.938 0.966 0.952 a = climbing down 0.023 0.835 0.747 0.789 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.045 0.783 0.964 0.864 d = lying 0.003 0.980 0.984 0.982 e = standing 0.006 0.957 0.737 0.832 f = sitting 0.001 0.994 1.000 0.997 g = running 0.036 0.817 0.871 0.843 h = walking ------------------------------------------------------- 0.017 0.902 0.896 0.895 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.047 0.632 0.531 0.577 a = climbing down 0.084 0.643 0.770 0.701 b = climbing up 0.000 0.985 1.000 0.992 c = jumping 0.013 0.902 0.721 0.801 d = lying 0.057 0.639 0.879 0.740 e = standing 0.042 0.640 0.581 0.609 f = sitting 0.003 0.987 0.875 0.928 g = running 0.043 0.727 0.794 0.759 h = walking ------------------------------------------------------- 0.038 0.764 0.750 0.751 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.769 0.556 0.645 a = climbing down 0.087 0.669 0.897 0.766 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.905 0.726 0.806 d = lying 0.059 0.635 0.892 0.742 e = standing 0.038 0.659 0.579 0.616 f = sitting 0.002 0.991 0.877 0.931 g = running 0.024 0.838 0.865 0.851 h = walking ------------------------------------------------------- 0.033 0.803 0.785 0.784 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.802 0.538 0.644 a = climbing down 0.096 0.655 0.933 0.770 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.905 0.726 0.806 d = lying 0.059 0.634 0.892 0.741 e = standing 0.038 0.660 0.579 0.617 f = sitting 0.002 0.991 0.876 0.930 g = running 0.016 0.885 0.870 0.878 h = walking ------------------------------------------------------- 0.033 0.811 0.789 0.788 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.034 0.727 0.589 0.650 a = climbing down 0.099 0.650 0.937 0.768 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.906 0.729 0.808 d = lying 0.059 0.636 0.898 0.744 e = standing 0.037 0.665 0.577 0.618 f = sitting 0.001 0.994 0.868 0.927 g = running 0.004 0.967 0.807 0.880 h = walking ------------------------------------------------------- 0.033 0.813 0.787 0.789 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.040 0.699 0.613 0.653 a = climbing down 0.095 0.656 0.930 0.769 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.010 0.922 0.718 0.807 d = lying 0.031 0.759 0.840 0.797 e = standing 0.056 0.626 0.740 0.678 f = sitting 0.001 0.998 0.860 0.924 g = running 0.003 0.977 0.794 0.876 h = walking ------------------------------------------------------- 0.032 0.823 0.797 0.800 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.040 0.706 0.641 0.672 a = climbing down 0.084 0.688 0.943 0.796 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.014 0.904 0.770 0.831 d = lying 0.035 0.742 0.865 0.799 e = standing 0.043 0.677 0.702 0.689 f = sitting 0.001 0.998 0.863 0.925 g = running 0.003 0.976 0.816 0.888 h = walking ------------------------------------------------------- 0.030 0.830 0.811 0.814 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.040 0.670 0.541 0.599 a = climbing down 0.084 0.620 0.703 0.659 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.002 0.987 0.809 0.889 d = lying 0.036 0.725 0.838 0.777 e = standing 0.045 0.676 0.733 0.703 f = sitting 0.004 0.985 0.918 0.951 g = running 0.055 0.667 0.764 0.712 h = walking ------------------------------------------------------- 0.036 0.782 0.769 0.772 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.037 0.696 0.566 0.624 a = climbing down 0.065 0.699 0.766 0.731 b = climbing up 0.000 0.966 0.950 0.958 c = jumping 0.003 0.978 0.834 0.900 d = lying 0.047 0.691 0.907 0.784 e = standing 0.029 0.744 0.669 0.704 f = sitting 0.003 0.987 0.889 0.936 g = running 0.050 0.721 0.891 0.797 h = walking ------------------------------------------------------- 0.031 0.808 0.796 0.797 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.775 0.656 0.711 a = climbing down 0.072 0.698 0.850 0.767 b = climbing up 0.000 0.967 0.967 0.967 c = jumping 0.003 0.979 0.835 0.901 d = lying 0.047 0.690 0.907 0.784 e = standing 0.029 0.747 0.669 0.706 f = sitting 0.005 0.981 0.963 0.972 g = running 0.019 0.858 0.778 0.816 h = walking ------------------------------------------------------- 0.028 0.835 0.824 0.825 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.800 0.640 0.711 a = climbing down 0.065 0.725 0.869 0.790 b = climbing up 0.000 0.967 0.983 0.975 c = jumping 0.003 0.980 0.835 0.902 d = lying 0.047 0.688 0.909 0.783 e = standing 0.028 0.750 0.669 0.707 f = sitting 0.005 0.982 0.963 0.973 g = running 0.019 0.864 0.848 0.856 h = walking ------------------------------------------------------- 0.026 0.844 0.834 0.834 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.750 0.722 0.736 a = climbing down 0.051 0.760 0.826 0.792 b = climbing up 0.000 0.967 0.983 0.975 c = jumping 0.003 0.980 0.840 0.905 d = lying 0.048 0.686 0.909 0.782 e = standing 0.027 0.758 0.669 0.711 f = sitting 0.002 0.990 0.960 0.975 g = running 0.016 0.889 0.867 0.878 h = walking ------------------------------------------------------- 0.024 0.849 0.840 0.842 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.757 0.732 0.744 a = climbing down 0.043 0.791 0.824 0.807 b = climbing up 0.000 0.967 0.983 0.975 c = jumping 0.003 0.980 0.840 0.905 d = lying 0.048 0.686 0.909 0.782 e = standing 0.027 0.758 0.669 0.711 f = sitting 0.003 0.989 0.961 0.975 g = running 0.019 0.872 0.894 0.883 h = walking ------------------------------------------------------- 0.023 0.852 0.845 0.846 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.123 0.406 0.729 0.522 a = climbing down 0.047 0.703 0.811 0.753 b = climbing up 0.000 0.986 0.921 0.952 c = jumping 0.101 0.534 0.790 0.637 d = lying 0.009 0.935 0.920 0.927 e = standing 0.035 0.592 0.331 0.425 f = sitting 0.006 0.981 0.994 0.987 g = running 0.018 0.646 0.189 0.292 h = walking ------------------------------------------------------- 0.041 0.724 0.702 0.681 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.936 0.408 0.568 a = climbing down 0.041 0.735 0.820 0.775 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.102 0.531 0.788 0.635 d = lying 0.009 0.935 0.923 0.929 e = standing 0.035 0.591 0.326 0.420 f = sitting 0.005 0.983 0.991 0.987 g = running 0.070 0.683 0.886 0.771 h = walking ------------------------------------------------------- 0.035 0.788 0.770 0.758 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.922 0.427 0.584 a = climbing down 0.075 0.639 0.964 0.768 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.102 0.530 0.786 0.633 d = lying 0.009 0.933 0.923 0.928 e = standing 0.035 0.585 0.321 0.415 f = sitting 0.005 0.983 0.989 0.986 g = running 0.031 0.808 0.769 0.788 h = walking ------------------------------------------------------- 0.034 0.792 0.771 0.760 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.915 0.415 0.571 a = climbing down 0.087 0.609 0.982 0.752 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.100 0.535 0.788 0.637 d = lying 0.009 0.937 0.925 0.931 e = standing 0.035 0.598 0.336 0.430 f = sitting 0.005 0.983 0.989 0.986 g = running 0.026 0.827 0.721 0.771 h = walking ------------------------------------------------------- 0.035 0.793 0.768 0.757 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.425 0.594 a = climbing down 0.078 0.633 0.969 0.766 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.102 0.531 0.786 0.634 d = lying 0.009 0.935 0.925 0.930 e = standing 0.035 0.592 0.328 0.422 f = sitting 0.005 0.984 0.987 0.985 g = running 0.022 0.862 0.826 0.844 h = walking ------------------------------------------------------- 0.033 0.807 0.781 0.770 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.995 0.412 0.583 a = climbing down 0.068 0.658 0.946 0.776 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.103 0.536 0.810 0.645 d = lying 0.009 0.935 0.923 0.929 e = standing 0.032 0.613 0.321 0.422 f = sitting 0.004 0.986 0.983 0.984 g = running 0.035 0.804 0.854 0.828 h = walking ------------------------------------------------------- 0.033 0.806 0.781 0.769 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.122 0.474 0.957 0.634 a = climbing down 0.029 0.775 0.733 0.753 b = climbing up 0.000 1.000 0.373 0.544 c = jumping 0.075 0.621 0.838 0.713 d = lying 0.009 0.934 0.884 0.908 e = standing 0.033 0.703 0.502 0.586 f = sitting 0.023 0.928 0.997 0.961 g = running 0.016 0.672 0.188 0.294 h = walking ------------------------------------------------------- 0.039 0.758 0.732 0.710 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.810 0.927 0.865 a = climbing down 0.017 0.851 0.718 0.779 b = climbing up 0.000 1.000 0.373 0.544 c = jumping 0.077 0.615 0.840 0.710 d = lying 0.009 0.936 0.886 0.910 e = standing 0.033 0.699 0.489 0.576 f = sitting 0.020 0.935 0.996 0.965 g = running 0.028 0.832 0.831 0.831 h = walking ------------------------------------------------------- 0.029 0.825 0.819 0.814 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.032 0.774 0.944 0.851 a = climbing down 0.012 0.887 0.658 0.756 b = climbing up 0.000 1.000 0.387 0.558 c = jumping 0.078 0.614 0.841 0.710 d = lying 0.009 0.936 0.886 0.910 e = standing 0.032 0.699 0.486 0.573 f = sitting 0.020 0.937 0.996 0.966 g = running 0.027 0.846 0.873 0.860 h = walking ------------------------------------------------------- 0.028 0.828 0.820 0.814 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.048 0.696 0.957 0.806 a = climbing down 0.019 0.850 0.775 0.811 b = climbing up 0.000 1.000 0.387 0.558 c = jumping 0.077 0.615 0.840 0.710 d = lying 0.008 0.938 0.891 0.914 e = standing 0.032 0.702 0.489 0.577 f = sitting 0.020 0.937 0.995 0.965 g = running 0.008 0.943 0.737 0.828 h = walking ------------------------------------------------------- 0.028 0.831 0.816 0.812 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.039 0.734 0.948 0.827 a = climbing down 0.027 0.812 0.838 0.825 b = climbing up 0.000 1.000 0.387 0.558 c = jumping 0.079 0.613 0.848 0.711 d = lying 0.008 0.940 0.893 0.916 e = standing 0.031 0.706 0.479 0.571 f = sitting 0.020 0.937 0.995 0.965 g = running 0.005 0.963 0.710 0.817 h = walking ------------------------------------------------------- 0.028 0.833 0.819 0.814 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.847 0.918 0.881 a = climbing down 0.014 0.885 0.784 0.831 b = climbing up 0.000 1.000 0.387 0.558 c = jumping 0.069 0.628 0.793 0.701 d = lying 0.007 0.946 0.884 0.914 e = standing 0.041 0.675 0.547 0.604 f = sitting 0.020 0.937 0.996 0.966 g = running 0.020 0.880 0.887 0.884 h = walking ------------------------------------------------------- 0.026 0.840 0.836 0.833 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.067 0.556 0.661 0.604 a = climbing down 0.093 0.517 0.718 0.601 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.017 0.914 0.956 0.934 d = lying 0.013 0.922 0.945 0.933 e = standing 0.012 0.928 0.862 0.894 f = sitting 0.004 0.980 1.000 0.990 g = running 0.027 0.646 0.311 0.419 h = walking ------------------------------------------------------- 0.029 0.805 0.797 0.790 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.045 0.610 0.561 0.585 a = climbing down 0.091 0.549 0.800 0.651 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.004 0.977 0.962 0.969 d = lying 0.008 0.951 0.934 0.942 e = standing 0.014 0.923 0.953 0.938 f = sitting 0.004 0.982 1.000 0.991 g = running 0.035 0.653 0.420 0.512 h = walking ------------------------------------------------------- 0.026 0.829 0.824 0.820 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.047 0.541 0.436 0.483 a = climbing down 0.121 0.492 0.841 0.621 b = climbing up 0.001 0.966 0.919 0.942 c = jumping 0.004 0.977 0.962 0.969 d = lying 0.009 0.948 0.938 0.943 e = standing 0.014 0.926 0.950 0.938 f = sitting 0.003 0.985 0.997 0.991 g = running 0.023 0.709 0.360 0.477 h = walking ------------------------------------------------------- 0.028 0.822 0.807 0.800 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.040 0.556 0.398 0.464 a = climbing down 0.135 0.474 0.873 0.615 b = climbing up 0.001 0.967 0.935 0.951 c = jumping 0.004 0.977 0.962 0.969 d = lying 0.009 0.948 0.938 0.943 e = standing 0.014 0.926 0.950 0.938 f = sitting 0.003 0.986 0.997 0.992 g = running 0.020 0.728 0.339 0.463 h = walking ------------------------------------------------------- 0.028 0.824 0.804 0.796 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.040 0.554 0.393 0.460 a = climbing down 0.136 0.472 0.871 0.612 b = climbing up 0.001 0.967 0.935 0.951 c = jumping 0.004 0.978 0.962 0.970 d = lying 0.009 0.944 0.938 0.941 e = standing 0.014 0.926 0.948 0.937 f = sitting 0.003 0.986 0.997 0.992 g = running 0.020 0.728 0.339 0.463 h = walking ------------------------------------------------------- 0.028 0.823 0.803 0.795 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.041 0.556 0.405 0.468 a = climbing down 0.106 0.523 0.839 0.645 b = climbing up 0.001 0.967 0.952 0.959 c = jumping 0.003 0.981 0.939 0.960 d = lying 0.004 0.972 0.879 0.923 e = standing 0.029 0.855 0.970 0.909 f = sitting 0.002 0.988 0.997 0.992 g = running 0.031 0.706 0.473 0.567 h = walking ------------------------------------------------------- 0.028 0.821 0.810 0.806 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.044 0.726 0.918 0.811 a = climbing down 0.042 0.667 0.602 0.633 b = climbing up 0.001 0.902 0.617 0.733 c = jumping 0.031 0.844 0.899 0.871 d = lying 0.019 0.879 0.830 0.853 e = standing 0.041 0.765 0.753 0.759 f = sitting 0.008 0.959 0.994 0.976 g = running 0.015 0.889 0.764 0.822 h = walking ------------------------------------------------------- 0.027 0.828 0.826 0.824 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.052 0.692 0.927 0.793 a = climbing down 0.021 0.758 0.476 0.585 b = climbing up 0.001 0.900 0.600 0.720 c = jumping 0.031 0.843 0.901 0.871 d = lying 0.019 0.880 0.828 0.853 e = standing 0.041 0.765 0.753 0.759 f = sitting 0.009 0.956 0.994 0.975 g = running 0.026 0.841 0.878 0.859 h = walking ------------------------------------------------------- 0.027 0.828 0.827 0.821 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.062 0.649 0.907 0.757 a = climbing down 0.025 0.714 0.446 0.549 b = climbing up 0.001 0.905 0.633 0.745 c = jumping 0.031 0.843 0.911 0.875 d = lying 0.021 0.867 0.828 0.847 e = standing 0.038 0.776 0.745 0.760 f = sitting 0.009 0.958 0.994 0.975 g = running 0.027 0.824 0.821 0.823 h = walking ------------------------------------------------------- 0.029 0.816 0.814 0.808 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.052 0.687 0.891 0.776 a = climbing down 0.020 0.765 0.459 0.574 b = climbing up 0.001 0.909 0.667 0.769 c = jumping 0.031 0.843 0.911 0.875 d = lying 0.021 0.867 0.828 0.847 e = standing 0.038 0.776 0.745 0.760 f = sitting 0.007 0.965 0.994 0.979 g = running 0.030 0.826 0.916 0.869 h = walking ------------------------------------------------------- 0.027 0.828 0.827 0.820 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.039 0.740 0.870 0.800 a = climbing down 0.020 0.784 0.528 0.631 b = climbing up 0.001 0.896 0.717 0.796 c = jumping 0.028 0.859 0.913 0.885 d = lying 0.022 0.864 0.830 0.846 e = standing 0.038 0.784 0.763 0.774 f = sitting 0.006 0.969 0.992 0.981 g = running 0.033 0.817 0.933 0.871 h = walking ------------------------------------------------------- 0.025 0.839 0.839 0.835 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.043 0.728 0.907 0.807 a = climbing down 0.025 0.763 0.575 0.655 b = climbing up 0.002 0.865 0.750 0.804 c = jumping 0.027 0.861 0.913 0.886 d = lying 0.022 0.864 0.830 0.846 e = standing 0.038 0.785 0.766 0.776 f = sitting 0.005 0.975 0.989 0.982 g = running 0.020 0.871 0.884 0.877 h = walking ------------------------------------------------------- 0.025 0.843 0.843 0.840 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.689 0.112 0.192 a = climbing down 0.012 0.626 0.116 0.196 b = climbing up 0.006 0.721 0.954 0.821 c = jumping 0.002 0.980 0.586 0.734 d = lying 0.017 0.658 0.244 0.355 e = standing 0.179 0.443 0.898 0.594 f = sitting 0.002 0.991 0.961 0.976 g = running 0.257 0.382 0.948 0.544 h = walking ------------------------------------------------------- 0.067 0.695 0.585 0.544 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.907 0.638 0.749 a = climbing down 0.005 0.793 0.118 0.205 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.002 0.980 0.597 0.742 d = lying 0.019 0.646 0.250 0.360 e = standing 0.176 0.446 0.891 0.594 f = sitting 0.002 0.991 0.991 0.991 g = running 0.189 0.463 0.977 0.629 h = walking ------------------------------------------------------- 0.056 0.758 0.654 0.625 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.853 0.877 0.865 a = climbing down 0.022 0.871 0.860 0.865 b = climbing up 0.001 0.925 0.954 0.939 c = jumping 0.002 0.983 0.600 0.745 d = lying 0.020 0.638 0.251 0.361 e = standing 0.175 0.446 0.888 0.594 f = sitting 0.002 0.991 0.988 0.990 g = running 0.018 0.892 0.885 0.888 h = walking ------------------------------------------------------- 0.035 0.824 0.777 0.773 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.830 0.890 0.859 a = climbing down 0.063 0.729 0.965 0.831 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.002 0.983 0.605 0.749 d = lying 0.020 0.638 0.251 0.361 e = standing 0.174 0.447 0.888 0.595 f = sitting 0.002 0.991 0.990 0.991 g = running 0.000 1.000 0.610 0.758 h = walking ------------------------------------------------------- 0.038 0.817 0.755 0.749 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.865 0.884 0.874 a = climbing down 0.032 0.838 0.952 0.891 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.003 0.978 0.612 0.753 d = lying 0.019 0.640 0.250 0.359 e = standing 0.173 0.448 0.886 0.595 f = sitting 0.002 0.991 0.990 0.991 g = running 0.003 0.976 0.823 0.893 h = walking ------------------------------------------------------- 0.034 0.833 0.784 0.780 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.905 0.838 0.870 a = climbing down 0.052 0.765 0.973 0.857 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.002 0.981 0.612 0.754 d = lying 0.022 0.626 0.261 0.369 e = standing 0.171 0.449 0.877 0.594 f = sitting 0.002 0.991 0.991 0.991 g = running 0.003 0.981 0.761 0.857 h = walking ------------------------------------------------------- 0.036 0.826 0.774 0.771 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.919 0.248 0.391 a = climbing down 0.011 0.570 0.086 0.150 b = climbing up 0.000 0.984 1.000 0.992 c = jumping 0.005 0.970 0.878 0.922 d = lying 0.019 0.607 0.216 0.319 e = standing 0.132 0.505 0.847 0.632 f = sitting 0.001 0.997 0.999 0.998 g = running 0.245 0.397 0.966 0.563 h = walking ------------------------------------------------------- 0.058 0.720 0.642 0.599 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.810 0.822 0.816 a = climbing down 0.160 0.478 0.844 0.611 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.965 0.872 0.916 d = lying 0.017 0.601 0.190 0.289 e = standing 0.136 0.498 0.854 0.629 f = sitting 0.001 0.997 1.000 0.999 g = running 0.022 0.322 0.062 0.104 h = walking ------------------------------------------------------- 0.051 0.682 0.685 0.644 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.927 0.916 0.922 a = climbing down 0.021 0.883 0.927 0.904 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.009 0.953 0.916 0.934 d = lying 0.019 0.583 0.196 0.293 e = standing 0.128 0.506 0.826 0.628 f = sitting 0.001 0.997 1.000 0.999 g = running 0.004 0.977 0.931 0.954 h = walking ------------------------------------------------------- 0.026 0.846 0.836 0.824 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.927 0.921 0.924 a = climbing down 0.021 0.886 0.932 0.908 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.009 0.952 0.922 0.937 d = lying 0.019 0.583 0.196 0.293 e = standing 0.126 0.510 0.827 0.631 f = sitting 0.001 0.997 1.000 0.999 g = running 0.003 0.982 0.931 0.956 h = walking ------------------------------------------------------- 0.026 0.847 0.838 0.826 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.939 0.914 0.927 a = climbing down 0.031 0.844 0.951 0.895 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.009 0.949 0.919 0.934 d = lying 0.030 0.566 0.282 0.377 e = standing 0.112 0.523 0.773 0.624 f = sitting 0.000 0.999 1.000 0.999 g = running 0.001 0.994 0.882 0.935 h = walking ------------------------------------------------------- 0.026 0.843 0.836 0.830 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.969 0.884 0.924 a = climbing down 0.036 0.824 0.977 0.894 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.008 0.956 0.919 0.937 d = lying 0.030 0.563 0.278 0.372 e = standing 0.113 0.522 0.778 0.625 f = sitting 0.000 0.999 1.000 0.999 g = running 0.000 0.998 0.871 0.930 h = walking ------------------------------------------------------- 0.026 0.845 0.835 0.829 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.725 0.527 0.611 a = climbing down 0.153 0.535 0.658 0.590 b = climbing up 0.013 0.540 0.756 0.630 c = jumping 0.006 0.906 0.306 0.457 d = lying 0.058 0.707 0.983 0.822 e = standing 0.101 0.512 0.713 0.596 f = sitting 0.034 0.794 0.861 0.826 g = running 0.047 0.599 0.421 0.495 h = walking ------------------------------------------------------- 0.067 0.670 0.635 0.620 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.198 0.334 0.986 0.499 a = climbing down 0.009 0.899 0.302 0.452 b = climbing up 0.003 0.821 0.767 0.793 c = jumping 0.006 0.901 0.304 0.455 d = lying 0.054 0.720 0.983 0.831 e = standing 0.104 0.505 0.716 0.592 f = sitting 0.006 0.962 0.933 0.947 g = running 0.044 0.651 0.499 0.565 h = walking ------------------------------------------------------- 0.048 0.746 0.623 0.610 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.037 0.720 0.936 0.814 a = climbing down 0.004 0.978 0.635 0.770 b = climbing up 0.002 0.901 0.711 0.795 c = jumping 0.010 0.661 0.110 0.189 d = lying 0.050 0.736 0.965 0.835 e = standing 0.142 0.429 0.714 0.536 f = sitting 0.007 0.956 0.948 0.952 g = running 0.068 0.702 0.957 0.810 h = walking ------------------------------------------------------- 0.041 0.762 0.723 0.694 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.827 0.945 0.882 a = climbing down 0.045 0.851 0.954 0.899 b = climbing up 0.001 0.923 0.667 0.774 c = jumping 0.011 0.636 0.112 0.190 d = lying 0.047 0.750 0.983 0.851 e = standing 0.140 0.433 0.718 0.540 f = sitting 0.008 0.950 0.952 0.951 g = running 0.002 0.984 0.754 0.854 h = walking ------------------------------------------------------- 0.038 0.783 0.765 0.736 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.830 0.938 0.881 a = climbing down 0.038 0.871 0.957 0.912 b = climbing up 0.001 0.949 0.622 0.752 c = jumping 0.010 0.623 0.096 0.166 d = lying 0.054 0.724 0.986 0.835 e = standing 0.137 0.438 0.714 0.543 f = sitting 0.009 0.944 0.955 0.949 g = running 0.002 0.985 0.794 0.879 h = walking ------------------------------------------------------- 0.037 0.783 0.768 0.736 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.029 0.765 0.919 0.835 a = climbing down 0.023 0.912 0.890 0.901 b = climbing up 0.000 0.962 0.556 0.704 c = jumping 0.011 0.560 0.081 0.142 d = lying 0.053 0.725 0.986 0.835 e = standing 0.139 0.431 0.709 0.537 f = sitting 0.010 0.935 0.958 0.946 g = running 0.009 0.940 0.885 0.912 h = walking ------------------------------------------------------- 0.036 0.768 0.761 0.729 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.583 0.283 0.381 a = climbing down 0.182 0.354 0.372 0.363 b = climbing up 0.002 0.875 0.795 0.833 c = jumping 0.017 0.694 0.218 0.332 d = lying 0.116 0.551 1.000 0.710 e = standing 0.080 0.471 0.476 0.474 f = sitting 0.072 0.671 0.982 0.797 g = running 0.076 0.461 0.390 0.423 h = walking ------------------------------------------------------- 0.088 0.532 0.523 0.492 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.870 0.095 0.172 a = climbing down 0.247 0.496 0.904 0.640 b = climbing up 0.000 1.000 0.307 0.470 c = jumping 0.068 0.539 0.446 0.488 d = lying 0.078 0.577 0.744 0.650 e = standing 0.069 0.501 0.461 0.480 f = sitting 0.034 0.814 0.998 0.897 g = running 0.009 0.757 0.177 0.286 h = walking ------------------------------------------------------- 0.087 0.635 0.581 0.535 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.922 0.593 0.722 a = climbing down 0.215 0.535 0.918 0.676 b = climbing up 0.000 1.000 0.489 0.656 c = jumping 0.109 0.607 0.949 0.741 d = lying 0.054 0.656 0.725 0.688 e = standing 0.004 0.884 0.219 0.351 f = sitting 0.030 0.832 0.997 0.907 g = running 0.001 0.941 0.049 0.093 h = walking ------------------------------------------------------- 0.074 0.747 0.656 0.596 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.935 0.579 0.715 a = climbing down 0.215 0.535 0.918 0.676 b = climbing up 0.000 1.000 0.807 0.893 c = jumping 0.101 0.612 0.897 0.728 d = lying 0.065 0.619 0.746 0.676 e = standing 0.003 0.930 0.246 0.389 f = sitting 0.023 0.866 0.997 0.927 g = running 0.001 0.953 0.063 0.118 h = walking ------------------------------------------------------- 0.073 0.756 0.661 0.607 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.923 0.595 0.724 a = climbing down 0.218 0.530 0.915 0.672 b = climbing up 0.000 1.000 0.898 0.946 c = jumping 0.095 0.619 0.875 0.725 d = lying 0.070 0.608 0.761 0.676 e = standing 0.003 0.939 0.261 0.408 f = sitting 0.021 0.876 0.997 0.932 g = running 0.001 0.913 0.032 0.062 h = walking ------------------------------------------------------- 0.073 0.751 0.660 0.603 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.931 0.610 0.737 a = climbing down 0.217 0.532 0.916 0.673 b = climbing up 0.000 1.000 0.852 0.920 c = jumping 0.073 0.682 0.887 0.771 d = lying 0.069 0.601 0.733 0.661 e = standing 0.001 0.981 0.433 0.600 f = sitting 0.022 0.872 0.997 0.930 g = running 0.001 0.909 0.031 0.059 h = walking ------------------------------------------------------- 0.069 0.765 0.681 0.634 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.978 0.202 0.335 a = climbing down 0.054 0.638 0.654 0.646 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.959 0.995 0.977 d = lying 0.028 0.837 0.859 0.848 e = standing 0.024 0.844 0.790 0.816 f = sitting 0.000 0.999 0.860 0.924 g = running 0.125 0.562 0.987 0.716 h = walking ------------------------------------------------------- 0.033 0.839 0.794 0.781 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.980 0.562 0.714 a = climbing down 0.053 0.709 0.895 0.791 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.959 0.995 0.977 d = lying 0.029 0.834 0.881 0.857 e = standing 0.020 0.863 0.782 0.820 f = sitting 0.000 0.999 0.860 0.924 g = running 0.051 0.756 0.958 0.845 h = walking ------------------------------------------------------- 0.022 0.878 0.860 0.859 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.981 0.569 0.720 a = climbing down 0.053 0.710 0.905 0.795 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.959 0.995 0.977 d = lying 0.029 0.834 0.881 0.857 e = standing 0.020 0.863 0.782 0.820 f = sitting 0.000 0.999 0.859 0.923 g = running 0.048 0.764 0.958 0.850 h = walking ------------------------------------------------------- 0.022 0.879 0.862 0.860 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.962 0.733 0.832 a = climbing down 0.106 0.572 0.983 0.724 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.007 0.959 0.995 0.977 d = lying 0.029 0.834 0.884 0.859 e = standing 0.020 0.866 0.782 0.822 f = sitting 0.000 0.999 0.855 0.921 g = running 0.012 0.898 0.649 0.753 h = walking ------------------------------------------------------- 0.023 0.879 0.845 0.849 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.903 0.818 0.858 a = climbing down 0.017 0.882 0.877 0.879 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.007 0.959 0.995 0.977 d = lying 0.030 0.830 0.887 0.858 e = standing 0.019 0.868 0.775 0.819 f = sitting 0.000 0.999 0.862 0.925 g = running 0.049 0.762 0.956 0.848 h = walking ------------------------------------------------------- 0.018 0.892 0.885 0.885 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.846 0.825 0.835 a = climbing down 0.059 0.698 0.950 0.804 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.959 0.995 0.977 d = lying 0.030 0.830 0.887 0.858 e = standing 0.019 0.868 0.775 0.819 f = sitting 0.000 0.998 0.834 0.909 g = running 0.010 0.936 0.854 0.893 h = walking ------------------------------------------------------- 0.019 0.888 0.875 0.877 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.971 0.304 0.463 a = climbing down 0.043 0.658 0.564 0.608 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.000 1.000 0.952 0.975 d = lying 0.002 0.990 0.972 0.981 e = standing 0.012 0.929 0.990 0.958 f = sitting 0.003 0.987 0.983 0.985 g = running 0.111 0.589 0.980 0.736 h = walking ------------------------------------------------------- 0.024 0.882 0.852 0.841 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.950 0.565 0.708 a = climbing down 0.126 0.516 0.923 0.662 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.000 1.000 0.954 0.976 d = lying 0.002 0.990 0.972 0.981 e = standing 0.012 0.930 0.990 0.959 f = sitting 0.008 0.967 0.995 0.981 g = running 0.013 0.860 0.486 0.621 h = walking ------------------------------------------------------- 0.022 0.896 0.858 0.857 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.820 0.796 0.808 a = climbing down 0.021 0.820 0.647 0.723 b = climbing up 0.000 1.000 0.776 0.874 c = jumping 0.000 1.000 0.954 0.976 d = lying 0.002 0.990 0.975 0.982 e = standing 0.012 0.933 0.990 0.961 f = sitting 0.011 0.952 0.995 0.973 g = running 0.042 0.782 0.927 0.849 h = walking ------------------------------------------------------- 0.015 0.908 0.907 0.905 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.027 0.791 0.878 0.832 a = climbing down 0.021 0.853 0.834 0.843 b = climbing up 0.000 1.000 0.788 0.882 c = jumping 0.000 1.000 0.952 0.975 d = lying 0.002 0.990 0.975 0.982 e = standing 0.012 0.932 0.990 0.960 f = sitting 0.011 0.955 0.995 0.974 g = running 0.013 0.911 0.833 0.870 h = walking ------------------------------------------------------- 0.011 0.928 0.926 0.926 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.035 0.755 0.921 0.829 a = climbing down 0.015 0.884 0.815 0.848 b = climbing up 0.000 1.000 0.812 0.896 c = jumping 0.000 1.000 0.952 0.975 d = lying 0.002 0.990 0.975 0.982 e = standing 0.012 0.932 0.990 0.960 f = sitting 0.010 0.957 0.995 0.976 g = running 0.012 0.918 0.809 0.860 h = walking ------------------------------------------------------- 0.011 0.929 0.925 0.925 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.800 0.914 0.853 a = climbing down 0.007 0.943 0.774 0.850 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.000 1.000 0.952 0.975 d = lying 0.002 0.990 0.975 0.982 e = standing 0.012 0.932 0.990 0.960 f = sitting 0.008 0.964 0.995 0.979 g = running 0.023 0.861 0.887 0.874 h = walking ------------------------------------------------------- 0.010 0.935 0.931 0.931 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.812 0.666 0.732 a = climbing down 0.054 0.602 0.801 0.687 b = climbing up 0.000 1.000 0.237 0.383 c = jumping 0.000 0.998 0.706 0.827 d = lying 0.047 0.687 0.488 0.571 e = standing 0.138 0.500 0.861 0.633 f = sitting 0.034 0.850 0.990 0.915 g = running 0.018 0.888 0.752 0.815 h = walking ------------------------------------------------------- 0.042 0.782 0.737 0.736 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.883 0.620 0.728 a = climbing down 0.037 0.710 0.892 0.790 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 0.998 0.706 0.827 d = lying 0.045 0.696 0.490 0.575 e = standing 0.138 0.502 0.869 0.636 f = sitting 0.013 0.939 0.990 0.964 g = running 0.015 0.917 0.872 0.894 h = walking ------------------------------------------------------- 0.035 0.818 0.780 0.782 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.873 0.633 0.734 a = climbing down 0.051 0.641 0.889 0.745 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 0.998 0.711 0.830 d = lying 0.040 0.723 0.488 0.583 e = standing 0.141 0.499 0.880 0.637 f = sitting 0.007 0.966 0.986 0.975 g = running 0.010 0.940 0.844 0.889 h = walking ------------------------------------------------------- 0.035 0.824 0.778 0.782 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.914 0.561 0.695 a = climbing down 0.059 0.612 0.923 0.736 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 0.998 0.715 0.833 d = lying 0.036 0.743 0.493 0.592 e = standing 0.139 0.509 0.901 0.650 f = sitting 0.007 0.965 0.982 0.974 g = running 0.008 0.950 0.844 0.894 h = walking ------------------------------------------------------- 0.034 0.831 0.779 0.782 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.900 0.561 0.691 a = climbing down 0.056 0.623 0.915 0.741 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 0.998 0.715 0.833 d = lying 0.034 0.753 0.493 0.596 e = standing 0.140 0.507 0.905 0.650 f = sitting 0.007 0.965 0.982 0.974 g = running 0.009 0.949 0.861 0.903 h = walking ------------------------------------------------------- 0.034 0.832 0.781 0.784 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.912 0.610 0.731 a = climbing down 0.059 0.614 0.934 0.741 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 0.998 0.715 0.833 d = lying 0.033 0.760 0.496 0.600 e = standing 0.140 0.511 0.913 0.655 f = sitting 0.006 0.970 0.982 0.976 g = running 0.007 0.956 0.820 0.883 h = walking ------------------------------------------------------- 0.033 0.836 0.782 0.786 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.847 0.908 0.876 a = climbing down 0.039 0.649 0.717 0.681 b = climbing up 0.000 1.000 0.267 0.421 c = jumping 0.000 0.998 0.894 0.944 d = lying 0.021 0.802 0.402 0.535 e = standing 0.136 0.516 0.909 0.658 f = sitting 0.035 0.850 0.998 0.918 g = running 0.010 0.939 0.782 0.853 h = walking ------------------------------------------------------- 0.035 0.819 0.779 0.772 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.816 0.931 0.869 a = climbing down 0.008 0.878 0.534 0.664 b = climbing up 0.000 1.000 0.433 0.605 c = jumping 0.000 0.998 0.890 0.941 d = lying 0.021 0.799 0.387 0.521 e = standing 0.142 0.505 0.903 0.648 f = sitting 0.020 0.905 0.998 0.950 g = running 0.034 0.841 0.952 0.893 h = walking ------------------------------------------------------- 0.034 0.829 0.791 0.781 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.794 0.928 0.856 a = climbing down 0.011 0.843 0.600 0.701 b = climbing up 0.000 1.000 0.700 0.824 c = jumping 0.000 0.998 0.909 0.951 d = lying 0.021 0.796 0.379 0.514 e = standing 0.138 0.512 0.909 0.655 f = sitting 0.013 0.939 0.998 0.968 g = running 0.024 0.881 0.936 0.908 h = walking ------------------------------------------------------- 0.031 0.837 0.803 0.796 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.822 0.924 0.870 a = climbing down 0.019 0.789 0.714 0.750 b = climbing up 0.000 1.000 0.700 0.824 c = jumping 0.000 0.998 0.917 0.956 d = lying 0.017 0.823 0.369 0.509 e = standing 0.141 0.512 0.922 0.659 f = sitting 0.012 0.941 0.998 0.969 g = running 0.016 0.914 0.890 0.902 h = walking ------------------------------------------------------- 0.030 0.844 0.807 0.801 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.819 0.924 0.869 a = climbing down 0.019 0.787 0.709 0.746 b = climbing up 0.000 1.000 0.722 0.839 c = jumping 0.000 0.998 0.932 0.964 d = lying 0.016 0.840 0.394 0.537 e = standing 0.133 0.526 0.922 0.669 f = sitting 0.012 0.944 0.998 0.970 g = running 0.016 0.913 0.890 0.901 h = walking ------------------------------------------------------- 0.029 0.849 0.814 0.809 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.823 0.931 0.873 a = climbing down 0.019 0.797 0.717 0.755 b = climbing up 0.000 1.000 0.733 0.846 c = jumping 0.000 0.998 0.932 0.964 d = lying 0.016 0.839 0.391 0.534 e = standing 0.134 0.524 0.922 0.669 f = sitting 0.011 0.947 0.998 0.972 g = running 0.016 0.916 0.893 0.905 h = walking ------------------------------------------------------- 0.029 0.851 0.816 0.810 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.867 0.483 0.621 a = climbing down 0.065 0.632 0.733 0.678 b = climbing up 0.000 0.987 0.975 0.981 c = jumping 0.041 0.814 0.943 0.874 d = lying 0.018 0.799 0.491 0.608 e = standing 0.073 0.650 0.746 0.695 f = sitting 0.005 0.972 0.993 0.983 g = running 0.062 0.683 0.807 0.740 h = walking ------------------------------------------------------- 0.039 0.778 0.765 0.758 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.840 0.530 0.650 a = climbing down 0.053 0.670 0.706 0.688 b = climbing up 0.000 0.987 0.975 0.981 c = jumping 0.041 0.816 0.945 0.876 d = lying 0.018 0.800 0.493 0.610 e = standing 0.073 0.653 0.749 0.698 f = sitting 0.005 0.972 0.998 0.985 g = running 0.065 0.677 0.825 0.744 h = walking ------------------------------------------------------- 0.038 0.780 0.771 0.765 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.876 0.523 0.655 a = climbing down 0.113 0.541 0.874 0.669 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.041 0.815 0.946 0.876 d = lying 0.017 0.803 0.493 0.611 e = standing 0.073 0.652 0.748 0.697 f = sitting 0.005 0.974 0.998 0.986 g = running 0.027 0.769 0.554 0.644 h = walking ------------------------------------------------------- 0.041 0.780 0.754 0.749 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.906 0.541 0.678 a = climbing down 0.112 0.540 0.863 0.664 b = climbing up 0.000 0.987 0.975 0.981 c = jumping 0.041 0.817 0.948 0.878 d = lying 0.017 0.803 0.493 0.611 e = standing 0.072 0.654 0.749 0.698 f = sitting 0.005 0.974 0.998 0.986 g = running 0.028 0.768 0.566 0.652 h = walking ------------------------------------------------------- 0.040 0.784 0.757 0.752 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.884 0.564 0.689 a = climbing down 0.121 0.530 0.887 0.663 b = climbing up 0.000 0.987 0.975 0.981 c = jumping 0.041 0.817 0.948 0.878 d = lying 0.017 0.805 0.493 0.612 e = standing 0.073 0.653 0.749 0.698 f = sitting 0.005 0.974 0.998 0.986 g = running 0.018 0.825 0.521 0.639 h = walking ------------------------------------------------------- 0.040 0.788 0.757 0.751 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.884 0.544 0.673 a = climbing down 0.096 0.553 0.775 0.645 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.040 0.820 0.950 0.880 d = lying 0.017 0.805 0.493 0.612 e = standing 0.072 0.655 0.754 0.701 f = sitting 0.004 0.976 0.998 0.987 g = running 0.039 0.740 0.671 0.704 h = walking ------------------------------------------------------- 0.040 0.780 0.762 0.758 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.905 0.535 0.672 a = climbing down 0.069 0.552 0.558 0.555 b = climbing up 0.000 1.000 0.512 0.678 c = jumping 0.008 0.954 0.884 0.918 d = lying 0.011 0.898 0.704 0.789 e = standing 0.054 0.764 0.955 0.849 f = sitting 0.012 0.939 0.997 0.967 g = running 0.095 0.563 0.745 0.641 h = walking ------------------------------------------------------- 0.036 0.802 0.780 0.779 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.820 0.636 0.716 a = climbing down 0.135 0.479 0.813 0.603 b = climbing up 0.000 1.000 0.550 0.710 c = jumping 0.009 0.952 0.918 0.935 d = lying 0.008 0.928 0.708 0.803 e = standing 0.051 0.774 0.952 0.854 f = sitting 0.011 0.943 0.995 0.968 g = running 0.031 0.647 0.344 0.449 h = walking ------------------------------------------------------- 0.036 0.800 0.774 0.769 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.038 0.693 0.681 0.687 a = climbing down 0.069 0.535 0.523 0.529 b = climbing up 0.000 1.000 0.550 0.710 c = jumping 0.009 0.952 0.918 0.935 d = lying 0.008 0.928 0.708 0.803 e = standing 0.051 0.774 0.952 0.854 f = sitting 0.011 0.943 0.993 0.967 g = running 0.056 0.676 0.705 0.690 h = walking ------------------------------------------------------- 0.033 0.798 0.792 0.790 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.031 0.728 0.645 0.684 a = climbing down 0.062 0.590 0.585 0.587 b = climbing up 0.000 1.000 0.562 0.720 c = jumping 0.008 0.955 0.916 0.935 d = lying 0.008 0.928 0.708 0.803 e = standing 0.051 0.774 0.955 0.855 f = sitting 0.011 0.944 0.993 0.968 g = running 0.056 0.695 0.770 0.730 h = walking ------------------------------------------------------- 0.031 0.812 0.805 0.804 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.773 0.634 0.696 a = climbing down 0.067 0.595 0.644 0.619 b = climbing up 0.000 1.000 0.562 0.720 c = jumping 0.008 0.955 0.913 0.934 d = lying 0.008 0.923 0.708 0.801 e = standing 0.051 0.774 0.955 0.855 f = sitting 0.011 0.944 0.993 0.968 g = running 0.051 0.714 0.766 0.739 h = walking ------------------------------------------------------- 0.031 0.820 0.811 0.810 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.787 0.656 0.716 a = climbing down 0.035 0.683 0.488 0.570 b = climbing up 0.000 1.000 0.575 0.730 c = jumping 0.007 0.960 0.915 0.937 d = lying 0.008 0.925 0.708 0.802 e = standing 0.051 0.775 0.960 0.858 f = sitting 0.010 0.946 0.993 0.969 g = running 0.085 0.633 0.890 0.740 h = walking ------------------------------------------------------- 0.031 0.823 0.812 0.807 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.065 0.584 0.790 0.672 a = climbing down 0.089 0.512 0.600 0.553 b = climbing up 0.000 1.000 0.905 0.950 c = jumping 0.002 0.992 0.987 0.989 d = lying 0.019 0.886 0.940 0.912 e = standing 0.010 0.930 0.880 0.905 f = sitting 0.002 0.990 0.998 0.994 g = running 0.024 0.794 0.498 0.612 h = walking ------------------------------------------------------- 0.027 0.830 0.816 0.815 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.036 0.710 0.754 0.731 a = climbing down 0.059 0.672 0.777 0.721 b = climbing up 0.000 1.000 0.905 0.950 c = jumping 0.001 0.993 0.987 0.990 d = lying 0.018 0.891 0.938 0.914 e = standing 0.011 0.929 0.888 0.908 f = sitting 0.002 0.990 0.998 0.994 g = running 0.022 0.856 0.709 0.776 h = walking ------------------------------------------------------- 0.020 0.876 0.870 0.871 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.848 0.706 0.771 a = climbing down 0.065 0.678 0.874 0.763 b = climbing up 0.000 1.000 0.921 0.959 c = jumping 0.001 0.993 0.987 0.990 d = lying 0.018 0.891 0.938 0.914 e = standing 0.011 0.929 0.888 0.908 f = sitting 0.002 0.992 0.998 0.995 g = running 0.024 0.855 0.739 0.793 h = walking ------------------------------------------------------- 0.018 0.891 0.884 0.884 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.853 0.676 0.754 a = climbing down 0.068 0.668 0.880 0.759 b = climbing up 0.000 1.000 0.952 0.976 c = jumping 0.001 0.993 0.987 0.990 d = lying 0.018 0.891 0.938 0.914 e = standing 0.011 0.929 0.888 0.908 f = sitting 0.001 0.995 0.998 0.997 g = running 0.023 0.857 0.744 0.796 h = walking ------------------------------------------------------- 0.019 0.891 0.883 0.883 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.892 0.668 0.764 a = climbing down 0.073 0.659 0.901 0.761 b = climbing up 0.000 1.000 0.952 0.976 c = jumping 0.001 0.993 0.987 0.990 d = lying 0.018 0.891 0.938 0.914 e = standing 0.011 0.929 0.888 0.908 f = sitting 0.001 0.995 0.998 0.997 g = running 0.024 0.853 0.727 0.785 h = walking ------------------------------------------------------- 0.019 0.893 0.882 0.882 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.914 0.618 0.737 a = climbing down 0.084 0.632 0.926 0.751 b = climbing up 0.000 1.000 0.952 0.976 c = jumping 0.001 0.993 0.987 0.990 d = lying 0.018 0.891 0.938 0.914 e = standing 0.011 0.929 0.888 0.908 f = sitting 0.001 0.995 0.998 0.997 g = running 0.020 0.870 0.711 0.783 h = walking ------------------------------------------------------- 0.020 0.894 0.878 0.878 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.057 0.645 0.901 0.752 a = climbing down 0.061 0.591 0.565 0.578 b = climbing up 0.000 0.970 0.533 0.688 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.020 0.878 0.939 0.907 e = standing 0.011 0.926 0.870 0.897 f = sitting 0.009 0.955 0.998 0.976 g = running 0.014 0.904 0.703 0.791 h = walking ------------------------------------------------------- 0.022 0.858 0.849 0.848 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.741 0.850 0.792 a = climbing down 0.027 0.783 0.634 0.700 b = climbing up 0.000 0.971 0.550 0.702 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.019 0.878 0.886 0.882 e = standing 0.022 0.864 0.878 0.871 f = sitting 0.009 0.955 0.998 0.976 g = running 0.028 0.861 0.917 0.888 h = walking ------------------------------------------------------- 0.019 0.879 0.879 0.876 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.798 0.850 0.823 a = climbing down 0.039 0.752 0.752 0.752 b = climbing up 0.000 0.971 0.567 0.716 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.019 0.878 0.885 0.881 e = standing 0.022 0.863 0.878 0.870 f = sitting 0.008 0.957 0.998 0.977 g = running 0.016 0.910 0.869 0.889 h = walking ------------------------------------------------------- 0.017 0.889 0.887 0.887 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.838 0.843 0.841 a = climbing down 0.066 0.667 0.842 0.744 b = climbing up 0.000 0.971 0.567 0.716 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.019 0.878 0.886 0.882 e = standing 0.022 0.864 0.878 0.871 f = sitting 0.008 0.958 0.998 0.978 g = running 0.007 0.955 0.738 0.832 h = walking ------------------------------------------------------- 0.019 0.889 0.878 0.879 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.837 0.848 0.842 a = climbing down 0.061 0.683 0.844 0.755 b = climbing up 0.000 0.971 0.567 0.716 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.019 0.878 0.886 0.882 e = standing 0.022 0.864 0.878 0.871 f = sitting 0.008 0.958 0.998 0.978 g = running 0.006 0.960 0.759 0.848 h = walking ------------------------------------------------------- 0.018 0.892 0.882 0.883 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.853 0.838 0.845 a = climbing down 0.037 0.776 0.819 0.797 b = climbing up 0.000 0.972 0.583 0.729 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.019 0.878 0.886 0.882 e = standing 0.022 0.864 0.878 0.871 f = sitting 0.008 0.960 0.998 0.979 g = running 0.014 0.924 0.892 0.908 h = walking ------------------------------------------------------- 0.016 0.901 0.899 0.899 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.740 0.382 0.504 a = climbing down 0.158 0.510 0.838 0.634 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.003 0.986 0.981 0.984 d = lying 0.047 0.663 0.731 0.695 e = standing 0.037 0.736 0.676 0.704 f = sitting 0.002 0.988 0.998 0.993 g = running 0.042 0.608 0.376 0.464 h = walking ------------------------------------------------------- 0.045 0.758 0.741 0.733 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.803 0.453 0.579 a = climbing down 0.120 0.567 0.799 0.664 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.003 0.986 0.981 0.984 d = lying 0.044 0.678 0.731 0.703 e = standing 0.037 0.741 0.696 0.718 f = sitting 0.003 0.987 0.998 0.992 g = running 0.057 0.605 0.511 0.554 h = walking ------------------------------------------------------- 0.040 0.776 0.764 0.761 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.834 0.458 0.592 a = climbing down 0.105 0.601 0.802 0.687 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.003 0.986 0.981 0.984 d = lying 0.045 0.672 0.731 0.700 e = standing 0.037 0.739 0.688 0.712 f = sitting 0.002 0.988 0.998 0.993 g = running 0.067 0.584 0.549 0.566 h = walking ------------------------------------------------------- 0.039 0.781 0.770 0.767 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.889 0.425 0.575 a = climbing down 0.115 0.579 0.802 0.673 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.001 0.997 0.981 0.989 d = lying 0.078 0.593 0.905 0.716 e = standing 0.014 0.835 0.473 0.604 f = sitting 0.001 0.997 0.998 0.997 g = running 0.068 0.576 0.544 0.560 h = walking ------------------------------------------------------- 0.040 0.789 0.757 0.751 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.900 0.433 0.585 a = climbing down 0.164 0.520 0.903 0.660 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.001 0.997 0.981 0.989 d = lying 0.078 0.596 0.917 0.722 e = standing 0.013 0.850 0.473 0.608 f = sitting 0.001 0.997 0.998 0.997 g = running 0.033 0.647 0.354 0.458 h = walking ------------------------------------------------------- 0.043 0.793 0.748 0.736 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.888 0.420 0.570 a = climbing down 0.175 0.504 0.901 0.646 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.001 0.995 0.973 0.984 d = lying 0.037 0.724 0.776 0.749 e = standing 0.033 0.776 0.749 0.762 f = sitting 0.001 0.997 0.998 0.997 g = running 0.028 0.674 0.332 0.445 h = walking ------------------------------------------------------- 0.042 0.797 0.762 0.753 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.760 0.699 0.728 a = climbing down 0.137 0.513 0.730 0.603 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.006 0.968 0.930 0.949 d = lying 0.033 0.741 0.750 0.746 e = standing 0.040 0.742 0.769 0.755 f = sitting 0.010 0.950 1.000 0.974 g = running 0.039 0.569 0.303 0.395 h = walking ------------------------------------------------------- 0.042 0.756 0.751 0.744 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.052 0.629 0.739 0.680 a = climbing down 0.139 0.503 0.714 0.590 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.006 0.968 0.929 0.948 d = lying 0.034 0.737 0.740 0.739 e = standing 0.042 0.736 0.769 0.752 f = sitting 0.007 0.964 1.000 0.982 g = running 0.029 0.545 0.200 0.293 h = walking ------------------------------------------------------- 0.044 0.738 0.737 0.722 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.067 0.574 0.767 0.657 a = climbing down 0.122 0.517 0.660 0.580 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.006 0.968 0.929 0.948 d = lying 0.034 0.734 0.729 0.731 e = standing 0.043 0.729 0.769 0.748 f = sitting 0.005 0.975 1.000 0.987 g = running 0.033 0.548 0.231 0.325 h = walking ------------------------------------------------------- 0.043 0.735 0.734 0.722 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.070 0.571 0.785 0.661 a = climbing down 0.096 0.555 0.603 0.578 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.005 0.970 0.925 0.947 d = lying 0.023 0.704 0.436 0.538 e = standing 0.083 0.604 0.834 0.700 f = sitting 0.004 0.977 1.000 0.988 g = running 0.044 0.583 0.356 0.442 h = walking ------------------------------------------------------- 0.044 0.727 0.720 0.711 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.056 0.619 0.772 0.687 a = climbing down 0.105 0.547 0.644 0.591 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.005 0.970 0.925 0.947 d = lying 0.022 0.688 0.383 0.492 e = standing 0.089 0.587 0.843 0.692 f = sitting 0.004 0.977 1.000 0.988 g = running 0.044 0.576 0.347 0.433 h = walking ------------------------------------------------------- 0.045 0.725 0.719 0.709 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.047 0.662 0.772 0.713 a = climbing down 0.079 0.579 0.551 0.565 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.005 0.970 0.925 0.947 d = lying 0.022 0.694 0.388 0.498 e = standing 0.089 0.589 0.845 0.694 f = sitting 0.005 0.975 1.000 0.987 g = running 0.069 0.558 0.510 0.533 h = walking ------------------------------------------------------- 0.044 0.733 0.728 0.722 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.225 0.210 0.898 0.341 a = climbing down 0.006 0.906 0.343 0.497 b = climbing up 0.001 0.957 0.943 0.950 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.094 0.324 0.249 0.281 e = standing 0.317 0.169 0.416 0.240 f = sitting 0.026 0.870 1.000 0.931 g = running 0.005 0.894 0.195 0.321 h = walking ------------------------------------------------------- 0.077 0.522 0.402 0.383 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.038 0.586 0.813 0.681 a = climbing down 0.018 0.862 0.627 0.726 b = climbing up 0.000 1.000 0.943 0.971 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.093 0.326 0.249 0.282 e = standing 0.317 0.171 0.422 0.243 f = sitting 0.022 0.888 1.000 0.941 g = running 0.006 0.970 0.963 0.967 h = walking ------------------------------------------------------- 0.066 0.557 0.572 0.552 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.660 0.728 0.692 a = climbing down 0.025 0.836 0.721 0.775 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.091 0.329 0.249 0.283 e = standing 0.317 0.174 0.432 0.248 f = sitting 0.023 0.885 1.000 0.939 g = running 0.003 0.984 0.958 0.971 h = walking ------------------------------------------------------- 0.066 0.560 0.581 0.561 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.038 0.588 0.809 0.681 a = climbing down 0.021 0.851 0.691 0.763 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.093 0.325 0.247 0.281 e = standing 0.317 0.171 0.424 0.244 f = sitting 0.013 0.929 1.000 0.963 g = running 0.002 0.990 0.955 0.972 h = walking ------------------------------------------------------- 0.064 0.564 0.580 0.562 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.039 0.585 0.817 0.682 a = climbing down 0.021 0.850 0.689 0.761 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.092 0.327 0.247 0.281 e = standing 0.317 0.173 0.430 0.247 f = sitting 0.013 0.932 1.000 0.965 g = running 0.002 0.990 0.952 0.971 h = walking ------------------------------------------------------- 0.064 0.565 0.581 0.562 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.039 0.592 0.838 0.694 a = climbing down 0.020 0.857 0.686 0.762 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.092 0.327 0.247 0.281 e = standing 0.317 0.173 0.430 0.247 f = sitting 0.013 0.932 1.000 0.965 g = running 0.002 0.989 0.952 0.970 h = walking ------------------------------------------------------- 0.064 0.566 0.581 0.563 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.239 0.191 0.846 0.312 a = climbing down 0.006 0.916 0.393 0.550 b = climbing up 0.001 0.955 0.969 0.962 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.058 0.214 0.088 0.124 e = standing 0.347 0.220 0.632 0.326 f = sitting 0.014 0.927 1.000 0.962 g = running 0.008 0.793 0.143 0.242 h = walking ------------------------------------------------------- 0.075 0.503 0.401 0.367 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.064 0.351 0.517 0.418 a = climbing down 0.037 0.725 0.555 0.629 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.060 0.208 0.088 0.123 e = standing 0.347 0.217 0.620 0.321 f = sitting 0.005 0.972 1.000 0.986 g = running 0.019 0.909 0.916 0.913 h = walking ------------------------------------------------------- 0.069 0.511 0.537 0.505 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.050 0.470 0.662 0.550 a = climbing down 0.030 0.808 0.719 0.761 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.059 0.219 0.091 0.129 e = standing 0.347 0.220 0.630 0.326 f = sitting 0.005 0.972 1.000 0.986 g = running 0.006 0.970 0.896 0.931 h = walking ------------------------------------------------------- 0.065 0.544 0.569 0.537 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.613 0.684 0.646 a = climbing down 0.049 0.746 0.832 0.787 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.062 0.228 0.102 0.141 e = standing 0.345 0.215 0.608 0.317 f = sitting 0.004 0.977 1.000 0.989 g = running 0.002 0.989 0.829 0.902 h = walking ------------------------------------------------------- 0.066 0.548 0.575 0.543 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.028 0.618 0.684 0.649 a = climbing down 0.049 0.749 0.832 0.788 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.063 0.210 0.093 0.129 e = standing 0.346 0.212 0.602 0.314 f = sitting 0.004 0.977 1.000 0.989 g = running 0.002 0.989 0.835 0.906 h = walking ------------------------------------------------------- 0.066 0.546 0.574 0.542 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.655 0.705 0.679 a = climbing down 0.029 0.832 0.831 0.831 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.064 0.206 0.091 0.126 e = standing 0.347 0.211 0.598 0.312 f = sitting 0.004 0.977 1.000 0.989 g = running 0.002 0.989 0.943 0.965 h = walking ------------------------------------------------------- 0.063 0.560 0.592 0.560 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.040 0.604 0.524 0.561 a = climbing down 0.177 0.309 0.526 0.390 b = climbing up 0.003 0.231 0.038 0.065 c = jumping 0.098 0.634 1.000 0.776 d = lying 0.023 0.497 0.136 0.213 e = standing 0.107 0.459 0.528 0.491 f = sitting 0.004 0.974 0.860 0.914 g = running 0.056 0.533 0.378 0.442 h = walking ------------------------------------------------------- 0.069 0.576 0.562 0.540 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.388 0.557 a = climbing down 0.132 0.519 0.947 0.670 b = climbing up 0.002 0.908 1.000 0.952 c = jumping 0.099 0.632 1.000 0.774 d = lying 0.023 0.524 0.149 0.232 e = standing 0.104 0.463 0.524 0.492 f = sitting 0.000 1.000 0.856 0.922 g = running 0.014 0.899 0.754 0.820 h = walking ------------------------------------------------------- 0.052 0.718 0.677 0.652 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.407 0.577 a = climbing down 0.128 0.527 0.949 0.678 b = climbing up 0.002 0.898 1.000 0.946 c = jumping 0.093 0.644 0.993 0.782 d = lying 0.063 0.669 0.744 0.705 e = standing 0.008 0.875 0.307 0.454 f = sitting 0.000 1.000 0.854 0.921 g = running 0.014 0.900 0.764 0.827 h = walking ------------------------------------------------------- 0.043 0.802 0.734 0.720 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.402 0.572 a = climbing down 0.122 0.539 0.951 0.688 b = climbing up 0.010 0.675 1.000 0.806 c = jumping 0.093 0.644 0.997 0.783 d = lying 0.052 0.697 0.702 0.699 e = standing 0.013 0.835 0.376 0.519 f = sitting 0.000 1.000 0.812 0.896 g = running 0.014 0.910 0.803 0.853 h = walking ------------------------------------------------------- 0.041 0.799 0.737 0.727 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 0.994 0.414 0.585 a = climbing down 0.106 0.575 0.951 0.717 b = climbing up 0.013 0.612 1.000 0.760 c = jumping 0.093 0.644 0.997 0.783 d = lying 0.042 0.733 0.676 0.704 e = standing 0.017 0.817 0.437 0.569 f = sitting 0.000 1.000 0.808 0.894 g = running 0.015 0.908 0.873 0.890 h = walking ------------------------------------------------------- 0.038 0.806 0.753 0.744 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.994 0.419 0.590 a = climbing down 0.104 0.578 0.947 0.718 b = climbing up 0.010 0.658 1.000 0.794 c = jumping 0.072 0.701 0.997 0.823 d = lying 0.030 0.815 0.778 0.796 e = standing 0.000 1.000 0.627 0.771 f = sitting 0.000 1.000 0.815 0.898 g = running 0.016 0.903 0.881 0.892 h = walking ------------------------------------------------------- 0.031 0.853 0.798 0.795 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.796 0.798 0.797 a = climbing down 0.134 0.432 0.677 0.527 b = climbing up 0.005 0.689 0.560 0.618 c = jumping 0.019 0.894 0.952 0.922 d = lying 0.007 0.898 0.362 0.516 e = standing 0.109 0.585 0.893 0.707 f = sitting 0.004 0.974 0.838 0.901 g = running 0.031 0.729 0.488 0.585 h = walking ------------------------------------------------------- 0.045 0.764 0.712 0.708 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.902 0.841 0.870 a = climbing down 0.190 0.424 0.926 0.581 b = climbing up 0.000 1.000 0.853 0.921 c = jumping 0.013 0.920 0.885 0.902 d = lying 0.006 0.784 0.118 0.205 e = standing 0.167 0.482 0.905 0.629 f = sitting 0.004 0.981 0.964 0.972 g = running 0.001 0.875 0.024 0.046 h = walking ------------------------------------------------------- 0.054 0.774 0.664 0.602 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.884 0.846 0.865 a = climbing down 0.053 0.707 0.852 0.773 b = climbing up 0.000 1.000 0.693 0.819 c = jumping 0.014 0.916 0.892 0.904 d = lying 0.005 0.812 0.118 0.206 e = standing 0.166 0.483 0.905 0.630 f = sitting 0.007 0.964 0.964 0.964 g = running 0.012 0.924 0.819 0.868 h = walking ------------------------------------------------------- 0.038 0.817 0.769 0.744 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.040 0.726 0.918 0.811 a = climbing down 0.019 0.833 0.645 0.727 b = climbing up 0.000 0.984 0.827 0.899 c = jumping 0.015 0.914 0.911 0.913 d = lying 0.004 0.831 0.118 0.207 e = standing 0.163 0.488 0.905 0.634 f = sitting 0.004 0.978 0.962 0.970 g = running 0.025 0.860 0.907 0.883 h = walking ------------------------------------------------------- 0.038 0.814 0.767 0.739 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.039 0.728 0.916 0.811 a = climbing down 0.020 0.827 0.634 0.718 b = climbing up 0.000 1.000 0.813 0.897 c = jumping 0.015 0.194 0.021 0.037 d = lying 0.162 0.116 0.125 0.120 e = standing 0.155 0.501 0.905 0.645 f = sitting 0.004 0.977 0.965 0.971 g = running 0.026 0.858 0.914 0.885 h = walking ------------------------------------------------------- 0.060 0.606 0.638 0.600 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.030 0.778 0.901 0.835 a = climbing down 0.035 0.760 0.740 0.750 b = climbing up 0.000 0.986 0.920 0.952 c = jumping 0.015 0.194 0.021 0.037 d = lying 0.162 0.116 0.125 0.120 e = standing 0.155 0.501 0.905 0.645 f = sitting 0.002 0.989 0.962 0.975 g = running 0.019 0.881 0.837 0.858 h = walking ------------------------------------------------------- 0.059 0.607 0.641 0.605 Weighted Avg. >> forearmwaist >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.984 0.388 0.557 a = climbing down 0.102 0.569 0.884 0.692 b = climbing up 0.000 1.000 0.803 0.891 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.009 0.910 0.494 0.641 e = standing 0.264 0.350 0.936 0.510 f = sitting 0.006 0.967 1.000 0.983 g = running 0.026 0.850 0.836 0.843 h = walking ------------------------------------------------------- 0.055 0.662 0.646 0.607 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.984 0.390 0.559 a = climbing down 0.099 0.578 0.884 0.699 b = climbing up 0.000 1.000 0.803 0.891 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.041 0.707 0.550 0.618 e = standing 0.248 0.324 0.780 0.458 f = sitting 0.006 0.967 1.000 0.983 g = running 0.026 0.850 0.853 0.851 h = walking ------------------------------------------------------- 0.057 0.629 0.636 0.599 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.974 0.394 0.561 a = climbing down 0.092 0.594 0.884 0.711 b = climbing up 0.000 1.000 0.803 0.891 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.040 0.710 0.545 0.616 e = standing 0.249 0.324 0.784 0.458 f = sitting 0.006 0.965 1.000 0.982 g = running 0.027 0.851 0.880 0.865 h = walking ------------------------------------------------------- 0.056 0.630 0.641 0.602 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.979 0.396 0.564 a = climbing down 0.092 0.595 0.882 0.711 b = climbing up 0.000 1.000 0.803 0.891 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.040 0.710 0.545 0.616 e = standing 0.249 0.324 0.784 0.458 f = sitting 0.006 0.965 1.000 0.982 g = running 0.028 0.847 0.880 0.863 h = walking ------------------------------------------------------- 0.056 0.630 0.641 0.602 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.975 0.411 0.578 a = climbing down 0.088 0.602 0.875 0.713 b = climbing up 0.000 1.000 0.829 0.906 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.036 0.729 0.546 0.625 e = standing 0.249 0.329 0.805 0.468 f = sitting 0.005 0.969 1.000 0.984 g = running 0.029 0.842 0.885 0.863 h = walking ------------------------------------------------------- 0.055 0.634 0.645 0.607 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.941 0.500 0.653 a = climbing down 0.080 0.631 0.899 0.742 b = climbing up 0.000 1.000 0.829 0.906 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.040 0.712 0.554 0.623 e = standing 0.247 0.325 0.784 0.460 f = sitting 0.005 0.970 1.000 0.985 g = running 0.022 0.872 0.863 0.867 h = walking ------------------------------------------------------- 0.054 0.635 0.655 0.620 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.979 0.688 0.808 a = climbing down 0.060 0.682 0.837 0.752 b = climbing up 0.000 1.000 0.587 0.739 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.622 0.767 e = standing 0.242 0.385 1.000 0.556 f = sitting 0.011 0.938 0.990 0.963 g = running 0.032 0.821 0.850 0.836 h = walking ------------------------------------------------------- 0.046 0.686 0.700 0.663 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.696 0.814 a = climbing down 0.058 0.688 0.837 0.755 b = climbing up 0.000 1.000 0.573 0.729 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.624 0.768 e = standing 0.241 0.386 1.000 0.557 f = sitting 0.011 0.938 0.990 0.963 g = running 0.033 0.819 0.850 0.834 h = walking ------------------------------------------------------- 0.046 0.687 0.701 0.664 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.696 0.814 a = climbing down 0.058 0.685 0.831 0.751 b = climbing up 0.000 1.000 0.573 0.729 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.633 0.776 e = standing 0.240 0.387 1.000 0.558 f = sitting 0.011 0.938 0.990 0.963 g = running 0.033 0.819 0.854 0.836 h = walking ------------------------------------------------------- 0.046 0.687 0.702 0.665 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.685 0.806 a = climbing down 0.054 0.699 0.826 0.757 b = climbing up 0.000 1.000 0.573 0.729 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.637 0.778 e = standing 0.239 0.388 1.000 0.559 f = sitting 0.011 0.938 0.990 0.963 g = running 0.034 0.819 0.884 0.850 h = walking ------------------------------------------------------- 0.046 0.689 0.705 0.668 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.692 0.811 a = climbing down 0.049 0.721 0.824 0.769 b = climbing up 0.000 1.000 0.560 0.718 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.637 0.778 e = standing 0.239 0.388 1.000 0.559 f = sitting 0.011 0.937 0.990 0.963 g = running 0.036 0.815 0.904 0.857 h = walking ------------------------------------------------------- 0.045 0.691 0.708 0.670 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.980 0.698 0.815 a = climbing down 0.046 0.734 0.826 0.777 b = climbing up 0.000 1.000 0.560 0.718 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.632 0.774 e = standing 0.240 0.387 1.000 0.558 f = sitting 0.011 0.937 0.990 0.963 g = running 0.036 0.817 0.914 0.863 h = walking ------------------------------------------------------- 0.045 0.692 0.710 0.672 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.925 0.742 0.823 a = climbing down 0.014 0.463 0.400 0.429 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.047 0.826 0.975 0.894 e = standing 0.006 0.964 0.766 0.854 f = sitting 0.000 1.000 1.000 1.000 g = running 0.042 0.828 0.975 0.895 h = walking ------------------------------------------------------- 0.019 0.906 0.900 0.898 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.925 0.747 0.826 a = climbing down 0.011 0.507 0.358 0.420 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.047 0.826 0.975 0.894 e = standing 0.006 0.964 0.766 0.854 f = sitting 0.000 1.000 1.000 1.000 g = running 0.045 0.817 0.982 0.892 h = walking ------------------------------------------------------- 0.019 0.906 0.901 0.897 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.933 0.740 0.825 a = climbing down 0.011 0.500 0.358 0.417 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.047 0.826 0.975 0.894 e = standing 0.006 0.964 0.766 0.854 f = sitting 0.000 1.000 1.000 1.000 g = running 0.047 0.813 0.984 0.890 h = walking ------------------------------------------------------- 0.019 0.906 0.900 0.897 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.935 0.742 0.827 a = climbing down 0.010 0.500 0.337 0.403 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.047 0.826 0.975 0.894 e = standing 0.006 0.964 0.766 0.854 f = sitting 0.000 1.000 1.000 1.000 g = running 0.048 0.810 0.986 0.889 h = walking ------------------------------------------------------- 0.019 0.905 0.900 0.896 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.936 0.751 0.834 a = climbing down 0.010 0.508 0.326 0.397 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.047 0.826 0.975 0.894 e = standing 0.006 0.964 0.766 0.854 f = sitting 0.000 1.000 1.000 1.000 g = running 0.048 0.811 0.986 0.890 h = walking ------------------------------------------------------- 0.019 0.906 0.901 0.897 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.895 0.795 0.842 a = climbing down 0.011 0.484 0.326 0.390 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.047 0.827 0.973 0.894 e = standing 0.006 0.962 0.768 0.854 f = sitting 0.000 1.000 1.000 1.000 g = running 0.036 0.849 0.971 0.906 h = walking ------------------------------------------------------- 0.018 0.906 0.905 0.901 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.919 0.880 0.899 a = climbing down 0.008 0.701 0.670 0.685 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.003 0.987 0.983 0.985 e = standing 0.006 0.971 0.994 0.982 f = sitting 0.002 0.978 1.000 0.989 g = running 0.022 0.896 0.922 0.909 h = walking ------------------------------------------------------- 0.007 0.953 0.953 0.953 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.805 0.941 0.868 a = climbing down 0.004 0.815 0.582 0.679 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.003 0.987 0.983 0.985 e = standing 0.006 0.971 0.994 0.982 f = sitting 0.001 0.987 1.000 0.994 g = running 0.012 0.936 0.851 0.891 h = walking ------------------------------------------------------- 0.009 0.949 0.947 0.947 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.036 0.802 0.939 0.865 a = climbing down 0.002 0.911 0.560 0.694 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.003 0.987 0.983 0.985 e = standing 0.006 0.971 0.994 0.982 f = sitting 0.001 0.987 1.000 0.994 g = running 0.012 0.935 0.864 0.898 h = walking ------------------------------------------------------- 0.009 0.951 0.948 0.948 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.806 0.939 0.868 a = climbing down 0.002 0.897 0.571 0.698 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.003 0.987 0.988 0.987 e = standing 0.005 0.976 0.994 0.985 f = sitting 0.001 0.987 1.000 0.994 g = running 0.012 0.937 0.867 0.901 h = walking ------------------------------------------------------- 0.008 0.953 0.950 0.950 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.035 0.804 0.937 0.866 a = climbing down 0.002 0.895 0.560 0.689 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.003 0.987 0.988 0.987 e = standing 0.005 0.976 0.994 0.985 f = sitting 0.002 0.984 1.000 0.992 g = running 0.012 0.937 0.867 0.901 h = walking ------------------------------------------------------- 0.008 0.952 0.950 0.949 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.035 0.807 0.941 0.869 a = climbing down 0.002 0.907 0.538 0.676 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.003 0.987 0.988 0.987 e = standing 0.005 0.976 0.994 0.985 f = sitting 0.002 0.984 1.000 0.992 g = running 0.012 0.937 0.871 0.903 h = walking ------------------------------------------------------- 0.008 0.953 0.950 0.949 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.831 0.906 0.867 a = climbing down 0.029 0.792 0.725 0.757 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.003 0.982 0.990 0.986 d = lying 0.002 0.989 0.984 0.986 e = standing 0.003 0.987 0.984 0.985 f = sitting 0.001 0.996 0.942 0.968 g = running 0.031 0.844 0.904 0.873 h = walking ------------------------------------------------------- 0.012 0.925 0.924 0.924 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.886 0.923 a = climbing down 0.054 0.724 0.951 0.822 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.003 0.982 0.990 0.986 d = lying 0.002 0.989 0.984 0.986 e = standing 0.003 0.987 0.984 0.985 f = sitting 0.001 0.996 0.944 0.969 g = running 0.010 0.936 0.788 0.856 h = walking ------------------------------------------------------- 0.010 0.943 0.934 0.935 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.966 0.884 0.923 a = climbing down 0.053 0.729 0.950 0.825 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.995 0.990 0.992 d = lying 0.002 0.989 0.984 0.986 e = standing 0.003 0.987 0.996 0.991 f = sitting 0.001 0.996 0.944 0.969 g = running 0.011 0.933 0.798 0.861 h = walking ------------------------------------------------------- 0.010 0.946 0.937 0.938 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.889 0.925 a = climbing down 0.053 0.730 0.953 0.827 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.995 0.990 0.992 d = lying 0.002 0.989 0.984 0.986 e = standing 0.003 0.987 0.996 0.991 f = sitting 0.001 0.996 0.944 0.969 g = running 0.010 0.938 0.795 0.861 h = walking ------------------------------------------------------- 0.010 0.946 0.937 0.939 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.886 0.923 a = climbing down 0.052 0.733 0.950 0.828 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.001 0.995 0.990 0.992 d = lying 0.002 0.989 0.984 0.986 e = standing 0.003 0.987 0.996 0.991 f = sitting 0.001 0.996 0.945 0.970 g = running 0.010 0.935 0.803 0.864 h = walking ------------------------------------------------------- 0.010 0.947 0.938 0.940 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.889 0.925 a = climbing down 0.037 0.781 0.874 0.825 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.001 0.995 0.990 0.992 d = lying 0.002 0.989 0.984 0.986 e = standing 0.003 0.987 0.996 0.991 f = sitting 0.001 0.996 0.945 0.970 g = running 0.024 0.871 0.875 0.873 h = walking ------------------------------------------------------- 0.010 0.943 0.940 0.941 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.931 0.980 0.955 a = climbing down 0.032 0.794 0.820 0.807 b = climbing up 0.001 0.938 1.000 0.968 c = jumping 0.013 0.922 0.980 0.950 d = lying 0.032 0.819 0.998 0.900 e = standing 0.003 0.981 0.758 0.855 f = sitting 0.000 1.000 0.992 0.996 g = running 0.023 0.867 0.814 0.840 h = walking ------------------------------------------------------- 0.015 0.907 0.902 0.901 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.987 0.954 0.970 a = climbing down 0.061 0.693 0.923 0.791 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.014 0.920 0.980 0.949 d = lying 0.032 0.819 0.998 0.900 e = standing 0.003 0.981 0.755 0.853 f = sitting 0.000 1.000 0.994 0.997 g = running 0.012 0.915 0.680 0.780 h = walking ------------------------------------------------------- 0.017 0.907 0.892 0.891 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.951 0.971 a = climbing down 0.062 0.692 0.924 0.792 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.011 0.936 0.980 0.957 d = lying 0.032 0.819 0.998 0.900 e = standing 0.003 0.981 0.771 0.863 f = sitting 0.000 1.000 0.996 0.998 g = running 0.012 0.915 0.681 0.781 h = walking ------------------------------------------------------- 0.016 0.910 0.895 0.894 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.995 0.954 0.974 a = climbing down 0.062 0.694 0.935 0.797 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.011 0.936 0.980 0.957 d = lying 0.032 0.819 0.998 0.900 e = standing 0.003 0.981 0.771 0.863 f = sitting 0.000 1.000 0.997 0.999 g = running 0.010 0.924 0.678 0.782 h = walking ------------------------------------------------------- 0.016 0.912 0.896 0.896 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.995 0.963 0.979 a = climbing down 0.065 0.684 0.942 0.792 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.011 0.936 0.980 0.957 d = lying 0.032 0.819 0.998 0.900 e = standing 0.003 0.981 0.771 0.863 f = sitting 0.000 1.000 0.997 0.999 g = running 0.009 0.929 0.653 0.767 h = walking ------------------------------------------------------- 0.016 0.912 0.894 0.893 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.961 0.976 a = climbing down 0.030 0.802 0.804 0.803 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.011 0.936 0.980 0.957 d = lying 0.032 0.819 0.998 0.900 e = standing 0.003 0.981 0.771 0.863 f = sitting 0.000 1.000 0.997 0.999 g = running 0.030 0.838 0.853 0.846 h = walking ------------------------------------------------------- 0.015 0.913 0.907 0.907 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.053 0.414 0.261 0.320 a = climbing down 0.121 0.559 0.787 0.654 b = climbing up 0.000 0.985 1.000 0.992 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.959 0.969 0.964 e = standing 0.005 0.971 0.988 0.980 f = sitting 0.001 0.997 0.903 0.947 g = running 0.014 0.898 0.889 0.894 h = walking ------------------------------------------------------- 0.029 0.833 0.831 0.826 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.462 0.210 0.289 a = climbing down 0.129 0.568 0.867 0.686 b = climbing up 0.000 0.985 1.000 0.992 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.959 0.969 0.964 e = standing 0.005 0.971 0.988 0.980 f = sitting 0.000 0.999 0.902 0.948 g = running 0.013 0.908 0.923 0.915 h = walking ------------------------------------------------------- 0.028 0.842 0.841 0.830 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.059 0.468 0.361 0.407 a = climbing down 0.104 0.585 0.755 0.660 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.959 0.969 0.964 e = standing 0.005 0.971 0.988 0.980 f = sitting 0.000 1.000 0.905 0.950 g = running 0.012 0.915 0.918 0.917 h = walking ------------------------------------------------------- 0.027 0.847 0.842 0.841 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.078 0.470 0.480 0.475 a = climbing down 0.080 0.611 0.644 0.627 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.959 0.969 0.964 e = standing 0.005 0.971 0.988 0.980 f = sitting 0.002 0.993 0.928 0.959 g = running 0.012 0.916 0.927 0.921 h = walking ------------------------------------------------------- 0.026 0.850 0.845 0.847 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.080 0.468 0.485 0.477 a = climbing down 0.078 0.614 0.640 0.627 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.004 0.961 0.969 0.965 e = standing 0.005 0.970 0.988 0.979 f = sitting 0.001 0.994 0.932 0.962 g = running 0.011 0.920 0.928 0.924 h = walking ------------------------------------------------------- 0.026 0.851 0.846 0.848 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.046 0.493 0.310 0.381 a = climbing down 0.100 0.615 0.821 0.704 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.959 0.973 0.966 e = standing 0.004 0.974 0.988 0.981 f = sitting 0.003 0.988 0.957 0.972 g = running 0.009 0.934 0.923 0.929 h = walking ------------------------------------------------------- 0.025 0.855 0.858 0.851 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.040 0.712 0.683 0.697 a = climbing down 0.071 0.704 0.864 0.776 b = climbing up 0.001 0.918 0.933 0.926 c = jumping 0.022 0.845 0.766 0.804 d = lying 0.021 0.808 0.825 0.817 e = standing 0.036 0.796 0.857 0.826 f = sitting 0.002 0.990 0.837 0.907 g = running 0.018 0.870 0.862 0.866 h = walking ------------------------------------------------------- 0.030 0.828 0.818 0.820 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.702 0.720 0.711 a = climbing down 0.068 0.692 0.785 0.736 b = climbing up 0.001 0.918 0.933 0.926 c = jumping 0.022 0.845 0.766 0.804 d = lying 0.022 0.807 0.827 0.817 e = standing 0.036 0.799 0.857 0.827 f = sitting 0.002 0.990 0.831 0.904 g = running 0.015 0.896 0.944 0.919 h = walking ------------------------------------------------------- 0.029 0.828 0.819 0.821 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.828 0.656 0.732 a = climbing down 0.083 0.681 0.907 0.778 b = climbing up 0.001 0.933 0.933 0.933 c = jumping 0.022 0.845 0.766 0.804 d = lying 0.022 0.807 0.827 0.817 e = standing 0.036 0.799 0.857 0.827 f = sitting 0.002 0.990 0.827 0.901 g = running 0.013 0.911 0.947 0.929 h = walking ------------------------------------------------------- 0.028 0.844 0.830 0.831 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.844 0.648 0.733 a = climbing down 0.080 0.689 0.911 0.785 b = climbing up 0.001 0.933 0.933 0.933 c = jumping 0.022 0.845 0.766 0.804 d = lying 0.022 0.804 0.827 0.815 e = standing 0.035 0.801 0.857 0.828 f = sitting 0.002 0.990 0.851 0.916 g = running 0.012 0.914 0.950 0.932 h = walking ------------------------------------------------------- 0.027 0.848 0.835 0.836 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.064 0.625 0.735 0.676 a = climbing down 0.046 0.765 0.771 0.768 b = climbing up 0.000 0.966 0.933 0.949 c = jumping 0.022 0.845 0.766 0.804 d = lying 0.022 0.804 0.827 0.815 e = standing 0.035 0.801 0.857 0.828 f = sitting 0.002 0.993 0.861 0.922 g = running 0.011 0.923 0.949 0.936 h = walking ------------------------------------------------------- 0.027 0.834 0.825 0.828 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.065 0.623 0.738 0.676 a = climbing down 0.046 0.765 0.768 0.767 b = climbing up 0.000 0.966 0.933 0.949 c = jumping 0.022 0.845 0.766 0.804 d = lying 0.022 0.804 0.827 0.815 e = standing 0.035 0.801 0.857 0.828 f = sitting 0.002 0.993 0.858 0.920 g = running 0.011 0.923 0.949 0.936 h = walking ------------------------------------------------------- 0.028 0.834 0.824 0.827 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.692 0.427 0.528 a = climbing down 0.093 0.553 0.874 0.678 b = climbing up 0.000 0.971 0.447 0.613 c = jumping 0.007 0.954 0.947 0.951 d = lying 0.001 0.989 0.936 0.962 e = standing 0.014 0.912 0.964 0.937 f = sitting 0.008 0.975 0.949 0.962 g = running 0.025 0.833 0.760 0.795 h = walking ------------------------------------------------------- 0.021 0.867 0.851 0.849 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.737 0.543 0.625 a = climbing down 0.077 0.594 0.850 0.700 b = climbing up 0.000 0.973 0.474 0.637 c = jumping 0.007 0.954 0.947 0.951 d = lying 0.001 0.989 0.936 0.962 e = standing 0.014 0.912 0.964 0.937 f = sitting 0.007 0.977 0.949 0.963 g = running 0.025 0.836 0.792 0.813 h = walking ------------------------------------------------------- 0.019 0.877 0.865 0.865 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.740 0.541 0.625 a = climbing down 0.075 0.594 0.825 0.691 b = climbing up 0.000 0.974 0.487 0.649 c = jumping 0.007 0.954 0.947 0.951 d = lying 0.001 0.989 0.936 0.962 e = standing 0.014 0.912 0.964 0.937 f = sitting 0.007 0.977 0.949 0.963 g = running 0.029 0.818 0.805 0.812 h = walking ------------------------------------------------------- 0.020 0.875 0.864 0.864 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.744 0.535 0.622 a = climbing down 0.075 0.592 0.827 0.690 b = climbing up 0.000 0.974 0.487 0.649 c = jumping 0.007 0.954 0.947 0.951 d = lying 0.001 0.989 0.936 0.962 e = standing 0.014 0.912 0.964 0.937 f = sitting 0.007 0.977 0.949 0.963 g = running 0.029 0.818 0.809 0.813 h = walking ------------------------------------------------------- 0.020 0.875 0.864 0.864 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.706 0.543 0.614 a = climbing down 0.080 0.587 0.856 0.696 b = climbing up 0.000 0.974 0.487 0.649 c = jumping 0.007 0.954 0.947 0.951 d = lying 0.001 0.989 0.936 0.962 e = standing 0.014 0.912 0.964 0.937 f = sitting 0.007 0.977 0.945 0.961 g = running 0.021 0.859 0.777 0.816 h = walking ------------------------------------------------------- 0.020 0.876 0.863 0.864 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.064 0.530 0.616 0.570 a = climbing down 0.068 0.605 0.788 0.685 b = climbing up 0.000 0.974 0.500 0.661 c = jumping 0.007 0.953 0.947 0.950 d = lying 0.001 0.989 0.936 0.962 e = standing 0.014 0.913 0.964 0.938 f = sitting 0.007 0.977 0.945 0.961 g = running 0.010 0.914 0.675 0.776 h = walking ------------------------------------------------------- 0.021 0.868 0.849 0.853 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.942 0.637 0.760 a = climbing down 0.034 0.782 0.916 0.844 b = climbing up 0.000 0.929 0.347 0.505 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.001 0.994 0.963 0.978 e = standing 0.006 0.963 1.000 0.981 f = sitting 0.015 0.954 0.983 0.968 g = running 0.036 0.802 0.895 0.846 h = walking ------------------------------------------------------- 0.014 0.923 0.918 0.914 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.909 0.619 0.736 a = climbing down 0.025 0.821 0.881 0.850 b = climbing up 0.000 0.929 0.347 0.505 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.001 0.994 0.963 0.978 e = standing 0.006 0.963 1.000 0.981 f = sitting 0.015 0.954 0.983 0.969 g = running 0.043 0.778 0.930 0.847 h = walking ------------------------------------------------------- 0.014 0.921 0.917 0.912 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.037 0.648 0.581 0.613 a = climbing down 0.011 0.883 0.624 0.731 b = climbing up 0.000 0.933 0.373 0.533 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.001 0.994 0.964 0.979 e = standing 0.005 0.965 1.000 0.982 f = sitting 0.015 0.955 0.984 0.969 g = running 0.061 0.720 0.963 0.824 h = walking ------------------------------------------------------- 0.018 0.894 0.888 0.884 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.674 0.631 0.652 a = climbing down 0.011 0.886 0.644 0.746 b = climbing up 0.000 0.933 0.373 0.533 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.001 0.994 0.964 0.979 e = standing 0.005 0.965 1.000 0.982 f = sitting 0.015 0.955 0.984 0.969 g = running 0.054 0.745 0.962 0.839 h = walking ------------------------------------------------------- 0.017 0.900 0.896 0.891 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.830 0.794 0.811 a = climbing down 0.019 0.859 0.861 0.860 b = climbing up 0.000 0.933 0.373 0.533 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.001 0.991 0.966 0.978 e = standing 0.005 0.970 1.000 0.985 f = sitting 0.015 0.955 0.983 0.969 g = running 0.023 0.866 0.908 0.887 h = walking ------------------------------------------------------- 0.012 0.930 0.930 0.928 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.839 0.786 0.812 a = climbing down 0.019 0.856 0.864 0.860 b = climbing up 0.000 0.933 0.373 0.533 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.001 0.991 0.968 0.979 e = standing 0.004 0.971 1.000 0.985 f = sitting 0.015 0.955 0.983 0.969 g = running 0.024 0.860 0.910 0.884 h = walking ------------------------------------------------------- 0.012 0.930 0.930 0.928 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.054 0.642 0.730 0.683 a = climbing down 0.071 0.466 0.441 0.453 b = climbing up 0.001 0.964 0.855 0.906 c = jumping 0.002 0.986 0.878 0.929 d = lying 0.022 0.870 0.884 0.877 e = standing 0.034 0.826 0.911 0.867 f = sitting 0.003 0.986 0.995 0.991 g = running 0.049 0.656 0.610 0.632 h = walking ------------------------------------------------------- 0.030 0.797 0.796 0.795 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.735 0.690 0.712 a = climbing down 0.063 0.575 0.607 0.591 b = climbing up 0.001 0.965 0.887 0.924 c = jumping 0.000 1.000 0.873 0.932 d = lying 0.010 0.937 0.875 0.905 e = standing 0.038 0.818 0.980 0.891 f = sitting 0.002 0.989 0.995 0.992 g = running 0.041 0.734 0.737 0.735 h = walking ------------------------------------------------------- 0.024 0.843 0.837 0.838 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.855 0.632 0.727 a = climbing down 0.108 0.507 0.785 0.616 b = climbing up 0.001 0.965 0.887 0.924 c = jumping 0.000 1.000 0.873 0.932 d = lying 0.010 0.932 0.877 0.903 e = standing 0.038 0.818 0.975 0.890 f = sitting 0.002 0.989 0.995 0.992 g = running 0.025 0.768 0.553 0.643 h = walking ------------------------------------------------------- 0.026 0.852 0.827 0.830 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.935 0.465 0.621 a = climbing down 0.131 0.481 0.856 0.616 b = climbing up 0.001 0.966 0.919 0.942 c = jumping 0.000 1.000 0.873 0.932 d = lying 0.010 0.933 0.877 0.904 e = standing 0.038 0.818 0.976 0.890 f = sitting 0.001 0.992 0.995 0.994 g = running 0.027 0.749 0.536 0.625 h = walking ------------------------------------------------------- 0.028 0.857 0.815 0.816 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.934 0.458 0.615 a = climbing down 0.133 0.478 0.860 0.615 b = climbing up 0.001 0.966 0.919 0.942 c = jumping 0.000 1.000 0.873 0.932 d = lying 0.010 0.933 0.875 0.903 e = standing 0.038 0.817 0.976 0.890 f = sitting 0.001 0.992 0.995 0.994 g = running 0.027 0.747 0.527 0.618 h = walking ------------------------------------------------------- 0.028 0.856 0.813 0.814 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.922 0.531 0.674 a = climbing down 0.119 0.491 0.814 0.612 b = climbing up 0.001 0.967 0.935 0.951 c = jumping 0.000 1.000 0.873 0.932 d = lying 0.011 0.926 0.875 0.900 e = standing 0.037 0.820 0.975 0.891 f = sitting 0.001 0.994 0.995 0.995 g = running 0.033 0.719 0.547 0.622 h = walking ------------------------------------------------------- 0.027 0.852 0.819 0.821 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.719 0.875 0.790 a = climbing down 0.097 0.317 0.320 0.318 b = climbing up 0.001 0.895 0.567 0.694 c = jumping 0.002 0.988 1.000 0.994 d = lying 0.052 0.695 0.722 0.708 e = standing 0.046 0.724 0.687 0.705 f = sitting 0.009 0.955 0.989 0.972 g = running 0.055 0.547 0.434 0.484 h = walking ------------------------------------------------------- 0.041 0.728 0.733 0.728 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.040 0.738 0.843 0.787 a = climbing down 0.118 0.329 0.412 0.366 b = climbing up 0.001 0.902 0.617 0.733 c = jumping 0.023 0.895 1.000 0.945 d = lying 0.040 0.746 0.722 0.734 e = standing 0.044 0.719 0.650 0.683 f = sitting 0.009 0.956 0.989 0.972 g = running 0.048 0.506 0.320 0.392 h = walking ------------------------------------------------------- 0.043 0.718 0.720 0.714 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.770 0.794 0.782 a = climbing down 0.102 0.309 0.324 0.317 b = climbing up 0.001 0.884 0.633 0.738 c = jumping 0.017 0.921 1.000 0.959 d = lying 0.038 0.758 0.722 0.739 e = standing 0.044 0.733 0.697 0.715 f = sitting 0.008 0.958 0.989 0.973 g = running 0.076 0.455 0.419 0.437 h = walking ------------------------------------------------------- 0.042 0.721 0.724 0.721 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.795 0.751 0.772 a = climbing down 0.081 0.381 0.353 0.367 b = climbing up 0.001 0.886 0.650 0.750 c = jumping 0.017 0.921 1.000 0.959 d = lying 0.038 0.758 0.722 0.739 e = standing 0.044 0.733 0.697 0.715 f = sitting 0.008 0.959 0.989 0.974 g = running 0.081 0.523 0.581 0.551 h = walking ------------------------------------------------------- 0.040 0.742 0.744 0.742 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.846 0.708 0.770 a = climbing down 0.101 0.434 0.549 0.485 b = climbing up 0.002 0.851 0.667 0.748 c = jumping 0.017 0.921 1.000 0.959 d = lying 0.038 0.758 0.722 0.739 e = standing 0.044 0.733 0.697 0.715 f = sitting 0.008 0.960 0.984 0.972 g = running 0.056 0.590 0.526 0.556 h = walking ------------------------------------------------------- 0.038 0.762 0.756 0.757 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.859 0.697 0.770 a = climbing down 0.057 0.611 0.637 0.623 b = climbing up 0.002 0.875 0.700 0.778 c = jumping 0.016 0.922 1.000 0.959 d = lying 0.038 0.755 0.722 0.738 e = standing 0.044 0.734 0.697 0.715 f = sitting 0.007 0.965 0.984 0.974 g = running 0.042 0.753 0.848 0.797 h = walking ------------------------------------------------------- 0.030 0.809 0.808 0.806 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.753 0.401 0.524 a = climbing down 0.081 0.616 0.823 0.705 b = climbing up 0.007 0.697 0.954 0.805 c = jumping 0.046 0.768 0.929 0.841 d = lying 0.003 0.884 0.150 0.257 e = standing 0.134 0.524 0.753 0.618 f = sitting 0.001 0.993 0.957 0.974 g = running 0.029 0.838 0.869 0.853 h = walking ------------------------------------------------------- 0.046 0.766 0.730 0.704 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.952 0.522 0.674 a = climbing down 0.053 0.735 0.932 0.822 b = climbing up 0.005 0.756 0.954 0.844 c = jumping 0.046 0.768 0.929 0.841 d = lying 0.003 0.884 0.150 0.257 e = standing 0.134 0.524 0.753 0.618 f = sitting 0.001 0.996 0.967 0.981 g = running 0.019 0.897 0.980 0.937 h = walking ------------------------------------------------------- 0.039 0.815 0.776 0.750 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.968 0.590 0.733 a = climbing down 0.050 0.756 0.967 0.848 b = climbing up 0.005 0.765 0.954 0.849 c = jumping 0.046 0.768 0.929 0.841 d = lying 0.003 0.884 0.150 0.257 e = standing 0.134 0.524 0.753 0.618 f = sitting 0.001 0.994 0.968 0.981 g = running 0.010 0.945 0.977 0.961 h = walking ------------------------------------------------------- 0.037 0.826 0.788 0.764 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.959 0.667 0.787 a = climbing down 0.040 0.793 0.963 0.870 b = climbing up 0.005 0.762 0.938 0.841 c = jumping 0.046 0.768 0.929 0.841 d = lying 0.003 0.884 0.150 0.257 e = standing 0.134 0.524 0.753 0.618 f = sitting 0.002 0.991 0.968 0.980 g = running 0.009 0.949 0.977 0.963 h = walking ------------------------------------------------------- 0.036 0.830 0.795 0.773 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.960 0.675 0.793 a = climbing down 0.039 0.796 0.965 0.872 b = climbing up 0.005 0.762 0.938 0.841 c = jumping 0.046 0.768 0.929 0.841 d = lying 0.003 0.884 0.150 0.257 e = standing 0.134 0.524 0.753 0.618 f = sitting 0.002 0.991 0.968 0.980 g = running 0.008 0.952 0.976 0.964 h = walking ------------------------------------------------------- 0.036 0.831 0.796 0.774 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.956 0.671 0.789 a = climbing down 0.040 0.795 0.963 0.871 b = climbing up 0.004 0.782 0.938 0.853 c = jumping 0.046 0.768 0.929 0.841 d = lying 0.003 0.885 0.152 0.260 e = standing 0.133 0.525 0.753 0.618 f = sitting 0.002 0.991 0.971 0.981 g = running 0.009 0.951 0.976 0.963 h = walking ------------------------------------------------------- 0.036 0.831 0.796 0.774 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.700 0.426 0.530 a = climbing down 0.060 0.673 0.772 0.719 b = climbing up 0.001 0.940 1.000 0.969 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.006 0.838 0.238 0.371 e = standing 0.111 0.632 0.973 0.766 f = sitting 0.001 0.994 0.994 0.994 g = running 0.040 0.799 0.916 0.853 h = walking ------------------------------------------------------- 0.036 0.811 0.794 0.771 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.864 0.600 0.708 a = climbing down 0.068 0.684 0.926 0.787 b = climbing up 0.001 0.940 1.000 0.969 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.006 0.838 0.238 0.371 e = standing 0.111 0.632 0.973 0.766 f = sitting 0.001 0.997 0.994 0.996 g = running 0.017 0.892 0.797 0.842 h = walking ------------------------------------------------------- 0.032 0.844 0.817 0.799 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.861 0.765 0.810 a = climbing down 0.024 0.851 0.872 0.861 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.006 0.838 0.238 0.371 e = standing 0.111 0.632 0.973 0.766 f = sitting 0.001 0.996 1.000 0.998 g = running 0.018 0.899 0.949 0.923 h = walking ------------------------------------------------------- 0.027 0.869 0.851 0.833 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.857 0.765 0.808 a = climbing down 0.024 0.851 0.868 0.859 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.006 0.838 0.238 0.371 e = standing 0.111 0.632 0.973 0.766 f = sitting 0.001 0.996 1.000 0.998 g = running 0.018 0.899 0.949 0.923 h = walking ------------------------------------------------------- 0.027 0.868 0.850 0.833 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.787 0.862 0.823 a = climbing down 0.013 0.908 0.793 0.846 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.006 0.838 0.238 0.371 e = standing 0.111 0.632 0.973 0.766 f = sitting 0.001 0.996 1.000 0.998 g = running 0.016 0.910 0.949 0.929 h = walking ------------------------------------------------------- 0.026 0.870 0.851 0.833 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.800 0.864 0.831 a = climbing down 0.013 0.907 0.807 0.854 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.006 0.838 0.238 0.371 e = standing 0.111 0.632 0.973 0.766 f = sitting 0.001 0.996 1.000 0.998 g = running 0.016 0.913 0.949 0.931 h = walking ------------------------------------------------------- 0.026 0.872 0.853 0.836 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.082 0.539 0.912 0.678 a = climbing down 0.117 0.465 0.361 0.407 b = climbing up 0.000 1.000 0.056 0.106 c = jumping 0.011 0.924 0.982 0.952 d = lying 0.039 0.788 0.960 0.866 e = standing 0.002 0.979 0.721 0.831 f = sitting 0.022 0.845 0.773 0.808 g = running 0.116 0.391 0.427 0.408 h = walking ------------------------------------------------------- 0.060 0.688 0.671 0.661 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.084 0.553 0.986 0.708 a = climbing down 0.000 1.000 0.120 0.214 b = climbing up 0.000 1.000 0.034 0.065 c = jumping 0.011 0.925 0.990 0.956 d = lying 0.038 0.792 0.960 0.868 e = standing 0.002 0.982 0.721 0.831 f = sitting 0.023 0.851 0.828 0.840 g = running 0.173 0.492 0.962 0.651 h = walking ------------------------------------------------------- 0.043 0.823 0.713 0.662 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.079 0.568 0.981 0.720 a = climbing down 0.000 1.000 0.133 0.235 b = climbing up 0.000 1.000 0.034 0.065 c = jumping 0.011 0.925 0.990 0.956 d = lying 0.038 0.792 0.960 0.868 e = standing 0.002 0.982 0.721 0.831 f = sitting 0.023 0.855 0.858 0.857 g = running 0.171 0.495 0.962 0.653 h = walking ------------------------------------------------------- 0.042 0.826 0.719 0.670 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.071 0.594 0.988 0.742 a = climbing down 0.001 0.988 0.351 0.518 b = climbing up 0.000 1.000 0.034 0.065 c = jumping 0.008 0.941 0.994 0.967 d = lying 0.040 0.784 0.965 0.865 e = standing 0.002 0.982 0.714 0.827 f = sitting 0.023 0.856 0.862 0.859 g = running 0.121 0.579 0.959 0.722 h = walking ------------------------------------------------------- 0.035 0.839 0.768 0.745 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.071 0.595 0.988 0.743 a = climbing down 0.001 0.988 0.348 0.515 b = climbing up 0.000 1.000 0.034 0.065 c = jumping 0.006 0.957 0.992 0.974 d = lying 0.041 0.782 0.979 0.869 e = standing 0.002 0.984 0.713 0.827 f = sitting 0.023 0.856 0.862 0.859 g = running 0.122 0.578 0.959 0.721 h = walking ------------------------------------------------------- 0.034 0.841 0.769 0.746 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.192 0.353 0.993 0.521 a = climbing down 0.010 0.938 0.562 0.703 b = climbing up 0.000 1.000 0.034 0.065 c = jumping 0.004 0.971 0.976 0.974 d = lying 0.011 0.918 0.800 0.855 e = standing 0.032 0.815 0.913 0.861 f = sitting 0.023 0.860 0.880 0.870 g = running 0.013 0.859 0.464 0.603 h = walking ------------------------------------------------------- 0.032 0.846 0.747 0.753 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.789 0.640 0.707 a = climbing down 0.127 0.403 0.303 0.346 b = climbing up 0.000 1.000 0.153 0.265 c = jumping 0.020 0.863 0.975 0.915 d = lying 0.051 0.745 1.000 0.854 e = standing 0.000 1.000 0.561 0.718 f = sitting 0.019 0.890 0.988 0.937 g = running 0.186 0.285 0.427 0.342 h = walking ------------------------------------------------------- 0.069 0.678 0.647 0.641 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.962 0.364 0.528 a = climbing down 0.082 0.741 0.824 0.780 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.021 0.862 0.978 0.916 d = lying 0.050 0.749 0.996 0.855 e = standing 0.001 0.994 0.564 0.720 f = sitting 0.013 0.925 0.992 0.957 g = running 0.062 0.693 0.810 0.747 h = walking ------------------------------------------------------- 0.038 0.834 0.809 0.797 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.896 0.679 0.772 a = climbing down 0.058 0.812 0.890 0.849 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.021 0.862 0.980 0.917 d = lying 0.050 0.748 1.000 0.856 e = standing 0.000 1.000 0.559 0.717 f = sitting 0.000 0.998 0.992 0.995 g = running 0.040 0.777 0.793 0.785 h = walking ------------------------------------------------------- 0.028 0.867 0.851 0.846 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.895 0.690 0.780 a = climbing down 0.055 0.830 0.938 0.881 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.880 0.982 0.929 d = lying 0.053 0.736 1.000 0.848 e = standing 0.000 1.000 0.557 0.716 f = sitting 0.000 0.998 0.992 0.995 g = running 0.027 0.840 0.805 0.822 h = walking ------------------------------------------------------- 0.026 0.880 0.865 0.859 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.979 0.545 0.700 a = climbing down 0.106 0.719 0.959 0.822 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.880 0.982 0.929 d = lying 0.053 0.736 1.000 0.848 e = standing 0.000 1.000 0.557 0.716 f = sitting 0.000 1.000 0.992 0.996 g = running 0.015 0.892 0.710 0.790 h = walking ------------------------------------------------------- 0.035 0.872 0.841 0.834 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.979 0.550 0.704 a = climbing down 0.104 0.724 0.964 0.827 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.880 0.982 0.929 d = lying 0.053 0.736 1.000 0.848 e = standing 0.000 1.000 0.557 0.716 f = sitting 0.000 1.000 0.992 0.996 g = running 0.013 0.904 0.720 0.802 h = walking ------------------------------------------------------- 0.034 0.875 0.845 0.837 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.956 0.330 0.491 a = climbing down 0.063 0.596 0.715 0.650 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.009 0.944 0.887 0.915 e = standing 0.022 0.876 0.951 0.912 f = sitting 0.000 1.000 0.955 0.977 g = running 0.070 0.700 0.978 0.816 h = walking ------------------------------------------------------- 0.022 0.880 0.855 0.846 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.951 0.585 0.724 a = climbing down 0.103 0.552 0.965 0.702 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.009 0.944 0.887 0.915 e = standing 0.022 0.876 0.951 0.912 f = sitting 0.000 1.000 0.949 0.974 g = running 0.009 0.928 0.696 0.795 h = walking ------------------------------------------------------- 0.018 0.906 0.871 0.875 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.944 0.587 0.724 a = climbing down 0.056 0.684 0.926 0.787 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.009 0.941 0.897 0.919 e = standing 0.021 0.884 0.948 0.915 f = sitting 0.000 1.000 0.953 0.976 g = running 0.020 0.886 0.941 0.913 h = walking ------------------------------------------------------- 0.014 0.916 0.903 0.902 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.914 0.672 0.774 a = climbing down 0.048 0.714 0.909 0.800 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.012 0.926 0.906 0.915 e = standing 0.019 0.889 0.931 0.910 f = sitting 0.000 1.000 0.953 0.976 g = running 0.017 0.900 0.934 0.917 h = walking ------------------------------------------------------- 0.013 0.916 0.909 0.909 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.914 0.672 0.774 a = climbing down 0.049 0.710 0.909 0.797 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.018 0.896 0.917 0.907 e = standing 0.017 0.896 0.897 0.897 f = sitting 0.000 1.000 0.955 0.977 g = running 0.016 0.906 0.934 0.920 h = walking ------------------------------------------------------- 0.014 0.913 0.906 0.906 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.910 0.596 0.720 a = climbing down 0.059 0.672 0.930 0.780 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.019 0.889 0.919 0.904 e = standing 0.017 0.895 0.887 0.891 f = sitting 0.000 1.000 0.927 0.962 g = running 0.021 0.879 0.918 0.898 h = walking ------------------------------------------------------- 0.016 0.903 0.891 0.891 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.000 1.000 0.521 0.685 a = climbing down 0.042 0.661 0.632 0.646 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.000 1.000 0.860 0.925 e = standing 0.028 0.857 1.000 0.923 f = sitting 0.001 0.997 1.000 0.999 g = running 0.072 0.690 0.968 0.805 h = walking ------------------------------------------------------- 0.019 0.896 0.876 0.873 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.822 0.888 a = climbing down 0.015 0.863 0.721 0.786 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.000 1.000 0.878 0.935 e = standing 0.025 0.871 1.000 0.931 f = sitting 0.001 0.997 1.000 0.999 g = running 0.050 0.760 0.949 0.844 h = walking ------------------------------------------------------- 0.013 0.928 0.920 0.919 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.922 0.912 0.917 a = climbing down 0.049 0.714 0.936 0.810 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.000 1.000 0.905 0.950 e = standing 0.020 0.892 1.000 0.943 f = sitting 0.001 0.997 1.000 0.999 g = running 0.010 0.920 0.696 0.792 h = walking ------------------------------------------------------- 0.011 0.931 0.922 0.922 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.965 0.908 0.935 a = climbing down 0.012 0.903 0.871 0.887 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.000 1.000 0.932 0.965 e = standing 0.016 0.914 1.000 0.955 f = sitting 0.001 0.997 1.000 0.999 g = running 0.022 0.877 0.943 0.909 h = walking ------------------------------------------------------- 0.007 0.955 0.953 0.953 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.969 0.888 0.927 a = climbing down 0.032 0.795 0.958 0.869 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.000 1.000 0.942 0.970 e = standing 0.014 0.922 1.000 0.960 f = sitting 0.001 0.996 1.000 0.998 g = running 0.009 0.940 0.843 0.889 h = walking ------------------------------------------------------- 0.008 0.953 0.948 0.948 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.944 0.965 0.954 a = climbing down 0.013 0.904 0.936 0.919 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.000 1.000 0.952 0.975 e = standing 0.012 0.931 1.000 0.964 f = sitting 0.001 0.997 1.000 0.999 g = running 0.010 0.935 0.892 0.913 h = walking ------------------------------------------------------- 0.006 0.963 0.962 0.962 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.048 0.574 0.761 0.654 a = climbing down 0.013 0.620 0.172 0.269 b = climbing up 0.000 1.000 0.280 0.437 c = jumping 0.022 0.896 0.981 0.936 d = lying 0.015 0.866 0.475 0.614 e = standing 0.103 0.549 0.793 0.649 f = sitting 0.032 0.859 1.000 0.924 g = running 0.081 0.665 0.861 0.750 h = walking ------------------------------------------------------- 0.043 0.747 0.729 0.702 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.595 0.761 0.668 a = climbing down 0.013 0.627 0.170 0.267 b = climbing up 0.000 1.000 0.677 0.808 c = jumping 0.022 0.896 0.981 0.936 d = lying 0.015 0.864 0.471 0.610 e = standing 0.103 0.547 0.793 0.647 f = sitting 0.020 0.906 1.000 0.951 g = running 0.083 0.665 0.880 0.757 h = walking ------------------------------------------------------- 0.041 0.757 0.741 0.717 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.043 0.604 0.774 0.678 a = climbing down 0.012 0.635 0.167 0.265 b = climbing up 0.000 1.000 0.699 0.823 c = jumping 0.022 0.896 0.981 0.936 d = lying 0.015 0.868 0.488 0.625 e = standing 0.100 0.555 0.793 0.653 f = sitting 0.018 0.914 1.000 0.955 g = running 0.083 0.666 0.889 0.761 h = walking ------------------------------------------------------- 0.041 0.762 0.746 0.722 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.701 0.784 0.740 a = climbing down 0.034 0.629 0.454 0.527 b = climbing up 0.000 1.000 0.742 0.852 c = jumping 0.022 0.896 0.981 0.936 d = lying 0.015 0.869 0.489 0.626 e = standing 0.100 0.555 0.793 0.653 f = sitting 0.016 0.923 1.000 0.960 g = running 0.056 0.727 0.795 0.760 h = walking ------------------------------------------------------- 0.037 0.780 0.766 0.758 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.830 0.767 0.797 a = climbing down 0.059 0.580 0.640 0.609 b = climbing up 0.000 1.000 0.753 0.859 c = jumping 0.022 0.896 0.981 0.936 d = lying 0.015 0.862 0.460 0.600 e = standing 0.106 0.542 0.793 0.644 f = sitting 0.016 0.925 1.000 0.961 g = running 0.043 0.752 0.690 0.720 h = walking ------------------------------------------------------- 0.037 0.786 0.764 0.760 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.861 0.754 0.804 a = climbing down 0.017 0.812 0.594 0.686 b = climbing up 0.000 0.986 0.753 0.854 c = jumping 0.022 0.896 0.981 0.936 d = lying 0.015 0.865 0.463 0.603 e = standing 0.105 0.544 0.795 0.646 f = sitting 0.013 0.937 0.997 0.966 g = running 0.056 0.756 0.926 0.833 h = walking ------------------------------------------------------- 0.034 0.817 0.796 0.789 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.030 0.686 0.776 0.728 a = climbing down 0.010 0.716 0.191 0.301 b = climbing up 0.000 1.000 0.233 0.378 c = jumping 0.000 1.000 0.892 0.943 d = lying 0.006 0.959 0.681 0.796 e = standing 0.076 0.674 1.000 0.805 f = sitting 0.060 0.761 0.989 0.860 g = running 0.068 0.712 0.902 0.796 h = walking ------------------------------------------------------- 0.035 0.808 0.785 0.760 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.755 0.812 0.783 a = climbing down 0.016 0.693 0.285 0.404 b = climbing up 0.000 1.000 0.411 0.583 c = jumping 0.000 1.000 0.892 0.943 d = lying 0.005 0.965 0.676 0.795 e = standing 0.078 0.669 1.000 0.802 f = sitting 0.052 0.786 0.989 0.876 g = running 0.063 0.724 0.874 0.792 h = walking ------------------------------------------------------- 0.033 0.817 0.797 0.782 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.876 0.812 0.843 a = climbing down 0.008 0.873 0.457 0.600 b = climbing up 0.000 1.000 0.511 0.676 c = jumping 0.000 1.000 0.892 0.943 d = lying 0.005 0.965 0.674 0.794 e = standing 0.078 0.668 1.000 0.801 f = sitting 0.049 0.797 0.989 0.882 g = running 0.048 0.787 0.946 0.859 h = walking ------------------------------------------------------- 0.029 0.858 0.830 0.823 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.884 0.855 0.870 a = climbing down 0.011 0.878 0.630 0.734 b = climbing up 0.000 1.000 0.522 0.686 c = jumping 0.000 1.000 0.892 0.943 d = lying 0.005 0.964 0.667 0.788 e = standing 0.080 0.664 1.000 0.798 f = sitting 0.046 0.807 0.989 0.889 g = running 0.026 0.872 0.923 0.896 h = walking ------------------------------------------------------- 0.025 0.874 0.848 0.846 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.894 0.888 0.891 a = climbing down 0.034 0.753 0.811 0.781 b = climbing up 0.000 1.000 0.522 0.686 c = jumping 0.000 1.000 0.892 0.943 d = lying 0.005 0.964 0.664 0.786 e = standing 0.081 0.662 1.000 0.797 f = sitting 0.042 0.818 0.989 0.895 g = running 0.002 0.990 0.797 0.883 h = walking ------------------------------------------------------- 0.023 0.881 0.851 0.851 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.918 0.888 0.903 a = climbing down 0.011 0.899 0.782 0.836 b = climbing up 0.000 1.000 0.544 0.705 c = jumping 0.000 1.000 0.892 0.943 d = lying 0.005 0.965 0.674 0.794 e = standing 0.078 0.668 1.000 0.801 f = sitting 0.042 0.820 0.989 0.897 g = running 0.007 0.963 0.931 0.947 h = walking ------------------------------------------------------- 0.021 0.896 0.871 0.871 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.785 0.677 0.727 a = climbing down 0.065 0.665 0.787 0.721 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.000 1.000 0.761 0.865 d = lying 0.011 0.870 0.541 0.667 e = standing 0.109 0.603 0.955 0.739 f = sitting 0.004 0.979 0.998 0.988 g = running 0.033 0.775 0.707 0.739 h = walking ------------------------------------------------------- 0.035 0.819 0.788 0.789 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.815 0.622 0.705 a = climbing down 0.085 0.618 0.832 0.709 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.000 1.000 0.761 0.865 d = lying 0.011 0.870 0.541 0.667 e = standing 0.109 0.603 0.955 0.739 f = sitting 0.004 0.977 0.998 0.988 g = running 0.026 0.806 0.666 0.729 h = walking ------------------------------------------------------- 0.036 0.820 0.783 0.783 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.794 0.675 0.730 a = climbing down 0.076 0.642 0.824 0.722 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.000 1.000 0.761 0.865 d = lying 0.011 0.870 0.541 0.667 e = standing 0.109 0.603 0.955 0.739 f = sitting 0.004 0.977 0.998 0.988 g = running 0.025 0.808 0.662 0.728 h = walking ------------------------------------------------------- 0.035 0.821 0.787 0.788 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.823 0.677 0.743 a = climbing down 0.056 0.693 0.770 0.730 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.000 1.000 0.761 0.865 d = lying 0.011 0.870 0.541 0.667 e = standing 0.109 0.603 0.955 0.739 f = sitting 0.004 0.976 0.998 0.987 g = running 0.040 0.758 0.771 0.765 h = walking ------------------------------------------------------- 0.034 0.825 0.795 0.795 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.756 0.756 0.756 a = climbing down 0.046 0.721 0.726 0.723 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.000 1.000 0.761 0.865 d = lying 0.009 0.896 0.539 0.673 e = standing 0.112 0.596 0.955 0.734 f = sitting 0.004 0.976 0.998 0.987 g = running 0.036 0.771 0.752 0.761 h = walking ------------------------------------------------------- 0.033 0.825 0.795 0.796 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.755 0.763 0.759 a = climbing down 0.053 0.710 0.780 0.743 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.000 1.000 0.761 0.865 d = lying 0.009 0.896 0.539 0.673 e = standing 0.112 0.596 0.955 0.734 f = sitting 0.004 0.977 0.998 0.988 g = running 0.027 0.808 0.705 0.753 h = walking ------------------------------------------------------- 0.033 0.828 0.797 0.798 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.822 0.725 0.770 a = climbing down 0.046 0.759 0.882 0.816 b = climbing up 0.000 1.000 0.700 0.824 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.745 0.854 e = standing 0.036 0.826 1.000 0.905 f = sitting 0.007 0.959 0.983 0.971 g = running 0.031 0.795 0.754 0.774 h = walking ------------------------------------------------------- 0.020 0.885 0.878 0.877 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.745 0.785 0.764 a = climbing down 0.031 0.785 0.684 0.731 b = climbing up 0.000 1.000 0.688 0.815 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.771 0.871 e = standing 0.033 0.842 1.000 0.914 f = sitting 0.008 0.958 0.983 0.970 g = running 0.053 0.698 0.770 0.732 h = walking ------------------------------------------------------- 0.022 0.869 0.862 0.861 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.040 0.726 0.822 0.771 a = climbing down 0.034 0.788 0.754 0.771 b = climbing up 0.000 1.000 0.688 0.815 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.771 0.871 e = standing 0.033 0.842 1.000 0.914 f = sitting 0.008 0.958 0.985 0.971 g = running 0.035 0.767 0.727 0.746 h = walking ------------------------------------------------------- 0.020 0.877 0.871 0.870 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.750 0.806 0.777 a = climbing down 0.064 0.688 0.858 0.763 b = climbing up 0.000 1.000 0.688 0.815 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.771 0.871 e = standing 0.033 0.842 1.000 0.914 f = sitting 0.008 0.958 0.985 0.971 g = running 0.017 0.845 0.590 0.695 h = walking ------------------------------------------------------- 0.021 0.876 0.865 0.862 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.841 0.729 0.781 a = climbing down 0.060 0.707 0.875 0.782 b = climbing up 0.000 1.000 0.688 0.815 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.771 0.871 e = standing 0.033 0.842 1.000 0.914 f = sitting 0.008 0.958 0.988 0.973 g = running 0.024 0.830 0.728 0.776 h = walking ------------------------------------------------------- 0.020 0.887 0.878 0.877 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.851 0.675 0.753 a = climbing down 0.044 0.761 0.854 0.805 b = climbing up 0.000 1.000 0.688 0.815 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.771 0.871 e = standing 0.033 0.842 1.000 0.914 f = sitting 0.008 0.958 0.988 0.973 g = running 0.038 0.777 0.822 0.799 h = walking ------------------------------------------------------- 0.019 0.889 0.882 0.880 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.908 0.831 0.868 a = climbing down 0.029 0.812 0.833 0.823 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.016 0.899 0.948 0.922 e = standing 0.008 0.950 0.897 0.923 f = sitting 0.001 0.992 1.000 0.996 g = running 0.030 0.840 0.868 0.854 h = walking ------------------------------------------------------- 0.013 0.918 0.917 0.917 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.906 0.831 0.867 a = climbing down 0.028 0.816 0.835 0.825 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.016 0.899 0.948 0.922 e = standing 0.008 0.950 0.897 0.923 f = sitting 0.001 0.992 1.000 0.996 g = running 0.030 0.840 0.868 0.854 h = walking ------------------------------------------------------- 0.013 0.918 0.917 0.917 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.912 0.831 0.870 a = climbing down 0.029 0.813 0.835 0.824 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.016 0.899 0.948 0.922 e = standing 0.008 0.950 0.897 0.923 f = sitting 0.001 0.992 1.000 0.996 g = running 0.030 0.839 0.868 0.853 h = walking ------------------------------------------------------- 0.013 0.918 0.917 0.917 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.951 0.820 0.881 a = climbing down 0.041 0.774 0.944 0.850 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.016 0.898 0.944 0.920 e = standing 0.009 0.946 0.897 0.921 f = sitting 0.001 0.992 1.000 0.996 g = running 0.015 0.907 0.823 0.863 h = walking ------------------------------------------------------- 0.012 0.927 0.923 0.923 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.955 0.809 0.876 a = climbing down 0.061 0.705 0.969 0.816 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.010 0.937 0.951 0.944 e = standing 0.007 0.955 0.935 0.945 f = sitting 0.001 0.992 1.000 0.996 g = running 0.009 0.937 0.737 0.825 h = walking ------------------------------------------------------- 0.013 0.930 0.918 0.919 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.955 0.809 0.876 a = climbing down 0.059 0.710 0.967 0.819 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.989 0.998 0.994 d = lying 0.007 0.955 0.951 0.953 e = standing 0.007 0.956 0.949 0.953 f = sitting 0.001 0.992 1.000 0.996 g = running 0.010 0.934 0.745 0.829 h = walking ------------------------------------------------------- 0.012 0.932 0.921 0.922 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.930 0.949 0.939 a = climbing down 0.015 0.885 0.752 0.813 b = climbing up 0.001 0.946 0.639 0.763 c = jumping 0.000 0.998 0.910 0.952 d = lying 0.007 0.952 0.978 0.965 e = standing 0.016 0.910 0.975 0.942 f = sitting 0.011 0.941 0.995 0.967 g = running 0.032 0.839 0.924 0.879 h = walking ------------------------------------------------------- 0.013 0.923 0.921 0.920 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.956 0.917 0.936 a = climbing down 0.025 0.839 0.871 0.855 b = climbing up 0.001 0.946 0.639 0.763 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.007 0.957 0.990 0.973 e = standing 0.019 0.897 0.977 0.935 f = sitting 0.011 0.941 0.995 0.967 g = running 0.017 0.904 0.890 0.897 h = walking ------------------------------------------------------- 0.012 0.929 0.927 0.926 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.902 0.929 a = climbing down 0.040 0.778 0.942 0.852 b = climbing up 0.001 0.946 0.639 0.763 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.007 0.957 0.990 0.973 e = standing 0.019 0.897 0.977 0.935 f = sitting 0.011 0.941 0.995 0.967 g = running 0.006 0.961 0.819 0.884 h = walking ------------------------------------------------------- 0.012 0.930 0.923 0.923 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.900 0.928 a = climbing down 0.041 0.777 0.942 0.851 b = climbing up 0.001 0.945 0.627 0.754 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.007 0.957 0.992 0.974 e = standing 0.019 0.898 0.977 0.936 f = sitting 0.011 0.940 0.995 0.967 g = running 0.006 0.961 0.819 0.884 h = walking ------------------------------------------------------- 0.012 0.930 0.923 0.923 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.900 0.928 a = climbing down 0.038 0.785 0.940 0.855 b = climbing up 0.001 0.945 0.627 0.754 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.007 0.957 0.992 0.974 e = standing 0.019 0.898 0.977 0.936 f = sitting 0.011 0.940 0.995 0.967 g = running 0.006 0.960 0.831 0.890 h = walking ------------------------------------------------------- 0.012 0.930 0.924 0.924 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.962 0.900 0.930 a = climbing down 0.040 0.781 0.943 0.854 b = climbing up 0.001 0.945 0.627 0.754 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.007 0.957 0.992 0.974 e = standing 0.019 0.898 0.977 0.936 f = sitting 0.011 0.940 0.995 0.967 g = running 0.006 0.959 0.824 0.887 h = walking ------------------------------------------------------- 0.012 0.930 0.924 0.924 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.839 0.395 0.537 a = climbing down 0.076 0.656 0.911 0.763 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.158 0.434 0.986 0.602 e = standing 0.002 0.923 0.117 0.208 f = sitting 0.000 0.998 0.998 0.998 g = running 0.039 0.767 0.783 0.775 h = walking ------------------------------------------------------- 0.035 0.827 0.749 0.715 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.864 0.402 0.549 a = climbing down 0.054 0.709 0.819 0.760 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.158 0.434 0.986 0.603 e = standing 0.002 0.924 0.119 0.210 f = sitting 0.000 0.998 0.998 0.998 g = running 0.059 0.717 0.896 0.796 h = walking ------------------------------------------------------- 0.034 0.830 0.754 0.719 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.924 0.385 0.544 a = climbing down 0.053 0.709 0.815 0.759 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.158 0.434 0.986 0.602 e = standing 0.002 0.923 0.117 0.208 f = sitting 0.000 0.998 0.998 0.998 g = running 0.061 0.718 0.927 0.809 h = walking ------------------------------------------------------- 0.034 0.837 0.755 0.720 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.924 0.388 0.546 a = climbing down 0.053 0.710 0.813 0.758 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.159 0.433 0.988 0.602 e = standing 0.002 0.932 0.112 0.200 f = sitting 0.000 0.998 0.998 0.998 g = running 0.061 0.718 0.929 0.810 h = walking ------------------------------------------------------- 0.034 0.838 0.755 0.719 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.921 0.400 0.558 a = climbing down 0.059 0.708 0.896 0.791 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.969 1.000 0.984 d = lying 0.152 0.443 0.988 0.612 e = standing 0.002 0.937 0.120 0.213 f = sitting 0.000 0.998 0.998 0.998 g = running 0.044 0.773 0.901 0.832 h = walking ------------------------------------------------------- 0.033 0.843 0.765 0.729 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.897 0.383 0.537 a = climbing down 0.076 0.660 0.925 0.770 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.969 1.000 0.984 d = lying 0.152 0.443 0.988 0.612 e = standing 0.002 0.937 0.120 0.213 f = sitting 0.000 0.998 0.998 0.998 g = running 0.034 0.802 0.836 0.819 h = walking ------------------------------------------------------- 0.034 0.838 0.758 0.722 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.818 0.742 0.778 a = climbing down 0.076 0.615 0.762 0.681 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.176 0.410 0.993 0.581 e = standing 0.007 0.793 0.150 0.252 f = sitting 0.013 0.933 0.997 0.964 g = running 0.037 0.708 0.543 0.615 h = walking ------------------------------------------------------- 0.040 0.778 0.711 0.692 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.031 0.748 0.767 0.757 a = climbing down 0.077 0.616 0.767 0.684 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.182 0.401 0.988 0.570 e = standing 0.006 0.794 0.126 0.217 f = sitting 0.013 0.934 0.997 0.965 g = running 0.032 0.711 0.479 0.572 h = walking ------------------------------------------------------- 0.041 0.770 0.701 0.677 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.751 0.749 0.750 a = climbing down 0.055 0.684 0.737 0.710 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.182 0.401 0.988 0.570 e = standing 0.006 0.794 0.126 0.217 f = sitting 0.013 0.933 0.997 0.964 g = running 0.040 0.717 0.613 0.661 h = walking ------------------------------------------------------- 0.039 0.780 0.714 0.693 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.039 0.708 0.799 0.751 a = climbing down 0.054 0.676 0.705 0.690 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.183 0.399 0.988 0.568 e = standing 0.006 0.783 0.117 0.204 f = sitting 0.014 0.931 0.997 0.963 g = running 0.035 0.730 0.576 0.644 h = walking ------------------------------------------------------- 0.040 0.774 0.708 0.685 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.042 0.695 0.813 0.750 a = climbing down 0.056 0.670 0.711 0.690 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.186 0.395 0.988 0.565 e = standing 0.006 0.780 0.104 0.184 f = sitting 0.014 0.931 0.997 0.963 g = running 0.031 0.745 0.552 0.634 h = walking ------------------------------------------------------- 0.040 0.774 0.705 0.680 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.732 0.786 0.758 a = climbing down 0.040 0.728 0.667 0.696 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.186 0.395 0.988 0.565 e = standing 0.006 0.780 0.104 0.184 f = sitting 0.014 0.931 0.997 0.963 g = running 0.043 0.726 0.692 0.709 h = walking ------------------------------------------------------- 0.039 0.783 0.716 0.693 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.108 0.268 0.595 0.370 a = climbing down 0.003 0.719 0.041 0.078 b = climbing up 0.002 0.920 0.941 0.930 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.115 0.593 0.967 0.735 e = standing 0.007 0.897 0.362 0.516 f = sitting 0.059 0.741 0.988 0.847 g = running 0.077 0.644 0.684 0.663 h = walking ------------------------------------------------------- 0.047 0.739 0.677 0.634 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.105 0.325 0.764 0.456 a = climbing down 0.005 0.688 0.059 0.109 b = climbing up 0.002 0.920 0.941 0.930 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.115 0.593 0.967 0.735 e = standing 0.007 0.897 0.362 0.516 f = sitting 0.036 0.822 0.988 0.897 g = running 0.071 0.683 0.753 0.716 h = walking ------------------------------------------------------- 0.043 0.757 0.701 0.660 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.059 0.501 0.888 0.641 a = climbing down 0.005 0.842 0.152 0.258 b = climbing up 0.002 0.920 0.941 0.930 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.116 0.591 0.967 0.734 e = standing 0.007 0.896 0.355 0.509 f = sitting 0.017 0.910 0.988 0.947 g = running 0.074 0.727 0.971 0.831 h = walking ------------------------------------------------------- 0.038 0.809 0.758 0.719 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.059 0.499 0.880 0.637 a = climbing down 0.005 0.833 0.152 0.258 b = climbing up 0.002 0.920 0.941 0.930 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.115 0.593 0.965 0.735 e = standing 0.008 0.894 0.362 0.515 f = sitting 0.017 0.910 0.988 0.947 g = running 0.074 0.726 0.971 0.831 h = walking ------------------------------------------------------- 0.038 0.808 0.758 0.719 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.059 0.505 0.901 0.647 a = climbing down 0.005 0.837 0.138 0.237 b = climbing up 0.003 0.871 0.953 0.910 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.115 0.593 0.965 0.735 e = standing 0.008 0.894 0.362 0.515 f = sitting 0.016 0.911 0.979 0.944 g = running 0.076 0.722 0.971 0.828 h = walking ------------------------------------------------------- 0.038 0.807 0.757 0.716 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.045 0.553 0.839 0.667 a = climbing down 0.011 0.862 0.403 0.549 b = climbing up 0.003 0.880 0.953 0.915 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.115 0.592 0.965 0.734 e = standing 0.008 0.889 0.359 0.511 f = sitting 0.017 0.910 0.980 0.944 g = running 0.044 0.817 0.968 0.886 h = walking ------------------------------------------------------- 0.032 0.829 0.790 0.771 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.151 0.246 0.746 0.370 a = climbing down 0.002 0.964 0.292 0.448 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.000 1.000 0.949 0.974 d = lying 0.100 0.633 0.995 0.774 e = standing 0.010 0.888 0.438 0.587 f = sitting 0.020 0.895 1.000 0.944 g = running 0.033 0.782 0.587 0.671 h = walking ------------------------------------------------------- 0.034 0.825 0.718 0.718 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.136 0.258 0.717 0.380 a = climbing down 0.025 0.699 0.348 0.465 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 1.000 0.949 0.974 d = lying 0.098 0.638 0.995 0.777 e = standing 0.010 0.891 0.450 0.598 f = sitting 0.008 0.957 1.000 0.978 g = running 0.027 0.819 0.610 0.699 h = walking ------------------------------------------------------- 0.034 0.804 0.730 0.732 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.052 0.337 0.396 0.364 a = climbing down 0.042 0.622 0.413 0.496 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 1.000 0.949 0.974 d = lying 0.099 0.636 0.995 0.776 e = standing 0.010 0.890 0.445 0.593 f = sitting 0.007 0.961 1.000 0.980 g = running 0.047 0.807 0.963 0.878 h = walking ------------------------------------------------------- 0.034 0.796 0.778 0.765 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.374 0.271 0.314 a = climbing down 0.057 0.664 0.674 0.669 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 1.000 0.949 0.974 d = lying 0.100 0.633 0.995 0.774 e = standing 0.010 0.888 0.438 0.587 f = sitting 0.007 0.961 1.000 0.980 g = running 0.022 0.898 0.953 0.924 h = walking ------------------------------------------------------- 0.031 0.819 0.805 0.794 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.484 0.450 0.467 a = climbing down 0.050 0.718 0.762 0.740 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 1.000 0.949 0.974 d = lying 0.098 0.637 0.995 0.777 e = standing 0.010 0.890 0.448 0.596 f = sitting 0.007 0.962 1.000 0.981 g = running 0.005 0.976 0.925 0.950 h = walking ------------------------------------------------------- 0.027 0.848 0.826 0.820 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.031 0.502 0.475 0.488 a = climbing down 0.052 0.715 0.784 0.748 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 1.000 0.949 0.974 d = lying 0.098 0.637 0.995 0.777 e = standing 0.010 0.890 0.448 0.596 f = sitting 0.006 0.964 1.000 0.982 g = running 0.001 0.993 0.908 0.949 h = walking ------------------------------------------------------- 0.027 0.852 0.828 0.822 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.062 0.473 0.471 0.472 a = climbing down 0.181 0.305 0.545 0.391 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.021 0.822 0.684 0.747 e = standing 0.050 0.764 0.823 0.793 f = sitting 0.000 0.998 0.803 0.890 g = running 0.048 0.576 0.380 0.458 h = walking ------------------------------------------------------- 0.050 0.699 0.669 0.674 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.805 0.502 0.619 a = climbing down 0.244 0.368 0.975 0.535 b = climbing up 0.002 0.929 0.987 0.957 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.021 0.822 0.684 0.747 e = standing 0.050 0.764 0.823 0.793 f = sitting 0.000 1.000 0.806 0.893 g = running 0.001 0.828 0.041 0.078 h = walking ------------------------------------------------------- 0.046 0.797 0.697 0.671 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.811 0.510 0.626 a = climbing down 0.246 0.368 0.980 0.535 b = climbing up 0.002 0.929 0.987 0.957 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.021 0.815 0.660 0.729 e = standing 0.054 0.753 0.823 0.786 f = sitting 0.000 1.000 0.806 0.893 g = running 0.000 0.941 0.027 0.053 h = walking ------------------------------------------------------- 0.047 0.812 0.693 0.665 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.813 0.498 0.617 a = climbing down 0.250 0.365 0.986 0.533 b = climbing up 0.002 0.929 0.987 0.957 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.021 0.816 0.664 0.732 e = standing 0.053 0.755 0.823 0.788 f = sitting 0.000 1.000 0.805 0.892 g = running 0.000 0.833 0.008 0.017 h = walking ------------------------------------------------------- 0.047 0.796 0.690 0.659 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.792 0.500 0.613 a = climbing down 0.245 0.369 0.984 0.537 b = climbing up 0.003 0.876 0.987 0.929 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.021 0.816 0.664 0.732 e = standing 0.053 0.755 0.823 0.788 f = sitting 0.000 1.000 0.805 0.892 g = running 0.000 0.917 0.019 0.037 h = walking ------------------------------------------------------- 0.047 0.806 0.692 0.661 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.818 0.471 0.598 a = climbing down 0.257 0.360 0.990 0.528 b = climbing up 0.001 0.975 0.987 0.981 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.021 0.816 0.664 0.732 e = standing 0.053 0.755 0.823 0.788 f = sitting 0.000 1.000 0.803 0.891 g = running 0.000 1.000 0.003 0.007 h = walking ------------------------------------------------------- 0.048 0.822 0.687 0.655 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.799 0.853 0.825 a = climbing down 0.149 0.435 0.788 0.561 b = climbing up 0.000 0.500 0.013 0.026 c = jumping 0.002 0.986 0.843 0.909 d = lying 0.002 0.983 0.937 0.960 e = standing 0.035 0.851 0.992 0.916 f = sitting 0.013 0.919 0.761 0.832 g = running 0.020 0.794 0.451 0.575 h = walking ------------------------------------------------------- 0.033 0.825 0.787 0.785 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.831 0.959 0.890 a = climbing down 0.174 0.412 0.838 0.553 b = climbing up 0.000 1.000 0.440 0.611 c = jumping 0.002 0.986 0.843 0.909 d = lying 0.002 0.983 0.952 0.967 e = standing 0.033 0.858 0.992 0.921 f = sitting 0.015 0.922 0.942 0.932 g = running 0.001 0.939 0.053 0.100 h = walking ------------------------------------------------------- 0.033 0.859 0.784 0.749 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.893 0.925 0.909 a = climbing down 0.186 0.416 0.911 0.571 b = climbing up 0.000 1.000 0.440 0.611 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.003 0.981 0.964 0.972 e = standing 0.031 0.864 0.992 0.924 f = sitting 0.015 0.924 0.945 0.934 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.033 0.728 0.784 0.740 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.901 0.918 0.909 a = climbing down 0.188 0.415 0.919 0.572 b = climbing up 0.000 0.972 0.467 0.631 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.003 0.981 0.964 0.972 e = standing 0.031 0.864 0.992 0.924 f = sitting 0.014 0.926 0.939 0.933 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.033 0.729 0.784 0.741 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.904 0.911 0.908 a = climbing down 0.190 0.415 0.925 0.573 b = climbing up 0.000 0.973 0.480 0.643 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.003 0.978 0.966 0.972 e = standing 0.030 0.868 0.992 0.926 f = sitting 0.014 0.927 0.933 0.930 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.033 0.729 0.783 0.741 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.902 0.913 0.908 a = climbing down 0.189 0.415 0.923 0.572 b = climbing up 0.000 0.975 0.520 0.678 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.004 0.974 0.968 0.971 e = standing 0.029 0.871 0.992 0.928 f = sitting 0.013 0.931 0.933 0.932 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.033 0.730 0.784 0.742 Weighted Avg. >> headshin >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.183 0.353 0.767 0.484 a = climbing down 0.051 0.703 0.711 0.707 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.987 0.993 0.990 d = lying 0.071 0.534 0.424 0.473 e = standing 0.104 0.405 0.512 0.452 f = sitting 0.001 0.970 0.275 0.428 g = running 0.043 0.685 0.532 0.599 h = walking ------------------------------------------------------- 0.060 0.682 0.604 0.603 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.068 0.610 0.818 0.699 a = climbing down 0.018 0.885 0.826 0.855 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.993 0.993 d = lying 0.071 0.535 0.427 0.475 e = standing 0.104 0.403 0.510 0.450 f = sitting 0.001 0.990 0.851 0.915 g = running 0.022 0.868 0.815 0.840 h = walking ------------------------------------------------------- 0.038 0.769 0.752 0.756 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.069 0.608 0.826 0.700 a = climbing down 0.018 0.888 0.835 0.860 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.993 0.993 d = lying 0.072 0.531 0.429 0.474 e = standing 0.104 0.399 0.500 0.444 f = sitting 0.001 0.990 0.854 0.917 g = running 0.019 0.880 0.805 0.841 h = walking ------------------------------------------------------- 0.038 0.770 0.752 0.756 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.064 0.627 0.824 0.712 a = climbing down 0.018 0.886 0.833 0.859 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.993 0.993 d = lying 0.072 0.532 0.426 0.473 e = standing 0.105 0.401 0.506 0.447 f = sitting 0.001 0.991 0.879 0.932 g = running 0.020 0.876 0.810 0.842 h = walking ------------------------------------------------------- 0.038 0.771 0.756 0.760 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.054 0.665 0.820 0.734 a = climbing down 0.019 0.883 0.845 0.863 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.990 0.997 0.993 d = lying 0.072 0.539 0.439 0.484 e = standing 0.101 0.408 0.504 0.451 f = sitting 0.001 0.991 0.918 0.953 g = running 0.019 0.883 0.824 0.852 h = walking ------------------------------------------------------- 0.036 0.778 0.768 0.770 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.047 0.690 0.803 0.742 a = climbing down 0.023 0.861 0.846 0.853 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.990 0.997 0.993 d = lying 0.074 0.539 0.453 0.492 e = standing 0.099 0.407 0.490 0.445 f = sitting 0.001 0.995 0.911 0.951 g = running 0.021 0.875 0.850 0.863 h = walking ------------------------------------------------------- 0.036 0.777 0.769 0.771 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.085 0.566 0.846 0.678 a = climbing down 0.063 0.683 0.799 0.736 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.001 0.997 0.955 0.975 d = lying 0.085 0.558 0.562 0.560 e = standing 0.087 0.396 0.412 0.404 f = sitting 0.005 0.956 0.580 0.722 g = running 0.041 0.723 0.612 0.663 h = walking ------------------------------------------------------- 0.050 0.711 0.684 0.686 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.095 0.504 0.745 0.602 a = climbing down 0.026 0.850 0.859 0.854 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.002 0.986 0.955 0.970 d = lying 0.085 0.559 0.564 0.561 e = standing 0.085 0.402 0.412 0.407 f = sitting 0.003 0.965 0.422 0.587 g = running 0.044 0.788 0.927 0.852 h = walking ------------------------------------------------------- 0.046 0.739 0.706 0.703 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.116 0.499 0.888 0.639 a = climbing down 0.014 0.911 0.820 0.863 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.003 0.984 0.955 0.969 d = lying 0.084 0.554 0.550 0.552 e = standing 0.087 0.398 0.416 0.407 f = sitting 0.003 0.948 0.309 0.466 g = running 0.037 0.817 0.947 0.877 h = walking ------------------------------------------------------- 0.046 0.748 0.702 0.694 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.974 0.800 0.879 a = climbing down 0.011 0.924 0.785 0.849 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.002 0.988 0.955 0.971 d = lying 0.085 0.555 0.556 0.556 e = standing 0.086 0.397 0.412 0.404 f = sitting 0.003 0.983 0.990 0.987 g = running 0.056 0.756 0.974 0.851 h = walking ------------------------------------------------------- 0.035 0.801 0.789 0.791 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.972 0.815 0.887 a = climbing down 0.010 0.931 0.790 0.855 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.002 0.988 0.955 0.971 d = lying 0.085 0.560 0.567 0.563 e = standing 0.085 0.402 0.412 0.407 f = sitting 0.003 0.985 0.990 0.987 g = running 0.054 0.761 0.974 0.855 h = walking ------------------------------------------------------- 0.034 0.804 0.793 0.795 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.975 0.821 0.891 a = climbing down 0.015 0.902 0.829 0.864 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.002 0.988 0.955 0.971 d = lying 0.087 0.552 0.562 0.557 e = standing 0.085 0.392 0.398 0.395 f = sitting 0.003 0.985 0.990 0.987 g = running 0.044 0.793 0.958 0.868 h = walking ------------------------------------------------------- 0.034 0.802 0.795 0.796 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.061 0.574 0.595 0.584 a = climbing down 0.053 0.657 0.755 0.703 b = climbing up 0.019 0.526 0.941 0.675 c = jumping 0.028 0.846 0.987 0.911 d = lying 0.005 0.972 0.998 0.985 e = standing 0.000 0.998 0.818 0.899 f = sitting 0.006 0.963 0.863 0.910 g = running 0.031 0.796 0.675 0.730 h = walking ------------------------------------------------------- 0.024 0.835 0.821 0.823 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.863 0.609 0.714 a = climbing down 0.036 0.762 0.869 0.812 b = climbing up 0.009 0.702 0.941 0.804 c = jumping 0.024 0.864 0.987 0.921 d = lying 0.005 0.972 0.998 0.985 e = standing 0.000 0.998 0.840 0.912 f = sitting 0.006 0.965 0.926 0.945 g = running 0.040 0.800 0.893 0.844 h = walking ------------------------------------------------------- 0.017 0.890 0.883 0.881 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.811 0.693 0.747 a = climbing down 0.048 0.722 0.931 0.813 b = climbing up 0.000 0.988 0.953 0.970 c = jumping 0.024 0.867 0.987 0.923 d = lying 0.005 0.972 0.998 0.985 e = standing 0.000 0.998 0.844 0.914 f = sitting 0.006 0.969 0.987 0.978 g = running 0.019 0.882 0.773 0.824 h = walking ------------------------------------------------------- 0.016 0.899 0.892 0.891 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.905 0.681 0.777 a = climbing down 0.044 0.743 0.938 0.829 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.018 0.896 0.987 0.939 d = lying 0.005 0.972 0.998 0.985 e = standing 0.000 0.998 0.878 0.934 f = sitting 0.006 0.969 0.993 0.981 g = running 0.019 0.891 0.868 0.879 h = walking ------------------------------------------------------- 0.013 0.918 0.912 0.911 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.884 0.655 0.753 a = climbing down 0.057 0.692 0.957 0.803 b = climbing up 0.000 0.988 0.953 0.970 c = jumping 0.014 0.915 0.987 0.950 d = lying 0.005 0.972 0.998 0.985 e = standing 0.000 0.998 0.899 0.946 f = sitting 0.006 0.969 0.992 0.980 g = running 0.013 0.919 0.818 0.866 h = walking ------------------------------------------------------- 0.014 0.916 0.906 0.905 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.877 0.706 0.782 a = climbing down 0.050 0.717 0.944 0.815 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.014 0.915 0.987 0.950 d = lying 0.005 0.972 0.998 0.985 e = standing 0.000 0.998 0.899 0.946 f = sitting 0.006 0.969 0.993 0.981 g = running 0.012 0.923 0.823 0.870 h = walking ------------------------------------------------------- 0.013 0.919 0.912 0.911 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.157 0.365 0.653 0.468 a = climbing down 0.064 0.589 0.677 0.630 b = climbing up 0.006 0.729 0.775 0.752 c = jumping 0.041 0.791 1.000 0.883 d = lying 0.002 0.988 1.000 0.994 e = standing 0.000 1.000 0.747 0.855 f = sitting 0.008 0.874 0.316 0.464 g = running 0.046 0.710 0.626 0.665 h = walking ------------------------------------------------------- 0.041 0.775 0.716 0.715 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.107 0.400 0.516 0.450 a = climbing down 0.074 0.554 0.684 0.612 b = climbing up 0.000 1.000 0.738 0.849 c = jumping 0.041 0.791 1.000 0.883 d = lying 0.002 0.988 1.000 0.994 e = standing 0.000 1.000 0.747 0.855 f = sitting 0.009 0.903 0.467 0.616 g = running 0.064 0.676 0.745 0.709 h = walking ------------------------------------------------------- 0.039 0.780 0.741 0.743 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.116 0.392 0.539 0.454 a = climbing down 0.049 0.645 0.654 0.650 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.044 0.782 1.000 0.877 d = lying 0.002 0.987 1.000 0.993 e = standing 0.000 1.000 0.731 0.845 f = sitting 0.006 0.936 0.471 0.626 g = running 0.070 0.681 0.827 0.747 h = walking ------------------------------------------------------- 0.038 0.794 0.752 0.753 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.117 0.427 0.632 0.509 a = climbing down 0.030 0.764 0.729 0.746 b = climbing up 0.000 1.000 0.850 0.919 c = jumping 0.048 0.767 1.000 0.868 d = lying 0.002 0.987 1.000 0.993 e = standing 0.000 1.000 0.709 0.829 f = sitting 0.004 0.949 0.439 0.600 g = running 0.064 0.705 0.853 0.772 h = walking ------------------------------------------------------- 0.035 0.816 0.769 0.768 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.126 0.484 0.857 0.619 a = climbing down 0.024 0.818 0.791 0.804 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.038 0.803 1.000 0.891 d = lying 0.002 0.987 1.000 0.993 e = standing 0.000 1.000 0.762 0.865 f = sitting 0.002 0.969 0.418 0.585 g = running 0.032 0.822 0.811 0.816 h = walking ------------------------------------------------------- 0.029 0.855 0.804 0.802 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.142 0.482 0.956 0.641 a = climbing down 0.021 0.838 0.791 0.814 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.038 0.804 1.000 0.892 d = lying 0.002 0.987 1.000 0.993 e = standing 0.000 1.000 0.764 0.866 f = sitting 0.002 0.969 0.417 0.583 g = running 0.018 0.884 0.742 0.807 h = walking ------------------------------------------------------- 0.028 0.867 0.805 0.805 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.128 0.437 0.746 0.551 a = climbing down 0.106 0.477 0.651 0.550 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.005 0.969 0.926 0.947 d = lying 0.077 0.628 0.766 0.690 e = standing 0.044 0.582 0.457 0.512 f = sitting 0.000 0.998 0.858 0.923 g = running 0.010 0.823 0.263 0.398 h = walking ------------------------------------------------------- 0.047 0.731 0.677 0.672 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.819 0.736 0.776 a = climbing down 0.057 0.684 0.828 0.749 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.993 0.926 0.958 d = lying 0.065 0.718 0.977 0.828 e = standing 0.010 0.877 0.560 0.683 f = sitting 0.000 1.000 0.853 0.921 g = running 0.023 0.883 0.944 0.912 h = walking ------------------------------------------------------- 0.024 0.863 0.846 0.846 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.823 0.755 0.787 a = climbing down 0.054 0.698 0.837 0.761 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.993 0.924 0.957 d = lying 0.059 0.736 0.977 0.839 e = standing 0.010 0.884 0.602 0.716 f = sitting 0.000 1.000 0.860 0.925 g = running 0.021 0.893 0.944 0.918 h = walking ------------------------------------------------------- 0.023 0.871 0.856 0.855 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.830 0.761 0.794 a = climbing down 0.050 0.713 0.840 0.772 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.993 0.924 0.957 d = lying 0.058 0.741 0.977 0.843 e = standing 0.010 0.886 0.614 0.726 f = sitting 0.000 1.000 0.879 0.936 g = running 0.020 0.898 0.945 0.921 h = walking ------------------------------------------------------- 0.022 0.875 0.862 0.862 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.802 0.779 0.790 a = climbing down 0.061 0.680 0.873 0.765 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.993 0.924 0.957 d = lying 0.051 0.765 0.980 0.859 e = standing 0.010 0.899 0.663 0.763 f = sitting 0.000 1.000 0.885 0.939 g = running 0.010 0.940 0.861 0.899 h = walking ------------------------------------------------------- 0.021 0.879 0.862 0.864 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.906 0.759 0.826 a = climbing down 0.042 0.743 0.822 0.780 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.993 0.924 0.957 d = lying 0.054 0.755 0.980 0.853 e = standing 0.010 0.896 0.642 0.748 f = sitting 0.000 0.998 0.912 0.954 g = running 0.030 0.856 0.969 0.909 h = walking ------------------------------------------------------- 0.021 0.884 0.873 0.872 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.105 0.513 0.833 0.635 a = climbing down 0.084 0.578 0.773 0.661 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 1.000 0.991 d = lying 0.089 0.580 0.729 0.646 e = standing 0.041 0.529 0.350 0.421 f = sitting 0.000 1.000 0.912 0.954 g = running 0.014 0.786 0.271 0.403 h = walking ------------------------------------------------------- 0.043 0.737 0.707 0.692 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.765 0.686 0.723 a = climbing down 0.050 0.716 0.851 0.778 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.059 0.718 0.883 0.792 e = standing 0.019 0.803 0.573 0.669 f = sitting 0.000 1.000 0.926 0.962 g = running 0.030 0.836 0.838 0.837 h = walking ------------------------------------------------------- 0.025 0.846 0.839 0.838 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.808 0.833 0.820 a = climbing down 0.064 0.684 0.926 0.787 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.057 0.725 0.888 0.798 e = standing 0.018 0.814 0.585 0.681 f = sitting 0.000 1.000 0.922 0.960 g = running 0.014 0.904 0.694 0.785 h = walking ------------------------------------------------------- 0.024 0.860 0.845 0.844 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.868 0.835 0.851 a = climbing down 0.043 0.768 0.965 0.856 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.050 0.761 0.937 0.840 e = standing 0.010 0.892 0.638 0.744 f = sitting 0.000 1.000 0.919 0.958 g = running 0.015 0.908 0.822 0.863 h = walking ------------------------------------------------------- 0.018 0.893 0.883 0.882 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.883 0.849 0.866 a = climbing down 0.041 0.778 0.961 0.860 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.037 0.813 0.962 0.881 e = standing 0.006 0.940 0.728 0.820 f = sitting 0.000 1.000 0.929 0.963 g = running 0.015 0.909 0.828 0.866 h = walking ------------------------------------------------------- 0.016 0.909 0.901 0.901 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.892 0.829 0.859 a = climbing down 0.018 0.884 0.923 0.903 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.029 0.849 0.970 0.906 e = standing 0.005 0.956 0.789 0.864 f = sitting 0.000 1.000 0.935 0.966 g = running 0.027 0.863 0.940 0.900 h = walking ------------------------------------------------------- 0.013 0.924 0.920 0.920 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.691 0.259 0.376 a = climbing down 0.199 0.493 0.996 0.659 b = climbing up 0.001 0.955 0.840 0.894 c = jumping 0.007 0.953 0.898 0.924 d = lying 0.041 0.730 0.960 0.829 e = standing 0.007 0.943 0.757 0.840 f = sitting 0.004 0.983 0.825 0.897 g = running 0.018 0.799 0.502 0.617 h = walking ------------------------------------------------------- 0.044 0.805 0.750 0.741 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.080 0.643 0.911 0.754 a = climbing down 0.013 0.902 0.600 0.721 b = climbing up 0.001 0.956 0.867 0.909 c = jumping 0.006 0.954 0.898 0.925 d = lying 0.041 0.730 0.964 0.831 e = standing 0.006 0.947 0.759 0.843 f = sitting 0.003 0.985 0.883 0.931 g = running 0.035 0.790 0.914 0.847 h = walking ------------------------------------------------------- 0.024 0.865 0.839 0.840 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.044 0.754 0.862 0.804 a = climbing down 0.027 0.863 0.881 0.872 b = climbing up 0.001 0.956 0.867 0.909 c = jumping 0.006 0.954 0.898 0.925 d = lying 0.042 0.727 0.966 0.830 e = standing 0.006 0.948 0.754 0.840 f = sitting 0.003 0.988 0.880 0.931 g = running 0.019 0.871 0.872 0.872 h = walking ------------------------------------------------------- 0.019 0.884 0.872 0.874 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.809 0.778 0.793 a = climbing down 0.041 0.814 0.923 0.865 b = climbing up 0.001 0.957 0.880 0.917 c = jumping 0.006 0.954 0.898 0.925 d = lying 0.042 0.725 0.966 0.829 e = standing 0.006 0.948 0.750 0.838 f = sitting 0.002 0.989 0.882 0.932 g = running 0.020 0.867 0.910 0.888 h = walking ------------------------------------------------------- 0.020 0.883 0.872 0.873 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.859 0.697 0.770 a = climbing down 0.051 0.783 0.944 0.856 b = climbing up 0.000 0.986 0.907 0.944 c = jumping 0.006 0.954 0.898 0.925 d = lying 0.042 0.725 0.966 0.829 e = standing 0.006 0.948 0.750 0.838 f = sitting 0.002 0.990 0.891 0.938 g = running 0.024 0.852 0.945 0.896 h = walking ------------------------------------------------------- 0.020 0.884 0.871 0.871 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.851 0.678 0.754 a = climbing down 0.052 0.778 0.941 0.852 b = climbing up 0.000 0.986 0.907 0.944 c = jumping 0.006 0.954 0.898 0.925 d = lying 0.042 0.725 0.966 0.829 e = standing 0.006 0.948 0.750 0.838 f = sitting 0.002 0.990 0.890 0.937 g = running 0.024 0.849 0.952 0.898 h = walking ------------------------------------------------------- 0.020 0.882 0.868 0.868 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.439 0.069 0.119 a = climbing down 0.233 0.452 0.989 0.620 b = climbing up 0.000 1.000 0.667 0.800 c = jumping 0.004 0.973 0.954 0.963 d = lying 0.037 0.741 0.928 0.824 e = standing 0.011 0.903 0.735 0.811 f = sitting 0.010 0.959 0.917 0.937 g = running 0.010 0.851 0.416 0.559 h = walking ------------------------------------------------------- 0.049 0.765 0.729 0.700 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.804 0.906 0.852 a = climbing down 0.016 0.908 0.830 0.867 b = climbing up 0.000 0.982 0.747 0.848 c = jumping 0.004 0.975 0.968 0.972 d = lying 0.038 0.739 0.931 0.824 e = standing 0.009 0.920 0.732 0.815 f = sitting 0.010 0.959 0.926 0.942 g = running 0.024 0.840 0.891 0.865 h = walking ------------------------------------------------------- 0.018 0.890 0.882 0.882 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.900 0.890 0.895 a = climbing down 0.024 0.882 0.945 0.913 b = climbing up 0.000 0.982 0.747 0.848 c = jumping 0.004 0.975 0.970 0.973 d = lying 0.038 0.740 0.933 0.825 e = standing 0.009 0.924 0.732 0.817 f = sitting 0.009 0.962 0.939 0.950 g = running 0.014 0.898 0.889 0.894 h = walking ------------------------------------------------------- 0.015 0.907 0.901 0.901 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.949 0.856 0.900 a = climbing down 0.030 0.863 0.966 0.912 b = climbing up 0.000 0.983 0.760 0.857 c = jumping 0.004 0.975 0.970 0.973 d = lying 0.038 0.740 0.937 0.827 e = standing 0.008 0.928 0.732 0.818 f = sitting 0.009 0.964 0.965 0.965 g = running 0.009 0.936 0.917 0.926 h = walking ------------------------------------------------------- 0.014 0.916 0.909 0.909 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.925 0.845 0.883 a = climbing down 0.035 0.844 0.975 0.905 b = climbing up 0.000 0.983 0.760 0.857 c = jumping 0.004 0.975 0.970 0.973 d = lying 0.038 0.739 0.931 0.824 e = standing 0.009 0.922 0.732 0.816 f = sitting 0.009 0.964 0.965 0.965 g = running 0.006 0.953 0.879 0.914 h = walking ------------------------------------------------------- 0.015 0.911 0.904 0.903 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.897 0.909 0.903 a = climbing down 0.021 0.898 0.952 0.924 b = climbing up 0.000 0.984 0.800 0.882 c = jumping 0.004 0.975 0.970 0.973 d = lying 0.038 0.739 0.931 0.824 e = standing 0.009 0.922 0.732 0.816 f = sitting 0.008 0.968 0.964 0.966 g = running 0.007 0.948 0.891 0.919 h = walking ------------------------------------------------------- 0.014 0.916 0.911 0.911 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.080 0.493 0.639 0.557 a = climbing down 0.118 0.444 0.683 0.538 b = climbing up 0.000 1.000 0.066 0.123 c = jumping 0.023 0.855 0.816 0.835 d = lying 0.056 0.667 0.880 0.759 e = standing 0.032 0.702 0.532 0.605 f = sitting 0.028 0.911 0.978 0.944 g = running 0.041 0.317 0.109 0.162 h = walking ------------------------------------------------------- 0.049 0.660 0.671 0.644 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.827 0.631 0.716 a = climbing down 0.042 0.714 0.755 0.734 b = climbing up 0.000 1.000 0.303 0.465 c = jumping 0.023 0.855 0.816 0.835 d = lying 0.055 0.672 0.882 0.763 e = standing 0.032 0.706 0.539 0.611 f = sitting 0.020 0.934 0.974 0.954 g = running 0.039 0.805 0.918 0.858 h = walking ------------------------------------------------------- 0.031 0.809 0.804 0.798 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.783 0.664 0.719 a = climbing down 0.040 0.728 0.775 0.751 b = climbing up 0.000 1.000 0.592 0.744 c = jumping 0.023 0.854 0.816 0.834 d = lying 0.055 0.674 0.890 0.767 e = standing 0.030 0.715 0.539 0.614 f = sitting 0.014 0.954 0.973 0.964 g = running 0.033 0.825 0.887 0.855 h = walking ------------------------------------------------------- 0.029 0.814 0.811 0.808 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.031 0.741 0.726 0.733 a = climbing down 0.037 0.762 0.855 0.806 b = climbing up 0.001 0.915 0.711 0.800 c = jumping 0.023 0.854 0.816 0.834 d = lying 0.056 0.674 0.900 0.771 e = standing 0.029 0.722 0.535 0.615 f = sitting 0.010 0.964 0.967 0.966 g = running 0.017 0.898 0.842 0.869 h = walking ------------------------------------------------------- 0.026 0.826 0.822 0.820 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.750 0.674 0.710 a = climbing down 0.046 0.728 0.884 0.799 b = climbing up 0.001 0.918 0.737 0.818 c = jumping 0.022 0.857 0.816 0.836 d = lying 0.058 0.671 0.914 0.773 e = standing 0.028 0.724 0.521 0.606 f = sitting 0.010 0.967 0.964 0.966 g = running 0.013 0.919 0.852 0.885 h = walking ------------------------------------------------------- 0.026 0.827 0.821 0.818 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.877 0.619 0.726 a = climbing down 0.043 0.736 0.864 0.795 b = climbing up 0.001 0.918 0.737 0.818 c = jumping 0.022 0.857 0.816 0.836 d = lying 0.058 0.668 0.916 0.773 e = standing 0.028 0.723 0.515 0.602 f = sitting 0.010 0.966 0.980 0.973 g = running 0.025 0.869 0.933 0.900 h = walking ------------------------------------------------------- 0.026 0.834 0.828 0.823 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.094 0.481 0.714 0.575 a = climbing down 0.112 0.465 0.709 0.562 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.037 0.751 0.865 0.804 e = standing 0.018 0.857 0.751 0.800 f = sitting 0.027 0.912 0.951 0.931 g = running 0.030 0.369 0.099 0.156 h = walking ------------------------------------------------------- 0.041 0.702 0.723 0.694 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.647 0.451 0.532 a = climbing down 0.038 0.714 0.685 0.699 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.038 0.756 0.925 0.832 e = standing 0.010 0.915 0.740 0.818 f = sitting 0.024 0.919 0.933 0.926 g = running 0.077 0.674 0.904 0.772 h = walking ------------------------------------------------------- 0.030 0.805 0.814 0.803 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.047 0.527 0.429 0.473 a = climbing down 0.054 0.644 0.704 0.673 b = climbing up 0.000 1.000 0.187 0.315 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.038 0.761 0.935 0.839 e = standing 0.008 0.925 0.744 0.825 f = sitting 0.020 0.931 0.931 0.931 g = running 0.052 0.743 0.856 0.795 h = walking ------------------------------------------------------- 0.029 0.815 0.810 0.805 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.034 0.679 0.590 0.631 a = climbing down 0.036 0.765 0.850 0.805 b = climbing up 0.000 1.000 0.507 0.673 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.039 0.758 0.945 0.841 e = standing 0.007 0.935 0.736 0.824 f = sitting 0.012 0.957 0.932 0.944 g = running 0.038 0.804 0.885 0.842 h = walking ------------------------------------------------------- 0.022 0.862 0.856 0.854 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.734 0.818 0.774 a = climbing down 0.029 0.818 0.930 0.870 b = climbing up 0.000 1.000 0.747 0.855 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.039 0.755 0.945 0.840 e = standing 0.007 0.935 0.733 0.822 f = sitting 0.007 0.975 0.926 0.950 g = running 0.015 0.905 0.825 0.863 h = walking ------------------------------------------------------- 0.017 0.893 0.883 0.884 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.735 0.832 0.781 a = climbing down 0.027 0.825 0.926 0.873 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.039 0.755 0.945 0.840 e = standing 0.007 0.935 0.733 0.822 f = sitting 0.006 0.978 0.936 0.956 g = running 0.012 0.923 0.826 0.872 h = walking ------------------------------------------------------- 0.016 0.898 0.888 0.889 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.843 0.533 0.653 a = climbing down 0.081 0.594 0.853 0.700 b = climbing up 0.000 0.988 0.965 0.976 c = jumping 0.041 0.801 0.979 0.882 d = lying 0.032 0.835 0.931 0.881 e = standing 0.012 0.889 0.586 0.706 f = sitting 0.003 0.982 0.948 0.965 g = running 0.034 0.794 0.771 0.783 h = walking ------------------------------------------------------- 0.029 0.830 0.812 0.808 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.875 0.484 0.623 a = climbing down 0.052 0.700 0.869 0.775 b = climbing up 0.000 0.988 0.965 0.976 c = jumping 0.040 0.804 0.979 0.883 d = lying 0.032 0.835 0.933 0.882 e = standing 0.012 0.891 0.590 0.710 f = sitting 0.003 0.982 0.955 0.968 g = running 0.046 0.775 0.923 0.843 h = walking ------------------------------------------------------- 0.027 0.845 0.832 0.824 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.882 0.455 0.600 a = climbing down 0.071 0.642 0.919 0.756 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.041 0.801 0.979 0.882 d = lying 0.032 0.835 0.933 0.882 e = standing 0.012 0.891 0.586 0.707 f = sitting 0.003 0.982 0.956 0.969 g = running 0.035 0.810 0.859 0.834 h = walking ------------------------------------------------------- 0.028 0.843 0.826 0.817 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.882 0.457 0.602 a = climbing down 0.074 0.634 0.921 0.751 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.041 0.803 0.979 0.882 d = lying 0.032 0.836 0.935 0.882 e = standing 0.012 0.894 0.588 0.709 f = sitting 0.003 0.982 0.956 0.969 g = running 0.033 0.816 0.850 0.833 h = walking ------------------------------------------------------- 0.028 0.844 0.825 0.817 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.883 0.461 0.606 a = climbing down 0.072 0.641 0.921 0.756 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.039 0.809 0.979 0.886 d = lying 0.032 0.837 0.936 0.884 e = standing 0.012 0.895 0.598 0.717 f = sitting 0.003 0.982 0.956 0.969 g = running 0.034 0.812 0.854 0.832 h = walking ------------------------------------------------------- 0.027 0.846 0.828 0.820 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.868 0.442 0.586 a = climbing down 0.079 0.626 0.949 0.754 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.038 0.812 0.979 0.888 d = lying 0.032 0.836 0.940 0.885 e = standing 0.011 0.900 0.600 0.720 f = sitting 0.003 0.982 0.952 0.967 g = running 0.027 0.844 0.844 0.844 h = walking ------------------------------------------------------- 0.027 0.847 0.828 0.820 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.911 0.838 0.873 a = climbing down 0.081 0.574 0.781 0.662 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.014 0.925 0.990 0.956 d = lying 0.020 0.892 0.973 0.931 e = standing 0.006 0.955 0.798 0.869 f = sitting 0.000 1.000 0.994 0.997 g = running 0.031 0.762 0.582 0.660 h = walking ------------------------------------------------------- 0.022 0.868 0.857 0.857 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.959 0.781 0.860 a = climbing down 0.066 0.614 0.759 0.679 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.011 0.939 0.983 0.961 d = lying 0.016 0.913 0.955 0.933 e = standing 0.011 0.930 0.843 0.884 f = sitting 0.000 1.000 0.994 0.997 g = running 0.047 0.715 0.681 0.698 h = walking ------------------------------------------------------- 0.021 0.874 0.865 0.867 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.961 0.785 0.864 a = climbing down 0.065 0.618 0.761 0.682 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.010 0.946 0.983 0.964 d = lying 0.016 0.911 0.961 0.935 e = standing 0.010 0.937 0.847 0.889 f = sitting 0.000 1.000 0.994 0.997 g = running 0.047 0.716 0.683 0.699 h = walking ------------------------------------------------------- 0.021 0.876 0.868 0.869 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.954 0.787 0.862 a = climbing down 0.080 0.592 0.832 0.692 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.010 0.946 0.983 0.964 d = lying 0.016 0.912 0.961 0.936 e = standing 0.010 0.937 0.848 0.890 f = sitting 0.000 1.000 0.994 0.997 g = running 0.029 0.790 0.636 0.705 h = walking ------------------------------------------------------- 0.020 0.883 0.870 0.871 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.787 0.867 a = climbing down 0.024 0.812 0.736 0.772 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.009 0.949 0.983 0.965 d = lying 0.016 0.911 0.961 0.935 e = standing 0.010 0.937 0.850 0.892 f = sitting 0.000 1.000 1.000 1.000 g = running 0.046 0.783 0.960 0.862 h = walking ------------------------------------------------------- 0.015 0.912 0.907 0.906 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.946 0.814 0.875 a = climbing down 0.021 0.834 0.744 0.787 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.009 0.950 0.983 0.966 d = lying 0.016 0.911 0.961 0.935 e = standing 0.010 0.937 0.852 0.893 f = sitting 0.000 1.000 1.000 1.000 g = running 0.039 0.810 0.973 0.884 h = walking ------------------------------------------------------- 0.014 0.916 0.914 0.912 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.775 0.530 0.630 a = climbing down 0.058 0.644 0.631 0.637 b = climbing up 0.001 0.947 1.000 0.973 c = jumping 0.017 0.885 0.992 0.936 d = lying 0.060 0.676 0.837 0.748 e = standing 0.025 0.789 0.543 0.644 f = sitting 0.001 0.994 0.992 0.993 g = running 0.061 0.710 0.932 0.806 h = walking ------------------------------------------------------- 0.033 0.792 0.787 0.779 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.798 0.807 0.803 a = climbing down 0.028 0.841 0.896 0.868 b = climbing up 0.001 0.947 1.000 0.973 c = jumping 0.017 0.885 0.992 0.936 d = lying 0.061 0.674 0.837 0.747 e = standing 0.025 0.788 0.540 0.641 f = sitting 0.001 0.996 0.992 0.994 g = running 0.019 0.869 0.799 0.832 h = walking ------------------------------------------------------- 0.024 0.844 0.842 0.838 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.039 0.783 0.942 0.855 a = climbing down 0.009 0.937 0.839 0.885 b = climbing up 0.001 0.947 1.000 0.973 c = jumping 0.018 0.884 0.992 0.935 d = lying 0.060 0.679 0.845 0.753 e = standing 0.024 0.797 0.543 0.646 f = sitting 0.001 0.994 0.992 0.993 g = running 0.015 0.900 0.821 0.859 h = walking ------------------------------------------------------- 0.022 0.862 0.856 0.852 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.034 0.803 0.938 0.865 a = climbing down 0.011 0.931 0.901 0.916 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.006 0.960 0.992 0.976 d = lying 0.009 0.928 0.796 0.857 e = standing 0.031 0.833 0.917 0.873 f = sitting 0.001 0.994 0.993 0.994 g = running 0.009 0.938 0.816 0.873 h = walking ------------------------------------------------------- 0.014 0.916 0.912 0.911 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.846 0.903 0.873 a = climbing down 0.018 0.896 0.956 0.925 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.006 0.960 0.992 0.976 d = lying 0.009 0.929 0.807 0.864 e = standing 0.030 0.841 0.917 0.877 f = sitting 0.001 0.996 0.993 0.994 g = running 0.007 0.951 0.823 0.883 h = walking ------------------------------------------------------- 0.013 0.920 0.917 0.917 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.853 0.901 0.876 a = climbing down 0.019 0.895 0.961 0.927 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.006 0.959 0.992 0.975 d = lying 0.009 0.930 0.815 0.869 e = standing 0.028 0.846 0.915 0.879 f = sitting 0.001 0.996 0.993 0.994 g = running 0.006 0.958 0.832 0.890 h = walking ------------------------------------------------------- 0.013 0.922 0.920 0.919 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.667 0.411 0.509 a = climbing down 0.059 0.660 0.685 0.672 b = climbing up 0.000 1.000 0.765 0.867 c = jumping 0.001 0.992 0.779 0.873 d = lying 0.046 0.748 0.908 0.820 e = standing 0.045 0.732 0.721 0.727 f = sitting 0.007 0.969 0.996 0.982 g = running 0.066 0.689 0.907 0.783 h = walking ------------------------------------------------------- 0.035 0.787 0.782 0.776 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.865 0.738 0.796 a = climbing down 0.030 0.841 0.942 0.889 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.001 0.992 0.793 0.882 d = lying 0.046 0.749 0.923 0.827 e = standing 0.040 0.752 0.719 0.735 f = sitting 0.006 0.974 0.996 0.985 g = running 0.020 0.881 0.895 0.888 h = walking ------------------------------------------------------- 0.022 0.869 0.863 0.862 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.864 0.885 0.874 a = climbing down 0.021 0.886 0.974 0.928 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.001 0.992 0.798 0.884 d = lying 0.044 0.758 0.925 0.833 e = standing 0.040 0.758 0.731 0.744 f = sitting 0.005 0.975 0.994 0.985 g = running 0.006 0.960 0.846 0.899 h = walking ------------------------------------------------------- 0.019 0.889 0.882 0.882 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.027 0.835 0.915 0.873 a = climbing down 0.015 0.917 0.966 0.941 b = climbing up 0.000 1.000 0.812 0.896 c = jumping 0.001 0.992 0.798 0.884 d = lying 0.031 0.815 0.902 0.857 e = standing 0.043 0.762 0.812 0.786 f = sitting 0.005 0.975 0.994 0.985 g = running 0.004 0.969 0.833 0.896 h = walking ------------------------------------------------------- 0.017 0.899 0.892 0.892 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.023 0.855 0.923 0.887 a = climbing down 0.015 0.916 0.966 0.940 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.001 0.992 0.798 0.884 d = lying 0.031 0.816 0.904 0.858 e = standing 0.043 0.763 0.812 0.787 f = sitting 0.005 0.978 0.994 0.986 g = running 0.003 0.978 0.856 0.913 h = walking ------------------------------------------------------- 0.017 0.903 0.897 0.897 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.847 0.951 0.896 a = climbing down 0.012 0.930 0.976 0.952 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.001 0.992 0.798 0.884 d = lying 0.031 0.816 0.910 0.861 e = standing 0.042 0.767 0.812 0.789 f = sitting 0.005 0.978 0.994 0.986 g = running 0.001 0.990 0.832 0.904 h = walking ------------------------------------------------------- 0.016 0.906 0.899 0.899 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.297 0.189 0.812 0.306 a = climbing down 0.059 0.602 0.288 0.390 b = climbing up 0.004 0.827 0.956 0.887 c = jumping 0.000 0.998 0.767 0.867 d = lying 0.186 0.249 0.369 0.297 e = standing 0.108 0.012 0.008 0.010 f = sitting 0.003 0.885 0.129 0.225 g = running 0.112 0.097 0.077 0.086 h = walking ------------------------------------------------------- 0.094 0.461 0.325 0.324 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.031 0.637 0.640 0.639 a = climbing down 0.011 0.845 0.194 0.316 b = climbing up 0.000 1.000 0.956 0.977 c = jumping 0.000 0.998 0.776 0.873 d = lying 0.189 0.467 0.989 0.635 e = standing 0.002 0.273 0.005 0.010 f = sitting 0.006 0.962 0.975 0.968 g = running 0.210 0.422 0.985 0.591 h = walking ------------------------------------------------------- 0.061 0.677 0.613 0.549 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.128 0.391 0.963 0.556 a = climbing down 0.000 1.000 0.112 0.201 b = climbing up 0.000 1.000 0.956 0.977 c = jumping 0.000 0.998 0.769 0.869 d = lying 0.189 0.468 0.994 0.637 e = standing 0.002 0.250 0.005 0.010 f = sitting 0.004 0.973 0.970 0.972 g = running 0.127 0.521 0.890 0.657 h = walking ------------------------------------------------------- 0.055 0.706 0.605 0.525 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.122 0.405 0.975 0.572 a = climbing down 0.000 1.000 0.104 0.189 b = climbing up 0.000 1.000 0.956 0.977 c = jumping 0.000 0.998 0.776 0.873 d = lying 0.189 0.468 0.994 0.637 e = standing 0.001 0.375 0.005 0.010 f = sitting 0.004 0.976 0.970 0.973 g = running 0.131 0.519 0.911 0.661 h = walking ------------------------------------------------------- 0.055 0.724 0.608 0.524 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.050 0.623 0.975 0.760 a = climbing down 0.029 0.900 0.849 0.874 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 0.998 0.776 0.873 d = lying 0.189 0.468 0.994 0.637 e = standing 0.001 0.375 0.005 0.010 f = sitting 0.004 0.973 0.970 0.972 g = running 0.002 0.981 0.759 0.856 h = walking ------------------------------------------------------- 0.039 0.779 0.763 0.726 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.805 0.904 0.852 a = climbing down 0.009 0.965 0.794 0.871 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 0.998 0.740 0.850 d = lying 0.194 0.462 0.994 0.631 e = standing 0.001 0.375 0.005 0.010 f = sitting 0.005 0.965 0.975 0.970 g = running 0.042 0.782 0.962 0.863 h = walking ------------------------------------------------------- 0.038 0.780 0.768 0.730 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.232 0.167 0.544 0.255 a = climbing down 0.084 0.569 0.361 0.441 b = climbing up 0.006 0.759 0.943 0.841 c = jumping 0.017 0.880 0.903 0.892 d = lying 0.138 0.299 0.352 0.324 e = standing 0.120 0.031 0.025 0.027 f = sitting 0.002 0.944 0.171 0.290 g = running 0.156 0.079 0.086 0.082 h = walking ------------------------------------------------------- 0.098 0.451 0.343 0.348 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 0.000 0.000 0.000 a = climbing down 0.126 0.704 0.976 0.818 b = climbing up 0.000 1.000 0.782 0.877 c = jumping 0.017 0.885 0.973 0.927 d = lying 0.138 0.265 0.297 0.280 e = standing 0.119 0.031 0.025 0.027 f = sitting 0.005 0.967 0.993 0.980 g = running 0.010 0.928 0.849 0.887 h = walking ------------------------------------------------------- 0.070 0.587 0.654 0.614 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.971 0.476 0.639 a = climbing down 0.057 0.840 0.978 0.904 b = climbing up 0.000 1.000 0.851 0.919 c = jumping 0.017 0.889 0.965 0.925 d = lying 0.137 0.139 0.131 0.135 e = standing 0.148 0.037 0.036 0.036 f = sitting 0.004 0.977 0.993 0.985 g = running 0.012 0.925 0.939 0.932 h = walking ------------------------------------------------------- 0.057 0.680 0.683 0.673 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.968 0.507 0.665 a = climbing down 0.087 0.781 1.000 0.877 b = climbing up 0.000 1.000 0.908 0.952 c = jumping 0.017 0.889 0.965 0.925 d = lying 0.134 0.140 0.130 0.135 e = standing 0.148 0.054 0.054 0.054 f = sitting 0.002 0.985 0.992 0.988 g = running 0.002 0.981 0.778 0.868 h = walking ------------------------------------------------------- 0.062 0.676 0.671 0.663 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.976 0.575 0.723 a = climbing down 0.068 0.820 1.000 0.901 b = climbing up 0.000 1.000 0.920 0.958 c = jumping 0.017 0.888 0.971 0.927 d = lying 0.133 0.136 0.125 0.130 e = standing 0.148 0.056 0.056 0.056 f = sitting 0.002 0.987 0.993 0.990 g = running 0.004 0.971 0.836 0.898 h = walking ------------------------------------------------------- 0.058 0.685 0.685 0.678 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.976 0.580 0.728 a = climbing down 0.065 0.826 1.000 0.905 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.017 0.885 0.973 0.927 d = lying 0.133 0.125 0.113 0.118 e = standing 0.150 0.055 0.056 0.055 f = sitting 0.001 0.992 0.992 0.992 g = running 0.004 0.972 0.850 0.907 h = walking ------------------------------------------------------- 0.057 0.685 0.687 0.679 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.030 0.689 0.525 0.596 a = climbing down 0.036 0.744 0.774 0.758 b = climbing up 0.005 0.819 1.000 0.901 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.015 0.910 0.826 0.866 e = standing 0.041 0.734 0.903 0.810 f = sitting 0.000 1.000 0.961 0.980 g = running 0.056 0.724 0.846 0.780 h = walking ------------------------------------------------------- 0.023 0.846 0.840 0.839 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.812 0.554 0.659 a = climbing down 0.026 0.798 0.743 0.770 b = climbing up 0.004 0.835 1.000 0.910 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.016 0.908 0.836 0.871 e = standing 0.039 0.742 0.899 0.813 f = sitting 0.000 1.000 0.963 0.981 g = running 0.063 0.726 0.954 0.824 h = walking ------------------------------------------------------- 0.021 0.867 0.857 0.856 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.032 0.729 0.682 0.705 a = climbing down 0.022 0.823 0.737 0.778 b = climbing up 0.004 0.851 1.000 0.920 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.017 0.909 0.868 0.888 e = standing 0.034 0.770 0.895 0.828 f = sitting 0.000 1.000 0.966 0.983 g = running 0.047 0.764 0.880 0.818 h = walking ------------------------------------------------------- 0.020 0.870 0.865 0.865 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.033 0.729 0.706 0.717 a = climbing down 0.032 0.774 0.810 0.791 b = climbing up 0.003 0.869 1.000 0.930 c = jumping 0.000 0.998 0.925 0.960 d = lying 0.017 0.907 0.880 0.893 e = standing 0.031 0.783 0.890 0.833 f = sitting 0.000 1.000 0.968 0.984 g = running 0.035 0.798 0.802 0.800 h = walking ------------------------------------------------------- 0.019 0.870 0.867 0.868 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.063 0.617 0.804 0.698 a = climbing down 0.045 0.723 0.852 0.782 b = climbing up 0.003 0.860 1.000 0.925 c = jumping 0.000 0.998 0.925 0.960 d = lying 0.018 0.905 0.893 0.899 e = standing 0.029 0.795 0.886 0.838 f = sitting 0.000 1.000 0.950 0.974 g = running 0.018 0.841 0.558 0.671 h = walking ------------------------------------------------------- 0.021 0.859 0.845 0.845 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.905 0.729 0.808 a = climbing down 0.042 0.748 0.902 0.817 b = climbing up 0.003 0.860 1.000 0.925 c = jumping 0.000 0.998 0.927 0.961 d = lying 0.017 0.913 0.914 0.914 e = standing 0.025 0.819 0.892 0.854 f = sitting 0.000 1.000 0.967 0.983 g = running 0.024 0.860 0.859 0.859 h = walking ------------------------------------------------------- 0.015 0.901 0.894 0.895 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.773 0.514 0.618 a = climbing down 0.044 0.695 0.745 0.719 b = climbing up 0.000 0.971 0.776 0.863 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.017 0.904 0.833 0.867 e = standing 0.030 0.785 0.871 0.826 f = sitting 0.007 0.969 0.971 0.970 g = running 0.061 0.712 0.869 0.783 h = walking ------------------------------------------------------- 0.024 0.849 0.845 0.842 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.843 0.555 0.669 a = climbing down 0.087 0.586 0.911 0.713 b = climbing up 0.000 0.985 0.765 0.861 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.017 0.906 0.852 0.878 e = standing 0.027 0.805 0.871 0.837 f = sitting 0.007 0.970 0.968 0.969 g = running 0.028 0.810 0.682 0.741 h = walking ------------------------------------------------------- 0.023 0.862 0.844 0.844 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.928 0.529 0.674 a = climbing down 0.042 0.730 0.830 0.777 b = climbing up 0.000 0.986 0.824 0.897 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.017 0.905 0.843 0.873 e = standing 0.028 0.796 0.871 0.832 f = sitting 0.005 0.976 0.972 0.974 g = running 0.049 0.771 0.959 0.855 h = walking ------------------------------------------------------- 0.020 0.883 0.873 0.869 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.909 0.751 0.822 a = climbing down 0.049 0.716 0.911 0.802 b = climbing up 0.000 0.986 0.824 0.897 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.017 0.905 0.863 0.884 e = standing 0.025 0.816 0.869 0.842 f = sitting 0.005 0.976 0.972 0.974 g = running 0.021 0.873 0.820 0.846 h = walking ------------------------------------------------------- 0.017 0.896 0.889 0.890 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.930 0.738 0.823 a = climbing down 0.029 0.804 0.869 0.835 b = climbing up 0.000 0.986 0.800 0.883 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.017 0.906 0.867 0.886 e = standing 0.024 0.821 0.869 0.844 f = sitting 0.006 0.974 0.972 0.973 g = running 0.033 0.832 0.931 0.879 h = walking ------------------------------------------------------- 0.016 0.903 0.900 0.899 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.876 0.824 0.849 a = climbing down 0.029 0.799 0.844 0.821 b = climbing up 0.000 1.000 0.765 0.867 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.018 0.903 0.887 0.895 e = standing 0.020 0.842 0.862 0.852 f = sitting 0.007 0.970 0.974 0.972 g = running 0.023 0.871 0.895 0.883 h = walking ------------------------------------------------------- 0.015 0.904 0.903 0.903 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.051 0.446 0.345 0.389 a = climbing down 0.046 0.559 0.456 0.502 b = climbing up 0.000 1.000 0.945 0.972 c = jumping 0.001 0.990 0.338 0.504 d = lying 0.053 0.607 0.428 0.502 e = standing 0.206 0.359 0.747 0.485 f = sitting 0.044 0.811 0.998 0.895 g = running 0.053 0.732 0.777 0.754 h = walking ------------------------------------------------------- 0.062 0.669 0.609 0.600 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.745 0.683 0.713 a = climbing down 0.025 0.779 0.700 0.737 b = climbing up 0.000 1.000 0.945 0.972 c = jumping 0.001 0.993 0.782 0.875 d = lying 0.053 0.610 0.431 0.505 e = standing 0.131 0.468 0.743 0.575 f = sitting 0.012 0.940 0.998 0.968 g = running 0.031 0.844 0.906 0.874 h = walking ------------------------------------------------------- 0.039 0.779 0.758 0.759 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.738 0.724 0.731 a = climbing down 0.026 0.781 0.718 0.748 b = climbing up 0.000 1.000 0.945 0.972 c = jumping 0.001 0.993 0.782 0.875 d = lying 0.053 0.610 0.431 0.505 e = standing 0.131 0.468 0.743 0.575 f = sitting 0.011 0.944 0.998 0.970 g = running 0.026 0.862 0.880 0.871 h = walking ------------------------------------------------------- 0.038 0.782 0.760 0.762 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.031 0.740 0.740 0.740 a = climbing down 0.033 0.751 0.790 0.770 b = climbing up 0.000 1.000 0.945 0.972 c = jumping 0.001 0.993 0.784 0.876 d = lying 0.053 0.604 0.423 0.498 e = standing 0.132 0.466 0.742 0.572 f = sitting 0.008 0.958 0.998 0.978 g = running 0.017 0.901 0.837 0.868 h = walking ------------------------------------------------------- 0.037 0.786 0.762 0.765 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.031 0.743 0.745 0.744 a = climbing down 0.033 0.753 0.776 0.764 b = climbing up 0.000 1.000 0.945 0.972 c = jumping 0.001 0.994 0.787 0.878 d = lying 0.062 0.737 0.898 0.809 e = standing 0.042 0.717 0.692 0.704 f = sitting 0.008 0.960 0.998 0.979 g = running 0.018 0.896 0.845 0.869 h = walking ------------------------------------------------------- 0.027 0.841 0.833 0.833 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.789 0.750 0.769 a = climbing down 0.031 0.773 0.823 0.797 b = climbing up 0.000 1.000 0.945 0.972 c = jumping 0.001 0.994 0.787 0.878 d = lying 0.062 0.738 0.903 0.812 e = standing 0.042 0.721 0.692 0.706 f = sitting 0.008 0.960 0.998 0.979 g = running 0.016 0.909 0.868 0.888 h = walking ------------------------------------------------------- 0.025 0.851 0.843 0.843 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.044 0.558 0.475 0.513 a = climbing down 0.033 0.630 0.436 0.515 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.004 0.936 0.379 0.540 d = lying 0.047 0.685 0.531 0.598 e = standing 0.161 0.462 0.888 0.608 f = sitting 0.052 0.781 0.989 0.873 g = running 0.037 0.815 0.873 0.843 h = walking ------------------------------------------------------- 0.052 0.715 0.674 0.662 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.845 0.694 0.762 a = climbing down 0.022 0.771 0.589 0.668 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.004 0.941 0.384 0.546 d = lying 0.047 0.678 0.518 0.588 e = standing 0.163 0.459 0.887 0.605 f = sitting 0.030 0.862 0.989 0.921 g = running 0.043 0.802 0.928 0.861 h = walking ------------------------------------------------------- 0.046 0.771 0.722 0.715 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.858 0.523 0.650 a = climbing down 0.044 0.676 0.721 0.698 b = climbing up 0.000 1.000 0.922 0.960 c = jumping 0.006 0.957 0.797 0.869 d = lying 0.042 0.704 0.513 0.594 e = standing 0.097 0.588 0.887 0.707 f = sitting 0.024 0.886 0.987 0.934 g = running 0.034 0.836 0.928 0.880 h = walking ------------------------------------------------------- 0.036 0.795 0.779 0.774 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.859 0.733 0.791 a = climbing down 0.030 0.774 0.813 0.793 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.006 0.961 0.807 0.877 d = lying 0.041 0.721 0.554 0.627 e = standing 0.088 0.610 0.887 0.723 f = sitting 0.019 0.907 0.987 0.945 g = running 0.014 0.922 0.906 0.914 h = walking ------------------------------------------------------- 0.030 0.829 0.816 0.816 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.873 0.812 0.841 a = climbing down 0.027 0.805 0.861 0.832 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.006 0.961 0.810 0.879 d = lying 0.041 0.722 0.557 0.629 e = standing 0.087 0.613 0.887 0.725 f = sitting 0.019 0.907 0.987 0.945 g = running 0.006 0.966 0.886 0.925 h = walking ------------------------------------------------------- 0.028 0.842 0.828 0.828 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.907 0.800 0.850 a = climbing down 0.022 0.831 0.852 0.841 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.006 0.961 0.816 0.882 d = lying 0.041 0.725 0.556 0.629 e = standing 0.087 0.613 0.887 0.725 f = sitting 0.019 0.908 0.987 0.946 g = running 0.010 0.945 0.930 0.938 h = walking ------------------------------------------------------- 0.027 0.846 0.833 0.833 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.496 0.274 0.353 a = climbing down 0.039 0.730 0.602 0.660 b = climbing up 0.002 0.907 0.978 0.941 c = jumping 0.002 0.988 0.937 0.962 d = lying 0.063 0.667 0.720 0.693 e = standing 0.053 0.566 0.542 0.554 f = sitting 0.006 0.960 0.830 0.890 g = running 0.127 0.588 0.930 0.720 h = walking ------------------------------------------------------- 0.047 0.727 0.719 0.711 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.819 0.471 0.598 a = climbing down 0.203 0.444 0.935 0.602 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.002 0.988 0.939 0.963 d = lying 0.063 0.667 0.720 0.693 e = standing 0.053 0.567 0.542 0.555 f = sitting 0.007 0.961 0.980 0.971 g = running 0.006 0.884 0.248 0.387 h = walking ------------------------------------------------------- 0.049 0.772 0.702 0.689 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.794 0.462 0.584 a = climbing down 0.045 0.762 0.822 0.791 b = climbing up 0.000 0.988 0.933 0.960 c = jumping 0.002 0.988 0.939 0.963 d = lying 0.063 0.667 0.720 0.693 e = standing 0.053 0.567 0.542 0.555 f = sitting 0.007 0.961 0.979 0.970 g = running 0.055 0.766 0.924 0.838 h = walking ------------------------------------------------------- 0.034 0.797 0.794 0.789 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.776 0.563 0.653 a = climbing down 0.090 0.635 0.904 0.746 b = climbing up 0.000 0.989 0.956 0.972 c = jumping 0.002 0.988 0.939 0.963 d = lying 0.065 0.661 0.722 0.690 e = standing 0.053 0.563 0.529 0.545 f = sitting 0.006 0.966 0.977 0.971 g = running 0.013 0.916 0.730 0.813 h = walking ------------------------------------------------------- 0.035 0.800 0.785 0.785 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.797 0.568 0.663 a = climbing down 0.041 0.780 0.838 0.808 b = climbing up 0.001 0.977 0.956 0.966 c = jumping 0.002 0.988 0.939 0.963 d = lying 0.065 0.659 0.714 0.685 e = standing 0.054 0.556 0.529 0.542 f = sitting 0.006 0.966 0.979 0.972 g = running 0.041 0.815 0.913 0.861 h = walking ------------------------------------------------------- 0.032 0.806 0.804 0.802 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.812 0.566 0.667 a = climbing down 0.059 0.725 0.901 0.803 b = climbing up 0.001 0.978 0.978 0.978 c = jumping 0.002 0.986 0.941 0.963 d = lying 0.065 0.659 0.720 0.688 e = standing 0.053 0.560 0.522 0.540 f = sitting 0.002 0.988 0.975 0.982 g = running 0.023 0.884 0.884 0.884 h = walking ------------------------------------------------------- 0.031 0.814 0.809 0.807 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.735 0.455 0.562 a = climbing down 0.024 0.729 0.364 0.486 b = climbing up 0.003 0.875 0.885 0.880 c = jumping 0.018 0.889 0.924 0.906 d = lying 0.028 0.826 0.745 0.783 e = standing 0.051 0.628 0.679 0.652 f = sitting 0.010 0.940 0.876 0.907 g = running 0.162 0.532 0.947 0.681 h = walking ------------------------------------------------------- 0.046 0.758 0.729 0.721 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.907 0.577 0.706 a = climbing down 0.057 0.713 0.811 0.759 b = climbing up 0.000 1.000 0.885 0.939 c = jumping 0.018 0.889 0.924 0.906 d = lying 0.028 0.827 0.752 0.788 e = standing 0.050 0.633 0.679 0.655 f = sitting 0.003 0.982 0.978 0.980 g = running 0.060 0.732 0.838 0.781 h = walking ------------------------------------------------------- 0.032 0.818 0.808 0.807 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.787 0.695 0.738 a = climbing down 0.020 0.826 0.545 0.656 b = climbing up 0.000 1.000 0.839 0.912 c = jumping 0.018 0.889 0.924 0.906 d = lying 0.027 0.826 0.738 0.780 e = standing 0.053 0.623 0.681 0.651 f = sitting 0.005 0.976 0.990 0.983 g = running 0.087 0.679 0.948 0.791 h = walking ------------------------------------------------------- 0.033 0.810 0.799 0.796 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.958 0.730 0.828 a = climbing down 0.042 0.770 0.799 0.784 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.018 0.891 0.924 0.907 d = lying 0.028 0.827 0.769 0.797 e = standing 0.047 0.646 0.676 0.661 f = sitting 0.004 0.979 0.990 0.984 g = running 0.048 0.782 0.889 0.832 h = walking ------------------------------------------------------- 0.027 0.841 0.836 0.836 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.951 0.843 0.894 a = climbing down 0.068 0.705 0.931 0.802 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.018 0.891 0.924 0.907 d = lying 0.028 0.828 0.768 0.797 e = standing 0.048 0.645 0.679 0.662 f = sitting 0.004 0.980 0.990 0.985 g = running 0.015 0.906 0.720 0.802 h = walking ------------------------------------------------------- 0.026 0.852 0.840 0.841 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.980 0.795 0.878 a = climbing down 0.043 0.785 0.907 0.841 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.018 0.891 0.926 0.908 d = lying 0.028 0.828 0.768 0.797 e = standing 0.047 0.647 0.679 0.662 f = sitting 0.004 0.980 0.990 0.985 g = running 0.028 0.857 0.855 0.856 h = walking ------------------------------------------------------- 0.024 0.859 0.854 0.854 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.919 0.486 0.636 a = climbing down 0.048 0.736 0.903 0.811 b = climbing up 0.002 0.932 0.882 0.906 c = jumping 0.001 0.997 0.972 0.984 d = lying 0.029 0.836 0.870 0.853 e = standing 0.024 0.847 0.834 0.840 f = sitting 0.036 0.826 0.988 0.900 g = running 0.028 0.841 0.826 0.833 h = walking ------------------------------------------------------- 0.024 0.859 0.851 0.845 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.912 0.710 0.799 a = climbing down 0.023 0.834 0.785 0.809 b = climbing up 0.002 0.922 0.892 0.907 c = jumping 0.001 0.997 0.972 0.984 d = lying 0.029 0.835 0.870 0.852 e = standing 0.024 0.847 0.832 0.839 f = sitting 0.005 0.969 0.980 0.974 g = running 0.051 0.767 0.930 0.841 h = walking ------------------------------------------------------- 0.020 0.881 0.876 0.876 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.947 0.682 0.793 a = climbing down 0.044 0.749 0.884 0.811 b = climbing up 0.002 0.933 0.892 0.912 c = jumping 0.001 0.997 0.972 0.984 d = lying 0.029 0.837 0.870 0.853 e = standing 0.024 0.847 0.835 0.841 f = sitting 0.005 0.972 0.985 0.978 g = running 0.033 0.824 0.867 0.845 h = walking ------------------------------------------------------- 0.020 0.883 0.877 0.877 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.947 0.684 0.795 a = climbing down 0.045 0.743 0.875 0.803 b = climbing up 0.001 0.943 0.892 0.917 c = jumping 0.001 0.997 0.972 0.984 d = lying 0.028 0.840 0.868 0.854 e = standing 0.025 0.846 0.839 0.843 f = sitting 0.005 0.972 0.987 0.979 g = running 0.033 0.823 0.867 0.844 h = walking ------------------------------------------------------- 0.020 0.883 0.877 0.877 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.944 0.682 0.792 a = climbing down 0.044 0.746 0.873 0.805 b = climbing up 0.002 0.924 0.914 0.919 c = jumping 0.001 0.997 0.973 0.985 d = lying 0.029 0.837 0.870 0.853 e = standing 0.024 0.849 0.835 0.842 f = sitting 0.004 0.975 0.982 0.978 g = running 0.035 0.818 0.868 0.842 h = walking ------------------------------------------------------- 0.020 0.882 0.876 0.876 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.958 0.674 0.791 a = climbing down 0.058 0.702 0.924 0.798 b = climbing up 0.002 0.926 0.935 0.930 c = jumping 0.001 0.997 0.973 0.985 d = lying 0.029 0.835 0.870 0.852 e = standing 0.024 0.848 0.832 0.840 f = sitting 0.003 0.980 0.980 0.980 g = running 0.023 0.864 0.824 0.844 h = walking ------------------------------------------------------- 0.020 0.886 0.875 0.875 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.864 0.572 0.688 a = climbing down 0.043 0.746 0.838 0.789 b = climbing up 0.000 1.000 0.656 0.792 c = jumping 0.006 0.967 0.988 0.978 d = lying 0.024 0.862 0.861 0.862 e = standing 0.024 0.849 0.831 0.840 f = sitting 0.062 0.737 1.000 0.849 g = running 0.015 0.898 0.767 0.828 h = walking ------------------------------------------------------- 0.026 0.851 0.841 0.838 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.952 0.634 0.761 a = climbing down 0.038 0.772 0.859 0.813 b = climbing up 0.000 1.000 0.733 0.846 c = jumping 0.006 0.967 0.975 0.971 d = lying 0.025 0.853 0.858 0.855 e = standing 0.026 0.839 0.827 0.833 f = sitting 0.045 0.794 1.000 0.885 g = running 0.024 0.858 0.810 0.833 h = walking ------------------------------------------------------- 0.024 0.864 0.856 0.854 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.931 0.839 0.882 a = climbing down 0.016 0.865 0.695 0.771 b = climbing up 0.000 1.000 0.733 0.846 c = jumping 0.006 0.967 0.975 0.971 d = lying 0.025 0.856 0.858 0.857 e = standing 0.026 0.840 0.831 0.835 f = sitting 0.020 0.897 1.000 0.946 g = running 0.047 0.776 0.910 0.838 h = walking ------------------------------------------------------- 0.021 0.877 0.874 0.872 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.892 0.905 0.899 a = climbing down 0.017 0.858 0.691 0.766 b = climbing up 0.000 1.000 0.733 0.846 c = jumping 0.006 0.967 0.975 0.971 d = lying 0.025 0.856 0.858 0.857 e = standing 0.026 0.840 0.831 0.835 f = sitting 0.015 0.922 1.000 0.960 g = running 0.038 0.807 0.898 0.850 h = walking ------------------------------------------------------- 0.020 0.880 0.879 0.878 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.926 0.916 0.921 a = climbing down 0.039 0.763 0.836 0.798 b = climbing up 0.000 1.000 0.744 0.854 c = jumping 0.006 0.967 0.975 0.971 d = lying 0.025 0.856 0.858 0.857 e = standing 0.026 0.840 0.831 0.835 f = sitting 0.011 0.938 1.000 0.968 g = running 0.020 0.874 0.787 0.828 h = walking ------------------------------------------------------- 0.019 0.884 0.883 0.882 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.925 0.925 0.925 a = climbing down 0.019 0.862 0.785 0.822 b = climbing up 0.000 1.000 0.744 0.854 c = jumping 0.006 0.967 0.975 0.971 d = lying 0.024 0.862 0.858 0.860 e = standing 0.026 0.841 0.838 0.840 f = sitting 0.010 0.944 1.000 0.971 g = running 0.028 0.850 0.898 0.873 h = walking ------------------------------------------------------- 0.017 0.895 0.895 0.894 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.030 0.672 0.551 0.606 a = climbing down 0.040 0.728 0.695 0.711 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.998 0.997 d = lying 0.084 0.694 0.985 0.814 e = standing 0.003 0.964 0.497 0.655 f = sitting 0.007 0.960 0.990 0.975 g = running 0.062 0.691 0.780 0.733 h = walking ------------------------------------------------------- 0.033 0.823 0.806 0.798 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.019 0.774 0.573 0.658 a = climbing down 0.038 0.760 0.776 0.768 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.998 0.997 d = lying 0.089 0.683 0.987 0.807 e = standing 0.003 0.965 0.469 0.632 f = sitting 0.005 0.971 0.990 0.980 g = running 0.058 0.713 0.808 0.757 h = walking ------------------------------------------------------- 0.031 0.840 0.819 0.811 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.859 0.554 0.673 a = climbing down 0.037 0.770 0.810 0.790 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.998 0.997 d = lying 0.090 0.680 0.987 0.805 e = standing 0.003 0.965 0.461 0.624 f = sitting 0.004 0.977 0.990 0.984 g = running 0.056 0.732 0.861 0.792 h = walking ------------------------------------------------------- 0.030 0.854 0.829 0.820 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.862 0.568 0.685 a = climbing down 0.048 0.735 0.858 0.792 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.998 0.997 d = lying 0.091 0.679 0.987 0.804 e = standing 0.003 0.964 0.459 0.622 f = sitting 0.003 0.982 0.988 0.985 g = running 0.046 0.759 0.813 0.785 h = walking ------------------------------------------------------- 0.030 0.854 0.829 0.820 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.873 0.558 0.681 a = climbing down 0.047 0.738 0.855 0.792 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.998 0.997 d = lying 0.092 0.675 0.987 0.801 e = standing 0.003 0.964 0.449 0.613 f = sitting 0.003 0.984 0.988 0.986 g = running 0.047 0.760 0.831 0.794 h = walking ------------------------------------------------------- 0.030 0.855 0.829 0.820 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.893 0.558 0.687 a = climbing down 0.040 0.762 0.833 0.796 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.998 0.997 d = lying 0.096 0.666 0.988 0.795 e = standing 0.003 0.965 0.425 0.591 f = sitting 0.003 0.984 0.988 0.986 g = running 0.052 0.749 0.869 0.805 h = walking ------------------------------------------------------- 0.031 0.857 0.829 0.818 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.801 0.798 0.800 a = climbing down 0.040 0.715 0.654 0.683 b = climbing up 0.000 0.986 0.726 0.836 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.104 0.643 0.970 0.774 e = standing 0.006 0.919 0.385 0.542 f = sitting 0.019 0.901 0.995 0.946 g = running 0.049 0.729 0.742 0.735 h = walking ------------------------------------------------------- 0.036 0.817 0.795 0.784 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.850 0.781 0.814 a = climbing down 0.049 0.689 0.703 0.696 b = climbing up 0.000 0.986 0.747 0.850 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.103 0.644 0.966 0.773 e = standing 0.006 0.909 0.390 0.546 f = sitting 0.016 0.915 0.993 0.952 g = running 0.049 0.725 0.718 0.721 h = walking ------------------------------------------------------- 0.035 0.818 0.797 0.787 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.829 0.769 0.797 a = climbing down 0.058 0.657 0.715 0.685 b = climbing up 0.000 0.986 0.747 0.850 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.104 0.643 0.967 0.772 e = standing 0.006 0.912 0.385 0.541 f = sitting 0.015 0.916 0.992 0.952 g = running 0.045 0.730 0.677 0.702 h = walking ------------------------------------------------------- 0.036 0.813 0.790 0.780 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.850 0.836 0.843 a = climbing down 0.080 0.613 0.818 0.701 b = climbing up 0.000 0.986 0.737 0.843 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.105 0.641 0.969 0.772 e = standing 0.006 0.914 0.380 0.537 f = sitting 0.015 0.919 0.992 0.954 g = running 0.024 0.804 0.545 0.650 h = walking ------------------------------------------------------- 0.036 0.821 0.790 0.778 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.891 0.884 0.888 a = climbing down 0.063 0.670 0.825 0.739 b = climbing up 0.000 0.986 0.747 0.850 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.107 0.639 0.972 0.771 e = standing 0.005 0.920 0.371 0.529 f = sitting 0.014 0.926 0.990 0.957 g = running 0.024 0.825 0.635 0.718 h = walking ------------------------------------------------------- 0.033 0.837 0.809 0.797 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.912 0.880 0.896 a = climbing down 0.039 0.756 0.775 0.765 b = climbing up 0.000 0.986 0.747 0.850 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.107 0.637 0.972 0.770 e = standing 0.005 0.919 0.366 0.524 f = sitting 0.013 0.929 0.990 0.958 g = running 0.035 0.798 0.778 0.788 h = walking ------------------------------------------------------- 0.032 0.847 0.822 0.811 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.523 0.364 0.429 a = climbing down 0.016 0.847 0.598 0.701 b = climbing up 0.001 0.963 0.906 0.933 c = jumping 0.000 1.000 0.882 0.937 d = lying 0.022 0.887 0.957 0.921 e = standing 0.027 0.850 0.887 0.868 f = sitting 0.080 0.703 0.993 0.823 g = running 0.006 0.969 0.925 0.947 h = walking ------------------------------------------------------- 0.025 0.857 0.850 0.845 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.706 0.528 0.604 a = climbing down 0.030 0.804 0.847 0.825 b = climbing up 0.001 0.963 0.929 0.946 c = jumping 0.000 1.000 0.882 0.937 d = lying 0.022 0.889 0.957 0.921 e = standing 0.027 0.850 0.889 0.869 f = sitting 0.009 0.956 0.993 0.974 g = running 0.007 0.965 0.989 0.977 h = walking ------------------------------------------------------- 0.015 0.903 0.904 0.902 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.725 0.896 0.801 a = climbing down 0.007 0.942 0.794 0.862 b = climbing up 0.001 0.963 0.929 0.946 c = jumping 0.000 1.000 0.882 0.937 d = lying 0.022 0.889 0.957 0.921 e = standing 0.027 0.850 0.889 0.869 f = sitting 0.003 0.982 0.993 0.988 g = running 0.007 0.968 0.989 0.978 h = walking ------------------------------------------------------- 0.011 0.927 0.921 0.922 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.718 0.896 0.797 a = climbing down 0.007 0.942 0.790 0.859 b = climbing up 0.001 0.963 0.929 0.946 c = jumping 0.000 1.000 0.882 0.937 d = lying 0.022 0.889 0.957 0.921 e = standing 0.027 0.850 0.889 0.869 f = sitting 0.003 0.982 0.993 0.988 g = running 0.006 0.969 0.989 0.979 h = walking ------------------------------------------------------- 0.011 0.926 0.920 0.921 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.793 0.872 0.830 a = climbing down 0.011 0.918 0.867 0.892 b = climbing up 0.001 0.963 0.929 0.946 c = jumping 0.000 1.000 0.883 0.938 d = lying 0.022 0.888 0.960 0.922 e = standing 0.026 0.854 0.887 0.870 f = sitting 0.002 0.987 0.989 0.988 g = running 0.003 0.983 0.989 0.986 h = walking ------------------------------------------------------- 0.011 0.932 0.929 0.929 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.772 0.784 0.778 a = climbing down 0.018 0.875 0.869 0.872 b = climbing up 0.001 0.963 0.929 0.946 c = jumping 0.000 1.000 0.903 0.949 d = lying 0.022 0.888 0.960 0.922 e = standing 0.022 0.872 0.887 0.880 f = sitting 0.002 0.987 0.989 0.988 g = running 0.002 0.988 0.989 0.988 h = walking ------------------------------------------------------- 0.011 0.928 0.926 0.927 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.367 0.220 0.276 a = climbing down 0.010 0.911 0.689 0.785 b = climbing up 0.000 1.000 0.788 0.882 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.015 0.922 0.987 0.953 e = standing 0.002 0.984 0.912 0.947 f = sitting 0.078 0.708 1.000 0.829 g = running 0.007 0.966 0.941 0.953 h = walking ------------------------------------------------------- 0.019 0.882 0.881 0.873 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.636 0.335 0.439 a = climbing down 0.010 0.923 0.779 0.845 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.015 0.924 0.988 0.955 e = standing 0.002 0.986 0.912 0.948 f = sitting 0.061 0.755 1.000 0.860 g = running 0.007 0.966 0.983 0.974 h = walking ------------------------------------------------------- 0.016 0.908 0.907 0.901 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.664 0.886 0.759 a = climbing down 0.006 0.948 0.787 0.860 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.015 0.924 0.988 0.955 e = standing 0.002 0.986 0.912 0.948 f = sitting 0.007 0.964 0.997 0.980 g = running 0.003 0.987 0.983 0.985 h = walking ------------------------------------------------------- 0.007 0.950 0.943 0.944 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.639 0.927 0.757 a = climbing down 0.004 0.963 0.753 0.845 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.015 0.924 0.988 0.955 e = standing 0.002 0.986 0.912 0.948 f = sitting 0.007 0.965 0.997 0.981 g = running 0.002 0.991 0.981 0.986 h = walking ------------------------------------------------------- 0.007 0.951 0.941 0.942 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.639 0.927 0.757 a = climbing down 0.004 0.963 0.753 0.845 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.015 0.925 0.988 0.956 e = standing 0.002 0.986 0.914 0.949 f = sitting 0.007 0.965 0.997 0.981 g = running 0.002 0.991 0.981 0.986 h = walking ------------------------------------------------------- 0.007 0.951 0.941 0.942 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.638 0.927 0.755 a = climbing down 0.004 0.963 0.753 0.845 b = climbing up 0.000 1.000 0.812 0.896 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.015 0.925 0.990 0.957 e = standing 0.002 0.988 0.914 0.950 f = sitting 0.006 0.968 0.997 0.982 g = running 0.002 0.991 0.981 0.986 h = walking ------------------------------------------------------- 0.007 0.952 0.942 0.943 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.461 0.133 0.207 a = climbing down 0.255 0.209 0.450 0.286 b = climbing up 0.059 0.228 0.855 0.360 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.151 0.266 0.339 0.298 e = standing 0.112 0.045 0.034 0.039 f = sitting 0.003 0.963 0.485 0.645 g = running 0.113 0.158 0.118 0.135 h = walking ------------------------------------------------------- 0.091 0.452 0.375 0.379 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.661 0.469 0.548 a = climbing down 0.256 0.348 0.910 0.504 b = climbing up 0.001 0.935 0.867 0.900 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.151 0.264 0.334 0.295 e = standing 0.113 0.049 0.038 0.043 f = sitting 0.003 0.980 0.850 0.910 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.488 0.516 0.482 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.033 0.668 0.469 0.551 a = climbing down 0.256 0.349 0.916 0.506 b = climbing up 0.001 0.961 0.880 0.918 c = jumping 0.000 1.000 0.943 0.970 d = lying 0.151 0.261 0.329 0.291 e = standing 0.114 0.051 0.040 0.045 f = sitting 0.003 0.982 0.853 0.913 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.490 0.516 0.483 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.033 0.674 0.469 0.553 a = climbing down 0.255 0.353 0.927 0.511 b = climbing up 0.000 0.987 0.904 0.943 c = jumping 0.000 1.000 0.943 0.970 d = lying 0.151 0.262 0.332 0.293 e = standing 0.113 0.049 0.038 0.043 f = sitting 0.002 0.986 0.856 0.916 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.492 0.519 0.485 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.677 0.467 0.552 a = climbing down 0.257 0.351 0.925 0.509 b = climbing up 0.000 0.987 0.904 0.943 c = jumping 0.000 1.000 0.943 0.970 d = lying 0.151 0.262 0.332 0.293 e = standing 0.113 0.047 0.036 0.041 f = sitting 0.002 0.987 0.856 0.917 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.492 0.518 0.484 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.887 0.478 0.621 a = climbing down 0.250 0.363 0.949 0.525 b = climbing up 0.000 1.000 0.735 0.847 c = jumping 0.000 1.000 0.943 0.970 d = lying 0.152 0.263 0.336 0.295 e = standing 0.113 0.042 0.033 0.037 f = sitting 0.007 0.962 0.989 0.976 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.071 0.516 0.540 0.502 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.805 0.413 0.546 a = climbing down 0.242 0.232 0.486 0.314 b = climbing up 0.031 0.388 1.000 0.559 c = jumping 0.000 1.000 0.952 0.976 d = lying 0.151 0.320 0.438 0.370 e = standing 0.095 0.063 0.042 0.050 f = sitting 0.000 1.000 0.535 0.697 g = running 0.121 0.078 0.057 0.066 h = walking ------------------------------------------------------- 0.086 0.505 0.432 0.439 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.031 0.060 a = climbing down 0.326 0.314 0.996 0.478 b = climbing up 0.021 0.488 1.000 0.656 c = jumping 0.000 1.000 0.952 0.976 d = lying 0.151 0.286 0.372 0.323 e = standing 0.105 0.057 0.042 0.048 f = sitting 0.002 0.984 0.758 0.856 g = running 0.007 0.042 0.002 0.003 h = walking ------------------------------------------------------- 0.079 0.528 0.468 0.410 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.029 0.056 a = climbing down 0.328 0.314 0.998 0.477 b = climbing up 0.007 0.741 1.000 0.851 c = jumping 0.000 1.000 0.952 0.976 d = lying 0.151 0.286 0.372 0.323 e = standing 0.105 0.057 0.042 0.048 f = sitting 0.002 0.989 0.843 0.910 g = running 0.006 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.079 0.528 0.481 0.421 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.027 0.052 a = climbing down 0.327 0.314 0.998 0.478 b = climbing up 0.006 0.762 1.000 0.865 c = jumping 0.000 1.000 0.952 0.976 d = lying 0.151 0.257 0.322 0.286 e = standing 0.113 0.053 0.042 0.047 f = sitting 0.002 0.987 0.848 0.912 g = running 0.007 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.080 0.523 0.474 0.416 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.915 0.821 0.866 a = climbing down 0.216 0.396 0.941 0.557 b = climbing up 0.005 0.804 0.975 0.881 c = jumping 0.000 1.000 0.952 0.976 d = lying 0.151 0.257 0.322 0.286 e = standing 0.113 0.053 0.042 0.047 f = sitting 0.001 0.995 0.871 0.929 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.066 0.525 0.569 0.531 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.970 0.804 0.879 a = climbing down 0.213 0.409 0.983 0.578 b = climbing up 0.003 0.851 1.000 0.920 c = jumping 0.000 1.000 0.952 0.976 d = lying 0.151 0.257 0.322 0.286 e = standing 0.113 0.053 0.042 0.047 f = sitting 0.000 0.998 0.915 0.955 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.064 0.535 0.580 0.540 Weighted Avg. >> headthigh >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.069 0.280 0.209 0.239 a = climbing down 0.060 0.729 0.837 0.779 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.003 0.980 0.978 0.979 d = lying 0.106 0.245 0.299 0.269 e = standing 0.086 0.455 0.389 0.419 f = sitting 0.002 0.981 0.596 0.741 g = running 0.091 0.648 0.911 0.758 h = walking ------------------------------------------------------- 0.057 0.651 0.639 0.633 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.079 0.457 0.515 0.484 a = climbing down 0.024 0.836 0.634 0.721 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.010 0.945 0.993 0.969 d = lying 0.110 0.246 0.313 0.275 e = standing 0.076 0.468 0.361 0.407 f = sitting 0.002 0.979 0.619 0.759 g = running 0.097 0.649 0.978 0.781 h = walking ------------------------------------------------------- 0.053 0.685 0.655 0.655 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.078 0.503 0.613 0.552 a = climbing down 0.045 0.788 0.865 0.825 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.011 0.938 0.997 0.966 d = lying 0.113 0.239 0.308 0.270 e = standing 0.075 0.462 0.347 0.396 f = sitting 0.002 0.979 0.638 0.773 g = running 0.035 0.823 0.878 0.850 h = walking ------------------------------------------------------- 0.047 0.707 0.688 0.689 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.102 0.487 0.751 0.591 a = climbing down 0.035 0.822 0.844 0.833 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.011 0.941 0.997 0.968 d = lying 0.114 0.239 0.311 0.270 e = standing 0.074 0.459 0.342 0.392 f = sitting 0.002 0.979 0.645 0.778 g = running 0.023 0.862 0.773 0.815 h = walking ------------------------------------------------------- 0.046 0.717 0.685 0.690 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.082 0.545 0.760 0.635 a = climbing down 0.035 0.823 0.841 0.832 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.008 0.954 0.997 0.975 d = lying 0.119 0.232 0.311 0.265 e = standing 0.077 0.433 0.317 0.366 f = sitting 0.002 0.982 0.753 0.852 g = running 0.022 0.866 0.789 0.826 h = walking ------------------------------------------------------- 0.044 0.722 0.699 0.704 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.071 0.576 0.751 0.652 a = climbing down 0.023 0.869 0.807 0.837 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.011 0.938 0.997 0.966 d = lying 0.120 0.230 0.311 0.264 e = standing 0.074 0.432 0.306 0.359 f = sitting 0.002 0.982 0.755 0.854 g = running 0.034 0.828 0.889 0.858 h = walking ------------------------------------------------------- 0.043 0.724 0.707 0.709 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.728 0.355 0.477 a = climbing down 0.043 0.791 0.841 0.815 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.981 0.930 0.955 d = lying 0.105 0.369 0.531 0.435 e = standing 0.066 0.530 0.402 0.457 f = sitting 0.000 1.000 0.907 0.951 g = running 0.092 0.642 0.898 0.749 h = walking ------------------------------------------------------- 0.045 0.738 0.719 0.714 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.839 0.447 0.583 a = climbing down 0.104 0.629 0.914 0.746 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.968 0.943 0.955 d = lying 0.111 0.358 0.533 0.428 e = standing 0.061 0.526 0.367 0.432 f = sitting 0.000 1.000 0.959 0.979 g = running 0.050 0.700 0.636 0.667 h = walking ------------------------------------------------------- 0.048 0.730 0.705 0.702 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.818 0.701 0.755 a = climbing down 0.018 0.895 0.805 0.847 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.964 0.943 0.954 d = lying 0.113 0.353 0.533 0.425 e = standing 0.061 0.519 0.355 0.422 f = sitting 0.000 1.000 0.966 0.983 g = running 0.062 0.726 0.902 0.805 h = walking ------------------------------------------------------- 0.037 0.772 0.757 0.758 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.872 0.859 0.865 a = climbing down 0.027 0.860 0.853 0.856 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.963 0.943 0.953 d = lying 0.110 0.353 0.521 0.421 e = standing 0.062 0.524 0.369 0.433 f = sitting 0.000 1.000 0.975 0.987 g = running 0.036 0.813 0.849 0.831 h = walking ------------------------------------------------------- 0.034 0.787 0.776 0.778 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.878 0.863 0.871 a = climbing down 0.026 0.866 0.853 0.859 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.963 0.943 0.953 d = lying 0.112 0.350 0.521 0.419 e = standing 0.062 0.519 0.361 0.426 f = sitting 0.000 0.998 0.981 0.990 g = running 0.034 0.821 0.857 0.838 h = walking ------------------------------------------------------- 0.033 0.788 0.778 0.779 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.900 0.846 0.872 a = climbing down 0.010 0.937 0.805 0.866 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.963 0.943 0.953 d = lying 0.106 0.362 0.521 0.427 e = standing 0.062 0.541 0.394 0.456 f = sitting 0.000 0.998 0.983 0.991 g = running 0.048 0.782 0.943 0.855 h = walking ------------------------------------------------------- 0.032 0.801 0.787 0.789 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.240 0.286 0.682 0.403 a = climbing down 0.017 0.645 0.229 0.338 b = climbing up 0.000 1.000 0.588 0.741 c = jumping 0.000 1.000 0.002 0.004 d = lying 0.024 0.878 0.998 0.934 e = standing 0.159 0.490 0.862 0.625 f = sitting 0.024 0.881 0.992 0.933 g = running 0.032 0.410 0.126 0.192 h = walking ------------------------------------------------------- 0.068 0.668 0.572 0.510 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.763 0.545 0.636 a = climbing down 0.026 0.795 0.752 0.773 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.000 1.000 0.002 0.004 d = lying 0.024 0.878 0.998 0.934 e = standing 0.159 0.490 0.862 0.625 f = sitting 0.005 0.972 0.992 0.982 g = running 0.060 0.734 0.936 0.823 h = walking ------------------------------------------------------- 0.043 0.807 0.745 0.696 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.039 0.712 0.680 0.695 a = climbing down 0.026 0.814 0.850 0.832 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.002 0.004 d = lying 0.024 0.878 0.998 0.934 e = standing 0.159 0.490 0.862 0.625 f = sitting 0.002 0.988 0.992 0.990 g = running 0.032 0.821 0.822 0.822 h = walking ------------------------------------------------------- 0.041 0.819 0.758 0.713 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.889 0.586 0.706 a = climbing down 0.037 0.773 0.932 0.845 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.002 0.004 d = lying 0.024 0.878 0.998 0.934 e = standing 0.159 0.490 0.862 0.625 f = sitting 0.002 0.990 0.992 0.991 g = running 0.037 0.815 0.913 0.861 h = walking ------------------------------------------------------- 0.039 0.835 0.770 0.722 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.885 0.629 0.735 a = climbing down 0.042 0.751 0.955 0.841 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.002 0.004 d = lying 0.024 0.878 0.998 0.934 e = standing 0.159 0.490 0.862 0.625 f = sitting 0.001 0.992 0.992 0.992 g = running 0.028 0.848 0.871 0.860 h = walking ------------------------------------------------------- 0.038 0.837 0.772 0.725 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.845 0.769 0.806 a = climbing down 0.029 0.810 0.921 0.862 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.002 0.004 d = lying 0.024 0.878 0.998 0.934 e = standing 0.159 0.490 0.862 0.625 f = sitting 0.001 0.993 0.992 0.992 g = running 0.019 0.891 0.863 0.877 h = walking ------------------------------------------------------- 0.036 0.846 0.784 0.739 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.213 0.335 0.757 0.464 a = climbing down 0.019 0.717 0.355 0.475 b = climbing up 0.000 1.000 0.119 0.213 c = jumping 0.000 0.984 0.113 0.203 d = lying 0.000 1.000 0.998 0.999 e = standing 0.141 0.556 0.998 0.715 f = sitting 0.037 0.825 0.998 0.903 g = running 0.028 0.433 0.119 0.187 h = walking ------------------------------------------------------- 0.060 0.703 0.621 0.567 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.749 0.550 0.634 a = climbing down 0.023 0.795 0.669 0.727 b = climbing up 0.000 1.000 0.143 0.250 c = jumping 0.000 0.978 0.085 0.156 d = lying 0.000 1.000 1.000 1.000 e = standing 0.145 0.549 0.998 0.709 f = sitting 0.029 0.859 0.998 0.923 g = running 0.068 0.706 0.919 0.799 h = walking ------------------------------------------------------- 0.043 0.808 0.751 0.707 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.041 0.733 0.785 0.758 a = climbing down 0.014 0.866 0.667 0.753 b = climbing up 0.000 1.000 0.190 0.320 c = jumping 0.000 0.984 0.115 0.206 d = lying 0.000 1.000 1.000 1.000 e = standing 0.140 0.558 0.998 0.715 f = sitting 0.028 0.865 0.998 0.927 g = running 0.035 0.820 0.887 0.852 h = walking ------------------------------------------------------- 0.037 0.835 0.780 0.743 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.765 0.834 0.798 a = climbing down 0.007 0.926 0.673 0.780 b = climbing up 0.000 1.000 0.238 0.385 c = jumping 0.000 0.984 0.115 0.206 d = lying 0.000 1.000 1.000 1.000 e = standing 0.140 0.558 0.998 0.715 f = sitting 0.022 0.890 0.997 0.940 g = running 0.032 0.842 0.950 0.893 h = walking ------------------------------------------------------- 0.035 0.853 0.797 0.761 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.046 0.736 0.910 0.814 a = climbing down 0.008 0.923 0.748 0.827 b = climbing up 0.000 1.000 0.381 0.552 c = jumping 0.000 0.986 0.130 0.230 d = lying 0.000 1.000 1.000 1.000 e = standing 0.138 0.562 0.998 0.719 f = sitting 0.018 0.906 0.995 0.948 g = running 0.011 0.932 0.879 0.905 h = walking ------------------------------------------------------- 0.032 0.866 0.809 0.779 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.082 0.625 0.957 0.756 a = climbing down 0.006 0.942 0.735 0.826 b = climbing up 0.000 1.000 0.405 0.576 c = jumping 0.001 0.973 0.134 0.235 d = lying 0.000 1.000 1.000 1.000 e = standing 0.137 0.562 0.997 0.719 f = sitting 0.018 0.907 0.995 0.949 g = running 0.001 0.991 0.716 0.831 h = walking ------------------------------------------------------- 0.034 0.862 0.790 0.762 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.222 0.327 0.831 0.469 a = climbing down 0.034 0.613 0.351 0.446 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.004 0.974 0.928 0.950 d = lying 0.001 0.992 0.588 0.738 e = standing 0.076 0.635 1.000 0.776 f = sitting 0.013 0.938 0.960 0.949 g = running 0.006 0.823 0.163 0.273 h = walking ------------------------------------------------------- 0.043 0.786 0.686 0.672 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.826 0.873 0.849 a = climbing down 0.020 0.871 0.853 0.862 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 1.000 0.928 0.963 d = lying 0.004 0.977 1.000 0.988 e = standing 0.010 0.929 0.984 0.956 f = sitting 0.001 0.992 0.908 0.949 g = running 0.024 0.875 0.939 0.906 h = walking ------------------------------------------------------- 0.011 0.931 0.928 0.928 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.828 0.886 0.856 a = climbing down 0.018 0.883 0.863 0.873 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 1.000 0.928 0.963 d = lying 0.004 0.977 1.000 0.988 e = standing 0.010 0.929 0.984 0.956 f = sitting 0.001 0.992 0.911 0.950 g = running 0.022 0.885 0.940 0.912 h = walking ------------------------------------------------------- 0.011 0.934 0.931 0.932 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.831 0.900 0.864 a = climbing down 0.031 0.827 0.956 0.887 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 1.000 0.928 0.963 d = lying 0.004 0.977 1.000 0.988 e = standing 0.010 0.929 0.984 0.956 f = sitting 0.001 0.992 0.893 0.940 g = running 0.008 0.952 0.872 0.910 h = walking ------------------------------------------------------- 0.010 0.937 0.932 0.933 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.831 0.896 0.862 a = climbing down 0.028 0.840 0.956 0.894 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 1.000 0.928 0.963 d = lying 0.004 0.977 1.000 0.988 e = standing 0.010 0.929 0.984 0.956 f = sitting 0.002 0.991 0.894 0.940 g = running 0.008 0.951 0.887 0.918 h = walking ------------------------------------------------------- 0.010 0.938 0.934 0.935 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.948 0.861 0.903 a = climbing down 0.016 0.896 0.896 0.896 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 1.000 0.928 0.963 d = lying 0.005 0.974 1.000 0.987 e = standing 0.009 0.933 0.984 0.958 f = sitting 0.002 0.992 0.978 0.985 g = running 0.023 0.884 0.962 0.921 h = walking ------------------------------------------------------- 0.008 0.949 0.948 0.948 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.153 0.446 0.947 0.606 a = climbing down 0.031 0.729 0.540 0.620 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.967 0.997 0.981 d = lying 0.000 0.997 0.597 0.747 e = standing 0.062 0.678 0.998 0.808 f = sitting 0.003 0.983 0.988 0.985 g = running 0.018 0.741 0.282 0.408 h = walking ------------------------------------------------------- 0.033 0.815 0.760 0.748 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.899 0.819 0.857 a = climbing down 0.027 0.822 0.806 0.814 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.997 0.998 d = lying 0.000 0.998 0.998 0.998 e = standing 0.001 0.996 0.998 0.997 f = sitting 0.005 0.978 0.996 0.987 g = running 0.038 0.805 0.855 0.829 h = walking ------------------------------------------------------- 0.012 0.930 0.929 0.929 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.033 0.791 0.947 0.862 a = climbing down 0.016 0.883 0.771 0.823 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.997 0.998 d = lying 0.000 0.998 0.998 0.998 e = standing 0.001 0.996 0.998 0.997 f = sitting 0.001 0.996 0.993 0.994 g = running 0.027 0.846 0.817 0.831 h = walking ------------------------------------------------------- 0.010 0.935 0.933 0.933 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.825 0.949 0.883 a = climbing down 0.041 0.772 0.894 0.828 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.997 0.998 d = lying 0.000 0.998 0.998 0.998 e = standing 0.001 0.996 0.998 0.997 f = sitting 0.000 1.000 0.981 0.990 g = running 0.013 0.904 0.697 0.787 h = walking ------------------------------------------------------- 0.011 0.934 0.929 0.928 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.969 0.897 0.932 a = climbing down 0.031 0.822 0.912 0.865 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.997 0.998 d = lying 0.000 0.998 0.998 0.998 e = standing 0.001 0.996 0.998 0.997 f = sitting 0.001 0.994 1.000 0.997 g = running 0.018 0.895 0.854 0.874 h = walking ------------------------------------------------------- 0.008 0.955 0.953 0.953 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.993 0.858 0.921 a = climbing down 0.019 0.874 0.866 0.870 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.997 0.998 d = lying 0.000 0.998 0.998 0.998 e = standing 0.001 0.996 0.998 0.997 f = sitting 0.001 0.994 1.000 0.997 g = running 0.034 0.831 0.917 0.872 h = walking ------------------------------------------------------- 0.008 0.955 0.952 0.952 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.654 0.274 0.386 a = climbing down 0.130 0.591 0.976 0.736 b = climbing up 0.001 0.959 0.934 0.947 c = jumping 0.002 0.984 0.793 0.878 d = lying 0.024 0.825 0.989 0.900 e = standing 0.023 0.851 0.882 0.866 f = sitting 0.002 0.989 0.883 0.933 g = running 0.027 0.804 0.779 0.792 h = walking ------------------------------------------------------- 0.034 0.820 0.802 0.790 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.051 0.685 0.702 0.694 a = climbing down 0.034 0.813 0.761 0.787 b = climbing up 0.001 0.961 0.961 0.961 c = jumping 0.002 0.984 0.793 0.878 d = lying 0.024 0.825 0.989 0.900 e = standing 0.023 0.851 0.882 0.866 f = sitting 0.002 0.990 0.890 0.937 g = running 0.038 0.779 0.948 0.855 h = walking ------------------------------------------------------- 0.023 0.857 0.849 0.849 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.052 0.683 0.715 0.698 a = climbing down 0.040 0.798 0.832 0.815 b = climbing up 0.001 0.961 0.961 0.961 c = jumping 0.002 0.984 0.795 0.879 d = lying 0.024 0.825 0.989 0.900 e = standing 0.023 0.853 0.882 0.867 f = sitting 0.001 0.995 0.869 0.928 g = running 0.022 0.857 0.938 0.895 h = walking ------------------------------------------------------- 0.022 0.865 0.857 0.858 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.038 0.736 0.668 0.700 a = climbing down 0.053 0.766 0.903 0.829 b = climbing up 0.000 0.973 0.961 0.967 c = jumping 0.002 0.986 0.800 0.883 d = lying 0.024 0.826 0.989 0.900 e = standing 0.022 0.856 0.884 0.869 f = sitting 0.001 0.995 0.874 0.930 g = running 0.020 0.869 0.928 0.897 h = walking ------------------------------------------------------- 0.022 0.870 0.862 0.862 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.035 0.751 0.666 0.706 a = climbing down 0.053 0.766 0.909 0.832 b = climbing up 0.000 0.973 0.961 0.967 c = jumping 0.002 0.986 0.818 0.894 d = lying 0.023 0.832 0.989 0.904 e = standing 0.021 0.865 0.884 0.874 f = sitting 0.001 0.995 0.874 0.930 g = running 0.020 0.871 0.940 0.904 h = walking ------------------------------------------------------- 0.021 0.874 0.867 0.866 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.052 0.696 0.754 0.724 a = climbing down 0.036 0.815 0.823 0.819 b = climbing up 0.000 0.973 0.961 0.967 c = jumping 0.003 0.979 0.860 0.915 d = lying 0.021 0.844 0.987 0.910 e = standing 0.017 0.889 0.879 0.884 f = sitting 0.001 0.996 0.867 0.927 g = running 0.022 0.863 0.953 0.906 h = walking ------------------------------------------------------- 0.020 0.877 0.870 0.871 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.664 0.278 0.392 a = climbing down 0.129 0.591 0.971 0.734 b = climbing up 0.000 0.987 1.000 0.993 c = jumping 0.000 1.000 0.779 0.876 d = lying 0.054 0.681 1.000 0.810 e = standing 0.015 0.883 0.752 0.813 f = sitting 0.004 0.983 0.930 0.956 g = running 0.016 0.875 0.778 0.824 h = walking ------------------------------------------------------- 0.034 0.821 0.794 0.784 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.791 0.786 0.789 a = climbing down 0.030 0.846 0.859 0.852 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.808 0.894 d = lying 0.053 0.683 1.000 0.812 e = standing 0.011 0.908 0.752 0.823 f = sitting 0.007 0.971 0.963 0.967 g = running 0.011 0.922 0.920 0.921 h = walking ------------------------------------------------------- 0.019 0.887 0.874 0.875 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.809 0.783 0.796 a = climbing down 0.033 0.842 0.906 0.873 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.826 0.905 d = lying 0.053 0.684 1.000 0.813 e = standing 0.009 0.927 0.752 0.830 f = sitting 0.006 0.977 0.958 0.967 g = running 0.006 0.955 0.924 0.939 h = walking ------------------------------------------------------- 0.018 0.896 0.882 0.884 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.055 0.713 0.873 0.785 a = climbing down 0.018 0.894 0.799 0.844 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.826 0.905 d = lying 0.053 0.684 1.000 0.813 e = standing 0.009 0.927 0.752 0.830 f = sitting 0.006 0.977 0.968 0.972 g = running 0.003 0.977 0.886 0.929 h = walking ------------------------------------------------------- 0.019 0.894 0.875 0.878 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.797 0.805 0.801 a = climbing down 0.031 0.847 0.903 0.874 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.826 0.905 d = lying 0.053 0.684 1.000 0.813 e = standing 0.009 0.927 0.752 0.830 f = sitting 0.005 0.978 0.968 0.973 g = running 0.002 0.983 0.903 0.941 h = walking ------------------------------------------------------- 0.017 0.899 0.884 0.886 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.888 0.755 0.816 a = climbing down 0.044 0.809 0.962 0.879 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.826 0.905 d = lying 0.053 0.684 1.000 0.813 e = standing 0.009 0.927 0.752 0.830 f = sitting 0.006 0.977 0.964 0.971 g = running 0.002 0.982 0.922 0.951 h = walking ------------------------------------------------------- 0.017 0.905 0.889 0.890 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.053 0.444 0.365 0.400 a = climbing down 0.097 0.482 0.622 0.543 b = climbing up 0.000 1.000 0.057 0.108 c = jumping 0.068 0.533 0.523 0.528 d = lying 0.050 0.721 0.966 0.825 e = standing 0.065 0.482 0.356 0.410 f = sitting 0.031 0.899 0.980 0.938 g = running 0.042 0.709 0.607 0.654 h = walking ------------------------------------------------------- 0.054 0.645 0.650 0.633 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.726 0.361 0.482 a = climbing down 0.065 0.628 0.756 0.686 b = climbing up 0.000 0.971 0.750 0.846 c = jumping 0.065 0.545 0.527 0.535 d = lying 0.050 0.723 0.975 0.831 e = standing 0.063 0.501 0.374 0.428 f = sitting 0.013 0.954 0.978 0.966 g = running 0.045 0.769 0.903 0.830 h = walking ------------------------------------------------------- 0.043 0.717 0.725 0.710 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.038 0.614 0.518 0.562 a = climbing down 0.060 0.648 0.760 0.699 b = climbing up 0.000 0.975 0.898 0.935 c = jumping 0.066 0.540 0.523 0.532 d = lying 0.050 0.723 0.973 0.830 e = standing 0.064 0.495 0.369 0.423 f = sitting 0.009 0.968 0.977 0.972 g = running 0.020 0.875 0.836 0.855 h = walking ------------------------------------------------------- 0.040 0.725 0.734 0.725 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.042 0.616 0.586 0.600 a = climbing down 0.059 0.668 0.815 0.734 b = climbing up 0.000 0.976 0.909 0.941 c = jumping 0.065 0.542 0.520 0.531 d = lying 0.050 0.725 0.982 0.834 e = standing 0.063 0.502 0.375 0.429 f = sitting 0.009 0.969 0.976 0.972 g = running 0.009 0.934 0.782 0.851 h = walking ------------------------------------------------------- 0.038 0.738 0.741 0.734 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.062 0.542 0.637 0.586 a = climbing down 0.052 0.681 0.761 0.719 b = climbing up 0.001 0.964 0.909 0.936 c = jumping 0.036 0.640 0.429 0.513 d = lying 0.046 0.737 0.975 0.840 e = standing 0.078 0.550 0.567 0.559 f = sitting 0.009 0.969 0.975 0.972 g = running 0.004 0.965 0.739 0.837 h = walking ------------------------------------------------------- 0.037 0.757 0.749 0.745 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.058 0.574 0.674 0.620 a = climbing down 0.045 0.698 0.719 0.709 b = climbing up 0.001 0.964 0.909 0.936 c = jumping 0.036 0.640 0.434 0.517 d = lying 0.047 0.736 0.975 0.839 e = standing 0.078 0.551 0.563 0.557 f = sitting 0.008 0.971 0.974 0.972 g = running 0.007 0.947 0.803 0.869 h = walking ------------------------------------------------------- 0.036 0.760 0.756 0.752 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.065 0.288 0.226 0.253 a = climbing down 0.085 0.525 0.645 0.579 b = climbing up 0.000 0.500 0.012 0.023 c = jumping 0.139 0.466 0.823 0.595 d = lying 0.021 0.861 0.982 0.918 e = standing 0.028 0.196 0.040 0.066 f = sitting 0.028 0.907 0.974 0.939 g = running 0.062 0.616 0.595 0.606 h = walking ------------------------------------------------------- 0.057 0.580 0.629 0.585 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.368 0.153 0.216 a = climbing down 0.046 0.695 0.724 0.709 b = climbing up 0.001 0.400 0.024 0.044 c = jumping 0.140 0.466 0.827 0.596 d = lying 0.021 0.864 0.982 0.919 e = standing 0.027 0.199 0.040 0.067 f = sitting 0.025 0.915 0.963 0.939 g = running 0.084 0.648 0.924 0.761 h = walking ------------------------------------------------------- 0.051 0.615 0.677 0.620 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.422 0.164 0.236 a = climbing down 0.069 0.638 0.835 0.724 b = climbing up 0.001 0.903 0.329 0.483 c = jumping 0.141 0.474 0.858 0.611 d = lying 0.020 0.865 0.980 0.919 e = standing 0.023 0.224 0.039 0.066 f = sitting 0.018 0.937 0.964 0.951 g = running 0.057 0.718 0.867 0.785 h = walking ------------------------------------------------------- 0.047 0.643 0.694 0.640 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.565 0.226 0.322 a = climbing down 0.088 0.603 0.914 0.727 b = climbing up 0.001 0.870 0.471 0.611 c = jumping 0.141 0.473 0.853 0.608 d = lying 0.022 0.859 0.982 0.916 e = standing 0.023 0.195 0.033 0.056 f = sitting 0.015 0.948 0.963 0.956 g = running 0.035 0.791 0.799 0.795 h = walking ------------------------------------------------------- 0.045 0.660 0.702 0.652 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.719 0.561 0.630 a = climbing down 0.038 0.770 0.880 0.822 b = climbing up 0.001 0.889 0.565 0.691 c = jumping 0.141 0.474 0.857 0.610 d = lying 0.023 0.853 0.982 0.913 e = standing 0.022 0.196 0.031 0.054 f = sitting 0.012 0.957 0.963 0.960 g = running 0.029 0.840 0.897 0.867 h = walking ------------------------------------------------------- 0.038 0.706 0.748 0.708 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.035 0.716 0.766 0.740 a = climbing down 0.025 0.839 0.880 0.859 b = climbing up 0.001 0.889 0.565 0.691 c = jumping 0.140 0.471 0.845 0.605 d = lying 0.024 0.846 0.982 0.909 e = standing 0.023 0.171 0.028 0.048 f = sitting 0.011 0.960 0.963 0.961 g = running 0.015 0.903 0.855 0.878 h = walking ------------------------------------------------------- 0.036 0.719 0.761 0.725 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.051 0.575 0.476 0.521 a = climbing down 0.075 0.575 0.709 0.635 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.043 0.779 0.831 0.804 d = lying 0.018 0.884 0.983 0.931 e = standing 0.031 0.780 0.648 0.708 f = sitting 0.002 0.990 0.979 0.985 g = running 0.069 0.614 0.593 0.603 h = walking ------------------------------------------------------- 0.040 0.751 0.751 0.748 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.730 0.438 0.547 a = climbing down 0.038 0.763 0.861 0.809 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.042 0.784 0.827 0.805 d = lying 0.018 0.884 0.983 0.931 e = standing 0.032 0.779 0.658 0.713 f = sitting 0.002 0.990 0.978 0.984 g = running 0.073 0.680 0.841 0.752 h = walking ------------------------------------------------------- 0.033 0.805 0.804 0.797 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.762 0.419 0.541 a = climbing down 0.050 0.726 0.926 0.814 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.039 0.794 0.829 0.811 d = lying 0.018 0.890 0.985 0.935 e = standing 0.031 0.785 0.674 0.725 f = sitting 0.002 0.990 0.979 0.985 g = running 0.063 0.707 0.817 0.758 h = walking ------------------------------------------------------- 0.032 0.811 0.810 0.801 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.770 0.423 0.546 a = climbing down 0.049 0.730 0.924 0.816 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.039 0.798 0.829 0.813 d = lying 0.018 0.890 0.985 0.935 e = standing 0.031 0.786 0.679 0.729 f = sitting 0.002 0.990 0.979 0.985 g = running 0.063 0.707 0.824 0.761 h = walking ------------------------------------------------------- 0.031 0.814 0.812 0.803 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.870 0.352 0.501 a = climbing down 0.081 0.629 0.958 0.760 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.040 0.793 0.839 0.816 d = lying 0.018 0.890 0.985 0.935 e = standing 0.029 0.794 0.670 0.727 f = sitting 0.002 0.990 0.978 0.984 g = running 0.053 0.735 0.792 0.762 h = walking ------------------------------------------------------- 0.032 0.818 0.802 0.791 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.807 0.404 0.539 a = climbing down 0.076 0.642 0.949 0.766 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.038 0.801 0.839 0.820 d = lying 0.018 0.888 0.987 0.935 e = standing 0.029 0.796 0.678 0.732 f = sitting 0.002 0.990 0.978 0.984 g = running 0.048 0.749 0.775 0.762 h = walking ------------------------------------------------------- 0.032 0.815 0.806 0.797 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.052 0.680 0.766 0.720 a = climbing down 0.103 0.391 0.459 0.422 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.026 0.806 0.590 0.681 d = lying 0.003 0.979 0.987 0.983 e = standing 0.076 0.648 0.829 0.728 f = sitting 0.002 0.992 0.995 0.994 g = running 0.049 0.649 0.487 0.556 h = walking ------------------------------------------------------- 0.043 0.743 0.732 0.731 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.819 0.745 0.780 a = climbing down 0.093 0.492 0.626 0.551 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.014 0.875 0.527 0.657 d = lying 0.002 0.989 0.947 0.967 e = standing 0.094 0.622 0.910 0.739 f = sitting 0.002 0.992 0.995 0.994 g = running 0.057 0.638 0.540 0.585 h = walking ------------------------------------------------------- 0.040 0.780 0.755 0.755 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.779 0.768 0.774 a = climbing down 0.081 0.499 0.562 0.529 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.016 0.863 0.540 0.665 d = lying 0.002 0.989 0.951 0.970 e = standing 0.091 0.627 0.899 0.739 f = sitting 0.002 0.992 0.994 0.993 g = running 0.061 0.635 0.574 0.603 h = walking ------------------------------------------------------- 0.040 0.774 0.756 0.755 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.911 0.694 0.788 a = climbing down 0.056 0.644 0.706 0.673 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.016 0.859 0.544 0.666 d = lying 0.002 0.989 0.955 0.972 e = standing 0.089 0.630 0.895 0.739 f = sitting 0.002 0.990 0.994 0.992 g = running 0.067 0.675 0.748 0.710 h = walking ------------------------------------------------------- 0.035 0.815 0.792 0.792 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.957 0.652 0.775 a = climbing down 0.028 0.794 0.740 0.766 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.016 0.863 0.542 0.666 d = lying 0.002 0.989 0.958 0.973 e = standing 0.089 0.631 0.899 0.741 f = sitting 0.002 0.990 0.995 0.993 g = running 0.068 0.719 0.939 0.814 h = walking ------------------------------------------------------- 0.031 0.847 0.822 0.819 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.917 0.770 0.837 a = climbing down 0.022 0.826 0.732 0.776 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.015 0.865 0.537 0.662 d = lying 0.002 0.989 0.960 0.974 e = standing 0.090 0.629 0.901 0.741 f = sitting 0.002 0.992 0.995 0.994 g = running 0.050 0.779 0.947 0.855 h = walking ------------------------------------------------------- 0.028 0.856 0.837 0.834 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.659 0.154 0.250 a = climbing down 0.140 0.538 0.957 0.689 b = climbing up 0.009 0.698 1.000 0.822 c = jumping 0.022 0.827 0.792 0.809 d = lying 0.012 0.865 0.526 0.654 e = standing 0.092 0.611 0.845 0.709 f = sitting 0.001 0.997 0.943 0.969 g = running 0.020 0.863 0.771 0.814 h = walking ------------------------------------------------------- 0.043 0.768 0.735 0.714 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.747 0.710 0.729 a = climbing down 0.040 0.797 0.913 0.851 b = climbing up 0.002 0.920 1.000 0.959 c = jumping 0.022 0.838 0.857 0.848 d = lying 0.013 0.858 0.521 0.648 e = standing 0.084 0.634 0.844 0.724 f = sitting 0.001 0.997 0.983 0.990 g = running 0.007 0.951 0.853 0.899 h = walking ------------------------------------------------------- 0.028 0.838 0.825 0.822 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.082 0.625 0.926 0.746 a = climbing down 0.009 0.933 0.718 0.812 b = climbing up 0.002 0.920 1.000 0.959 c = jumping 0.024 0.839 0.924 0.880 d = lying 0.013 0.857 0.515 0.643 e = standing 0.075 0.657 0.835 0.736 f = sitting 0.001 0.997 0.984 0.991 g = running 0.004 0.967 0.776 0.861 h = walking ------------------------------------------------------- 0.028 0.847 0.819 0.819 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.075 0.647 0.933 0.764 a = climbing down 0.010 0.935 0.820 0.874 b = climbing up 0.004 0.835 1.000 0.910 c = jumping 0.024 0.843 0.941 0.889 d = lying 0.012 0.863 0.517 0.646 e = standing 0.072 0.666 0.840 0.743 f = sitting 0.001 0.997 0.970 0.983 g = running 0.002 0.981 0.715 0.827 h = walking ------------------------------------------------------- 0.026 0.853 0.827 0.826 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.074 0.651 0.933 0.767 a = climbing down 0.009 0.938 0.827 0.879 b = climbing up 0.003 0.880 1.000 0.936 c = jumping 0.025 0.842 0.971 0.902 d = lying 0.012 0.865 0.515 0.646 e = standing 0.068 0.679 0.839 0.751 f = sitting 0.001 0.997 0.979 0.988 g = running 0.002 0.983 0.716 0.829 h = walking ------------------------------------------------------- 0.026 0.858 0.833 0.831 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.052 0.721 0.914 0.806 a = climbing down 0.011 0.931 0.850 0.889 b = climbing up 0.002 0.890 1.000 0.942 c = jumping 0.025 0.842 0.982 0.907 d = lying 0.010 0.881 0.500 0.638 e = standing 0.069 0.676 0.845 0.751 f = sitting 0.001 0.997 0.980 0.988 g = running 0.004 0.973 0.825 0.893 h = walking ------------------------------------------------------- 0.023 0.866 0.849 0.846 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.750 0.155 0.257 a = climbing down 0.111 0.573 0.870 0.691 b = climbing up 0.004 0.826 0.950 0.884 c = jumping 0.001 0.989 0.763 0.861 d = lying 0.003 0.974 0.719 0.827 e = standing 0.076 0.690 0.978 0.809 f = sitting 0.002 0.991 0.959 0.975 g = running 0.051 0.741 0.891 0.809 h = walking ------------------------------------------------------- 0.036 0.814 0.782 0.760 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.940 0.386 0.547 a = climbing down 0.050 0.764 0.945 0.845 b = climbing up 0.000 1.000 0.637 0.779 c = jumping 0.001 0.987 0.767 0.863 d = lying 0.004 0.967 0.721 0.826 e = standing 0.074 0.692 0.973 0.809 f = sitting 0.009 0.957 0.983 0.970 g = running 0.055 0.739 0.967 0.837 h = walking ------------------------------------------------------- 0.029 0.863 0.831 0.820 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.040 0.748 0.799 0.773 a = climbing down 0.010 0.929 0.761 0.836 b = climbing up 0.000 1.000 0.625 0.769 c = jumping 0.002 0.984 0.775 0.867 d = lying 0.008 0.937 0.836 0.883 e = standing 0.056 0.744 0.943 0.832 f = sitting 0.010 0.954 0.986 0.970 g = running 0.030 0.840 0.956 0.894 h = walking ------------------------------------------------------- 0.022 0.879 0.867 0.867 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.933 0.803 0.863 a = climbing down 0.017 0.903 0.938 0.920 b = climbing up 0.000 1.000 0.662 0.797 c = jumping 0.002 0.985 0.785 0.874 d = lying 0.007 0.945 0.840 0.889 e = standing 0.054 0.751 0.948 0.838 f = sitting 0.009 0.960 0.987 0.973 g = running 0.020 0.887 0.975 0.929 h = walking ------------------------------------------------------- 0.017 0.909 0.900 0.899 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.935 0.857 0.894 a = climbing down 0.018 0.901 0.955 0.927 b = climbing up 0.000 1.000 0.637 0.779 c = jumping 0.001 0.990 0.787 0.877 d = lying 0.007 0.945 0.840 0.889 e = standing 0.054 0.752 0.952 0.840 f = sitting 0.009 0.957 0.987 0.972 g = running 0.011 0.933 0.958 0.945 h = walking ------------------------------------------------------- 0.016 0.916 0.907 0.907 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.939 0.847 0.890 a = climbing down 0.018 0.901 0.955 0.927 b = climbing up 0.000 1.000 0.675 0.806 c = jumping 0.001 0.990 0.787 0.877 d = lying 0.006 0.951 0.838 0.891 e = standing 0.054 0.752 0.957 0.842 f = sitting 0.008 0.961 0.987 0.974 g = running 0.013 0.926 0.961 0.943 h = walking ------------------------------------------------------- 0.016 0.917 0.907 0.907 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.302 0.158 0.677 0.257 a = climbing down 0.009 0.890 0.213 0.344 b = climbing up 0.001 0.878 0.478 0.619 c = jumping 0.001 0.987 0.795 0.880 d = lying 0.181 0.460 0.992 0.628 e = standing 0.004 0.067 0.002 0.003 f = sitting 0.046 0.752 0.928 0.831 g = running 0.053 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.064 0.539 0.467 0.418 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.083 0.471 0.882 0.614 a = climbing down 0.013 0.943 0.673 0.786 b = climbing up 0.000 1.000 0.567 0.723 c = jumping 0.001 0.987 0.793 0.879 d = lying 0.181 0.459 0.992 0.628 e = standing 0.004 0.067 0.002 0.003 f = sitting 0.012 0.924 0.948 0.936 g = running 0.056 0.658 0.698 0.678 h = walking ------------------------------------------------------- 0.044 0.689 0.693 0.661 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.844 0.683 0.755 a = climbing down 0.005 0.965 0.437 0.601 b = climbing up 0.000 1.000 0.711 0.831 c = jumping 0.001 0.987 0.793 0.879 d = lying 0.181 0.459 0.992 0.628 e = standing 0.004 0.067 0.002 0.003 f = sitting 0.007 0.955 0.948 0.952 g = running 0.183 0.453 0.987 0.621 h = walking ------------------------------------------------------- 0.052 0.700 0.660 0.623 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.906 0.680 0.777 a = climbing down 0.009 0.959 0.658 0.781 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.989 0.793 0.880 d = lying 0.182 0.459 0.992 0.628 e = standing 0.004 0.067 0.002 0.003 f = sitting 0.001 0.995 0.948 0.971 g = running 0.122 0.551 0.979 0.705 h = walking ------------------------------------------------------- 0.044 0.722 0.720 0.686 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.866 0.834 0.850 a = climbing down 0.020 0.936 0.895 0.915 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.989 0.793 0.880 d = lying 0.182 0.459 0.992 0.628 e = standing 0.004 0.067 0.002 0.003 f = sitting 0.001 0.995 0.945 0.969 g = running 0.035 0.802 0.925 0.859 h = walking ------------------------------------------------------- 0.036 0.747 0.783 0.745 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.916 0.798 0.853 a = climbing down 0.010 0.964 0.823 0.888 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.698 0.821 d = lying 0.195 0.443 0.998 0.613 e = standing 0.003 0.000 0.000 0.000 f = sitting 0.002 0.990 0.952 0.970 g = running 0.063 0.703 0.974 0.816 h = walking ------------------------------------------------------- 0.038 0.733 0.759 0.724 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.220 0.228 0.769 0.351 a = climbing down 0.016 0.854 0.285 0.427 b = climbing up 0.000 1.000 0.264 0.418 c = jumping 0.019 0.874 0.975 0.922 d = lying 0.136 0.533 0.998 0.695 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.032 0.820 0.980 0.893 g = running 0.118 0.002 0.002 0.002 h = walking ------------------------------------------------------- 0.062 0.534 0.517 0.464 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.738 0.811 0.773 a = climbing down 0.026 0.918 0.878 0.897 b = climbing up 0.000 0.988 0.908 0.946 c = jumping 0.012 0.917 0.973 0.944 d = lying 0.144 0.519 0.998 0.683 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.002 0.985 0.985 0.985 g = running 0.026 0.833 0.863 0.848 h = walking ------------------------------------------------------- 0.033 0.725 0.795 0.749 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.722 0.555 0.627 a = climbing down 0.189 0.634 0.996 0.775 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.013 0.912 0.975 0.943 d = lying 0.143 0.521 0.998 0.685 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.001 0.992 0.983 0.987 g = running 0.000 1.000 0.087 0.160 h = walking ------------------------------------------------------- 0.070 0.676 0.702 0.617 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.911 0.546 0.683 a = climbing down 0.079 0.805 0.996 0.890 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.013 0.912 0.975 0.943 d = lying 0.143 0.521 0.998 0.685 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.001 0.997 0.983 0.990 g = running 0.002 0.984 0.793 0.878 h = walking ------------------------------------------------------- 0.042 0.732 0.795 0.746 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.913 0.707 0.797 a = climbing down 0.072 0.821 0.996 0.900 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.013 0.912 0.975 0.943 d = lying 0.143 0.521 0.998 0.685 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.001 0.997 0.982 0.989 g = running 0.003 0.978 0.730 0.836 h = walking ------------------------------------------------------- 0.040 0.735 0.800 0.752 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.906 0.735 0.812 a = climbing down 0.062 0.841 0.996 0.912 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.015 0.900 0.975 0.936 d = lying 0.141 0.524 0.998 0.688 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.000 0.998 0.983 0.991 g = running 0.003 0.977 0.760 0.855 h = walking ------------------------------------------------------- 0.038 0.739 0.806 0.758 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.976 0.249 0.397 a = climbing down 0.039 0.735 0.824 0.777 b = climbing up 0.000 0.978 0.978 0.978 c = jumping 0.020 0.885 0.950 0.916 d = lying 0.036 0.789 0.970 0.870 e = standing 0.009 0.936 0.709 0.807 f = sitting 0.000 1.000 0.989 0.994 g = running 0.093 0.628 0.954 0.757 h = walking ------------------------------------------------------- 0.026 0.861 0.828 0.811 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.956 0.627 0.757 a = climbing down 0.027 0.791 0.804 0.798 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.020 0.885 0.948 0.916 d = lying 0.035 0.796 0.971 0.875 e = standing 0.009 0.934 0.715 0.810 f = sitting 0.000 1.000 0.989 0.994 g = running 0.052 0.754 0.964 0.846 h = walking ------------------------------------------------------- 0.020 0.884 0.871 0.868 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.957 0.631 0.760 a = climbing down 0.026 0.802 0.808 0.805 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.019 0.892 0.948 0.919 d = lying 0.035 0.796 0.971 0.875 e = standing 0.009 0.935 0.722 0.815 f = sitting 0.000 1.000 0.987 0.994 g = running 0.052 0.755 0.967 0.848 h = walking ------------------------------------------------------- 0.019 0.886 0.874 0.871 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.932 0.778 0.848 a = climbing down 0.017 0.861 0.810 0.835 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.019 0.890 0.948 0.918 d = lying 0.029 0.822 0.970 0.890 e = standing 0.011 0.930 0.747 0.829 f = sitting 0.000 1.000 0.989 0.994 g = running 0.040 0.799 0.952 0.869 h = walking ------------------------------------------------------- 0.016 0.899 0.893 0.891 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.821 0.888 0.853 a = climbing down 0.010 0.911 0.796 0.850 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.018 0.897 0.945 0.920 d = lying 0.029 0.824 0.970 0.891 e = standing 0.011 0.928 0.756 0.833 f = sitting 0.000 1.000 0.989 0.994 g = running 0.026 0.851 0.889 0.870 h = walking ------------------------------------------------------- 0.016 0.900 0.896 0.895 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.904 0.867 0.885 a = climbing down 0.012 0.902 0.882 0.892 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.015 0.910 0.940 0.925 d = lying 0.029 0.830 0.992 0.904 e = standing 0.009 0.942 0.771 0.848 f = sitting 0.000 1.000 0.987 0.994 g = running 0.018 0.899 0.954 0.925 h = walking ------------------------------------------------------- 0.012 0.920 0.917 0.916 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.979 0.191 0.320 a = climbing down 0.050 0.668 0.786 0.722 b = climbing up 0.005 0.681 0.553 0.610 c = jumping 0.007 0.961 0.985 0.973 d = lying 0.063 0.677 0.943 0.788 e = standing 0.011 0.914 0.616 0.736 f = sitting 0.011 0.953 0.951 0.952 g = running 0.104 0.589 0.907 0.714 h = walking ------------------------------------------------------- 0.033 0.828 0.781 0.761 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.951 0.524 0.675 a = climbing down 0.044 0.716 0.852 0.778 b = climbing up 0.005 0.708 0.600 0.650 c = jumping 0.004 0.975 0.985 0.980 d = lying 0.063 0.681 0.950 0.793 e = standing 0.010 0.924 0.633 0.751 f = sitting 0.010 0.956 0.958 0.957 g = running 0.053 0.741 0.910 0.817 h = walking ------------------------------------------------------- 0.025 0.856 0.833 0.829 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.860 0.842 0.851 a = climbing down 0.017 0.844 0.705 0.769 b = climbing up 0.005 0.718 0.600 0.654 c = jumping 0.004 0.978 0.985 0.982 d = lying 0.060 0.692 0.967 0.807 e = standing 0.007 0.944 0.647 0.768 f = sitting 0.010 0.955 0.961 0.958 g = running 0.035 0.817 0.952 0.880 h = walking ------------------------------------------------------- 0.020 0.876 0.864 0.861 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.853 0.871 0.862 a = climbing down 0.041 0.743 0.918 0.821 b = climbing up 0.005 0.725 0.588 0.649 c = jumping 0.002 0.990 0.985 0.987 d = lying 0.060 0.694 0.967 0.808 e = standing 0.007 0.945 0.661 0.778 f = sitting 0.011 0.953 0.956 0.955 g = running 0.007 0.947 0.774 0.852 h = walking ------------------------------------------------------- 0.019 0.884 0.867 0.867 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.910 0.854 0.881 a = climbing down 0.028 0.804 0.880 0.841 b = climbing up 0.004 0.754 0.576 0.653 c = jumping 0.001 0.995 0.985 0.990 d = lying 0.025 0.843 0.946 0.892 e = standing 0.010 0.940 0.859 0.898 f = sitting 0.011 0.953 0.962 0.957 g = running 0.016 0.900 0.894 0.897 h = walking ------------------------------------------------------- 0.014 0.910 0.908 0.908 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.959 0.819 0.884 a = climbing down 0.028 0.804 0.897 0.848 b = climbing up 0.003 0.806 0.588 0.680 c = jumping 0.001 0.995 0.985 0.990 d = lying 0.025 0.844 0.948 0.893 e = standing 0.010 0.942 0.859 0.899 f = sitting 0.011 0.954 0.965 0.959 g = running 0.020 0.884 0.927 0.905 h = walking ------------------------------------------------------- 0.013 0.915 0.912 0.911 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.057 0.458 0.379 0.415 a = climbing down 0.043 0.620 0.573 0.596 b = climbing up 0.000 1.000 0.925 0.961 c = jumping 0.004 0.969 0.748 0.844 d = lying 0.049 0.786 0.947 0.859 e = standing 0.017 0.901 0.909 0.905 f = sitting 0.009 0.955 1.000 0.977 g = running 0.045 0.784 0.896 0.836 h = walking ------------------------------------------------------- 0.030 0.805 0.807 0.801 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.833 0.536 0.652 a = climbing down 0.032 0.755 0.797 0.776 b = climbing up 0.000 0.987 0.950 0.968 c = jumping 0.004 0.969 0.753 0.847 d = lying 0.049 0.786 0.958 0.863 e = standing 0.013 0.919 0.907 0.913 f = sitting 0.007 0.965 1.000 0.982 g = running 0.040 0.814 0.970 0.885 h = walking ------------------------------------------------------- 0.022 0.870 0.863 0.859 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.821 0.605 0.697 a = climbing down 0.031 0.764 0.816 0.789 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.007 0.955 0.808 0.875 d = lying 0.041 0.815 0.952 0.878 e = standing 0.012 0.929 0.904 0.916 f = sitting 0.006 0.968 1.000 0.984 g = running 0.028 0.861 0.964 0.910 h = walking ------------------------------------------------------- 0.020 0.882 0.879 0.876 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.833 0.583 0.686 a = climbing down 0.037 0.737 0.858 0.793 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.002 0.983 0.806 0.886 d = lying 0.038 0.810 0.872 0.840 e = standing 0.031 0.829 0.914 0.869 f = sitting 0.006 0.968 1.000 0.984 g = running 0.023 0.884 0.954 0.917 h = walking ------------------------------------------------------- 0.021 0.873 0.868 0.865 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.838 0.590 0.692 a = climbing down 0.036 0.744 0.862 0.799 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.003 0.981 0.811 0.888 d = lying 0.037 0.817 0.889 0.852 e = standing 0.028 0.845 0.914 0.878 f = sitting 0.006 0.968 1.000 0.984 g = running 0.023 0.884 0.954 0.917 h = walking ------------------------------------------------------- 0.020 0.877 0.873 0.870 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.765 0.648 0.701 a = climbing down 0.041 0.716 0.846 0.776 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.003 0.981 0.818 0.892 d = lying 0.036 0.823 0.904 0.862 e = standing 0.025 0.859 0.914 0.886 f = sitting 0.006 0.970 1.000 0.985 g = running 0.012 0.931 0.893 0.911 h = walking ------------------------------------------------------- 0.020 0.876 0.872 0.871 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.051 0.403 0.270 0.323 a = climbing down 0.035 0.670 0.593 0.629 b = climbing up 0.000 1.000 0.091 0.167 c = jumping 0.013 0.893 0.607 0.723 d = lying 0.079 0.704 0.995 0.824 e = standing 0.011 0.922 0.805 0.860 f = sitting 0.033 0.847 0.998 0.916 g = running 0.077 0.663 0.836 0.739 h = walking ------------------------------------------------------- 0.043 0.747 0.743 0.725 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.145 0.431 0.854 0.573 a = climbing down 0.013 0.683 0.233 0.347 b = climbing up 0.000 1.000 0.039 0.075 c = jumping 0.012 0.900 0.605 0.724 d = lying 0.082 0.695 0.995 0.818 e = standing 0.010 0.934 0.804 0.864 f = sitting 0.021 0.899 0.997 0.946 g = running 0.012 0.912 0.686 0.783 h = walking ------------------------------------------------------- 0.039 0.799 0.745 0.732 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.121 0.462 0.813 0.590 a = climbing down 0.003 0.725 0.068 0.125 b = climbing up 0.000 1.000 0.039 0.075 c = jumping 0.013 0.891 0.617 0.729 d = lying 0.083 0.694 0.997 0.818 e = standing 0.008 0.944 0.787 0.859 f = sitting 0.020 0.902 0.997 0.947 g = running 0.028 0.857 0.939 0.896 h = walking ------------------------------------------------------- 0.038 0.799 0.761 0.727 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.100 0.522 0.849 0.647 a = climbing down 0.006 0.863 0.325 0.472 b = climbing up 0.000 1.000 0.039 0.075 c = jumping 0.013 0.892 0.626 0.736 d = lying 0.082 0.694 0.997 0.819 e = standing 0.007 0.948 0.784 0.858 f = sitting 0.016 0.920 0.997 0.957 g = running 0.019 0.897 0.910 0.904 h = walking ------------------------------------------------------- 0.033 0.831 0.790 0.775 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.049 0.679 0.807 0.737 a = climbing down 0.016 0.841 0.687 0.756 b = climbing up 0.000 1.000 0.156 0.270 c = jumping 0.013 0.893 0.633 0.741 d = lying 0.081 0.698 0.997 0.821 e = standing 0.007 0.948 0.784 0.858 f = sitting 0.016 0.920 0.997 0.957 g = running 0.018 0.902 0.914 0.908 h = walking ------------------------------------------------------- 0.028 0.848 0.828 0.821 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.042 0.719 0.834 0.772 a = climbing down 0.011 0.889 0.696 0.781 b = climbing up 0.000 1.000 0.273 0.429 c = jumping 0.013 0.895 0.629 0.739 d = lying 0.082 0.696 0.997 0.820 e = standing 0.007 0.948 0.786 0.859 f = sitting 0.015 0.927 0.997 0.961 g = running 0.019 0.900 0.947 0.923 h = walking ------------------------------------------------------- 0.027 0.858 0.839 0.834 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.577 0.186 0.281 a = climbing down 0.031 0.733 0.480 0.580 b = climbing up 0.002 0.855 0.553 0.671 c = jumping 0.018 0.869 0.703 0.777 d = lying 0.040 0.785 0.947 0.859 e = standing 0.053 0.672 0.672 0.672 f = sitting 0.011 0.935 0.939 0.937 g = running 0.166 0.515 0.948 0.668 h = walking ------------------------------------------------------- 0.049 0.732 0.712 0.694 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.668 0.400 0.501 a = climbing down 0.109 0.587 0.880 0.704 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.009 0.926 0.687 0.789 d = lying 0.039 0.789 0.954 0.864 e = standing 0.054 0.684 0.729 0.706 f = sitting 0.004 0.977 0.997 0.987 g = running 0.038 0.746 0.597 0.663 h = walking ------------------------------------------------------- 0.040 0.776 0.762 0.756 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.761 0.468 0.580 a = climbing down 0.058 0.724 0.869 0.790 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.004 0.968 0.665 0.788 d = lying 0.018 0.885 0.916 0.900 e = standing 0.064 0.691 0.892 0.779 f = sitting 0.004 0.977 0.997 0.987 g = running 0.042 0.792 0.852 0.821 h = walking ------------------------------------------------------- 0.030 0.834 0.822 0.817 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.742 0.545 0.628 a = climbing down 0.052 0.740 0.839 0.786 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.004 0.968 0.665 0.788 d = lying 0.017 0.891 0.917 0.904 e = standing 0.064 0.694 0.899 0.783 f = sitting 0.004 0.979 0.997 0.988 g = running 0.038 0.808 0.853 0.830 h = walking ------------------------------------------------------- 0.028 0.838 0.827 0.824 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.033 0.682 0.588 0.632 a = climbing down 0.036 0.791 0.764 0.777 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.004 0.968 0.679 0.798 d = lying 0.017 0.892 0.910 0.901 e = standing 0.063 0.698 0.901 0.786 f = sitting 0.004 0.979 0.997 0.988 g = running 0.047 0.775 0.875 0.822 h = walking ------------------------------------------------------- 0.028 0.835 0.825 0.823 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.040 0.656 0.631 0.644 a = climbing down 0.026 0.824 0.689 0.750 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.003 0.971 0.675 0.796 d = lying 0.014 0.906 0.901 0.903 e = standing 0.065 0.695 0.918 0.791 f = sitting 0.004 0.976 0.997 0.986 g = running 0.060 0.729 0.861 0.789 h = walking ------------------------------------------------------- 0.030 0.831 0.817 0.816 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.640 0.239 0.348 a = climbing down 0.024 0.758 0.421 0.542 b = climbing up 0.010 0.273 0.179 0.216 c = jumping 0.007 0.943 0.649 0.769 d = lying 0.082 0.645 0.958 0.771 e = standing 0.061 0.554 0.473 0.511 f = sitting 0.026 0.850 0.843 0.847 g = running 0.180 0.496 0.947 0.651 h = walking ------------------------------------------------------- 0.058 0.691 0.653 0.635 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.671 0.534 0.595 a = climbing down 0.081 0.635 0.800 0.708 b = climbing up 0.011 0.276 0.190 0.225 c = jumping 0.005 0.953 0.663 0.782 d = lying 0.076 0.657 0.947 0.776 e = standing 0.060 0.580 0.516 0.546 f = sitting 0.025 0.855 0.862 0.858 g = running 0.053 0.696 0.645 0.669 h = walking ------------------------------------------------------- 0.047 0.715 0.704 0.699 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.808 0.573 0.670 a = climbing down 0.040 0.776 0.784 0.780 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.004 0.968 0.670 0.791 d = lying 0.073 0.668 0.941 0.781 e = standing 0.060 0.596 0.550 0.572 f = sitting 0.022 0.885 0.975 0.928 g = running 0.064 0.712 0.842 0.771 h = walking ------------------------------------------------------- 0.040 0.778 0.761 0.756 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.793 0.695 0.741 a = climbing down 0.039 0.784 0.793 0.789 b = climbing up 0.000 1.000 0.429 0.600 c = jumping 0.000 1.000 0.644 0.783 d = lying 0.030 0.818 0.866 0.841 e = standing 0.076 0.639 0.839 0.725 f = sitting 0.020 0.896 0.975 0.934 g = running 0.045 0.774 0.825 0.798 h = walking ------------------------------------------------------- 0.033 0.820 0.802 0.800 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.903 0.766 0.829 a = climbing down 0.039 0.797 0.869 0.831 b = climbing up 0.000 1.000 0.512 0.677 c = jumping 0.000 1.000 0.647 0.786 d = lying 0.029 0.821 0.870 0.845 e = standing 0.075 0.644 0.845 0.731 f = sitting 0.017 0.907 0.975 0.940 g = running 0.030 0.842 0.853 0.848 h = walking ------------------------------------------------------- 0.028 0.848 0.828 0.828 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.870 0.834 0.852 a = climbing down 0.044 0.783 0.902 0.838 b = climbing up 0.000 1.000 0.524 0.688 c = jumping 0.000 1.000 0.661 0.796 d = lying 0.028 0.828 0.872 0.849 e = standing 0.072 0.654 0.852 0.740 f = sitting 0.017 0.908 0.975 0.941 g = running 0.015 0.911 0.800 0.852 h = walking ------------------------------------------------------- 0.027 0.855 0.836 0.836 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.058 0.617 0.697 0.655 a = climbing down 0.059 0.705 0.871 0.780 b = climbing up 0.000 1.000 0.878 0.935 c = jumping 0.036 0.825 0.960 0.888 d = lying 0.065 0.648 0.824 0.725 e = standing 0.031 0.681 0.396 0.501 f = sitting 0.009 0.951 1.000 0.975 g = running 0.018 0.847 0.549 0.666 h = walking ------------------------------------------------------- 0.037 0.767 0.762 0.750 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.874 0.693 0.773 a = climbing down 0.028 0.826 0.832 0.829 b = climbing up 0.000 1.000 0.911 0.953 c = jumping 0.020 0.894 0.960 0.926 d = lying 0.010 0.912 0.710 0.798 e = standing 0.048 0.741 0.832 0.784 f = sitting 0.002 0.987 0.995 0.991 g = running 0.048 0.766 0.888 0.822 h = walking ------------------------------------------------------- 0.024 0.860 0.854 0.853 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.906 0.638 0.748 a = climbing down 0.054 0.740 0.939 0.828 b = climbing up 0.003 0.899 0.989 0.942 c = jumping 0.020 0.894 0.960 0.926 d = lying 0.010 0.911 0.704 0.794 e = standing 0.049 0.738 0.832 0.782 f = sitting 0.000 0.998 0.980 0.989 g = running 0.027 0.849 0.835 0.842 h = walking ------------------------------------------------------- 0.024 0.863 0.853 0.851 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.871 0.620 0.725 a = climbing down 0.090 0.639 0.979 0.773 b = climbing up 0.002 0.928 1.000 0.963 c = jumping 0.019 0.901 0.960 0.930 d = lying 0.010 0.912 0.710 0.798 e = standing 0.048 0.743 0.841 0.789 f = sitting 0.000 1.000 0.985 0.992 g = running 0.009 0.928 0.683 0.787 h = walking ------------------------------------------------------- 0.026 0.860 0.837 0.836 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.916 0.629 0.746 a = climbing down 0.061 0.715 0.941 0.813 b = climbing up 0.002 0.918 1.000 0.957 c = jumping 0.018 0.906 0.960 0.932 d = lying 0.010 0.913 0.720 0.805 e = standing 0.046 0.750 0.846 0.795 f = sitting 0.000 1.000 0.983 0.992 g = running 0.021 0.879 0.838 0.858 h = walking ------------------------------------------------------- 0.023 0.870 0.858 0.856 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.913 0.627 0.743 a = climbing down 0.061 0.716 0.943 0.814 b = climbing up 0.003 0.900 1.000 0.947 c = jumping 0.016 0.914 0.958 0.936 d = lying 0.011 0.907 0.729 0.809 e = standing 0.045 0.756 0.851 0.801 f = sitting 0.000 1.000 0.980 0.990 g = running 0.020 0.880 0.840 0.860 h = walking ------------------------------------------------------- 0.023 0.871 0.859 0.858 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.712 0.785 0.746 a = climbing down 0.044 0.731 0.726 0.728 b = climbing up 0.000 1.000 0.314 0.478 c = jumping 0.022 0.887 0.965 0.924 d = lying 0.088 0.582 0.829 0.684 e = standing 0.031 0.637 0.333 0.438 f = sitting 0.032 0.844 0.992 0.912 g = running 0.020 0.871 0.743 0.802 h = walking ------------------------------------------------------- 0.038 0.764 0.759 0.746 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.895 0.680 0.773 a = climbing down 0.046 0.751 0.855 0.800 b = climbing up 0.000 1.000 0.314 0.478 c = jumping 0.020 0.893 0.965 0.927 d = lying 0.089 0.578 0.831 0.682 e = standing 0.031 0.637 0.330 0.435 f = sitting 0.030 0.855 0.992 0.918 g = running 0.035 0.804 0.802 0.803 h = walking ------------------------------------------------------- 0.036 0.780 0.774 0.760 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.818 0.791 0.804 a = climbing down 0.015 0.879 0.661 0.755 b = climbing up 0.000 1.000 0.337 0.504 c = jumping 0.006 0.965 0.963 0.964 d = lying 0.012 0.887 0.647 0.748 e = standing 0.059 0.713 0.888 0.791 f = sitting 0.025 0.877 0.992 0.931 g = running 0.052 0.759 0.925 0.834 h = walking ------------------------------------------------------- 0.027 0.846 0.834 0.829 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.824 0.916 0.868 a = climbing down 0.021 0.855 0.760 0.805 b = climbing up 0.000 1.000 0.337 0.504 c = jumping 0.006 0.968 0.963 0.965 d = lying 0.012 0.892 0.647 0.750 e = standing 0.059 0.714 0.895 0.795 f = sitting 0.020 0.895 0.992 0.941 g = running 0.024 0.864 0.869 0.867 h = walking ------------------------------------------------------- 0.023 0.864 0.855 0.851 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.828 0.918 0.871 a = climbing down 0.021 0.858 0.767 0.810 b = climbing up 0.000 1.000 0.349 0.517 c = jumping 0.006 0.968 0.963 0.965 d = lying 0.012 0.891 0.655 0.755 e = standing 0.058 0.718 0.894 0.796 f = sitting 0.020 0.898 0.992 0.942 g = running 0.023 0.871 0.874 0.872 h = walking ------------------------------------------------------- 0.023 0.866 0.858 0.854 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.849 0.916 0.881 a = climbing down 0.012 0.908 0.706 0.794 b = climbing up 0.000 1.000 0.337 0.504 c = jumping 0.006 0.968 0.963 0.965 d = lying 0.008 0.927 0.645 0.761 e = standing 0.060 0.719 0.920 0.807 f = sitting 0.020 0.899 0.992 0.943 g = running 0.037 0.819 0.932 0.872 h = walking ------------------------------------------------------- 0.023 0.873 0.861 0.855 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.749 0.595 0.663 a = climbing down 0.058 0.656 0.808 0.724 b = climbing up 0.048 0.310 0.968 0.469 c = jumping 0.002 0.986 0.928 0.956 d = lying 0.136 0.599 0.993 0.747 e = standing 0.011 0.822 0.271 0.407 f = sitting 0.005 0.953 0.664 0.783 g = running 0.036 0.770 0.719 0.744 h = walking ------------------------------------------------------- 0.042 0.778 0.720 0.710 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.893 0.482 0.626 a = climbing down 0.047 0.719 0.865 0.785 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.002 0.986 0.923 0.953 d = lying 0.050 0.789 0.907 0.844 e = standing 0.030 0.815 0.728 0.769 f = sitting 0.006 0.965 1.000 0.982 g = running 0.055 0.718 0.824 0.767 h = walking ------------------------------------------------------- 0.029 0.842 0.832 0.828 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.934 0.422 0.581 a = climbing down 0.034 0.766 0.808 0.787 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.002 0.986 0.923 0.953 d = lying 0.049 0.790 0.907 0.844 e = standing 0.030 0.815 0.729 0.770 f = sitting 0.006 0.965 1.000 0.982 g = running 0.074 0.674 0.903 0.772 h = walking ------------------------------------------------------- 0.029 0.846 0.830 0.824 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.876 0.559 0.682 a = climbing down 0.030 0.788 0.806 0.797 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.002 0.987 0.923 0.954 d = lying 0.048 0.795 0.910 0.849 e = standing 0.030 0.820 0.738 0.777 f = sitting 0.006 0.965 1.000 0.982 g = running 0.059 0.716 0.877 0.788 h = walking ------------------------------------------------------- 0.027 0.850 0.843 0.841 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.906 0.576 0.704 a = climbing down 0.025 0.816 0.804 0.810 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.002 0.984 0.923 0.952 d = lying 0.048 0.796 0.908 0.848 e = standing 0.030 0.818 0.737 0.775 f = sitting 0.006 0.966 1.000 0.983 g = running 0.059 0.721 0.908 0.804 h = walking ------------------------------------------------------- 0.026 0.857 0.849 0.846 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.949 0.478 0.635 a = climbing down 0.023 0.824 0.790 0.807 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.002 0.986 0.921 0.952 d = lying 0.049 0.793 0.907 0.846 e = standing 0.031 0.815 0.734 0.772 f = sitting 0.001 0.995 1.000 0.998 g = running 0.079 0.668 0.940 0.781 h = walking ------------------------------------------------------- 0.028 0.859 0.841 0.837 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.684 0.643 0.663 a = climbing down 0.076 0.581 0.766 0.661 b = climbing up 0.049 0.232 0.689 0.347 c = jumping 0.002 0.984 0.914 0.947 d = lying 0.146 0.583 0.993 0.734 e = standing 0.014 0.741 0.212 0.330 f = sitting 0.014 0.884 0.657 0.754 g = running 0.031 0.749 0.556 0.638 h = walking ------------------------------------------------------- 0.048 0.732 0.679 0.665 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.048 0.643 0.714 0.677 a = climbing down 0.067 0.600 0.727 0.657 b = climbing up 0.001 0.913 0.700 0.792 c = jumping 0.002 0.987 0.914 0.949 d = lying 0.147 0.581 0.993 0.733 e = standing 0.014 0.738 0.209 0.326 f = sitting 0.010 0.944 0.987 0.965 g = running 0.027 0.784 0.572 0.662 h = walking ------------------------------------------------------- 0.046 0.758 0.730 0.708 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.766 0.688 0.725 a = climbing down 0.072 0.624 0.874 0.728 b = climbing up 0.000 0.962 0.567 0.713 c = jumping 0.001 0.993 0.914 0.951 d = lying 0.065 0.753 0.970 0.848 e = standing 0.020 0.853 0.642 0.733 f = sitting 0.013 0.929 0.995 0.961 g = running 0.022 0.825 0.603 0.697 h = walking ------------------------------------------------------- 0.031 0.827 0.811 0.808 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.027 0.767 0.723 0.744 a = climbing down 0.086 0.596 0.923 0.724 b = climbing up 0.000 0.986 0.811 0.890 c = jumping 0.001 0.993 0.914 0.951 d = lying 0.066 0.752 0.978 0.850 e = standing 0.019 0.863 0.638 0.733 f = sitting 0.007 0.962 0.997 0.979 g = running 0.011 0.887 0.511 0.648 h = walking ------------------------------------------------------- 0.030 0.839 0.814 0.809 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.772 0.742 0.757 a = climbing down 0.071 0.638 0.911 0.751 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.001 0.994 0.914 0.952 d = lying 0.067 0.749 0.978 0.849 e = standing 0.019 0.862 0.635 0.731 f = sitting 0.004 0.974 0.998 0.986 g = running 0.013 0.887 0.587 0.706 h = walking ------------------------------------------------------- 0.028 0.847 0.827 0.824 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.828 0.682 0.748 a = climbing down 0.060 0.675 0.911 0.775 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.993 0.914 0.951 d = lying 0.065 0.756 0.981 0.854 e = standing 0.018 0.867 0.644 0.739 f = sitting 0.003 0.984 0.998 0.991 g = running 0.023 0.836 0.694 0.758 h = walking ------------------------------------------------------- 0.027 0.853 0.839 0.837 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.536 0.528 0.532 a = climbing down 0.002 0.971 0.485 0.647 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.002 0.984 0.834 0.903 d = lying 0.200 0.452 1.000 0.622 e = standing 0.006 0.512 0.035 0.065 f = sitting 0.002 0.987 1.000 0.993 g = running 0.100 0.639 0.878 0.740 h = walking ------------------------------------------------------- 0.050 0.744 0.702 0.661 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.840 0.694 0.760 a = climbing down 0.006 0.950 0.749 0.837 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.002 0.985 0.840 0.907 d = lying 0.200 0.452 1.000 0.622 e = standing 0.006 0.486 0.030 0.056 f = sitting 0.001 0.995 1.000 0.997 g = running 0.048 0.807 0.991 0.889 h = walking ------------------------------------------------------- 0.039 0.788 0.766 0.726 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.848 0.740 0.790 a = climbing down 0.008 0.936 0.799 0.862 b = climbing up 0.001 0.965 0.976 0.971 c = jumping 0.002 0.985 0.840 0.907 d = lying 0.200 0.452 1.000 0.622 e = standing 0.006 0.486 0.030 0.056 f = sitting 0.001 0.995 0.995 0.995 g = running 0.035 0.852 0.989 0.916 h = walking ------------------------------------------------------- 0.037 0.794 0.775 0.735 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.844 0.819 0.831 a = climbing down 0.008 0.940 0.820 0.876 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.002 0.986 0.840 0.908 d = lying 0.201 0.451 1.000 0.622 e = standing 0.006 0.472 0.028 0.053 f = sitting 0.001 0.995 1.000 0.997 g = running 0.024 0.893 0.988 0.938 h = walking ------------------------------------------------------- 0.036 0.799 0.783 0.743 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.843 0.853 0.848 a = climbing down 0.011 0.919 0.874 0.896 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.002 0.987 0.844 0.910 d = lying 0.202 0.450 1.000 0.621 e = standing 0.005 0.469 0.025 0.047 f = sitting 0.001 0.995 1.000 0.997 g = running 0.010 0.952 0.980 0.965 h = walking ------------------------------------------------------- 0.034 0.806 0.791 0.751 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.789 0.819 0.804 a = climbing down 0.016 0.882 0.841 0.861 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.832 0.908 d = lying 0.113 0.594 0.998 0.744 e = standing 0.013 0.875 0.489 0.628 f = sitting 0.001 0.995 1.000 0.997 g = running 0.008 0.962 0.978 0.970 h = walking ------------------------------------------------------- 0.023 0.886 0.855 0.853 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.071 0.401 0.641 0.493 a = climbing down 0.003 0.942 0.343 0.503 b = climbing up 0.000 1.000 0.639 0.779 c = jumping 0.014 0.930 0.992 0.960 d = lying 0.158 0.510 1.000 0.675 e = standing 0.001 0.911 0.068 0.127 f = sitting 0.011 0.944 1.000 0.971 g = running 0.069 0.722 0.880 0.793 h = walking ------------------------------------------------------- 0.043 0.801 0.716 0.668 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.057 0.475 0.691 0.563 a = climbing down 0.005 0.910 0.383 0.539 b = climbing up 0.001 0.961 0.880 0.918 c = jumping 0.014 0.932 0.992 0.961 d = lying 0.160 0.508 1.000 0.674 e = standing 0.001 0.905 0.063 0.118 f = sitting 0.005 0.975 0.995 0.985 g = running 0.051 0.798 0.986 0.882 h = walking ------------------------------------------------------- 0.039 0.818 0.746 0.696 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.058 0.481 0.725 0.578 a = climbing down 0.005 0.915 0.385 0.542 b = climbing up 0.001 0.949 0.892 0.919 c = jumping 0.012 0.939 0.992 0.965 d = lying 0.161 0.506 1.000 0.672 e = standing 0.001 0.905 0.063 0.118 f = sitting 0.004 0.977 0.993 0.985 g = running 0.046 0.813 0.988 0.892 h = walking ------------------------------------------------------- 0.038 0.822 0.749 0.699 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.077 0.451 0.851 0.589 a = climbing down 0.006 0.907 0.429 0.583 b = climbing up 0.001 0.938 0.916 0.927 c = jumping 0.012 0.939 0.992 0.965 d = lying 0.161 0.506 1.000 0.672 e = standing 0.001 0.905 0.063 0.118 f = sitting 0.004 0.980 0.991 0.986 g = running 0.015 0.928 0.945 0.937 h = walking ------------------------------------------------------- 0.034 0.839 0.756 0.713 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.077 0.456 0.866 0.597 a = climbing down 0.006 0.907 0.434 0.587 b = climbing up 0.001 0.950 0.916 0.933 c = jumping 0.012 0.939 0.992 0.965 d = lying 0.164 0.501 1.000 0.667 e = standing 0.001 0.875 0.047 0.089 f = sitting 0.004 0.980 0.993 0.986 g = running 0.013 0.935 0.945 0.940 h = walking ------------------------------------------------------- 0.034 0.835 0.755 0.710 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.043 0.584 0.805 0.677 a = climbing down 0.030 0.773 0.709 0.740 b = climbing up 0.001 0.938 0.916 0.927 c = jumping 0.011 0.943 0.992 0.967 d = lying 0.165 0.500 1.000 0.667 e = standing 0.001 0.879 0.048 0.092 f = sitting 0.004 0.980 0.991 0.986 g = running 0.002 0.990 0.889 0.937 h = walking ------------------------------------------------------- 0.033 0.838 0.776 0.734 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.360 0.135 0.197 a = climbing down 0.285 0.310 0.777 0.443 b = climbing up 0.067 0.220 0.885 0.352 c = jumping 0.172 0.500 0.957 0.657 d = lying 0.065 0.525 0.510 0.517 e = standing 0.000 0.750 0.005 0.011 f = sitting 0.003 0.960 0.423 0.587 g = running 0.046 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.087 0.478 0.417 0.347 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.769 0.543 0.637 a = climbing down 0.253 0.387 0.968 0.553 b = climbing up 0.000 1.000 0.736 0.848 c = jumping 0.001 0.997 0.948 0.972 d = lying 0.033 0.810 1.000 0.895 e = standing 0.000 0.998 0.841 0.913 f = sitting 0.007 0.959 0.860 0.907 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.044 0.698 0.728 0.690 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.774 0.527 0.627 a = climbing down 0.255 0.386 0.974 0.553 b = climbing up 0.000 1.000 0.816 0.899 c = jumping 0.001 0.997 0.948 0.972 d = lying 0.030 0.825 1.000 0.904 e = standing 0.000 0.998 0.862 0.925 f = sitting 0.005 0.971 0.860 0.912 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.043 0.703 0.732 0.694 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.780 0.537 0.636 a = climbing down 0.254 0.387 0.974 0.554 b = climbing up 0.000 1.000 0.839 0.912 c = jumping 0.001 0.997 0.948 0.972 d = lying 0.030 0.825 1.000 0.904 e = standing 0.000 0.998 0.862 0.925 f = sitting 0.004 0.974 0.860 0.914 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.043 0.704 0.733 0.696 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.806 0.554 0.656 a = climbing down 0.254 0.388 0.976 0.555 b = climbing up 0.000 1.000 0.828 0.906 c = jumping 0.001 0.997 0.948 0.972 d = lying 0.030 0.825 1.000 0.904 e = standing 0.000 0.998 0.862 0.925 f = sitting 0.004 0.973 0.862 0.914 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.043 0.707 0.735 0.698 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.786 0.519 0.625 a = climbing down 0.257 0.387 0.983 0.555 b = climbing up 0.000 1.000 0.839 0.912 c = jumping 0.001 0.997 0.946 0.971 d = lying 0.029 0.827 1.000 0.905 e = standing 0.001 0.996 0.864 0.925 f = sitting 0.004 0.974 0.860 0.914 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.043 0.705 0.732 0.694 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.464 0.224 0.302 a = climbing down 0.269 0.331 0.809 0.469 b = climbing up 0.031 0.407 1.000 0.578 c = jumping 0.146 0.540 0.957 0.691 d = lying 0.046 0.645 0.592 0.618 e = standing 0.034 0.000 0.000 0.000 f = sitting 0.000 1.000 0.598 0.749 g = running 0.053 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.084 0.422 0.470 0.408 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.006 0.012 a = climbing down 0.331 0.332 0.998 0.498 b = climbing up 0.001 0.944 1.000 0.971 c = jumping 0.010 0.942 0.924 0.933 d = lying 0.160 0.400 0.757 0.523 e = standing 0.034 0.000 0.000 0.000 f = sitting 0.002 0.987 0.866 0.923 g = running 0.011 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.075 0.526 0.526 0.436 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.006 0.012 a = climbing down 0.335 0.329 0.998 0.495 b = climbing up 0.001 0.944 1.000 0.971 c = jumping 0.007 0.960 0.921 0.940 d = lying 0.163 0.395 0.759 0.520 e = standing 0.034 0.000 0.000 0.000 f = sitting 0.002 0.989 0.866 0.923 g = running 0.007 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.075 0.528 0.525 0.437 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.006 0.012 a = climbing down 0.339 0.326 0.998 0.492 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.007 0.960 0.921 0.940 d = lying 0.163 0.395 0.759 0.520 e = standing 0.034 0.000 0.000 0.000 f = sitting 0.001 0.991 0.873 0.928 g = running 0.003 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.529 0.526 0.437 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.006 0.012 a = climbing down 0.340 0.326 0.998 0.492 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.007 0.960 0.921 0.940 d = lying 0.163 0.395 0.759 0.520 e = standing 0.034 0.000 0.000 0.000 f = sitting 0.002 0.989 0.873 0.927 g = running 0.002 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.529 0.526 0.437 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.006 0.012 a = climbing down 0.340 0.326 0.998 0.492 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.960 0.921 0.940 d = lying 0.163 0.395 0.759 0.520 e = standing 0.034 0.000 0.000 0.000 f = sitting 0.002 0.989 0.874 0.928 g = running 0.002 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.529 0.527 0.437 Weighted Avg. >> headupperarm >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.813 0.658 0.728 a = climbing down 0.026 0.824 0.667 0.737 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.009 0.948 0.967 0.957 d = lying 0.152 0.360 0.564 0.439 e = standing 0.065 0.279 0.138 0.185 f = sitting 0.000 1.000 0.936 0.967 g = running 0.078 0.671 0.952 0.787 h = walking ------------------------------------------------------- 0.049 0.702 0.699 0.688 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.844 0.667 0.745 a = climbing down 0.065 0.716 0.903 0.799 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.009 0.947 0.970 0.958 d = lying 0.152 0.359 0.560 0.437 e = standing 0.065 0.282 0.140 0.187 f = sitting 0.000 1.000 0.943 0.971 g = running 0.025 0.845 0.798 0.821 h = walking ------------------------------------------------------- 0.046 0.714 0.716 0.705 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.845 0.673 0.749 a = climbing down 0.032 0.819 0.808 0.814 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.011 0.938 0.970 0.954 d = lying 0.152 0.359 0.560 0.437 e = standing 0.063 0.288 0.140 0.188 f = sitting 0.000 1.000 0.943 0.971 g = running 0.047 0.773 0.953 0.854 h = walking ------------------------------------------------------- 0.045 0.719 0.724 0.712 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.822 0.744 0.781 a = climbing down 0.023 0.856 0.772 0.812 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.011 0.936 0.970 0.953 d = lying 0.152 0.360 0.564 0.439 e = standing 0.062 0.290 0.140 0.189 f = sitting 0.000 1.000 0.948 0.973 g = running 0.047 0.770 0.948 0.850 h = walking ------------------------------------------------------- 0.044 0.722 0.727 0.716 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.854 0.709 0.774 a = climbing down 0.061 0.728 0.905 0.807 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.011 0.936 0.970 0.953 d = lying 0.152 0.359 0.562 0.438 e = standing 0.062 0.289 0.140 0.189 f = sitting 0.000 1.000 0.963 0.981 g = running 0.016 0.894 0.817 0.854 h = walking ------------------------------------------------------- 0.045 0.724 0.726 0.716 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.848 0.784 0.815 a = climbing down 0.029 0.836 0.822 0.829 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.010 0.942 0.970 0.956 d = lying 0.152 0.358 0.562 0.438 e = standing 0.064 0.281 0.137 0.184 f = sitting 0.000 1.000 0.972 0.986 g = running 0.030 0.840 0.930 0.883 h = walking ------------------------------------------------------- 0.042 0.731 0.739 0.728 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.950 0.678 0.791 a = climbing down 0.022 0.837 0.611 0.707 b = climbing up 0.000 1.000 0.910 0.953 c = jumping 0.006 0.965 0.960 0.962 d = lying 0.172 0.333 0.568 0.419 e = standing 0.067 0.082 0.033 0.047 f = sitting 0.002 0.990 0.998 0.994 g = running 0.090 0.646 0.982 0.779 h = walking ------------------------------------------------------- 0.051 0.683 0.688 0.669 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.942 0.714 0.812 a = climbing down 0.039 0.786 0.782 0.784 b = climbing up 0.000 1.000 0.910 0.953 c = jumping 0.006 0.966 0.955 0.961 d = lying 0.172 0.335 0.573 0.423 e = standing 0.067 0.081 0.033 0.047 f = sitting 0.002 0.990 1.000 0.995 g = running 0.045 0.773 0.926 0.843 h = walking ------------------------------------------------------- 0.047 0.693 0.710 0.693 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.735 0.836 a = climbing down 0.039 0.797 0.835 0.816 b = climbing up 0.000 1.000 0.910 0.953 c = jumping 0.006 0.963 0.957 0.960 d = lying 0.173 0.333 0.571 0.421 e = standing 0.067 0.071 0.028 0.040 f = sitting 0.002 0.990 1.000 0.995 g = running 0.033 0.826 0.943 0.881 h = walking ------------------------------------------------------- 0.045 0.703 0.723 0.705 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.691 0.807 a = climbing down 0.060 0.731 0.903 0.808 b = climbing up 0.000 1.000 0.910 0.953 c = jumping 0.007 0.960 0.958 0.959 d = lying 0.174 0.333 0.575 0.422 e = standing 0.065 0.061 0.023 0.034 f = sitting 0.002 0.990 1.000 0.995 g = running 0.020 0.878 0.859 0.868 h = walking ------------------------------------------------------- 0.047 0.698 0.716 0.698 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.691 0.807 a = climbing down 0.060 0.733 0.904 0.810 b = climbing up 0.000 1.000 0.910 0.953 c = jumping 0.007 0.957 0.960 0.958 d = lying 0.174 0.334 0.579 0.424 e = standing 0.064 0.059 0.022 0.032 f = sitting 0.002 0.990 1.000 0.995 g = running 0.020 0.880 0.862 0.871 h = walking ------------------------------------------------------- 0.046 0.698 0.717 0.698 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.962 0.745 0.840 a = climbing down 0.058 0.741 0.912 0.818 b = climbing up 0.000 1.000 0.910 0.953 c = jumping 0.007 0.958 0.960 0.959 d = lying 0.175 0.334 0.579 0.424 e = standing 0.064 0.054 0.020 0.030 f = sitting 0.002 0.990 1.000 0.995 g = running 0.016 0.895 0.835 0.864 h = walking ------------------------------------------------------- 0.046 0.700 0.720 0.702 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.151 0.450 0.884 0.596 a = climbing down 0.055 0.600 0.611 0.606 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.017 0.904 0.989 0.945 d = lying 0.058 0.756 0.972 0.851 e = standing 0.007 0.927 0.532 0.676 f = sitting 0.003 0.983 1.000 0.992 g = running 0.017 0.591 0.133 0.217 h = walking ------------------------------------------------------- 0.040 0.757 0.733 0.704 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.935 0.794 0.859 a = climbing down 0.028 0.783 0.753 0.768 b = climbing up 0.000 1.000 0.975 0.988 c = jumping 0.004 0.976 0.989 0.982 d = lying 0.014 0.926 0.972 0.949 e = standing 0.007 0.955 0.888 0.920 f = sitting 0.003 0.983 1.000 0.992 g = running 0.048 0.770 0.874 0.818 h = walking ------------------------------------------------------- 0.016 0.907 0.904 0.904 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.972 0.718 0.826 a = climbing down 0.032 0.764 0.757 0.760 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.003 0.980 0.991 0.985 d = lying 0.014 0.927 0.974 0.950 e = standing 0.006 0.959 0.892 0.924 f = sitting 0.003 0.983 1.000 0.992 g = running 0.051 0.771 0.921 0.839 h = walking ------------------------------------------------------- 0.016 0.910 0.904 0.903 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.961 0.722 0.825 a = climbing down 0.052 0.690 0.852 0.762 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.003 0.980 0.991 0.985 d = lying 0.013 0.936 0.985 0.960 e = standing 0.004 0.973 0.903 0.937 f = sitting 0.003 0.983 1.000 0.992 g = running 0.030 0.836 0.836 0.836 h = walking ------------------------------------------------------- 0.015 0.913 0.906 0.906 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.944 0.779 0.854 a = climbing down 0.053 0.687 0.854 0.761 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.003 0.980 0.991 0.985 d = lying 0.012 0.940 0.985 0.962 e = standing 0.004 0.974 0.909 0.940 f = sitting 0.002 0.990 1.000 0.995 g = running 0.027 0.847 0.798 0.822 h = walking ------------------------------------------------------- 0.014 0.914 0.908 0.909 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.944 0.813 0.873 a = climbing down 0.045 0.710 0.817 0.760 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.003 0.981 0.991 0.986 d = lying 0.013 0.933 0.990 0.961 e = standing 0.003 0.979 0.901 0.939 f = sitting 0.002 0.990 1.000 0.995 g = running 0.029 0.842 0.829 0.835 h = walking ------------------------------------------------------- 0.014 0.916 0.912 0.913 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.139 0.441 0.788 0.566 a = climbing down 0.101 0.400 0.495 0.443 b = climbing up 0.001 0.938 0.950 0.944 c = jumping 0.024 0.870 0.998 0.930 d = lying 0.038 0.830 0.993 0.904 e = standing 0.001 0.985 0.615 0.757 f = sitting 0.005 0.971 0.971 0.971 g = running 0.018 0.524 0.107 0.178 h = walking ------------------------------------------------------- 0.042 0.734 0.715 0.689 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.791 0.610 0.689 a = climbing down 0.094 0.517 0.741 0.609 b = climbing up 0.001 0.976 1.000 0.988 c = jumping 0.016 0.909 0.998 0.951 d = lying 0.004 0.976 0.947 0.961 e = standing 0.010 0.933 0.872 0.902 f = sitting 0.004 0.978 0.976 0.977 g = running 0.045 0.714 0.603 0.654 h = walking ------------------------------------------------------- 0.026 0.843 0.830 0.831 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.838 0.638 0.724 a = climbing down 0.070 0.590 0.743 0.658 b = climbing up 0.001 0.976 1.000 0.988 c = jumping 0.014 0.918 0.998 0.957 d = lying 0.004 0.976 0.947 0.961 e = standing 0.010 0.934 0.884 0.908 f = sitting 0.003 0.983 0.976 0.980 g = running 0.049 0.733 0.727 0.730 h = walking ------------------------------------------------------- 0.023 0.863 0.855 0.855 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.926 0.640 0.757 a = climbing down 0.109 0.528 0.896 0.665 b = climbing up 0.001 0.976 1.000 0.988 c = jumping 0.013 0.925 0.998 0.960 d = lying 0.004 0.976 0.950 0.963 e = standing 0.009 0.938 0.891 0.914 f = sitting 0.003 0.983 0.976 0.980 g = running 0.027 0.795 0.565 0.661 h = walking ------------------------------------------------------- 0.022 0.877 0.849 0.851 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.850 0.686 0.760 a = climbing down 0.069 0.616 0.819 0.703 b = climbing up 0.001 0.976 1.000 0.988 c = jumping 0.010 0.938 0.998 0.967 d = lying 0.004 0.977 0.965 0.971 e = standing 0.007 0.956 0.907 0.931 f = sitting 0.003 0.983 0.976 0.980 g = running 0.035 0.793 0.716 0.752 h = walking ------------------------------------------------------- 0.019 0.882 0.874 0.875 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.896 0.621 0.733 a = climbing down 0.052 0.685 0.832 0.751 b = climbing up 0.001 0.976 1.000 0.988 c = jumping 0.010 0.938 1.000 0.968 d = lying 0.004 0.977 0.970 0.973 e = standing 0.005 0.964 0.907 0.934 f = sitting 0.003 0.983 0.976 0.980 g = running 0.051 0.746 0.805 0.774 h = walking ------------------------------------------------------- 0.019 0.890 0.882 0.882 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.781 0.755 0.768 a = climbing down 0.151 0.488 0.914 0.636 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.003 0.983 0.953 0.968 d = lying 0.016 0.869 0.670 0.756 e = standing 0.059 0.666 0.869 0.754 f = sitting 0.001 0.994 0.693 0.817 g = running 0.010 0.905 0.540 0.677 h = walking ------------------------------------------------------- 0.035 0.831 0.769 0.776 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.987 0.675 0.802 a = climbing down 0.043 0.767 0.895 0.826 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.003 0.985 0.953 0.969 d = lying 0.016 0.873 0.706 0.781 e = standing 0.053 0.688 0.869 0.768 f = sitting 0.001 0.996 0.988 0.992 g = running 0.027 0.868 0.940 0.903 h = walking ------------------------------------------------------- 0.019 0.889 0.876 0.876 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.987 0.658 0.789 a = climbing down 0.045 0.757 0.898 0.822 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.002 0.987 0.952 0.969 d = lying 0.017 0.880 0.788 0.831 e = standing 0.040 0.742 0.865 0.799 f = sitting 0.001 0.996 0.988 0.992 g = running 0.026 0.868 0.937 0.902 h = walking ------------------------------------------------------- 0.018 0.895 0.884 0.884 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.984 0.660 0.790 a = climbing down 0.045 0.757 0.896 0.821 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.002 0.988 0.952 0.970 d = lying 0.017 0.880 0.790 0.832 e = standing 0.040 0.744 0.867 0.800 f = sitting 0.001 0.996 0.985 0.990 g = running 0.026 0.873 0.942 0.906 h = walking ------------------------------------------------------- 0.018 0.896 0.885 0.885 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.980 0.653 0.784 a = climbing down 0.049 0.748 0.919 0.825 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.002 0.988 0.952 0.970 d = lying 0.017 0.883 0.816 0.848 e = standing 0.036 0.763 0.867 0.812 f = sitting 0.001 0.996 0.983 0.990 g = running 0.019 0.901 0.940 0.920 h = walking ------------------------------------------------------- 0.017 0.901 0.891 0.890 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.983 0.651 0.784 a = climbing down 0.072 0.675 0.953 0.790 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.002 0.988 0.952 0.970 d = lying 0.017 0.883 0.816 0.848 e = standing 0.036 0.763 0.867 0.812 f = sitting 0.001 0.996 0.981 0.988 g = running 0.009 0.947 0.846 0.894 h = walking ------------------------------------------------------- 0.018 0.899 0.880 0.881 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.877 0.858 0.867 a = climbing down 0.092 0.600 0.870 0.710 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.002 0.987 0.976 0.981 d = lying 0.000 0.998 0.806 0.892 e = standing 0.034 0.795 0.984 0.879 f = sitting 0.001 0.995 0.907 0.949 g = running 0.019 0.860 0.614 0.716 h = walking ------------------------------------------------------- 0.022 0.882 0.858 0.860 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.934 0.844 0.887 a = climbing down 0.025 0.828 0.746 0.785 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 0.974 0.978 d = lying 0.001 0.996 0.862 0.924 e = standing 0.025 0.838 0.978 0.902 f = sitting 0.002 0.990 1.000 0.995 g = running 0.041 0.805 0.920 0.859 h = walking ------------------------------------------------------- 0.014 0.915 0.910 0.910 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.811 0.881 a = climbing down 0.048 0.744 0.881 0.806 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 0.972 0.977 d = lying 0.001 0.996 0.811 0.894 e = standing 0.034 0.796 0.978 0.878 f = sitting 0.001 0.994 1.000 0.997 g = running 0.020 0.887 0.835 0.861 h = walking ------------------------------------------------------- 0.015 0.915 0.905 0.906 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.971 0.807 0.881 a = climbing down 0.048 0.747 0.893 0.814 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 0.974 0.978 d = lying 0.000 0.998 0.823 0.902 e = standing 0.032 0.806 0.978 0.883 f = sitting 0.001 0.993 1.000 0.997 g = running 0.018 0.897 0.842 0.868 h = walking ------------------------------------------------------- 0.014 0.919 0.909 0.910 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.971 0.804 0.880 a = climbing down 0.047 0.751 0.896 0.818 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 0.974 0.978 d = lying 0.000 0.998 0.825 0.903 e = standing 0.031 0.807 0.978 0.884 f = sitting 0.001 0.993 1.000 0.997 g = running 0.017 0.900 0.848 0.873 h = walking ------------------------------------------------------- 0.014 0.920 0.910 0.911 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.968 0.809 0.881 a = climbing down 0.043 0.764 0.882 0.819 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 0.974 0.978 d = lying 0.000 0.998 0.851 0.919 e = standing 0.027 0.828 0.978 0.897 f = sitting 0.001 0.993 1.000 0.997 g = running 0.019 0.894 0.868 0.881 h = walking ------------------------------------------------------- 0.013 0.923 0.916 0.916 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.791 0.434 0.561 a = climbing down 0.111 0.613 0.923 0.737 b = climbing up 0.000 1.000 0.897 0.946 c = jumping 0.009 0.931 0.808 0.865 d = lying 0.088 0.502 0.789 0.614 e = standing 0.039 0.511 0.323 0.396 f = sitting 0.005 0.982 0.885 0.931 g = running 0.029 0.800 0.812 0.806 h = walking ------------------------------------------------------- 0.039 0.768 0.741 0.736 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.866 0.572 0.689 a = climbing down 0.058 0.745 0.897 0.814 b = climbing up 0.000 1.000 0.897 0.946 c = jumping 0.008 0.935 0.808 0.867 d = lying 0.088 0.504 0.792 0.616 e = standing 0.038 0.521 0.333 0.406 f = sitting 0.006 0.979 0.925 0.951 g = running 0.035 0.795 0.960 0.870 h = walking ------------------------------------------------------- 0.031 0.799 0.784 0.779 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.881 0.608 0.720 a = climbing down 0.066 0.731 0.940 0.822 b = climbing up 0.000 1.000 0.897 0.946 c = jumping 0.008 0.935 0.810 0.868 d = lying 0.088 0.504 0.794 0.617 e = standing 0.038 0.523 0.331 0.405 f = sitting 0.006 0.978 0.923 0.950 g = running 0.021 0.860 0.922 0.890 h = walking ------------------------------------------------------- 0.030 0.807 0.790 0.787 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.032 0.765 0.705 0.734 a = climbing down 0.060 0.750 0.939 0.834 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.008 0.935 0.813 0.870 d = lying 0.090 0.500 0.800 0.615 e = standing 0.037 0.517 0.314 0.390 f = sitting 0.005 0.982 0.909 0.944 g = running 0.008 0.935 0.847 0.889 h = walking ------------------------------------------------------- 0.030 0.804 0.789 0.788 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.773 0.693 0.731 a = climbing down 0.058 0.758 0.953 0.845 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.008 0.935 0.812 0.869 d = lying 0.090 0.503 0.806 0.620 e = standing 0.036 0.530 0.321 0.400 f = sitting 0.005 0.982 0.888 0.933 g = running 0.010 0.927 0.893 0.910 h = walking ------------------------------------------------------- 0.030 0.807 0.793 0.790 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.031 0.775 0.713 0.743 a = climbing down 0.050 0.779 0.927 0.847 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.009 0.928 0.808 0.864 d = lying 0.090 0.499 0.798 0.614 e = standing 0.036 0.533 0.323 0.402 f = sitting 0.004 0.984 0.897 0.939 g = running 0.013 0.910 0.921 0.915 h = walking ------------------------------------------------------- 0.029 0.808 0.795 0.793 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.780 0.391 0.521 a = climbing down 0.122 0.587 0.912 0.714 b = climbing up 0.000 0.980 0.738 0.842 c = jumping 0.002 0.984 0.927 0.955 d = lying 0.101 0.481 0.821 0.607 e = standing 0.026 0.507 0.213 0.300 f = sitting 0.007 0.975 0.922 0.948 g = running 0.030 0.773 0.724 0.748 h = walking ------------------------------------------------------- 0.040 0.761 0.736 0.723 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.874 0.686 0.769 a = climbing down 0.043 0.800 0.910 0.851 b = climbing up 0.000 0.981 0.785 0.872 c = jumping 0.001 0.995 0.924 0.958 d = lying 0.112 0.483 0.920 0.633 e = standing 0.014 0.556 0.142 0.227 f = sitting 0.008 0.972 0.977 0.974 g = running 0.027 0.819 0.870 0.844 h = walking ------------------------------------------------------- 0.027 0.820 0.807 0.790 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.887 0.758 0.817 a = climbing down 0.037 0.827 0.938 0.879 b = climbing up 0.000 0.981 0.800 0.881 c = jumping 0.001 0.995 0.924 0.958 d = lying 0.112 0.483 0.920 0.633 e = standing 0.014 0.556 0.142 0.227 f = sitting 0.009 0.970 0.979 0.975 g = running 0.016 0.884 0.868 0.876 h = walking ------------------------------------------------------- 0.025 0.833 0.821 0.805 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.881 0.819 0.849 a = climbing down 0.026 0.873 0.938 0.904 b = climbing up 0.000 0.981 0.815 0.891 c = jumping 0.001 0.995 0.925 0.959 d = lying 0.112 0.483 0.920 0.633 e = standing 0.014 0.545 0.138 0.221 f = sitting 0.009 0.970 0.980 0.975 g = running 0.013 0.904 0.884 0.894 h = walking ------------------------------------------------------- 0.023 0.841 0.831 0.815 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.023 0.849 0.867 0.858 a = climbing down 0.033 0.843 0.942 0.890 b = climbing up 0.000 0.981 0.800 0.881 c = jumping 0.001 0.995 0.925 0.959 d = lying 0.115 0.478 0.926 0.630 e = standing 0.014 0.517 0.115 0.189 f = sitting 0.009 0.971 0.979 0.975 g = running 0.004 0.965 0.801 0.875 h = walking ------------------------------------------------------- 0.024 0.836 0.825 0.808 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.841 0.882 0.861 a = climbing down 0.031 0.853 0.937 0.893 b = climbing up 0.000 0.981 0.800 0.881 c = jumping 0.001 0.995 0.925 0.959 d = lying 0.115 0.478 0.926 0.630 e = standing 0.014 0.517 0.115 0.189 f = sitting 0.008 0.975 0.978 0.976 g = running 0.003 0.975 0.818 0.890 h = walking ------------------------------------------------------- 0.024 0.839 0.828 0.811 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.140 0.368 0.720 0.487 a = climbing down 0.063 0.627 0.780 0.695 b = climbing up 0.000 1.000 0.094 0.172 c = jumping 0.083 0.586 0.816 0.682 d = lying 0.038 0.773 0.932 0.845 e = standing 0.031 0.633 0.313 0.419 f = sitting 0.028 0.911 0.980 0.944 g = running 0.012 0.378 0.043 0.077 h = walking ------------------------------------------------------- 0.049 0.649 0.655 0.608 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.860 0.444 0.586 a = climbing down 0.035 0.773 0.864 0.816 b = climbing up 0.000 1.000 0.365 0.534 c = jumping 0.084 0.584 0.816 0.681 d = lying 0.039 0.768 0.932 0.842 e = standing 0.031 0.630 0.304 0.410 f = sitting 0.021 0.931 0.981 0.955 g = running 0.052 0.748 0.930 0.829 h = walking ------------------------------------------------------- 0.037 0.772 0.768 0.747 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.893 0.429 0.580 a = climbing down 0.069 0.654 0.958 0.778 b = climbing up 0.000 1.000 0.376 0.547 c = jumping 0.036 0.759 0.776 0.767 d = lying 0.020 0.857 0.875 0.866 e = standing 0.048 0.713 0.687 0.700 f = sitting 0.020 0.933 0.981 0.956 g = running 0.017 0.893 0.877 0.885 h = walking ------------------------------------------------------- 0.030 0.828 0.814 0.807 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.916 0.419 0.575 a = climbing down 0.084 0.612 0.976 0.752 b = climbing up 0.000 1.000 0.376 0.547 c = jumping 0.029 0.774 0.697 0.733 d = lying 0.011 0.905 0.762 0.828 e = standing 0.077 0.631 0.767 0.692 f = sitting 0.020 0.933 0.980 0.955 g = running 0.012 0.916 0.814 0.862 h = walking ------------------------------------------------------- 0.033 0.824 0.794 0.789 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.947 0.380 0.543 a = climbing down 0.072 0.647 0.967 0.775 b = climbing up 0.000 1.000 0.376 0.547 c = jumping 0.029 0.777 0.697 0.735 d = lying 0.011 0.907 0.770 0.833 e = standing 0.076 0.635 0.771 0.696 f = sitting 0.020 0.933 0.980 0.955 g = running 0.021 0.875 0.886 0.880 h = walking ------------------------------------------------------- 0.033 0.827 0.801 0.793 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.972 0.444 0.610 a = climbing down 0.050 0.718 0.935 0.812 b = climbing up 0.000 1.000 0.376 0.547 c = jumping 0.027 0.791 0.705 0.746 d = lying 0.010 0.914 0.762 0.832 e = standing 0.077 0.636 0.783 0.702 f = sitting 0.020 0.933 0.980 0.955 g = running 0.034 0.818 0.928 0.870 h = walking ------------------------------------------------------- 0.031 0.832 0.812 0.805 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.166 0.376 0.886 0.528 a = climbing down 0.042 0.661 0.604 0.631 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.063 0.664 0.867 0.752 d = lying 0.061 0.674 0.903 0.772 e = standing 0.025 0.682 0.311 0.427 f = sitting 0.031 0.902 0.987 0.943 g = running 0.010 0.333 0.029 0.053 h = walking ------------------------------------------------------- 0.049 0.633 0.652 0.599 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.852 0.841 0.846 a = climbing down 0.026 0.787 0.711 0.747 b = climbing up 0.000 1.000 0.061 0.115 c = jumping 0.064 0.663 0.864 0.750 d = lying 0.062 0.671 0.911 0.772 e = standing 0.025 0.676 0.299 0.415 f = sitting 0.029 0.907 0.989 0.946 g = running 0.036 0.798 0.850 0.823 h = walking ------------------------------------------------------- 0.036 0.779 0.778 0.756 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.833 0.877 0.854 a = climbing down 0.019 0.845 0.755 0.797 b = climbing up 0.000 1.000 0.171 0.292 c = jumping 0.064 0.663 0.871 0.753 d = lying 0.062 0.671 0.912 0.773 e = standing 0.023 0.685 0.296 0.414 f = sitting 0.025 0.920 0.987 0.953 g = running 0.023 0.870 0.905 0.887 h = walking ------------------------------------------------------- 0.032 0.799 0.797 0.777 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.038 0.735 0.938 0.824 a = climbing down 0.021 0.838 0.802 0.820 b = climbing up 0.000 1.000 0.207 0.343 c = jumping 0.066 0.657 0.876 0.751 d = lying 0.063 0.669 0.916 0.773 e = standing 0.022 0.685 0.280 0.397 f = sitting 0.024 0.922 0.985 0.953 g = running 0.003 0.976 0.814 0.888 h = walking ------------------------------------------------------- 0.031 0.803 0.794 0.775 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.789 0.895 0.839 a = climbing down 0.030 0.795 0.869 0.831 b = climbing up 0.000 1.000 0.220 0.360 c = jumping 0.066 0.657 0.871 0.749 d = lying 0.062 0.671 0.916 0.775 e = standing 0.023 0.681 0.284 0.401 f = sitting 0.024 0.923 0.985 0.953 g = running 0.003 0.981 0.805 0.884 h = walking ------------------------------------------------------- 0.031 0.804 0.797 0.778 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.801 0.899 0.847 a = climbing down 0.030 0.799 0.875 0.835 b = climbing up 0.000 1.000 0.220 0.360 c = jumping 0.065 0.659 0.871 0.750 d = lying 0.062 0.671 0.916 0.775 e = standing 0.023 0.684 0.289 0.406 f = sitting 0.024 0.923 0.985 0.953 g = running 0.003 0.982 0.811 0.888 h = walking ------------------------------------------------------- 0.031 0.806 0.799 0.781 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.553 0.475 0.511 a = climbing down 0.073 0.618 0.910 0.736 b = climbing up 0.000 1.000 0.870 0.930 c = jumping 0.030 0.839 0.961 0.896 d = lying 0.018 0.846 0.492 0.622 e = standing 0.104 0.543 0.727 0.622 f = sitting 0.006 0.967 0.991 0.979 g = running 0.023 0.824 0.600 0.694 h = walking ------------------------------------------------------- 0.040 0.762 0.740 0.734 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.040 0.566 0.439 0.494 a = climbing down 0.063 0.660 0.939 0.775 b = climbing up 0.000 1.000 0.870 0.930 c = jumping 0.031 0.836 0.964 0.895 d = lying 0.019 0.843 0.504 0.631 e = standing 0.101 0.548 0.719 0.622 f = sitting 0.005 0.973 0.991 0.982 g = running 0.028 0.811 0.673 0.735 h = walking ------------------------------------------------------- 0.039 0.767 0.752 0.745 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.037 0.553 0.391 0.458 a = climbing down 0.094 0.571 0.962 0.717 b = climbing up 0.000 1.000 0.870 0.930 c = jumping 0.032 0.831 0.964 0.892 d = lying 0.019 0.837 0.491 0.619 e = standing 0.104 0.539 0.711 0.613 f = sitting 0.005 0.974 0.991 0.983 g = running 0.018 0.848 0.578 0.687 h = walking ------------------------------------------------------- 0.041 0.758 0.731 0.724 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.039 0.549 0.405 0.466 a = climbing down 0.093 0.573 0.960 0.718 b = climbing up 0.000 1.000 0.884 0.938 c = jumping 0.031 0.834 0.961 0.893 d = lying 0.019 0.841 0.496 0.624 e = standing 0.103 0.542 0.717 0.618 f = sitting 0.005 0.976 0.989 0.983 g = running 0.018 0.850 0.568 0.681 h = walking ------------------------------------------------------- 0.041 0.760 0.733 0.725 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.565 0.398 0.467 a = climbing down 0.062 0.665 0.950 0.782 b = climbing up 0.000 1.000 0.884 0.938 c = jumping 0.031 0.836 0.968 0.897 d = lying 0.020 0.838 0.522 0.644 e = standing 0.097 0.556 0.711 0.624 f = sitting 0.005 0.974 0.991 0.983 g = running 0.029 0.812 0.711 0.758 h = walking ------------------------------------------------------- 0.038 0.768 0.757 0.749 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.029 0.587 0.345 0.435 a = climbing down 0.067 0.651 0.954 0.774 b = climbing up 0.000 1.000 0.913 0.955 c = jumping 0.031 0.836 0.968 0.897 d = lying 0.021 0.833 0.532 0.650 e = standing 0.095 0.558 0.704 0.623 f = sitting 0.003 0.982 0.991 0.986 g = running 0.037 0.779 0.727 0.752 h = walking ------------------------------------------------------- 0.039 0.764 0.756 0.746 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.833 0.841 0.837 a = climbing down 0.052 0.648 0.741 0.692 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.024 0.860 0.895 0.877 d = lying 0.017 0.837 0.439 0.576 e = standing 0.126 0.509 0.765 0.611 f = sitting 0.003 0.983 0.992 0.988 g = running 0.024 0.849 0.756 0.800 h = walking ------------------------------------------------------- 0.037 0.798 0.770 0.769 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.795 0.829 0.812 a = climbing down 0.033 0.716 0.636 0.673 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.018 0.888 0.873 0.881 d = lying 0.007 0.879 0.254 0.394 e = standing 0.167 0.467 0.854 0.604 f = sitting 0.003 0.983 0.992 0.988 g = running 0.039 0.795 0.842 0.818 h = walking ------------------------------------------------------- 0.041 0.798 0.749 0.736 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.777 0.697 0.735 a = climbing down 0.028 0.748 0.644 0.692 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.018 0.887 0.875 0.881 d = lying 0.007 0.882 0.249 0.389 e = standing 0.167 0.466 0.854 0.603 f = sitting 0.003 0.985 0.992 0.989 g = running 0.058 0.726 0.860 0.787 h = walking ------------------------------------------------------- 0.043 0.790 0.738 0.725 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.031 0.741 0.745 0.743 a = climbing down 0.028 0.744 0.619 0.676 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.018 0.887 0.877 0.882 d = lying 0.007 0.889 0.267 0.410 e = standing 0.164 0.472 0.854 0.608 f = sitting 0.003 0.986 0.992 0.989 g = running 0.052 0.742 0.841 0.788 h = walking ------------------------------------------------------- 0.042 0.790 0.741 0.728 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.049 0.680 0.886 0.770 a = climbing down 0.020 0.792 0.594 0.679 b = climbing up 0.000 1.000 0.877 0.934 c = jumping 0.018 0.891 0.880 0.885 d = lying 0.007 0.887 0.286 0.432 e = standing 0.159 0.478 0.854 0.613 f = sitting 0.002 0.988 0.992 0.990 g = running 0.033 0.811 0.799 0.805 h = walking ------------------------------------------------------- 0.040 0.801 0.750 0.739 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.758 0.841 0.797 a = climbing down 0.028 0.747 0.627 0.682 b = climbing up 0.000 1.000 0.877 0.934 c = jumping 0.017 0.897 0.880 0.888 d = lying 0.007 0.890 0.271 0.416 e = standing 0.162 0.477 0.864 0.614 f = sitting 0.002 0.988 0.992 0.990 g = running 0.038 0.800 0.842 0.821 h = walking ------------------------------------------------------- 0.040 0.804 0.755 0.743 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.902 0.261 0.405 a = climbing down 0.009 0.694 0.123 0.210 b = climbing up 0.112 0.152 1.000 0.265 c = jumping 0.012 0.887 0.769 0.824 d = lying 0.071 0.638 0.681 0.659 e = standing 0.081 0.479 0.495 0.487 f = sitting 0.002 0.976 0.342 0.506 g = running 0.252 0.368 0.970 0.534 h = walking ------------------------------------------------------- 0.061 0.701 0.516 0.506 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.131 0.509 0.856 0.639 a = climbing down 0.041 0.787 0.902 0.841 b = climbing up 0.127 0.137 1.000 0.242 c = jumping 0.012 0.892 0.761 0.822 d = lying 0.072 0.639 0.692 0.664 e = standing 0.080 0.483 0.496 0.490 f = sitting 0.001 0.979 0.258 0.408 g = running 0.016 0.127 0.016 0.028 h = walking ------------------------------------------------------- 0.052 0.630 0.571 0.546 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.048 0.748 0.896 0.816 a = climbing down 0.022 0.877 0.939 0.907 b = climbing up 0.134 0.131 1.000 0.232 c = jumping 0.012 0.890 0.761 0.821 d = lying 0.073 0.638 0.701 0.668 e = standing 0.078 0.487 0.491 0.489 f = sitting 0.001 0.970 0.218 0.356 g = running 0.003 0.968 0.687 0.803 h = walking ------------------------------------------------------- 0.036 0.785 0.664 0.673 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.076 0.671 0.972 0.794 a = climbing down 0.008 0.946 0.870 0.907 b = climbing up 0.127 0.137 1.000 0.241 c = jumping 0.011 0.894 0.759 0.821 d = lying 0.074 0.635 0.699 0.666 e = standing 0.079 0.481 0.486 0.483 f = sitting 0.001 0.974 0.257 0.406 g = running 0.001 0.991 0.608 0.754 h = walking ------------------------------------------------------- 0.038 0.788 0.660 0.671 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.078 0.668 0.980 0.794 a = climbing down 0.006 0.959 0.891 0.924 b = climbing up 0.128 0.137 1.000 0.240 c = jumping 0.012 0.894 0.778 0.832 d = lying 0.076 0.626 0.693 0.658 e = standing 0.078 0.478 0.470 0.474 f = sitting 0.001 0.974 0.252 0.401 g = running 0.001 0.994 0.578 0.731 h = walking ------------------------------------------------------- 0.038 0.787 0.658 0.668 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.074 0.681 0.990 0.807 a = climbing down 0.002 0.984 0.784 0.872 b = climbing up 0.139 0.127 1.000 0.225 c = jumping 0.011 0.897 0.782 0.835 d = lying 0.076 0.629 0.699 0.662 e = standing 0.076 0.487 0.477 0.482 f = sitting 0.001 0.964 0.185 0.311 g = running 0.001 0.995 0.737 0.847 h = walking ------------------------------------------------------- 0.037 0.793 0.656 0.665 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.938 0.279 0.430 a = climbing down 0.012 0.598 0.103 0.176 b = climbing up 0.038 0.344 1.000 0.512 c = jumping 0.002 0.982 0.908 0.944 d = lying 0.068 0.700 0.870 0.776 e = standing 0.035 0.706 0.549 0.618 f = sitting 0.001 0.993 0.770 0.867 g = running 0.250 0.375 0.988 0.543 h = walking ------------------------------------------------------- 0.051 0.750 0.642 0.620 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.135 0.504 0.861 0.636 a = climbing down 0.012 0.783 0.250 0.379 b = climbing up 0.000 0.929 0.153 0.263 c = jumping 0.002 0.987 0.904 0.943 d = lying 0.042 0.750 0.693 0.720 e = standing 0.067 0.618 0.718 0.664 f = sitting 0.021 0.905 0.993 0.947 g = running 0.100 0.344 0.346 0.345 h = walking ------------------------------------------------------- 0.053 0.706 0.674 0.657 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.916 0.881 0.898 a = climbing down 0.012 0.930 0.939 0.934 b = climbing up 0.000 0.975 0.906 0.939 c = jumping 0.002 0.987 0.908 0.946 d = lying 0.042 0.746 0.666 0.704 e = standing 0.071 0.605 0.724 0.659 f = sitting 0.003 0.984 0.992 0.988 g = running 0.010 0.934 0.961 0.947 h = walking ------------------------------------------------------- 0.021 0.874 0.868 0.869 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.942 0.877 0.909 a = climbing down 0.014 0.920 0.960 0.939 b = climbing up 0.000 0.988 0.953 0.970 c = jumping 0.002 0.987 0.908 0.946 d = lying 0.074 0.685 0.878 0.769 e = standing 0.034 0.699 0.514 0.592 f = sitting 0.002 0.989 0.993 0.991 g = running 0.009 0.945 0.968 0.957 h = walking ------------------------------------------------------- 0.021 0.881 0.878 0.875 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.932 0.874 0.902 a = climbing down 0.019 0.895 0.966 0.929 b = climbing up 0.000 0.988 0.976 0.982 c = jumping 0.001 0.989 0.883 0.933 d = lying 0.050 0.747 0.808 0.776 e = standing 0.049 0.673 0.669 0.671 f = sitting 0.001 0.994 0.993 0.994 g = running 0.005 0.966 0.949 0.958 h = walking ------------------------------------------------------- 0.019 0.886 0.883 0.884 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.937 0.876 0.905 a = climbing down 0.019 0.896 0.969 0.931 b = climbing up 0.000 0.988 0.976 0.982 c = jumping 0.000 0.998 0.871 0.930 d = lying 0.035 0.806 0.788 0.797 e = standing 0.054 0.684 0.776 0.727 f = sitting 0.001 0.994 0.993 0.994 g = running 0.005 0.968 0.951 0.959 h = walking ------------------------------------------------------- 0.017 0.899 0.894 0.895 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.586 0.393 0.471 a = climbing down 0.175 0.473 0.525 0.498 b = climbing up 0.032 0.392 0.989 0.562 c = jumping 0.001 0.995 0.707 0.827 d = lying 0.140 0.473 0.805 0.596 e = standing 0.043 0.539 0.311 0.395 f = sitting 0.049 0.697 0.732 0.715 g = running 0.067 0.419 0.307 0.354 h = walking ------------------------------------------------------- 0.084 0.578 0.553 0.547 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.699 0.365 0.480 a = climbing down 0.066 0.750 0.659 0.702 b = climbing up 0.002 0.910 0.789 0.845 c = jumping 0.000 0.998 0.721 0.837 d = lying 0.027 0.759 0.540 0.631 e = standing 0.097 0.608 0.931 0.736 f = sitting 0.005 0.965 0.955 0.960 g = running 0.094 0.607 0.918 0.731 h = walking ------------------------------------------------------- 0.047 0.771 0.743 0.738 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.692 0.789 0.738 a = climbing down 0.001 0.992 0.253 0.404 b = climbing up 0.002 0.905 0.844 0.874 c = jumping 0.000 0.997 0.709 0.829 d = lying 0.027 0.762 0.555 0.642 e = standing 0.096 0.611 0.932 0.738 f = sitting 0.004 0.973 0.953 0.963 g = running 0.195 0.439 0.969 0.605 h = walking ------------------------------------------------------- 0.047 0.805 0.691 0.674 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.039 0.660 0.865 0.748 a = climbing down 0.013 0.953 0.843 0.894 b = climbing up 0.002 0.907 0.867 0.886 c = jumping 0.000 0.998 0.721 0.837 d = lying 0.028 0.758 0.554 0.640 e = standing 0.093 0.617 0.934 0.743 f = sitting 0.003 0.978 0.953 0.965 g = running 0.019 0.884 0.923 0.903 h = walking ------------------------------------------------------- 0.026 0.855 0.829 0.831 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.880 0.820 0.849 a = climbing down 0.031 0.906 0.979 0.941 b = climbing up 0.001 0.929 0.867 0.897 c = jumping 0.000 0.998 0.723 0.839 d = lying 0.031 0.747 0.577 0.651 e = standing 0.088 0.629 0.926 0.749 f = sitting 0.003 0.978 0.958 0.968 g = running 0.008 0.949 0.885 0.916 h = walking ------------------------------------------------------- 0.026 0.871 0.855 0.854 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.869 0.817 0.842 a = climbing down 0.028 0.911 0.976 0.942 b = climbing up 0.001 0.939 0.856 0.895 c = jumping 0.000 0.998 0.723 0.839 d = lying 0.032 0.755 0.633 0.689 e = standing 0.079 0.650 0.915 0.760 f = sitting 0.004 0.976 0.960 0.968 g = running 0.009 0.943 0.890 0.916 h = walking ------------------------------------------------------- 0.024 0.875 0.860 0.861 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.557 0.315 0.403 a = climbing down 0.189 0.377 0.381 0.379 b = climbing up 0.004 0.829 1.000 0.906 c = jumping 0.013 0.911 0.924 0.918 d = lying 0.109 0.542 0.821 0.653 e = standing 0.039 0.503 0.243 0.328 f = sitting 0.080 0.649 0.960 0.774 g = running 0.076 0.349 0.258 0.297 h = walking ------------------------------------------------------- 0.088 0.539 0.557 0.530 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.699 0.687 0.693 a = climbing down 0.025 0.901 0.746 0.816 b = climbing up 0.000 1.000 0.241 0.389 c = jumping 0.085 0.626 1.000 0.770 d = lying 0.051 0.693 0.740 0.716 e = standing 0.026 0.586 0.232 0.332 f = sitting 0.045 0.771 0.987 0.866 g = running 0.035 0.803 0.914 0.855 h = walking ------------------------------------------------------- 0.040 0.750 0.746 0.723 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.590 0.194 0.292 a = climbing down 0.113 0.693 0.848 0.762 b = climbing up 0.000 1.000 0.540 0.701 c = jumping 0.025 0.847 0.984 0.910 d = lying 0.012 0.917 0.859 0.887 e = standing 0.021 0.860 0.788 0.822 f = sitting 0.036 0.807 0.987 0.888 g = running 0.012 0.910 0.785 0.843 h = walking ------------------------------------------------------- 0.041 0.808 0.810 0.795 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.832 0.656 0.734 a = climbing down 0.043 0.853 0.825 0.839 b = climbing up 0.000 1.000 0.943 0.970 c = jumping 0.025 0.850 0.984 0.912 d = lying 0.012 0.915 0.858 0.885 e = standing 0.021 0.856 0.788 0.820 f = sitting 0.027 0.848 0.987 0.912 g = running 0.021 0.872 0.896 0.884 h = walking ------------------------------------------------------- 0.025 0.865 0.864 0.862 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.872 0.634 0.734 a = climbing down 0.055 0.829 0.889 0.858 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.025 0.850 0.984 0.912 d = lying 0.011 0.921 0.828 0.872 e = standing 0.026 0.831 0.796 0.813 f = sitting 0.023 0.867 0.987 0.923 g = running 0.008 0.942 0.855 0.897 h = walking ------------------------------------------------------- 0.026 0.872 0.869 0.867 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.917 0.656 0.765 a = climbing down 0.075 0.800 0.993 0.886 b = climbing up 0.000 1.000 0.977 0.988 c = jumping 0.025 0.850 0.989 0.914 d = lying 0.009 0.932 0.823 0.874 e = standing 0.026 0.832 0.806 0.819 f = sitting 0.001 0.997 0.983 0.990 g = running 0.004 0.970 0.750 0.846 h = walking ------------------------------------------------------- 0.026 0.891 0.882 0.879 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.973 0.243 0.388 a = climbing down 0.037 0.726 0.714 0.720 b = climbing up 0.001 0.957 0.989 0.972 c = jumping 0.018 0.893 0.997 0.942 d = lying 0.085 0.633 0.872 0.734 e = standing 0.021 0.779 0.421 0.547 f = sitting 0.000 0.998 0.598 0.748 g = running 0.178 0.475 0.990 0.642 h = walking ------------------------------------------------------- 0.048 0.788 0.705 0.691 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.975 0.607 0.748 a = climbing down 0.071 0.645 0.929 0.761 b = climbing up 0.001 0.946 0.989 0.967 c = jumping 0.018 0.893 0.997 0.942 d = lying 0.086 0.631 0.874 0.733 e = standing 0.021 0.779 0.416 0.543 f = sitting 0.000 0.998 0.641 0.781 g = running 0.083 0.626 0.850 0.721 h = walking ------------------------------------------------------- 0.039 0.799 0.756 0.749 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.954 0.703 0.810 a = climbing down 0.035 0.774 0.873 0.821 b = climbing up 0.001 0.946 0.989 0.967 c = jumping 0.018 0.893 0.997 0.942 d = lying 0.083 0.642 0.877 0.741 e = standing 0.021 0.791 0.436 0.562 f = sitting 0.000 0.998 0.597 0.747 g = running 0.106 0.596 0.958 0.734 h = walking ------------------------------------------------------- 0.037 0.812 0.769 0.762 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.952 0.708 0.812 a = climbing down 0.035 0.774 0.879 0.823 b = climbing up 0.001 0.946 0.989 0.967 c = jumping 0.018 0.893 0.997 0.942 d = lying 0.085 0.637 0.879 0.739 e = standing 0.020 0.789 0.425 0.553 f = sitting 0.000 0.998 0.597 0.747 g = running 0.104 0.599 0.956 0.736 h = walking ------------------------------------------------------- 0.037 0.811 0.769 0.761 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.951 0.692 0.801 a = climbing down 0.060 0.685 0.938 0.792 b = climbing up 0.001 0.957 0.989 0.972 c = jumping 0.018 0.893 0.997 0.942 d = lying 0.083 0.641 0.879 0.742 e = standing 0.020 0.793 0.434 0.561 f = sitting 0.000 0.998 0.639 0.779 g = running 0.069 0.684 0.924 0.786 h = walking ------------------------------------------------------- 0.035 0.814 0.779 0.771 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.948 0.692 0.800 a = climbing down 0.026 0.830 0.931 0.878 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.018 0.893 0.997 0.942 d = lying 0.083 0.641 0.882 0.743 e = standing 0.020 0.797 0.433 0.561 f = sitting 0.000 0.999 0.971 0.985 g = running 0.030 0.836 0.940 0.885 h = walking ------------------------------------------------------- 0.025 0.853 0.842 0.834 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.945 0.274 0.425 a = climbing down 0.028 0.734 0.551 0.630 b = climbing up 0.000 0.982 0.635 0.771 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.097 0.606 0.883 0.718 e = standing 0.020 0.803 0.454 0.580 f = sitting 0.009 0.959 0.881 0.918 g = running 0.148 0.517 0.975 0.676 h = walking ------------------------------------------------------- 0.043 0.799 0.739 0.727 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.948 0.580 0.720 a = climbing down 0.035 0.747 0.751 0.749 b = climbing up 0.000 1.000 0.576 0.731 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.098 0.600 0.868 0.709 e = standing 0.022 0.783 0.450 0.571 f = sitting 0.012 0.947 0.960 0.953 g = running 0.065 0.694 0.913 0.789 h = walking ------------------------------------------------------- 0.034 0.820 0.796 0.790 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.725 0.803 0.762 a = climbing down 0.022 0.821 0.738 0.778 b = climbing up 0.000 1.000 0.541 0.702 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.098 0.604 0.884 0.718 e = standing 0.020 0.804 0.450 0.577 f = sitting 0.017 0.930 0.993 0.960 g = running 0.027 0.834 0.822 0.828 h = walking ------------------------------------------------------- 0.030 0.827 0.812 0.806 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.887 0.839 0.862 a = climbing down 0.013 0.879 0.652 0.749 b = climbing up 0.000 1.000 0.541 0.702 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.098 0.603 0.881 0.716 e = standing 0.020 0.799 0.448 0.574 f = sitting 0.018 0.927 0.998 0.961 g = running 0.044 0.779 0.956 0.858 h = walking ------------------------------------------------------- 0.030 0.841 0.824 0.816 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.902 0.859 0.880 a = climbing down 0.017 0.859 0.742 0.796 b = climbing up 0.000 1.000 0.506 0.672 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.098 0.605 0.889 0.720 e = standing 0.019 0.810 0.450 0.578 f = sitting 0.019 0.924 0.998 0.959 g = running 0.030 0.837 0.935 0.883 h = walking ------------------------------------------------------- 0.028 0.850 0.835 0.828 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.862 0.905 0.883 a = climbing down 0.014 0.881 0.735 0.801 b = climbing up 0.000 1.000 0.529 0.692 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.098 0.609 0.908 0.729 e = standing 0.016 0.837 0.447 0.582 f = sitting 0.018 0.926 0.998 0.960 g = running 0.026 0.852 0.913 0.882 h = walking ------------------------------------------------------- 0.027 0.855 0.839 0.831 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.893 0.565 0.692 a = climbing down 0.101 0.476 0.940 0.632 b = climbing up 0.000 1.000 0.926 0.961 c = jumping 0.001 0.992 0.804 0.888 d = lying 0.031 0.746 0.475 0.580 e = standing 0.121 0.593 0.906 0.717 f = sitting 0.019 0.910 0.998 0.952 g = running 0.004 0.960 0.575 0.719 h = walking ------------------------------------------------------- 0.038 0.814 0.754 0.754 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.901 0.703 0.789 a = climbing down 0.027 0.751 0.840 0.793 b = climbing up 0.000 1.000 0.915 0.956 c = jumping 0.001 0.992 0.801 0.886 d = lying 0.028 0.762 0.469 0.580 e = standing 0.124 0.592 0.918 0.720 f = sitting 0.011 0.947 0.998 0.972 g = running 0.034 0.825 0.852 0.838 h = walking ------------------------------------------------------- 0.035 0.826 0.802 0.800 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.920 0.745 0.823 a = climbing down 0.033 0.714 0.855 0.778 b = climbing up 0.000 1.000 0.936 0.967 c = jumping 0.001 0.991 0.799 0.885 d = lying 0.028 0.763 0.467 0.580 e = standing 0.124 0.592 0.921 0.721 f = sitting 0.010 0.952 0.998 0.974 g = running 0.024 0.867 0.842 0.855 h = walking ------------------------------------------------------- 0.034 0.832 0.807 0.805 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.924 0.730 0.816 a = climbing down 0.033 0.719 0.860 0.783 b = climbing up 0.000 1.000 0.936 0.967 c = jumping 0.001 0.992 0.801 0.886 d = lying 0.026 0.771 0.461 0.577 e = standing 0.125 0.590 0.926 0.721 f = sitting 0.010 0.952 0.998 0.974 g = running 0.024 0.867 0.853 0.860 h = walking ------------------------------------------------------- 0.034 0.834 0.808 0.805 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.927 0.728 0.815 a = climbing down 0.033 0.717 0.860 0.782 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.001 0.992 0.806 0.889 d = lying 0.024 0.788 0.461 0.581 e = standing 0.125 0.593 0.935 0.726 f = sitting 0.009 0.954 0.998 0.976 g = running 0.024 0.869 0.857 0.863 h = walking ------------------------------------------------------- 0.033 0.838 0.811 0.808 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.877 0.870 0.873 a = climbing down 0.025 0.765 0.823 0.793 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.001 0.992 0.811 0.892 d = lying 0.022 0.802 0.459 0.584 e = standing 0.125 0.594 0.941 0.728 f = sitting 0.009 0.954 0.994 0.974 g = running 0.015 0.911 0.844 0.876 h = walking ------------------------------------------------------- 0.032 0.846 0.821 0.818 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.856 0.496 0.628 a = climbing down 0.106 0.438 0.843 0.576 b = climbing up 0.001 0.977 0.944 0.960 c = jumping 0.001 0.991 0.902 0.944 d = lying 0.037 0.555 0.239 0.334 e = standing 0.149 0.536 0.879 0.666 f = sitting 0.037 0.837 0.994 0.909 g = running 0.002 0.983 0.552 0.707 h = walking ------------------------------------------------------- 0.047 0.757 0.706 0.693 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.805 0.922 0.860 a = climbing down 0.035 0.653 0.677 0.665 b = climbing up 0.001 0.978 0.978 0.978 c = jumping 0.001 0.991 0.903 0.945 d = lying 0.037 0.553 0.239 0.334 e = standing 0.149 0.536 0.878 0.665 f = sitting 0.013 0.937 0.992 0.963 g = running 0.005 0.967 0.800 0.876 h = walking ------------------------------------------------------- 0.039 0.784 0.773 0.760 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.038 0.737 0.959 0.834 a = climbing down 0.004 0.910 0.403 0.558 b = climbing up 0.001 0.978 0.978 0.978 c = jumping 0.001 0.991 0.903 0.945 d = lying 0.037 0.554 0.241 0.336 e = standing 0.148 0.536 0.878 0.666 f = sitting 0.012 0.938 0.992 0.964 g = running 0.020 0.902 0.960 0.930 h = walking ------------------------------------------------------- 0.040 0.791 0.778 0.757 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.823 0.939 0.877 a = climbing down 0.009 0.874 0.651 0.746 b = climbing up 0.001 0.978 0.978 0.978 c = jumping 0.001 0.991 0.921 0.954 d = lying 0.034 0.563 0.231 0.328 e = standing 0.149 0.537 0.882 0.667 f = sitting 0.011 0.944 0.992 0.967 g = running 0.011 0.940 0.942 0.941 h = walking ------------------------------------------------------- 0.037 0.805 0.797 0.781 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.851 0.942 0.894 a = climbing down 0.014 0.835 0.723 0.775 b = climbing up 0.000 0.989 0.978 0.983 c = jumping 0.001 0.991 0.926 0.957 d = lying 0.034 0.569 0.233 0.331 e = standing 0.148 0.538 0.882 0.668 f = sitting 0.011 0.945 0.994 0.969 g = running 0.008 0.958 0.918 0.937 h = walking ------------------------------------------------------- 0.036 0.808 0.801 0.786 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.878 0.929 0.903 a = climbing down 0.008 0.893 0.694 0.781 b = climbing up 0.000 0.989 0.978 0.983 c = jumping 0.001 0.991 0.926 0.957 d = lying 0.031 0.586 0.225 0.325 e = standing 0.151 0.536 0.893 0.670 f = sitting 0.011 0.945 0.994 0.969 g = running 0.014 0.930 0.966 0.948 h = walking ------------------------------------------------------- 0.036 0.814 0.806 0.788 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.777 0.244 0.372 a = climbing down 0.036 0.601 0.376 0.462 b = climbing up 0.000 1.000 0.640 0.781 c = jumping 0.040 0.804 0.972 0.880 d = lying 0.019 0.875 0.686 0.769 e = standing 0.057 0.664 0.685 0.674 f = sitting 0.014 0.923 0.965 0.944 g = running 0.153 0.525 0.944 0.675 h = walking ------------------------------------------------------- 0.048 0.746 0.720 0.702 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.840 0.355 0.499 a = climbing down 0.030 0.635 0.363 0.462 b = climbing up 0.000 1.000 0.663 0.797 c = jumping 0.012 0.932 0.950 0.941 d = lying 0.042 0.790 0.827 0.808 e = standing 0.035 0.770 0.714 0.741 f = sitting 0.013 0.928 0.988 0.957 g = running 0.145 0.538 0.940 0.684 h = walking ------------------------------------------------------- 0.042 0.780 0.757 0.744 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.845 0.357 0.502 a = climbing down 0.029 0.637 0.355 0.456 b = climbing up 0.000 1.000 0.663 0.797 c = jumping 0.012 0.932 0.954 0.943 d = lying 0.043 0.786 0.827 0.806 e = standing 0.035 0.771 0.707 0.737 f = sitting 0.013 0.928 0.992 0.959 g = running 0.147 0.534 0.938 0.681 h = walking ------------------------------------------------------- 0.042 0.779 0.756 0.742 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.033 0.662 0.545 0.598 a = climbing down 0.083 0.578 0.786 0.666 b = climbing up 0.000 1.000 0.663 0.797 c = jumping 0.012 0.929 0.957 0.943 d = lying 0.045 0.780 0.829 0.804 e = standing 0.033 0.776 0.698 0.735 f = sitting 0.013 0.927 0.992 0.958 g = running 0.037 0.742 0.597 0.661 h = walking ------------------------------------------------------- 0.035 0.783 0.778 0.775 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.792 0.550 0.649 a = climbing down 0.077 0.606 0.817 0.696 b = climbing up 0.000 1.000 0.663 0.797 c = jumping 0.012 0.929 0.959 0.944 d = lying 0.048 0.769 0.842 0.804 e = standing 0.031 0.783 0.675 0.725 f = sitting 0.013 0.928 0.992 0.959 g = running 0.032 0.801 0.727 0.762 h = walking ------------------------------------------------------- 0.032 0.809 0.801 0.799 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.804 0.520 0.632 a = climbing down 0.057 0.654 0.739 0.694 b = climbing up 0.000 1.000 0.663 0.797 c = jumping 0.014 0.919 0.960 0.939 d = lying 0.049 0.766 0.848 0.805 e = standing 0.029 0.791 0.659 0.719 f = sitting 0.011 0.939 0.993 0.965 g = running 0.051 0.750 0.849 0.797 h = walking ------------------------------------------------------- 0.032 0.809 0.806 0.802 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.991 0.475 0.642 a = climbing down 0.024 0.475 0.148 0.226 b = climbing up 0.000 1.000 0.047 0.090 c = jumping 0.005 0.969 0.923 0.945 d = lying 0.050 0.697 0.603 0.647 e = standing 0.086 0.570 0.685 0.622 f = sitting 0.026 0.865 1.000 0.928 g = running 0.174 0.495 0.949 0.651 h = walking ------------------------------------------------------- 0.054 0.722 0.689 0.663 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.965 0.625 0.759 a = climbing down 0.084 0.526 0.650 0.582 b = climbing up 0.000 1.000 0.047 0.090 c = jumping 0.005 0.968 0.908 0.937 d = lying 0.149 0.548 0.938 0.692 e = standing 0.022 0.473 0.121 0.193 f = sitting 0.025 0.873 1.000 0.932 g = running 0.068 0.635 0.662 0.648 h = walking ------------------------------------------------------- 0.053 0.710 0.696 0.665 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.878 0.657 0.752 a = climbing down 0.168 0.445 0.931 0.602 b = climbing up 0.000 1.000 0.047 0.090 c = jumping 0.005 0.968 0.905 0.935 d = lying 0.151 0.547 0.949 0.694 e = standing 0.021 0.471 0.111 0.179 f = sitting 0.024 0.876 1.000 0.934 g = running 0.009 0.801 0.212 0.335 h = walking ------------------------------------------------------- 0.055 0.716 0.666 0.618 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.932 0.750 0.831 a = climbing down 0.066 0.572 0.615 0.593 b = climbing up 0.000 1.000 0.059 0.111 c = jumping 0.000 0.998 0.853 0.920 d = lying 0.050 0.724 0.686 0.704 e = standing 0.082 0.592 0.716 0.648 f = sitting 0.024 0.877 1.000 0.934 g = running 0.060 0.688 0.735 0.711 h = walking ------------------------------------------------------- 0.041 0.771 0.753 0.749 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.939 0.834 0.883 a = climbing down 0.095 0.575 0.894 0.700 b = climbing up 0.000 1.000 0.059 0.111 c = jumping 0.000 0.998 0.852 0.919 d = lying 0.053 0.722 0.711 0.717 e = standing 0.077 0.601 0.702 0.648 f = sitting 0.024 0.878 1.000 0.935 g = running 0.015 0.862 0.530 0.656 h = walking ------------------------------------------------------- 0.038 0.799 0.767 0.762 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.981 0.800 0.881 a = climbing down 0.069 0.638 0.837 0.724 b = climbing up 0.000 1.000 0.059 0.111 c = jumping 0.000 0.998 0.850 0.918 d = lying 0.052 0.729 0.723 0.726 e = standing 0.075 0.609 0.707 0.655 f = sitting 0.024 0.878 1.000 0.935 g = running 0.031 0.799 0.692 0.742 h = walking ------------------------------------------------------- 0.036 0.804 0.784 0.780 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.063 0.592 0.830 0.691 a = climbing down 0.061 0.639 0.686 0.662 b = climbing up 0.017 0.452 0.889 0.599 c = jumping 0.000 0.998 0.982 0.990 d = lying 0.105 0.617 0.859 0.718 e = standing 0.029 0.627 0.325 0.428 f = sitting 0.005 0.969 0.887 0.926 g = running 0.016 0.869 0.576 0.693 h = walking ------------------------------------------------------- 0.039 0.765 0.743 0.736 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.852 0.830 0.841 a = climbing down 0.043 0.750 0.815 0.781 b = climbing up 0.017 0.452 0.889 0.599 c = jumping 0.000 0.998 0.982 0.990 d = lying 0.105 0.617 0.857 0.717 e = standing 0.029 0.626 0.327 0.429 f = sitting 0.002 0.987 0.887 0.934 g = running 0.031 0.820 0.771 0.795 h = walking ------------------------------------------------------- 0.034 0.801 0.790 0.785 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.915 0.787 0.846 a = climbing down 0.075 0.657 0.916 0.765 b = climbing up 0.015 0.479 0.889 0.622 c = jumping 0.000 0.998 0.982 0.990 d = lying 0.105 0.619 0.863 0.721 e = standing 0.028 0.637 0.329 0.434 f = sitting 0.002 0.987 0.898 0.941 g = running 0.016 0.885 0.658 0.755 h = walking ------------------------------------------------------- 0.035 0.807 0.785 0.779 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.933 0.777 0.848 a = climbing down 0.077 0.652 0.914 0.761 b = climbing up 0.011 0.560 0.889 0.687 c = jumping 0.000 0.998 0.982 0.990 d = lying 0.110 0.608 0.865 0.714 e = standing 0.028 0.614 0.296 0.399 f = sitting 0.002 0.988 0.927 0.956 g = running 0.016 0.882 0.665 0.758 h = walking ------------------------------------------------------- 0.036 0.804 0.785 0.777 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.959 0.775 0.857 a = climbing down 0.075 0.660 0.925 0.770 b = climbing up 0.008 0.629 0.889 0.737 c = jumping 0.000 0.998 0.982 0.990 d = lying 0.117 0.598 0.882 0.713 e = standing 0.024 0.605 0.251 0.355 f = sitting 0.002 0.988 0.945 0.966 g = running 0.017 0.883 0.679 0.768 h = walking ------------------------------------------------------- 0.036 0.806 0.789 0.777 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.993 0.691 0.815 a = climbing down 0.096 0.609 0.950 0.742 b = climbing up 0.009 0.628 0.937 0.752 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.122 0.590 0.889 0.709 e = standing 0.023 0.588 0.221 0.321 f = sitting 0.001 0.993 0.937 0.964 g = running 0.012 0.904 0.637 0.747 h = walking ------------------------------------------------------- 0.038 0.803 0.774 0.761 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.052 0.663 0.934 0.776 a = climbing down 0.061 0.627 0.644 0.635 b = climbing up 0.006 0.560 0.467 0.509 c = jumping 0.001 0.997 0.976 0.986 d = lying 0.127 0.583 0.902 0.709 e = standing 0.022 0.550 0.181 0.272 f = sitting 0.013 0.929 0.963 0.946 g = running 0.010 0.924 0.644 0.759 h = walking ------------------------------------------------------- 0.041 0.759 0.750 0.730 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.795 0.701 0.745 a = climbing down 0.057 0.685 0.778 0.729 b = climbing up 0.005 0.600 0.450 0.514 c = jumping 0.001 0.997 0.976 0.986 d = lying 0.128 0.583 0.907 0.710 e = standing 0.021 0.552 0.175 0.265 f = sitting 0.016 0.914 0.970 0.941 g = running 0.027 0.841 0.776 0.807 h = walking ------------------------------------------------------- 0.040 0.766 0.767 0.746 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.767 0.886 0.822 a = climbing down 0.010 0.895 0.514 0.653 b = climbing up 0.005 0.600 0.500 0.545 c = jumping 0.001 0.997 0.976 0.986 d = lying 0.120 0.597 0.904 0.719 e = standing 0.022 0.605 0.223 0.326 f = sitting 0.010 0.943 0.966 0.954 g = running 0.058 0.752 0.953 0.841 h = walking ------------------------------------------------------- 0.038 0.791 0.782 0.761 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.840 0.904 0.870 a = climbing down 0.057 0.691 0.807 0.745 b = climbing up 0.004 0.646 0.517 0.574 c = jumping 0.001 0.997 0.976 0.986 d = lying 0.120 0.598 0.907 0.721 e = standing 0.021 0.614 0.225 0.330 f = sitting 0.010 0.944 0.971 0.958 g = running 0.016 0.888 0.706 0.787 h = walking ------------------------------------------------------- 0.036 0.794 0.788 0.771 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.844 0.904 0.873 a = climbing down 0.056 0.695 0.813 0.750 b = climbing up 0.004 0.659 0.450 0.535 c = jumping 0.001 0.997 0.976 0.986 d = lying 0.119 0.599 0.907 0.722 e = standing 0.021 0.618 0.229 0.334 f = sitting 0.011 0.939 0.976 0.957 g = running 0.016 0.891 0.711 0.791 h = walking ------------------------------------------------------- 0.036 0.796 0.789 0.773 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.846 0.893 0.869 a = climbing down 0.016 0.881 0.745 0.807 b = climbing up 0.004 0.681 0.533 0.598 c = jumping 0.001 0.997 0.976 0.986 d = lying 0.124 0.592 0.910 0.717 e = standing 0.020 0.594 0.202 0.301 f = sitting 0.010 0.946 0.975 0.960 g = running 0.029 0.854 0.932 0.891 h = walking ------------------------------------------------------- 0.033 0.813 0.812 0.793 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.770 0.220 0.343 a = climbing down 0.139 0.507 0.805 0.622 b = climbing up 0.001 0.979 0.960 0.969 c = jumping 0.002 0.990 0.981 0.986 d = lying 0.072 0.603 0.605 0.604 e = standing 0.071 0.489 0.492 0.490 f = sitting 0.005 0.973 0.995 0.984 g = running 0.065 0.600 0.518 0.556 h = walking ------------------------------------------------------- 0.053 0.710 0.691 0.680 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.897 0.286 0.434 a = climbing down 0.073 0.612 0.649 0.630 b = climbing up 0.001 0.979 0.960 0.969 c = jumping 0.001 0.997 0.981 0.989 d = lying 0.093 0.594 0.757 0.666 e = standing 0.045 0.521 0.351 0.420 f = sitting 0.004 0.975 0.995 0.985 g = running 0.107 0.578 0.779 0.664 h = walking ------------------------------------------------------- 0.049 0.739 0.721 0.709 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.952 0.251 0.397 a = climbing down 0.088 0.575 0.666 0.617 b = climbing up 0.000 0.990 0.970 0.980 c = jumping 0.001 0.997 0.981 0.989 d = lying 0.095 0.592 0.759 0.665 e = standing 0.044 0.517 0.343 0.412 f = sitting 0.004 0.977 0.997 0.987 g = running 0.100 0.587 0.757 0.662 h = walking ------------------------------------------------------- 0.050 0.740 0.717 0.702 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.944 0.258 0.406 a = climbing down 0.139 0.501 0.785 0.612 b = climbing up 0.000 0.990 0.980 0.985 c = jumping 0.001 0.997 0.981 0.989 d = lying 0.093 0.604 0.783 0.682 e = standing 0.040 0.554 0.357 0.434 f = sitting 0.003 0.982 0.997 0.989 g = running 0.059 0.652 0.584 0.616 h = walking ------------------------------------------------------- 0.050 0.746 0.714 0.701 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.958 0.291 0.447 a = climbing down 0.121 0.522 0.741 0.612 b = climbing up 0.000 0.990 0.980 0.985 c = jumping 0.001 0.997 0.981 0.989 d = lying 0.094 0.603 0.789 0.684 e = standing 0.038 0.560 0.353 0.433 f = sitting 0.003 0.985 0.997 0.991 g = running 0.071 0.630 0.643 0.637 h = walking ------------------------------------------------------- 0.049 0.748 0.720 0.709 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.922 0.329 0.485 a = climbing down 0.144 0.507 0.831 0.630 b = climbing up 0.000 0.990 0.980 0.985 c = jumping 0.000 1.000 0.981 0.991 d = lying 0.092 0.608 0.789 0.687 e = standing 0.039 0.565 0.365 0.444 f = sitting 0.002 0.988 0.997 0.992 g = running 0.043 0.707 0.552 0.620 h = walking ------------------------------------------------------- 0.048 0.756 0.725 0.715 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.873 0.747 0.805 a = climbing down 0.110 0.524 0.674 0.590 b = climbing up 0.000 0.989 0.916 0.951 c = jumping 0.006 0.967 0.959 0.963 d = lying 0.070 0.587 0.551 0.568 e = standing 0.081 0.460 0.499 0.478 f = sitting 0.016 0.913 0.998 0.954 g = running 0.052 0.623 0.461 0.530 h = walking ------------------------------------------------------- 0.050 0.709 0.702 0.701 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.832 0.765 0.797 a = climbing down 0.112 0.505 0.636 0.563 b = climbing up 0.000 0.989 0.979 0.984 c = jumping 0.006 0.967 0.957 0.962 d = lying 0.067 0.588 0.530 0.558 e = standing 0.085 0.460 0.524 0.490 f = sitting 0.011 0.939 0.998 0.968 g = running 0.059 0.576 0.428 0.491 h = walking ------------------------------------------------------- 0.051 0.698 0.694 0.693 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.808 0.808 0.808 a = climbing down 0.111 0.530 0.700 0.603 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.005 0.969 0.957 0.963 d = lying 0.103 0.576 0.774 0.660 e = standing 0.042 0.479 0.278 0.352 f = sitting 0.010 0.947 1.000 0.973 g = running 0.044 0.632 0.406 0.495 h = walking ------------------------------------------------------- 0.049 0.711 0.712 0.700 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.772 0.808 0.790 a = climbing down 0.101 0.541 0.664 0.596 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.005 0.969 0.957 0.963 d = lying 0.110 0.564 0.785 0.656 e = standing 0.039 0.457 0.237 0.312 f = sitting 0.009 0.948 1.000 0.973 g = running 0.047 0.645 0.455 0.534 h = walking ------------------------------------------------------- 0.049 0.706 0.711 0.698 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.759 0.871 0.811 a = climbing down 0.081 0.567 0.593 0.580 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.005 0.969 0.957 0.963 d = lying 0.110 0.565 0.792 0.659 e = standing 0.038 0.462 0.235 0.312 f = sitting 0.010 0.945 1.000 0.972 g = running 0.053 0.655 0.532 0.587 h = walking ------------------------------------------------------- 0.047 0.711 0.720 0.706 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.799 0.914 0.852 a = climbing down 0.067 0.591 0.541 0.565 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.005 0.969 0.957 0.963 d = lying 0.121 0.553 0.826 0.662 e = standing 0.031 0.427 0.168 0.241 f = sitting 0.010 0.945 1.000 0.972 g = running 0.063 0.642 0.605 0.623 h = walking ------------------------------------------------------- 0.047 0.711 0.724 0.706 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.077 0.400 0.779 0.529 a = climbing down 0.131 0.459 0.643 0.536 b = climbing up 0.000 1.000 0.971 0.986 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.109 0.289 0.244 0.265 e = standing 0.315 0.135 0.321 0.190 f = sitting 0.029 0.866 1.000 0.928 g = running 0.006 0.817 0.133 0.228 h = walking ------------------------------------------------------- 0.088 0.448 0.422 0.381 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.626 0.749 0.682 a = climbing down 0.014 0.896 0.705 0.789 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.110 0.288 0.246 0.265 e = standing 0.314 0.131 0.311 0.184 f = sitting 0.021 0.901 1.000 0.948 g = running 0.005 0.974 0.986 0.980 h = walking ------------------------------------------------------- 0.067 0.558 0.572 0.558 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.625 0.757 0.685 a = climbing down 0.014 0.900 0.704 0.790 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.110 0.287 0.246 0.265 e = standing 0.314 0.130 0.309 0.183 f = sitting 0.021 0.901 1.000 0.948 g = running 0.005 0.975 0.986 0.981 h = walking ------------------------------------------------------- 0.066 0.559 0.572 0.558 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.044 0.544 0.796 0.646 a = climbing down 0.016 0.879 0.671 0.761 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.111 0.288 0.248 0.266 e = standing 0.314 0.130 0.307 0.182 f = sitting 0.010 0.951 1.000 0.975 g = running 0.003 0.984 0.973 0.979 h = walking ------------------------------------------------------- 0.066 0.560 0.568 0.555 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.044 0.546 0.804 0.651 a = climbing down 0.015 0.883 0.671 0.763 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.112 0.285 0.246 0.264 e = standing 0.314 0.127 0.301 0.179 f = sitting 0.010 0.951 1.000 0.975 g = running 0.003 0.984 0.973 0.979 h = walking ------------------------------------------------------- 0.066 0.560 0.567 0.555 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.044 0.546 0.809 0.652 a = climbing down 0.015 0.886 0.668 0.762 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.111 0.285 0.246 0.264 e = standing 0.315 0.127 0.301 0.179 f = sitting 0.010 0.950 1.000 0.974 g = running 0.003 0.986 0.977 0.981 h = walking ------------------------------------------------------- 0.066 0.561 0.568 0.555 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.046 0.491 0.671 0.567 a = climbing down 0.170 0.447 0.800 0.574 b = climbing up 0.000 0.983 0.877 0.927 c = jumping 0.000 1.000 0.028 0.055 d = lying 0.079 0.166 0.086 0.114 e = standing 0.340 0.183 0.498 0.267 f = sitting 0.017 0.917 1.000 0.957 g = running 0.014 0.362 0.039 0.071 h = walking ------------------------------------------------------- 0.090 0.529 0.424 0.361 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.505 0.235 0.321 a = climbing down 0.058 0.709 0.827 0.764 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.000 1.000 0.028 0.055 d = lying 0.085 0.156 0.086 0.111 e = standing 0.340 0.171 0.460 0.249 f = sitting 0.005 0.972 1.000 0.986 g = running 0.024 0.887 0.919 0.903 h = walking ------------------------------------------------------- 0.072 0.664 0.545 0.517 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.571 0.551 0.561 a = climbing down 0.035 0.798 0.798 0.798 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.000 1.000 0.028 0.055 d = lying 0.087 0.152 0.086 0.110 e = standing 0.340 0.166 0.444 0.242 f = sitting 0.003 0.984 1.000 0.992 g = running 0.015 0.928 0.933 0.931 h = walking ------------------------------------------------------- 0.068 0.688 0.561 0.542 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.032 0.588 0.684 0.632 a = climbing down 0.034 0.801 0.796 0.799 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 1.000 0.028 0.055 d = lying 0.089 0.150 0.086 0.110 e = standing 0.340 0.163 0.434 0.237 f = sitting 0.003 0.987 1.000 0.993 g = running 0.006 0.967 0.906 0.935 h = walking ------------------------------------------------------- 0.067 0.696 0.564 0.547 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.571 0.735 0.643 a = climbing down 0.035 0.790 0.766 0.778 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.028 0.055 d = lying 0.091 0.147 0.086 0.109 e = standing 0.340 0.158 0.418 0.229 f = sitting 0.002 0.988 1.000 0.994 g = running 0.006 0.969 0.886 0.926 h = walking ------------------------------------------------------- 0.068 0.693 0.557 0.542 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.035 0.581 0.735 0.649 a = climbing down 0.033 0.802 0.775 0.788 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.025 0.049 d = lying 0.096 0.140 0.086 0.107 e = standing 0.341 0.148 0.388 0.214 f = sitting 0.002 0.988 1.000 0.994 g = running 0.006 0.970 0.897 0.932 h = walking ------------------------------------------------------- 0.068 0.693 0.556 0.542 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.899 0.443 0.594 a = climbing down 0.229 0.286 0.651 0.397 b = climbing up 0.034 0.335 0.900 0.488 c = jumping 0.000 0.998 0.952 0.975 d = lying 0.064 0.116 0.041 0.061 e = standing 0.194 0.318 0.595 0.414 f = sitting 0.002 0.983 0.686 0.808 g = running 0.055 0.337 0.149 0.206 h = walking ------------------------------------------------------- 0.075 0.542 0.491 0.478 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.981 0.561 0.714 a = climbing down 0.252 0.357 0.991 0.524 b = climbing up 0.005 0.791 0.900 0.842 c = jumping 0.000 0.998 0.952 0.975 d = lying 0.064 0.116 0.041 0.061 e = standing 0.194 0.318 0.595 0.414 f = sitting 0.002 0.986 0.872 0.926 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.068 0.515 0.550 0.499 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.981 0.563 0.715 a = climbing down 0.251 0.357 0.991 0.525 b = climbing up 0.004 0.811 0.912 0.859 c = jumping 0.000 0.998 0.952 0.975 d = lying 0.064 0.116 0.041 0.061 e = standing 0.194 0.318 0.595 0.414 f = sitting 0.002 0.988 0.875 0.928 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.068 0.516 0.551 0.500 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.559 0.714 a = climbing down 0.252 0.357 0.994 0.526 b = climbing up 0.002 0.882 0.938 0.909 c = jumping 0.000 0.998 0.952 0.975 d = lying 0.064 0.116 0.041 0.061 e = standing 0.194 0.318 0.595 0.414 f = sitting 0.001 0.992 0.886 0.936 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.068 0.519 0.553 0.502 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.550 0.707 a = climbing down 0.253 0.356 0.994 0.525 b = climbing up 0.002 0.915 0.938 0.926 c = jumping 0.000 0.998 0.952 0.975 d = lying 0.064 0.116 0.041 0.061 e = standing 0.194 0.318 0.595 0.414 f = sitting 0.001 0.992 0.890 0.938 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.068 0.519 0.553 0.502 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.543 0.702 a = climbing down 0.254 0.356 0.996 0.525 b = climbing up 0.001 0.949 0.938 0.943 c = jumping 0.000 0.998 0.952 0.975 d = lying 0.064 0.116 0.041 0.061 e = standing 0.194 0.318 0.595 0.414 f = sitting 0.001 0.992 0.895 0.941 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.068 0.520 0.553 0.502 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.901 0.573 0.700 a = climbing down 0.225 0.318 0.748 0.446 b = climbing up 0.030 0.387 1.000 0.558 c = jumping 0.004 0.975 1.000 0.987 d = lying 0.004 0.928 0.269 0.418 e = standing 0.142 0.504 0.947 0.658 f = sitting 0.000 1.000 0.665 0.799 g = running 0.043 0.328 0.111 0.166 h = walking ------------------------------------------------------- 0.056 0.707 0.600 0.583 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.970 0.486 0.647 a = climbing down 0.268 0.340 0.985 0.506 b = climbing up 0.057 0.248 1.000 0.397 c = jumping 0.004 0.975 1.000 0.987 d = lying 0.013 0.869 0.433 0.578 e = standing 0.110 0.552 0.890 0.682 f = sitting 0.000 1.000 0.492 0.659 g = running 0.000 0.750 0.004 0.009 h = walking ------------------------------------------------------- 0.052 0.777 0.597 0.566 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.967 0.453 0.617 a = climbing down 0.273 0.337 0.987 0.503 b = climbing up 0.043 0.305 1.000 0.467 c = jumping 0.004 0.975 1.000 0.987 d = lying 0.012 0.874 0.415 0.563 e = standing 0.113 0.546 0.897 0.679 f = sitting 0.000 1.000 0.582 0.736 g = running 0.000 1.000 0.003 0.006 h = walking ------------------------------------------------------- 0.052 0.817 0.605 0.572 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.968 0.464 0.627 a = climbing down 0.272 0.338 0.987 0.504 b = climbing up 0.036 0.342 1.000 0.510 c = jumping 0.004 0.975 1.000 0.987 d = lying 0.013 0.873 0.429 0.575 e = standing 0.111 0.551 0.894 0.682 f = sitting 0.000 1.000 0.624 0.769 g = running 0.000 1.000 0.001 0.003 h = walking ------------------------------------------------------- 0.052 0.819 0.615 0.581 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.967 0.449 0.613 a = climbing down 0.273 0.337 0.987 0.502 b = climbing up 0.051 0.270 1.000 0.425 c = jumping 0.004 0.975 1.000 0.987 d = lying 0.012 0.878 0.429 0.576 e = standing 0.111 0.552 0.897 0.684 f = sitting 0.000 1.000 0.531 0.694 g = running 0.000 1.000 0.001 0.003 h = walking ------------------------------------------------------- 0.052 0.818 0.599 0.566 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.964 0.466 0.628 a = climbing down 0.272 0.338 0.985 0.503 b = climbing up 0.074 0.204 1.000 0.338 c = jumping 0.004 0.975 1.000 0.987 d = lying 0.012 0.870 0.381 0.529 e = standing 0.120 0.533 0.901 0.670 f = sitting 0.000 1.000 0.388 0.559 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.053 0.655 0.570 0.535 Weighted Avg. >> headwaist >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.071 0.372 0.335 0.353 a = climbing down 0.074 0.675 0.890 0.768 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.003 0.007 d = lying 0.006 0.931 0.481 0.635 e = standing 0.253 0.403 0.966 0.568 f = sitting 0.003 0.965 0.561 0.710 g = running 0.040 0.799 0.920 0.855 h = walking ------------------------------------------------------- 0.064 0.748 0.616 0.574 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.066 0.390 0.335 0.361 a = climbing down 0.073 0.678 0.887 0.769 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.003 0.007 d = lying 0.007 0.925 0.480 0.632 e = standing 0.254 0.402 0.963 0.567 f = sitting 0.003 0.967 0.595 0.737 g = running 0.041 0.795 0.924 0.855 h = walking ------------------------------------------------------- 0.064 0.749 0.620 0.578 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.061 0.409 0.338 0.370 a = climbing down 0.070 0.685 0.881 0.771 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.003 0.007 d = lying 0.007 0.925 0.478 0.630 e = standing 0.254 0.401 0.963 0.567 f = sitting 0.003 0.969 0.623 0.758 g = running 0.043 0.791 0.935 0.857 h = walking ------------------------------------------------------- 0.063 0.751 0.625 0.582 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.050 0.475 0.358 0.409 a = climbing down 0.080 0.667 0.924 0.775 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.003 0.007 d = lying 0.007 0.925 0.478 0.630 e = standing 0.254 0.401 0.963 0.567 f = sitting 0.003 0.972 0.697 0.812 g = running 0.030 0.841 0.899 0.869 h = walking ------------------------------------------------------- 0.061 0.764 0.639 0.597 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.045 0.503 0.365 0.423 a = climbing down 0.076 0.678 0.924 0.782 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.003 0.007 d = lying 0.007 0.925 0.481 0.633 e = standing 0.253 0.402 0.963 0.567 f = sitting 0.003 0.973 0.725 0.831 g = running 0.030 0.841 0.913 0.875 h = walking ------------------------------------------------------- 0.060 0.769 0.646 0.603 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.677 0.453 0.543 a = climbing down 0.044 0.765 0.838 0.800 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.007 0.926 0.488 0.639 e = standing 0.253 0.402 0.963 0.568 f = sitting 0.003 0.977 0.843 0.905 g = running 0.056 0.748 0.961 0.841 h = walking ------------------------------------------------------- 0.057 0.647 0.667 0.625 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.686 0.661 0.673 a = climbing down 0.045 0.767 0.846 0.805 b = climbing up 0.000 1.000 0.973 0.986 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.000 1.000 0.553 0.712 e = standing 0.239 0.425 1.000 0.596 f = sitting 0.005 0.960 0.758 0.847 g = running 0.041 0.791 0.890 0.838 h = walking ------------------------------------------------------- 0.054 0.666 0.684 0.646 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.043 0.673 0.707 0.690 a = climbing down 0.121 0.578 0.956 0.721 b = climbing up 0.000 1.000 0.973 0.986 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.000 1.000 0.552 0.711 e = standing 0.240 0.424 1.000 0.596 f = sitting 0.004 0.969 0.728 0.831 g = running 0.009 0.907 0.497 0.642 h = walking ------------------------------------------------------- 0.061 0.655 0.642 0.604 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.749 0.840 0.792 a = climbing down 0.030 0.824 0.808 0.816 b = climbing up 0.000 1.000 0.973 0.986 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.000 1.000 0.555 0.714 e = standing 0.240 0.425 1.000 0.596 f = sitting 0.004 0.973 0.857 0.912 g = running 0.029 0.840 0.876 0.858 h = walking ------------------------------------------------------- 0.049 0.691 0.710 0.673 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.836 0.892 a = climbing down 0.028 0.844 0.859 0.851 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.545 0.706 e = standing 0.243 0.422 1.000 0.593 f = sitting 0.004 0.975 0.978 0.977 g = running 0.033 0.825 0.890 0.856 h = walking ------------------------------------------------------- 0.047 0.715 0.734 0.697 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.958 0.872 0.913 a = climbing down 0.024 0.863 0.862 0.863 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.547 0.707 e = standing 0.243 0.422 1.000 0.593 f = sitting 0.004 0.975 0.990 0.982 g = running 0.030 0.840 0.890 0.864 h = walking ------------------------------------------------------- 0.045 0.720 0.741 0.703 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.974 0.872 0.920 a = climbing down 0.013 0.917 0.838 0.876 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.552 0.711 e = standing 0.242 0.423 1.000 0.594 f = sitting 0.004 0.975 0.992 0.983 g = running 0.036 0.823 0.949 0.881 h = walking ------------------------------------------------------- 0.044 0.727 0.747 0.709 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.106 0.495 0.722 0.587 a = climbing down 0.037 0.594 0.424 0.495 b = climbing up 0.004 0.839 0.918 0.876 c = jumping 0.001 0.996 1.000 0.998 d = lying 0.063 0.738 0.992 0.846 e = standing 0.001 0.987 0.642 0.778 f = sitting 0.002 0.986 0.975 0.981 g = running 0.047 0.687 0.573 0.625 h = walking ------------------------------------------------------- 0.035 0.795 0.773 0.771 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.824 0.672 0.740 a = climbing down 0.015 0.853 0.691 0.763 b = climbing up 0.004 0.839 0.918 0.876 c = jumping 0.001 0.996 1.000 0.998 d = lying 0.063 0.738 0.992 0.846 e = standing 0.001 0.987 0.642 0.778 f = sitting 0.002 0.986 0.975 0.981 g = running 0.057 0.757 0.977 0.853 h = walking ------------------------------------------------------- 0.023 0.876 0.860 0.856 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.936 0.670 0.781 a = climbing down 0.036 0.766 0.903 0.829 b = climbing up 0.003 0.886 0.918 0.902 c = jumping 0.001 0.996 1.000 0.998 d = lying 0.063 0.738 0.992 0.846 e = standing 0.001 0.987 0.642 0.778 f = sitting 0.002 0.987 0.983 0.985 g = running 0.034 0.828 0.910 0.867 h = walking ------------------------------------------------------- 0.020 0.892 0.874 0.871 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.950 0.640 0.765 a = climbing down 0.075 0.624 0.971 0.760 b = climbing up 0.003 0.878 0.929 0.903 c = jumping 0.001 0.996 1.000 0.998 d = lying 0.063 0.738 0.992 0.846 e = standing 0.001 0.987 0.642 0.778 f = sitting 0.002 0.988 0.982 0.985 g = running 0.021 0.863 0.736 0.794 h = walking ------------------------------------------------------- 0.023 0.883 0.852 0.850 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.983 0.564 0.717 a = climbing down 0.063 0.661 0.958 0.782 b = climbing up 0.002 0.898 0.929 0.913 c = jumping 0.001 0.996 1.000 0.998 d = lying 0.063 0.738 0.992 0.846 e = standing 0.001 0.987 0.642 0.778 f = sitting 0.002 0.988 0.985 0.987 g = running 0.026 0.861 0.872 0.866 h = walking ------------------------------------------------------- 0.021 0.892 0.862 0.858 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.558 0.714 a = climbing down 0.064 0.658 0.958 0.780 b = climbing up 0.002 0.908 0.929 0.919 c = jumping 0.001 0.996 1.000 0.998 d = lying 0.062 0.739 0.992 0.847 e = standing 0.001 0.987 0.644 0.779 f = sitting 0.002 0.988 0.987 0.987 g = running 0.025 0.864 0.878 0.871 h = walking ------------------------------------------------------- 0.021 0.893 0.863 0.859 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.083 0.601 0.863 0.708 a = climbing down 0.029 0.653 0.427 0.516 b = climbing up 0.001 0.974 0.905 0.938 c = jumping 0.008 0.950 1.000 0.974 d = lying 0.001 0.995 1.000 0.997 e = standing 0.000 1.000 0.948 0.973 f = sitting 0.003 0.982 0.997 0.989 g = running 0.039 0.761 0.679 0.718 h = walking ------------------------------------------------------- 0.021 0.863 0.858 0.854 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.050 0.723 0.900 0.801 a = climbing down 0.021 0.734 0.447 0.555 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.008 0.950 1.000 0.974 d = lying 0.001 0.995 1.000 0.997 e = standing 0.000 1.000 0.948 0.973 f = sitting 0.003 0.985 1.000 0.992 g = running 0.047 0.762 0.826 0.793 h = walking ------------------------------------------------------- 0.017 0.889 0.888 0.883 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.756 0.902 0.822 a = climbing down 0.006 0.899 0.416 0.568 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.008 0.950 1.000 0.974 d = lying 0.001 0.997 1.000 0.998 e = standing 0.000 1.000 0.949 0.974 f = sitting 0.003 0.985 0.998 0.992 g = running 0.055 0.756 0.936 0.836 h = walking ------------------------------------------------------- 0.016 0.911 0.902 0.894 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.043 0.754 0.904 0.822 a = climbing down 0.006 0.900 0.422 0.575 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.008 0.950 1.000 0.974 d = lying 0.001 0.997 1.000 0.998 e = standing 0.000 1.000 0.949 0.974 f = sitting 0.003 0.985 0.998 0.992 g = running 0.053 0.759 0.932 0.837 h = walking ------------------------------------------------------- 0.016 0.911 0.902 0.895 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.041 0.770 0.964 0.856 a = climbing down 0.012 0.875 0.636 0.736 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.008 0.950 1.000 0.974 d = lying 0.001 0.997 1.000 0.998 e = standing 0.000 1.000 0.949 0.974 f = sitting 0.003 0.985 0.998 0.992 g = running 0.021 0.884 0.878 0.881 h = walking ------------------------------------------------------- 0.011 0.929 0.926 0.924 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.041 0.770 0.964 0.856 a = climbing down 0.012 0.873 0.640 0.738 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.008 0.950 1.000 0.974 d = lying 0.001 0.997 1.000 0.998 e = standing 0.000 1.000 0.949 0.974 f = sitting 0.003 0.985 0.998 0.992 g = running 0.021 0.885 0.874 0.879 h = walking ------------------------------------------------------- 0.011 0.929 0.926 0.924 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.048 0.647 0.648 0.647 a = climbing down 0.048 0.669 0.628 0.647 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.001 0.995 0.990 0.992 d = lying 0.001 0.991 0.985 0.988 e = standing 0.002 0.982 0.994 0.988 f = sitting 0.041 0.815 0.869 0.841 g = running 0.028 0.849 0.835 0.842 h = walking ------------------------------------------------------- 0.024 0.853 0.854 0.854 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.965 0.762 0.851 a = climbing down 0.041 0.759 0.835 0.795 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.001 0.995 0.990 0.992 d = lying 0.001 0.991 0.985 0.988 e = standing 0.002 0.982 0.994 0.988 f = sitting 0.013 0.933 0.886 0.909 g = running 0.034 0.842 0.960 0.897 h = walking ------------------------------------------------------- 0.014 0.923 0.918 0.918 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.944 0.878 0.910 a = climbing down 0.041 0.755 0.822 0.787 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.001 0.995 0.990 0.992 d = lying 0.001 0.991 0.985 0.988 e = standing 0.002 0.982 0.994 0.988 f = sitting 0.002 0.988 0.886 0.934 g = running 0.028 0.865 0.953 0.907 h = walking ------------------------------------------------------- 0.012 0.933 0.929 0.930 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.940 0.882 0.910 a = climbing down 0.040 0.764 0.833 0.797 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.001 0.995 0.990 0.992 d = lying 0.001 0.991 0.985 0.988 e = standing 0.002 0.982 0.994 0.988 f = sitting 0.002 0.988 0.886 0.934 g = running 0.025 0.876 0.957 0.915 h = walking ------------------------------------------------------- 0.011 0.936 0.932 0.932 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.949 0.886 0.916 a = climbing down 0.041 0.763 0.849 0.803 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.001 0.995 0.990 0.992 d = lying 0.001 0.991 0.985 0.988 e = standing 0.002 0.982 0.994 0.988 f = sitting 0.001 0.992 0.887 0.937 g = running 0.023 0.887 0.954 0.919 h = walking ------------------------------------------------------- 0.011 0.939 0.934 0.935 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.899 0.958 0.927 a = climbing down 0.031 0.806 0.844 0.824 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.001 0.995 0.990 0.992 d = lying 0.001 0.991 0.985 0.988 e = standing 0.002 0.982 0.994 0.988 f = sitting 0.002 0.989 0.903 0.944 g = running 0.013 0.929 0.940 0.935 h = walking ------------------------------------------------------- 0.009 0.945 0.943 0.943 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.797 0.715 0.754 a = climbing down 0.047 0.715 0.759 0.736 b = climbing up 0.005 0.822 0.978 0.893 c = jumping 0.000 1.000 0.983 0.992 d = lying 0.000 0.998 0.998 0.998 e = standing 0.003 0.980 1.000 0.990 f = sitting 0.021 0.906 0.961 0.933 g = running 0.033 0.807 0.752 0.779 h = walking ------------------------------------------------------- 0.019 0.884 0.885 0.884 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.983 0.687 0.809 a = climbing down 0.064 0.666 0.825 0.737 b = climbing up 0.002 0.926 0.978 0.951 c = jumping 0.000 1.000 0.983 0.992 d = lying 0.000 0.998 0.998 0.998 e = standing 0.003 0.980 1.000 0.990 f = sitting 0.008 0.963 0.981 0.972 g = running 0.031 0.831 0.829 0.830 h = walking ------------------------------------------------------- 0.015 0.916 0.906 0.907 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.969 0.804 0.878 a = climbing down 0.070 0.668 0.912 0.771 b = climbing up 0.001 0.957 0.978 0.967 c = jumping 0.000 1.000 0.983 0.992 d = lying 0.000 0.998 0.998 0.998 e = standing 0.003 0.980 1.000 0.990 f = sitting 0.002 0.989 0.975 0.982 g = running 0.015 0.906 0.754 0.823 h = walking ------------------------------------------------------- 0.013 0.932 0.918 0.920 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.804 0.877 a = climbing down 0.069 0.671 0.912 0.773 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.983 0.992 d = lying 0.000 0.998 0.998 0.998 e = standing 0.003 0.980 1.000 0.990 f = sitting 0.002 0.990 0.981 0.985 g = running 0.015 0.906 0.758 0.826 h = walking ------------------------------------------------------- 0.013 0.933 0.920 0.922 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.978 0.816 0.890 a = climbing down 0.065 0.685 0.914 0.783 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.983 0.992 d = lying 0.000 0.998 0.998 0.998 e = standing 0.003 0.980 1.000 0.990 f = sitting 0.002 0.992 0.988 0.990 g = running 0.015 0.904 0.769 0.831 h = walking ------------------------------------------------------- 0.012 0.936 0.925 0.927 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.984 0.850 0.912 a = climbing down 0.025 0.832 0.804 0.818 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.983 0.992 d = lying 0.000 0.998 0.998 0.998 e = standing 0.003 0.980 1.000 0.990 f = sitting 0.002 0.990 0.993 0.992 g = running 0.035 0.832 0.943 0.884 h = walking ------------------------------------------------------- 0.010 0.945 0.942 0.942 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.492 0.150 0.230 a = climbing down 0.155 0.537 0.959 0.688 b = climbing up 0.000 1.000 0.760 0.864 c = jumping 0.000 1.000 0.972 0.986 d = lying 0.006 0.949 0.983 0.966 e = standing 0.002 0.985 0.985 0.985 f = sitting 0.007 0.974 0.945 0.959 g = running 0.007 0.938 0.779 0.851 h = walking ------------------------------------------------------- 0.031 0.839 0.830 0.812 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.680 0.408 0.510 a = climbing down 0.087 0.639 0.828 0.721 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.000 1.000 0.972 0.986 d = lying 0.006 0.949 0.983 0.966 e = standing 0.002 0.985 0.985 0.985 f = sitting 0.007 0.972 0.962 0.967 g = running 0.017 0.891 0.983 0.934 h = walking ------------------------------------------------------- 0.022 0.874 0.873 0.866 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.036 0.706 0.558 0.623 a = climbing down 0.068 0.697 0.837 0.761 b = climbing up 0.000 1.000 0.813 0.897 c = jumping 0.000 1.000 0.972 0.986 d = lying 0.006 0.949 0.983 0.966 e = standing 0.002 0.985 0.985 0.985 f = sitting 0.007 0.974 0.954 0.964 g = running 0.008 0.945 0.972 0.958 h = walking ------------------------------------------------------- 0.019 0.894 0.892 0.890 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.710 0.559 0.626 a = climbing down 0.067 0.701 0.840 0.764 b = climbing up 0.000 1.000 0.813 0.897 c = jumping 0.000 1.000 0.972 0.986 d = lying 0.006 0.949 0.983 0.966 e = standing 0.002 0.985 0.985 0.985 f = sitting 0.007 0.974 0.955 0.964 g = running 0.008 0.942 0.974 0.958 h = walking ------------------------------------------------------- 0.019 0.894 0.893 0.891 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.742 0.547 0.629 a = climbing down 0.067 0.700 0.836 0.762 b = climbing up 0.000 1.000 0.813 0.897 c = jumping 0.000 1.000 0.972 0.986 d = lying 0.006 0.949 0.983 0.966 e = standing 0.002 0.985 0.985 0.985 f = sitting 0.007 0.974 0.956 0.965 g = running 0.014 0.907 0.991 0.947 h = walking ------------------------------------------------------- 0.018 0.894 0.893 0.890 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.030 0.744 0.569 0.645 a = climbing down 0.065 0.707 0.848 0.771 b = climbing up 0.000 1.000 0.840 0.913 c = jumping 0.000 1.000 0.972 0.986 d = lying 0.006 0.949 0.983 0.966 e = standing 0.002 0.985 0.985 0.985 f = sitting 0.006 0.976 0.954 0.965 g = running 0.010 0.933 0.991 0.962 h = walking ------------------------------------------------------- 0.018 0.900 0.898 0.896 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.755 0.500 0.602 a = climbing down 0.104 0.638 0.984 0.774 b = climbing up 0.000 1.000 0.743 0.853 c = jumping 0.015 0.896 0.884 0.890 d = lying 0.024 0.806 0.903 0.852 e = standing 0.018 0.879 0.814 0.845 f = sitting 0.006 0.977 0.945 0.960 g = running 0.010 0.909 0.692 0.785 h = walking ------------------------------------------------------- 0.029 0.845 0.827 0.824 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.908 0.763 0.829 a = climbing down 0.044 0.804 0.968 0.878 b = climbing up 0.000 1.000 0.784 0.879 c = jumping 0.015 0.896 0.884 0.890 d = lying 0.024 0.806 0.903 0.852 e = standing 0.018 0.879 0.814 0.845 f = sitting 0.005 0.980 0.949 0.964 g = running 0.011 0.918 0.913 0.916 h = walking ------------------------------------------------------- 0.018 0.893 0.888 0.888 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.056 0.711 0.887 0.789 a = climbing down 0.020 0.876 0.756 0.812 b = climbing up 0.000 1.000 0.811 0.896 c = jumping 0.015 0.896 0.884 0.890 d = lying 0.024 0.806 0.903 0.852 e = standing 0.018 0.879 0.814 0.845 f = sitting 0.005 0.982 0.946 0.964 g = running 0.010 0.925 0.917 0.921 h = walking ------------------------------------------------------- 0.020 0.880 0.872 0.873 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.909 0.781 0.840 a = climbing down 0.042 0.811 0.966 0.882 b = climbing up 0.000 1.000 0.824 0.904 c = jumping 0.015 0.896 0.884 0.890 d = lying 0.024 0.806 0.903 0.852 e = standing 0.018 0.879 0.814 0.845 f = sitting 0.004 0.983 0.957 0.970 g = running 0.010 0.929 0.905 0.917 h = walking ------------------------------------------------------- 0.017 0.897 0.892 0.892 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.035 0.794 0.871 0.831 a = climbing down 0.025 0.863 0.863 0.863 b = climbing up 0.000 0.984 0.824 0.897 c = jumping 0.015 0.896 0.884 0.890 d = lying 0.024 0.806 0.903 0.852 e = standing 0.018 0.879 0.814 0.845 f = sitting 0.004 0.983 0.956 0.969 g = running 0.008 0.942 0.905 0.923 h = walking ------------------------------------------------------- 0.017 0.891 0.888 0.888 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.867 0.871 0.869 a = climbing down 0.033 0.839 0.934 0.884 b = climbing up 0.000 0.984 0.824 0.897 c = jumping 0.015 0.896 0.884 0.890 d = lying 0.024 0.806 0.903 0.852 e = standing 0.018 0.879 0.814 0.845 f = sitting 0.004 0.983 0.956 0.969 g = running 0.005 0.962 0.880 0.919 h = walking ------------------------------------------------------- 0.016 0.899 0.896 0.896 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.567 0.289 0.383 a = climbing down 0.105 0.487 0.774 0.598 b = climbing up 0.000 0.875 0.079 0.144 c = jumping 0.004 0.972 0.947 0.959 d = lying 0.009 0.942 0.945 0.944 e = standing 0.012 0.927 0.948 0.937 f = sitting 0.029 0.909 0.959 0.933 g = running 0.029 0.802 0.724 0.761 h = walking ------------------------------------------------------- 0.029 0.826 0.816 0.806 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.741 0.447 0.558 a = climbing down 0.083 0.562 0.827 0.669 b = climbing up 0.000 0.875 0.079 0.144 c = jumping 0.004 0.972 0.947 0.959 d = lying 0.009 0.943 0.950 0.946 e = standing 0.011 0.932 0.948 0.940 f = sitting 0.029 0.910 0.959 0.934 g = running 0.022 0.853 0.794 0.822 h = walking ------------------------------------------------------- 0.024 0.860 0.849 0.841 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.685 0.470 0.557 a = climbing down 0.082 0.563 0.823 0.669 b = climbing up 0.000 0.875 0.079 0.144 c = jumping 0.004 0.972 0.947 0.959 d = lying 0.009 0.943 0.950 0.946 e = standing 0.011 0.932 0.948 0.940 f = sitting 0.029 0.910 0.959 0.934 g = running 0.018 0.874 0.769 0.818 h = walking ------------------------------------------------------- 0.024 0.857 0.847 0.841 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.660 0.507 0.573 a = climbing down 0.082 0.567 0.838 0.676 b = climbing up 0.000 0.875 0.079 0.144 c = jumping 0.004 0.972 0.947 0.959 d = lying 0.009 0.943 0.950 0.946 e = standing 0.011 0.932 0.948 0.940 f = sitting 0.029 0.911 0.958 0.934 g = running 0.011 0.915 0.740 0.818 h = walking ------------------------------------------------------- 0.024 0.861 0.848 0.843 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.038 0.640 0.600 0.619 a = climbing down 0.070 0.598 0.810 0.688 b = climbing up 0.000 0.875 0.079 0.144 c = jumping 0.004 0.972 0.947 0.959 d = lying 0.009 0.943 0.950 0.946 e = standing 0.011 0.932 0.948 0.940 f = sitting 0.029 0.911 0.958 0.934 g = running 0.009 0.930 0.733 0.820 h = walking ------------------------------------------------------- 0.023 0.865 0.854 0.849 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.704 0.602 0.649 a = climbing down 0.065 0.615 0.803 0.697 b = climbing up 0.000 0.875 0.079 0.144 c = jumping 0.004 0.972 0.947 0.959 d = lying 0.009 0.942 0.947 0.945 e = standing 0.011 0.930 0.949 0.940 f = sitting 0.029 0.911 0.958 0.934 g = running 0.016 0.891 0.791 0.838 h = walking ------------------------------------------------------- 0.022 0.867 0.861 0.856 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.599 0.275 0.377 a = climbing down 0.068 0.605 0.809 0.692 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.006 0.958 0.992 0.974 d = lying 0.010 0.934 0.919 0.927 e = standing 0.012 0.921 0.904 0.912 f = sitting 0.024 0.926 0.988 0.956 g = running 0.049 0.730 0.825 0.775 h = walking ------------------------------------------------------- 0.026 0.817 0.836 0.818 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.596 0.315 0.412 a = climbing down 0.058 0.602 0.684 0.640 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.004 0.971 0.990 0.981 d = lying 0.011 0.925 0.940 0.933 e = standing 0.010 0.936 0.904 0.920 f = sitting 0.024 0.927 0.987 0.956 g = running 0.064 0.685 0.856 0.761 h = walking ------------------------------------------------------- 0.027 0.813 0.832 0.816 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.043 0.428 0.288 0.344 a = climbing down 0.031 0.712 0.594 0.648 b = climbing up 0.000 1.000 0.165 0.283 c = jumping 0.004 0.971 0.990 0.981 d = lying 0.011 0.925 0.940 0.933 e = standing 0.010 0.936 0.904 0.920 f = sitting 0.020 0.938 0.988 0.963 g = running 0.070 0.690 0.958 0.802 h = walking ------------------------------------------------------- 0.026 0.830 0.837 0.823 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.027 0.604 0.373 0.461 a = climbing down 0.030 0.764 0.765 0.764 b = climbing up 0.000 1.000 0.435 0.607 c = jumping 0.004 0.971 0.990 0.981 d = lying 0.011 0.925 0.940 0.933 e = standing 0.010 0.936 0.904 0.920 f = sitting 0.014 0.957 0.988 0.972 g = running 0.057 0.729 0.943 0.822 h = walking ------------------------------------------------------- 0.021 0.863 0.867 0.858 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.863 0.640 0.735 a = climbing down 0.027 0.819 0.941 0.876 b = climbing up 0.000 0.983 0.671 0.797 c = jumping 0.004 0.971 0.990 0.981 d = lying 0.011 0.925 0.940 0.933 e = standing 0.010 0.936 0.904 0.920 f = sitting 0.008 0.974 0.984 0.979 g = running 0.031 0.825 0.900 0.861 h = walking ------------------------------------------------------- 0.014 0.913 0.911 0.909 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.869 0.853 0.861 a = climbing down 0.012 0.908 0.923 0.915 b = climbing up 0.000 0.983 0.671 0.797 c = jumping 0.004 0.971 0.990 0.981 d = lying 0.011 0.926 0.944 0.935 e = standing 0.009 0.939 0.904 0.921 f = sitting 0.008 0.974 0.984 0.979 g = running 0.016 0.903 0.925 0.914 h = walking ------------------------------------------------------- 0.010 0.935 0.935 0.934 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.718 0.712 0.715 a = climbing down 0.074 0.526 0.628 0.572 b = climbing up 0.000 1.000 0.835 0.910 c = jumping 0.029 0.840 0.950 0.892 d = lying 0.103 0.592 0.872 0.706 e = standing 0.026 0.704 0.321 0.441 f = sitting 0.006 0.968 0.956 0.962 g = running 0.036 0.778 0.696 0.735 h = walking ------------------------------------------------------- 0.042 0.745 0.733 0.722 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.852 0.657 0.742 a = climbing down 0.055 0.647 0.771 0.704 b = climbing up 0.000 1.000 0.847 0.917 c = jumping 0.029 0.839 0.950 0.891 d = lying 0.105 0.589 0.878 0.705 e = standing 0.024 0.708 0.309 0.430 f = sitting 0.006 0.966 0.954 0.960 g = running 0.036 0.814 0.858 0.836 h = walking ------------------------------------------------------- 0.038 0.779 0.768 0.754 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.901 0.648 0.754 a = climbing down 0.066 0.638 0.885 0.741 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.029 0.841 0.950 0.892 d = lying 0.105 0.591 0.880 0.707 e = standing 0.024 0.711 0.313 0.435 f = sitting 0.005 0.971 0.957 0.964 g = running 0.026 0.850 0.802 0.825 h = walking ------------------------------------------------------- 0.037 0.791 0.773 0.760 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.944 0.537 0.685 a = climbing down 0.106 0.544 0.960 0.694 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.019 0.889 0.944 0.915 d = lying 0.056 0.716 0.819 0.764 e = standing 0.037 0.759 0.619 0.682 f = sitting 0.005 0.971 0.957 0.964 g = running 0.014 0.897 0.689 0.779 h = walking ------------------------------------------------------- 0.033 0.825 0.791 0.791 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.943 0.629 0.755 a = climbing down 0.074 0.621 0.929 0.745 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.019 0.890 0.944 0.916 d = lying 0.056 0.717 0.822 0.766 e = standing 0.037 0.763 0.621 0.684 f = sitting 0.005 0.971 0.962 0.966 g = running 0.022 0.863 0.773 0.815 h = walking ------------------------------------------------------- 0.030 0.829 0.812 0.811 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.902 0.640 0.749 a = climbing down 0.068 0.629 0.874 0.732 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.018 0.892 0.944 0.917 d = lying 0.056 0.715 0.822 0.765 e = standing 0.037 0.762 0.619 0.683 f = sitting 0.005 0.974 0.962 0.968 g = running 0.028 0.839 0.794 0.816 h = walking ------------------------------------------------------- 0.031 0.822 0.810 0.809 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.750 0.795 0.772 a = climbing down 0.088 0.396 0.439 0.416 b = climbing up 0.000 1.000 0.753 0.859 c = jumping 0.016 0.911 1.000 0.953 d = lying 0.129 0.522 0.818 0.637 e = standing 0.032 0.580 0.229 0.329 f = sitting 0.008 0.958 0.976 0.967 g = running 0.051 0.682 0.604 0.641 h = walking ------------------------------------------------------- 0.049 0.697 0.692 0.676 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.784 0.751 0.767 a = climbing down 0.104 0.375 0.480 0.421 b = climbing up 0.000 1.000 0.790 0.883 c = jumping 0.011 0.933 1.000 0.965 d = lying 0.094 0.568 0.717 0.634 e = standing 0.049 0.629 0.440 0.518 f = sitting 0.007 0.962 0.976 0.969 g = running 0.055 0.640 0.534 0.582 h = walking ------------------------------------------------------- 0.048 0.710 0.701 0.700 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.775 0.814 0.794 a = climbing down 0.109 0.394 0.543 0.457 b = climbing up 0.000 1.000 0.815 0.898 c = jumping 0.008 0.951 1.000 0.975 d = lying 0.095 0.569 0.725 0.637 e = standing 0.048 0.643 0.453 0.531 f = sitting 0.006 0.967 0.976 0.971 g = running 0.041 0.675 0.468 0.553 h = walking ------------------------------------------------------- 0.046 0.722 0.709 0.707 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.800 0.732 0.764 a = climbing down 0.129 0.402 0.665 0.502 b = climbing up 0.000 1.000 0.840 0.913 c = jumping 0.009 0.948 1.000 0.973 d = lying 0.096 0.567 0.730 0.638 e = standing 0.047 0.642 0.443 0.524 f = sitting 0.006 0.970 0.973 0.971 g = running 0.030 0.721 0.423 0.533 h = walking ------------------------------------------------------- 0.046 0.733 0.706 0.705 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.811 0.698 0.751 a = climbing down 0.070 0.552 0.655 0.599 b = climbing up 0.000 1.000 0.840 0.913 c = jumping 0.008 0.951 1.000 0.975 d = lying 0.097 0.565 0.728 0.636 e = standing 0.048 0.640 0.443 0.523 f = sitting 0.006 0.970 0.976 0.973 g = running 0.035 0.800 0.779 0.789 h = walking ------------------------------------------------------- 0.040 0.763 0.756 0.754 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.817 0.696 0.752 a = climbing down 0.058 0.594 0.649 0.620 b = climbing up 0.000 1.000 0.840 0.913 c = jumping 0.008 0.950 1.000 0.974 d = lying 0.097 0.565 0.735 0.639 e = standing 0.046 0.643 0.437 0.520 f = sitting 0.006 0.970 0.976 0.973 g = running 0.038 0.803 0.845 0.824 h = walking ------------------------------------------------------- 0.038 0.769 0.765 0.762 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.871 0.512 0.645 a = climbing down 0.052 0.693 0.768 0.729 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.042 0.735 0.916 0.816 d = lying 0.012 0.881 0.529 0.661 e = standing 0.093 0.585 0.701 0.638 f = sitting 0.001 0.995 1.000 0.997 g = running 0.046 0.764 0.975 0.857 h = walking ------------------------------------------------------- 0.036 0.798 0.778 0.772 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.930 0.658 0.771 a = climbing down 0.044 0.766 0.951 0.848 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.042 0.735 0.916 0.816 d = lying 0.013 0.879 0.530 0.661 e = standing 0.093 0.585 0.700 0.637 f = sitting 0.001 0.995 1.000 0.997 g = running 0.011 0.929 0.956 0.942 h = walking ------------------------------------------------------- 0.030 0.837 0.818 0.815 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.961 0.597 0.737 a = climbing down 0.057 0.722 0.979 0.831 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.042 0.735 0.916 0.816 d = lying 0.013 0.877 0.530 0.661 e = standing 0.093 0.584 0.699 0.636 f = sitting 0.001 0.995 1.000 0.997 g = running 0.007 0.954 0.953 0.954 h = walking ------------------------------------------------------- 0.030 0.838 0.814 0.810 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.906 0.835 0.869 a = climbing down 0.021 0.872 0.935 0.903 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.042 0.735 0.916 0.816 d = lying 0.014 0.869 0.535 0.662 e = standing 0.092 0.584 0.693 0.634 f = sitting 0.001 0.995 1.000 0.997 g = running 0.007 0.956 0.953 0.954 h = walking ------------------------------------------------------- 0.027 0.850 0.837 0.836 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.913 0.837 0.874 a = climbing down 0.021 0.874 0.940 0.906 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.042 0.735 0.916 0.816 d = lying 0.014 0.869 0.538 0.665 e = standing 0.091 0.586 0.693 0.635 f = sitting 0.001 0.995 1.000 0.997 g = running 0.006 0.958 0.956 0.957 h = walking ------------------------------------------------------- 0.026 0.852 0.839 0.837 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.906 0.837 0.870 a = climbing down 0.020 0.877 0.940 0.908 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.042 0.735 0.916 0.816 d = lying 0.014 0.869 0.535 0.662 e = standing 0.092 0.584 0.693 0.634 f = sitting 0.001 0.995 1.000 0.997 g = running 0.006 0.961 0.956 0.959 h = walking ------------------------------------------------------- 0.026 0.851 0.839 0.837 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.817 0.480 0.604 a = climbing down 0.056 0.661 0.721 0.690 b = climbing up 0.000 1.000 0.465 0.634 c = jumping 0.012 0.914 1.000 0.955 d = lying 0.015 0.900 0.773 0.832 e = standing 0.027 0.863 0.919 0.890 f = sitting 0.015 0.930 0.994 0.961 g = running 0.048 0.761 0.993 0.861 h = walking ------------------------------------------------------- 0.026 0.843 0.837 0.829 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.950 0.494 0.650 a = climbing down 0.065 0.686 0.932 0.790 b = climbing up 0.000 1.000 0.515 0.680 c = jumping 0.012 0.914 1.000 0.955 d = lying 0.016 0.894 0.777 0.831 e = standing 0.027 0.864 0.913 0.888 f = sitting 0.014 0.936 0.994 0.965 g = running 0.018 0.890 0.981 0.933 h = walking ------------------------------------------------------- 0.022 0.880 0.866 0.859 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.966 0.519 0.675 a = climbing down 0.062 0.699 0.946 0.804 b = climbing up 0.000 1.000 0.505 0.671 c = jumping 0.012 0.914 1.000 0.955 d = lying 0.016 0.892 0.777 0.830 e = standing 0.027 0.864 0.911 0.887 f = sitting 0.014 0.935 0.994 0.964 g = running 0.017 0.900 0.982 0.940 h = walking ------------------------------------------------------- 0.021 0.885 0.871 0.864 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.891 0.769 0.825 a = climbing down 0.032 0.811 0.895 0.851 b = climbing up 0.000 1.000 0.515 0.680 c = jumping 0.012 0.914 1.000 0.955 d = lying 0.017 0.889 0.777 0.829 e = standing 0.027 0.864 0.908 0.886 f = sitting 0.013 0.938 0.994 0.965 g = running 0.008 0.947 0.979 0.963 h = walking ------------------------------------------------------- 0.017 0.896 0.895 0.892 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.958 0.724 0.825 a = climbing down 0.039 0.790 0.970 0.871 b = climbing up 0.000 1.000 0.515 0.680 c = jumping 0.012 0.914 1.000 0.955 d = lying 0.019 0.880 0.780 0.827 e = standing 0.026 0.865 0.900 0.882 f = sitting 0.013 0.938 0.994 0.965 g = running 0.005 0.967 0.977 0.972 h = walking ------------------------------------------------------- 0.017 0.903 0.898 0.895 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.927 0.850 0.887 a = climbing down 0.022 0.865 0.935 0.899 b = climbing up 0.000 1.000 0.515 0.680 c = jumping 0.012 0.914 1.000 0.955 d = lying 0.020 0.874 0.781 0.825 e = standing 0.026 0.866 0.894 0.879 f = sitting 0.013 0.938 0.994 0.965 g = running 0.004 0.974 0.979 0.976 h = walking ------------------------------------------------------- 0.015 0.910 0.909 0.906 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.096 0.398 0.764 0.524 a = climbing down 0.151 0.294 0.190 0.230 b = climbing up 0.022 0.463 0.989 0.631 c = jumping 0.001 0.990 0.761 0.860 d = lying 0.067 0.471 0.335 0.392 e = standing 0.136 0.417 0.631 0.502 f = sitting 0.001 0.982 0.370 0.538 g = running 0.196 0.183 0.289 0.224 h = walking ------------------------------------------------------- 0.100 0.499 0.429 0.430 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.046 0.602 0.834 0.700 a = climbing down 0.152 0.517 0.492 0.504 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.995 0.753 0.857 d = lying 0.064 0.331 0.178 0.232 e = standing 0.166 0.376 0.645 0.475 f = sitting 0.001 0.995 0.955 0.974 g = running 0.107 0.224 0.203 0.213 h = walking ------------------------------------------------------- 0.087 0.562 0.552 0.546 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.837 0.736 0.783 a = climbing down 0.006 0.942 0.309 0.465 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.761 0.863 d = lying 0.065 0.257 0.127 0.170 e = standing 0.174 0.362 0.639 0.462 f = sitting 0.001 0.990 0.957 0.973 g = running 0.213 0.408 0.967 0.574 h = walking ------------------------------------------------------- 0.064 0.696 0.592 0.579 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.027 0.727 0.862 0.789 a = climbing down 0.003 0.974 0.291 0.448 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.769 0.868 d = lying 0.059 0.231 0.101 0.140 e = standing 0.177 0.371 0.676 0.479 f = sitting 0.001 0.991 0.940 0.965 g = running 0.194 0.434 0.984 0.603 h = walking ------------------------------------------------------- 0.061 0.697 0.600 0.577 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.714 0.885 0.790 a = climbing down 0.020 0.930 0.781 0.849 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.769 0.868 d = lying 0.057 0.221 0.092 0.130 e = standing 0.178 0.375 0.690 0.486 f = sitting 0.001 0.993 0.943 0.968 g = running 0.048 0.739 0.895 0.809 h = walking ------------------------------------------------------- 0.046 0.724 0.712 0.703 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.720 0.874 0.789 a = climbing down 0.007 0.973 0.717 0.825 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.765 0.866 d = lying 0.052 0.212 0.079 0.115 e = standing 0.182 0.377 0.715 0.494 f = sitting 0.001 0.990 0.943 0.966 g = running 0.069 0.681 0.966 0.799 h = walking ------------------------------------------------------- 0.045 0.726 0.706 0.694 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.109 0.333 0.654 0.441 a = climbing down 0.145 0.387 0.277 0.323 b = climbing up 0.012 0.597 0.941 0.731 c = jumping 0.013 0.906 0.986 0.945 d = lying 0.060 0.559 0.431 0.487 e = standing 0.099 0.461 0.546 0.500 f = sitting 0.001 0.947 0.179 0.301 g = running 0.215 0.160 0.270 0.201 h = walking ------------------------------------------------------- 0.097 0.522 0.442 0.438 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.840 0.710 0.769 a = climbing down 0.019 0.267 0.021 0.039 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.015 0.893 1.000 0.944 d = lying 0.119 0.594 0.986 0.741 e = standing 0.000 1.000 0.160 0.277 f = sitting 0.000 0.997 0.988 0.992 g = running 0.295 0.315 0.895 0.466 h = walking ------------------------------------------------------- 0.064 0.642 0.604 0.530 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.837 0.738 0.784 a = climbing down 0.020 0.933 0.837 0.882 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.015 0.893 1.000 0.944 d = lying 0.119 0.594 0.986 0.741 e = standing 0.000 1.000 0.160 0.277 f = sitting 0.000 0.998 0.988 0.993 g = running 0.057 0.707 0.901 0.792 h = walking ------------------------------------------------------- 0.033 0.859 0.810 0.784 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.945 0.577 0.717 a = climbing down 0.120 0.734 0.999 0.846 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.015 0.893 1.000 0.944 d = lying 0.119 0.594 0.986 0.741 e = standing 0.000 1.000 0.160 0.277 f = sitting 0.000 0.997 0.988 0.992 g = running 0.000 0.997 0.554 0.712 h = walking ------------------------------------------------------- 0.050 0.856 0.792 0.759 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.930 0.594 0.725 a = climbing down 0.120 0.734 0.999 0.846 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.893 1.000 0.944 d = lying 0.119 0.594 0.986 0.741 e = standing 0.000 1.000 0.160 0.277 f = sitting 0.000 0.998 0.988 0.993 g = running 0.000 0.997 0.536 0.697 h = walking ------------------------------------------------------- 0.050 0.855 0.791 0.758 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.926 0.600 0.728 a = climbing down 0.107 0.755 0.999 0.860 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.893 1.000 0.944 d = lying 0.119 0.594 0.986 0.741 e = standing 0.000 1.000 0.160 0.277 f = sitting 0.000 0.998 0.988 0.993 g = running 0.000 0.997 0.605 0.753 h = walking ------------------------------------------------------- 0.047 0.860 0.801 0.769 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.891 0.465 0.611 a = climbing down 0.037 0.731 0.796 0.762 b = climbing up 0.002 0.919 1.000 0.958 c = jumping 0.000 1.000 0.973 0.986 d = lying 0.004 0.974 0.841 0.903 e = standing 0.032 0.842 0.979 0.905 f = sitting 0.000 1.000 0.947 0.973 g = running 0.066 0.709 0.969 0.819 h = walking ------------------------------------------------------- 0.020 0.887 0.872 0.867 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.862 0.639 0.734 a = climbing down 0.036 0.741 0.821 0.779 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.973 0.986 d = lying 0.004 0.975 0.844 0.905 e = standing 0.031 0.844 0.979 0.907 f = sitting 0.000 1.000 0.960 0.980 g = running 0.038 0.804 0.943 0.868 h = walking ------------------------------------------------------- 0.016 0.901 0.894 0.893 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.862 0.661 0.748 a = climbing down 0.034 0.753 0.819 0.785 b = climbing up 0.000 0.989 1.000 0.995 c = jumping 0.000 1.000 0.973 0.986 d = lying 0.004 0.975 0.847 0.906 e = standing 0.031 0.847 0.979 0.908 f = sitting 0.000 1.000 0.959 0.979 g = running 0.036 0.816 0.952 0.879 h = walking ------------------------------------------------------- 0.016 0.904 0.898 0.897 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.806 0.739 0.771 a = climbing down 0.033 0.752 0.796 0.774 b = climbing up 0.000 0.989 1.000 0.995 c = jumping 0.000 1.000 0.973 0.986 d = lying 0.004 0.975 0.858 0.913 e = standing 0.029 0.855 0.979 0.913 f = sitting 0.000 1.000 0.959 0.979 g = running 0.024 0.862 0.923 0.892 h = walking ------------------------------------------------------- 0.015 0.905 0.901 0.902 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.838 0.706 0.766 a = climbing down 0.043 0.710 0.827 0.764 b = climbing up 0.000 0.989 1.000 0.995 c = jumping 0.000 1.000 0.973 0.986 d = lying 0.005 0.971 0.896 0.932 e = standing 0.022 0.884 0.975 0.927 f = sitting 0.000 1.000 0.952 0.975 g = running 0.023 0.866 0.911 0.888 h = walking ------------------------------------------------------- 0.014 0.908 0.903 0.904 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.856 0.702 0.771 a = climbing down 0.034 0.761 0.854 0.805 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.973 0.986 d = lying 0.006 0.965 0.901 0.932 e = standing 0.021 0.887 0.968 0.926 f = sitting 0.000 1.000 0.987 0.993 g = running 0.023 0.871 0.926 0.898 h = walking ------------------------------------------------------- 0.013 0.916 0.914 0.913 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.982 0.563 0.715 a = climbing down 0.044 0.692 0.784 0.735 b = climbing up 0.001 0.942 0.722 0.818 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.007 0.948 0.781 0.856 e = standing 0.038 0.813 0.957 0.879 f = sitting 0.010 0.953 0.923 0.938 g = running 0.064 0.705 0.926 0.801 h = walking ------------------------------------------------------- 0.023 0.877 0.857 0.856 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.700 0.811 a = climbing down 0.069 0.626 0.906 0.741 b = climbing up 0.000 0.983 0.656 0.787 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.007 0.948 0.779 0.855 e = standing 0.038 0.812 0.957 0.878 f = sitting 0.011 0.948 0.924 0.936 g = running 0.024 0.844 0.798 0.821 h = walking ------------------------------------------------------- 0.020 0.887 0.867 0.869 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.953 0.784 0.860 a = climbing down 0.047 0.711 0.906 0.797 b = climbing up 0.000 1.000 0.644 0.784 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.007 0.950 0.801 0.869 e = standing 0.035 0.827 0.957 0.887 f = sitting 0.011 0.947 0.928 0.937 g = running 0.019 0.884 0.886 0.885 h = walking ------------------------------------------------------- 0.017 0.904 0.893 0.894 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.952 0.780 0.858 a = climbing down 0.047 0.709 0.906 0.796 b = climbing up 0.000 1.000 0.644 0.784 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.007 0.950 0.804 0.871 e = standing 0.034 0.829 0.957 0.889 f = sitting 0.011 0.946 0.929 0.937 g = running 0.018 0.891 0.889 0.890 h = walking ------------------------------------------------------- 0.017 0.904 0.894 0.894 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.952 0.776 0.855 a = climbing down 0.048 0.706 0.906 0.793 b = climbing up 0.000 1.000 0.656 0.792 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.007 0.951 0.828 0.885 e = standing 0.030 0.847 0.957 0.899 f = sitting 0.011 0.947 0.928 0.937 g = running 0.019 0.887 0.886 0.887 h = walking ------------------------------------------------------- 0.016 0.906 0.896 0.897 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.967 0.916 0.941 a = climbing down 0.034 0.775 0.923 0.843 b = climbing up 0.000 1.000 0.644 0.784 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.007 0.952 0.839 0.892 e = standing 0.028 0.855 0.957 0.903 f = sitting 0.010 0.950 0.929 0.939 g = running 0.011 0.928 0.901 0.914 h = walking ------------------------------------------------------- 0.013 0.924 0.918 0.918 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.751 0.787 0.769 a = climbing down 0.021 0.751 0.503 0.603 b = climbing up 0.000 1.000 0.884 0.939 c = jumping 0.020 0.888 0.979 0.931 d = lying 0.015 0.847 0.453 0.590 e = standing 0.100 0.614 0.832 0.706 f = sitting 0.027 0.869 1.000 0.930 g = running 0.049 0.735 0.788 0.760 h = walking ------------------------------------------------------- 0.039 0.784 0.773 0.763 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.876 0.843 0.859 a = climbing down 0.012 0.889 0.778 0.830 b = climbing up 0.000 1.000 0.895 0.944 c = jumping 0.020 0.888 0.979 0.931 d = lying 0.015 0.848 0.473 0.607 e = standing 0.097 0.622 0.829 0.711 f = sitting 0.011 0.942 1.000 0.970 g = running 0.027 0.857 0.920 0.887 h = walking ------------------------------------------------------- 0.029 0.844 0.832 0.827 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.879 0.854 0.867 a = climbing down 0.011 0.896 0.774 0.830 b = climbing up 0.000 1.000 0.884 0.939 c = jumping 0.020 0.888 0.979 0.931 d = lying 0.016 0.857 0.527 0.652 e = standing 0.087 0.646 0.826 0.725 f = sitting 0.011 0.943 1.000 0.971 g = running 0.027 0.855 0.922 0.887 h = walking ------------------------------------------------------- 0.028 0.850 0.841 0.836 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.908 0.854 0.880 a = climbing down 0.017 0.857 0.840 0.848 b = climbing up 0.000 1.000 0.884 0.939 c = jumping 0.020 0.888 0.979 0.931 d = lying 0.016 0.864 0.560 0.679 e = standing 0.081 0.662 0.826 0.735 f = sitting 0.009 0.952 1.000 0.975 g = running 0.022 0.879 0.900 0.889 h = walking ------------------------------------------------------- 0.026 0.858 0.850 0.847 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.883 0.885 0.884 a = climbing down 0.017 0.859 0.859 0.859 b = climbing up 0.000 1.000 0.884 0.939 c = jumping 0.020 0.888 0.979 0.931 d = lying 0.016 0.866 0.579 0.694 e = standing 0.077 0.672 0.824 0.740 f = sitting 0.009 0.953 1.000 0.976 g = running 0.015 0.910 0.879 0.894 h = walking ------------------------------------------------------- 0.025 0.862 0.855 0.852 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.835 0.911 0.871 a = climbing down 0.010 0.902 0.769 0.830 b = climbing up 0.000 1.000 0.884 0.939 c = jumping 0.020 0.888 0.979 0.931 d = lying 0.017 0.872 0.619 0.724 e = standing 0.070 0.693 0.823 0.752 f = sitting 0.008 0.957 1.000 0.978 g = running 0.019 0.894 0.905 0.899 h = walking ------------------------------------------------------- 0.024 0.864 0.858 0.856 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.723 0.458 0.561 a = climbing down 0.026 0.721 0.542 0.619 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.006 0.955 0.739 0.833 e = standing 0.049 0.794 0.980 0.877 f = sitting 0.063 0.739 0.995 0.848 g = running 0.043 0.774 0.854 0.812 h = walking ------------------------------------------------------- 0.030 0.825 0.821 0.811 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.826 0.581 0.682 a = climbing down 0.024 0.753 0.593 0.663 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.006 0.955 0.709 0.814 e = standing 0.054 0.776 0.982 0.867 f = sitting 0.047 0.792 0.995 0.882 g = running 0.035 0.818 0.913 0.863 h = walking ------------------------------------------------------- 0.026 0.852 0.845 0.838 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.828 0.612 0.704 a = climbing down 0.025 0.775 0.710 0.741 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.006 0.955 0.707 0.813 e = standing 0.054 0.775 0.982 0.866 f = sitting 0.041 0.813 0.995 0.895 g = running 0.018 0.900 0.925 0.912 h = walking ------------------------------------------------------- 0.023 0.870 0.862 0.858 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.866 0.607 0.714 a = climbing down 0.034 0.743 0.792 0.767 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.006 0.955 0.698 0.806 e = standing 0.056 0.770 0.982 0.863 f = sitting 0.039 0.819 0.995 0.899 g = running 0.009 0.943 0.900 0.921 h = walking ------------------------------------------------------- 0.022 0.877 0.866 0.862 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.877 0.610 0.719 a = climbing down 0.046 0.684 0.814 0.743 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.006 0.954 0.688 0.800 e = standing 0.058 0.764 0.982 0.859 f = sitting 0.036 0.833 0.995 0.907 g = running 0.005 0.969 0.861 0.911 h = walking ------------------------------------------------------- 0.023 0.877 0.861 0.858 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.894 0.627 0.737 a = climbing down 0.033 0.749 0.808 0.777 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.006 0.953 0.635 0.762 e = standing 0.068 0.735 0.983 0.841 f = sitting 0.034 0.842 0.995 0.912 g = running 0.007 0.958 0.939 0.949 h = walking ------------------------------------------------------- 0.023 0.881 0.866 0.862 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.694 0.586 0.636 a = climbing down 0.047 0.714 0.654 0.683 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.733 0.844 d = lying 0.016 0.899 0.941 0.919 e = standing 0.053 0.736 0.903 0.811 f = sitting 0.004 0.979 0.995 0.987 g = running 0.070 0.688 0.803 0.741 h = walking ------------------------------------------------------- 0.032 0.820 0.812 0.810 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.697 0.563 0.623 a = climbing down 0.073 0.664 0.806 0.728 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.733 0.844 d = lying 0.016 0.900 0.946 0.922 e = standing 0.053 0.739 0.903 0.813 f = sitting 0.003 0.980 0.995 0.988 g = running 0.036 0.792 0.722 0.756 h = walking ------------------------------------------------------- 0.030 0.830 0.820 0.819 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.028 0.703 0.563 0.626 a = climbing down 0.071 0.671 0.808 0.733 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.733 0.844 d = lying 0.016 0.898 0.946 0.922 e = standing 0.052 0.740 0.903 0.814 f = sitting 0.003 0.980 0.995 0.988 g = running 0.037 0.792 0.733 0.761 h = walking ------------------------------------------------------- 0.030 0.832 0.822 0.821 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.044 0.636 0.652 0.644 a = climbing down 0.064 0.685 0.783 0.730 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.733 0.844 d = lying 0.016 0.896 0.946 0.921 e = standing 0.052 0.741 0.903 0.814 f = sitting 0.003 0.980 0.995 0.988 g = running 0.029 0.821 0.687 0.748 h = walking ------------------------------------------------------- 0.029 0.832 0.820 0.820 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.037 0.694 0.704 0.699 a = climbing down 0.039 0.754 0.675 0.712 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.733 0.844 d = lying 0.016 0.896 0.946 0.921 e = standing 0.052 0.741 0.903 0.814 f = sitting 0.004 0.979 0.997 0.988 g = running 0.053 0.740 0.794 0.766 h = walking ------------------------------------------------------- 0.028 0.835 0.827 0.826 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.691 0.704 0.697 a = climbing down 0.040 0.748 0.670 0.707 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.733 0.844 d = lying 0.016 0.897 0.948 0.922 e = standing 0.052 0.742 0.903 0.815 f = sitting 0.004 0.979 0.998 0.989 g = running 0.053 0.739 0.790 0.763 h = walking ------------------------------------------------------- 0.029 0.834 0.826 0.825 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.875 0.698 0.776 a = climbing down 0.022 0.864 0.798 0.829 b = climbing up 0.000 1.000 0.425 0.597 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.025 0.856 0.981 0.914 e = standing 0.003 0.980 0.848 0.910 f = sitting 0.016 0.914 0.980 0.946 g = running 0.057 0.755 0.917 0.828 h = walking ------------------------------------------------------- 0.020 0.893 0.885 0.883 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.836 0.755 0.793 a = climbing down 0.021 0.851 0.666 0.747 b = climbing up 0.000 1.000 0.425 0.597 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.025 0.856 0.981 0.914 e = standing 0.003 0.980 0.848 0.910 f = sitting 0.016 0.914 0.980 0.946 g = running 0.073 0.700 0.896 0.786 h = walking ------------------------------------------------------- 0.023 0.878 0.868 0.865 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.791 0.784 0.788 a = climbing down 0.056 0.735 0.873 0.798 b = climbing up 0.000 1.000 0.425 0.597 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.025 0.856 0.981 0.914 e = standing 0.003 0.980 0.848 0.910 f = sitting 0.016 0.914 0.980 0.946 g = running 0.022 0.862 0.722 0.786 h = walking ------------------------------------------------------- 0.021 0.881 0.874 0.872 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.885 0.680 0.769 a = climbing down 0.058 0.741 0.925 0.823 b = climbing up 0.000 1.000 0.448 0.619 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.025 0.856 0.981 0.914 e = standing 0.003 0.980 0.848 0.910 f = sitting 0.015 0.916 0.980 0.947 g = running 0.022 0.875 0.812 0.842 h = walking ------------------------------------------------------- 0.019 0.895 0.886 0.884 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.886 0.707 0.786 a = climbing down 0.068 0.712 0.949 0.814 b = climbing up 0.000 1.000 0.448 0.619 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.025 0.854 0.983 0.914 e = standing 0.003 0.982 0.847 0.909 f = sitting 0.015 0.917 0.982 0.948 g = running 0.014 0.911 0.753 0.825 h = walking ------------------------------------------------------- 0.020 0.897 0.884 0.882 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.907 0.773 0.834 a = climbing down 0.051 0.768 0.944 0.847 b = climbing up 0.000 1.000 0.460 0.630 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.025 0.854 0.983 0.914 e = standing 0.003 0.982 0.847 0.909 f = sitting 0.015 0.918 0.982 0.949 g = running 0.015 0.910 0.809 0.857 h = walking ------------------------------------------------------- 0.017 0.907 0.899 0.897 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.916 0.789 0.848 a = climbing down 0.028 0.812 0.793 0.802 b = climbing up 0.004 0.869 1.000 0.930 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.015 0.913 0.951 0.932 e = standing 0.008 0.948 0.901 0.924 f = sitting 0.013 0.930 0.977 0.953 g = running 0.035 0.821 0.865 0.842 h = walking ------------------------------------------------------- 0.016 0.904 0.903 0.902 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.917 0.876 0.896 a = climbing down 0.027 0.820 0.796 0.808 b = climbing up 0.004 0.861 1.000 0.925 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.015 0.913 0.951 0.932 e = standing 0.008 0.948 0.901 0.924 f = sitting 0.002 0.990 0.975 0.982 g = running 0.034 0.825 0.865 0.844 h = walking ------------------------------------------------------- 0.014 0.914 0.913 0.913 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.947 0.836 0.888 a = climbing down 0.045 0.759 0.912 0.828 b = climbing up 0.004 0.845 1.000 0.916 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.015 0.913 0.951 0.932 e = standing 0.008 0.948 0.901 0.924 f = sitting 0.002 0.988 0.972 0.980 g = running 0.017 0.894 0.806 0.848 h = walking ------------------------------------------------------- 0.013 0.919 0.914 0.915 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.956 0.827 0.887 a = climbing down 0.103 0.594 0.972 0.738 b = climbing up 0.004 0.853 1.000 0.921 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.015 0.912 0.953 0.932 e = standing 0.008 0.950 0.899 0.924 f = sitting 0.002 0.988 0.973 0.981 g = running 0.006 0.941 0.506 0.658 h = walking ------------------------------------------------------- 0.019 0.906 0.875 0.874 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.956 0.832 0.889 a = climbing down 0.108 0.582 0.974 0.728 b = climbing up 0.004 0.861 1.000 0.925 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.015 0.910 0.955 0.932 e = standing 0.007 0.951 0.897 0.923 f = sitting 0.002 0.990 0.975 0.982 g = running 0.005 0.943 0.475 0.631 h = walking ------------------------------------------------------- 0.020 0.905 0.871 0.869 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.960 0.823 0.886 a = climbing down 0.044 0.767 0.938 0.844 b = climbing up 0.004 0.853 1.000 0.921 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.015 0.910 0.955 0.932 e = standing 0.007 0.951 0.897 0.923 f = sitting 0.002 0.990 0.973 0.982 g = running 0.016 0.902 0.816 0.857 h = walking ------------------------------------------------------- 0.013 0.924 0.918 0.918 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.941 0.886 0.913 a = climbing down 0.015 0.895 0.796 0.843 b = climbing up 0.001 0.953 0.900 0.926 c = jumping 0.003 0.980 0.982 0.981 d = lying 0.001 0.995 0.986 0.990 e = standing 0.003 0.979 0.986 0.982 f = sitting 0.011 0.938 0.990 0.963 g = running 0.028 0.860 0.941 0.898 h = walking ------------------------------------------------------- 0.010 0.941 0.940 0.939 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.968 0.843 0.901 a = climbing down 0.025 0.846 0.864 0.855 b = climbing up 0.001 0.964 0.900 0.931 c = jumping 0.003 0.980 0.982 0.981 d = lying 0.001 0.995 0.986 0.990 e = standing 0.003 0.979 0.986 0.982 f = sitting 0.011 0.938 0.992 0.964 g = running 0.022 0.882 0.910 0.896 h = walking ------------------------------------------------------- 0.010 0.941 0.940 0.940 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.961 0.948 0.955 a = climbing down 0.013 0.899 0.771 0.830 b = climbing up 0.001 0.964 0.900 0.931 c = jumping 0.003 0.980 0.982 0.981 d = lying 0.001 0.995 0.986 0.990 e = standing 0.003 0.979 0.986 0.982 f = sitting 0.004 0.975 0.992 0.983 g = running 0.033 0.840 0.947 0.890 h = walking ------------------------------------------------------- 0.009 0.946 0.945 0.944 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.957 0.948 0.952 a = climbing down 0.013 0.905 0.783 0.840 b = climbing up 0.001 0.964 0.900 0.931 c = jumping 0.003 0.980 0.982 0.981 d = lying 0.001 0.995 0.986 0.990 e = standing 0.003 0.979 0.986 0.982 f = sitting 0.004 0.975 0.992 0.983 g = running 0.030 0.851 0.950 0.898 h = walking ------------------------------------------------------- 0.009 0.948 0.947 0.947 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.957 0.948 0.952 a = climbing down 0.014 0.899 0.785 0.838 b = climbing up 0.001 0.953 0.900 0.926 c = jumping 0.003 0.980 0.982 0.981 d = lying 0.001 0.995 0.988 0.991 e = standing 0.003 0.981 0.986 0.983 f = sitting 0.004 0.975 0.990 0.982 g = running 0.030 0.852 0.946 0.896 h = walking ------------------------------------------------------- 0.009 0.947 0.947 0.946 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.959 0.953 0.956 a = climbing down 0.020 0.869 0.851 0.860 b = climbing up 0.001 0.952 0.889 0.920 c = jumping 0.003 0.980 0.982 0.981 d = lying 0.001 0.995 0.988 0.991 e = standing 0.003 0.981 0.986 0.983 f = sitting 0.004 0.978 0.990 0.984 g = running 0.020 0.892 0.910 0.901 h = walking ------------------------------------------------------- 0.008 0.950 0.950 0.950 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.954 0.305 0.462 a = climbing down 0.062 0.677 0.883 0.767 b = climbing up 0.001 0.960 1.000 0.979 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.167 0.533 0.996 0.695 e = standing 0.001 0.914 0.052 0.098 f = sitting 0.001 0.997 0.990 0.993 g = running 0.057 0.737 0.873 0.799 h = walking ------------------------------------------------------- 0.044 0.824 0.754 0.702 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.942 0.354 0.514 a = climbing down 0.042 0.725 0.751 0.738 b = climbing up 0.001 0.960 1.000 0.979 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.167 0.533 0.996 0.694 e = standing 0.001 0.912 0.050 0.096 f = sitting 0.001 0.997 0.990 0.993 g = running 0.078 0.686 0.941 0.793 h = walking ------------------------------------------------------- 0.045 0.821 0.752 0.702 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.322 0.485 a = climbing down 0.057 0.696 0.892 0.782 b = climbing up 0.001 0.960 1.000 0.979 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.167 0.533 0.996 0.694 e = standing 0.001 0.912 0.050 0.096 f = sitting 0.001 0.997 0.990 0.993 g = running 0.053 0.758 0.908 0.826 h = walking ------------------------------------------------------- 0.043 0.832 0.762 0.710 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.984 0.307 0.468 a = climbing down 0.068 0.666 0.930 0.776 b = climbing up 0.001 0.960 1.000 0.979 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.167 0.532 0.996 0.694 e = standing 0.001 0.909 0.049 0.093 f = sitting 0.000 0.998 0.990 0.994 g = running 0.044 0.781 0.870 0.823 h = walking ------------------------------------------------------- 0.043 0.832 0.760 0.706 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.305 0.467 a = climbing down 0.062 0.684 0.911 0.782 b = climbing up 0.001 0.960 1.000 0.979 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.167 0.533 0.996 0.695 e = standing 0.001 0.914 0.052 0.098 f = sitting 0.000 0.998 0.990 0.994 g = running 0.049 0.769 0.901 0.830 h = walking ------------------------------------------------------- 0.043 0.835 0.762 0.709 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.295 0.456 a = climbing down 0.065 0.673 0.913 0.775 b = climbing up 0.001 0.960 1.000 0.979 c = jumping 0.002 0.990 1.000 0.995 d = lying 0.167 0.534 0.996 0.695 e = standing 0.001 0.906 0.047 0.090 f = sitting 0.000 0.998 0.990 0.994 g = running 0.048 0.773 0.895 0.830 h = walking ------------------------------------------------------- 0.043 0.832 0.760 0.705 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.913 0.722 0.807 a = climbing down 0.061 0.631 0.703 0.665 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.856 0.922 d = lying 0.177 0.518 0.989 0.680 e = standing 0.018 0.315 0.047 0.082 f = sitting 0.014 0.923 1.000 0.960 g = running 0.054 0.693 0.668 0.680 h = walking ------------------------------------------------------- 0.050 0.707 0.719 0.684 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.889 0.744 0.810 a = climbing down 0.056 0.642 0.682 0.662 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.856 0.922 d = lying 0.177 0.518 0.989 0.680 e = standing 0.018 0.315 0.047 0.082 f = sitting 0.014 0.923 1.000 0.960 g = running 0.053 0.699 0.683 0.691 h = walking ------------------------------------------------------- 0.050 0.707 0.721 0.686 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.844 0.799 0.821 a = climbing down 0.065 0.625 0.737 0.676 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 1.000 0.856 0.922 d = lying 0.177 0.518 0.989 0.680 e = standing 0.018 0.315 0.047 0.082 f = sitting 0.014 0.923 1.000 0.960 g = running 0.035 0.762 0.619 0.683 h = walking ------------------------------------------------------- 0.048 0.710 0.723 0.687 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.804 0.826 0.815 a = climbing down 0.071 0.602 0.732 0.660 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 1.000 0.856 0.922 d = lying 0.177 0.518 0.989 0.680 e = standing 0.018 0.315 0.047 0.082 f = sitting 0.014 0.923 1.000 0.960 g = running 0.027 0.795 0.581 0.672 h = walking ------------------------------------------------------- 0.049 0.708 0.720 0.683 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.794 0.909 0.848 a = climbing down 0.066 0.610 0.699 0.651 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 1.000 0.856 0.922 d = lying 0.177 0.518 0.989 0.680 e = standing 0.018 0.315 0.047 0.082 f = sitting 0.014 0.923 1.000 0.960 g = running 0.021 0.841 0.598 0.699 h = walking ------------------------------------------------------- 0.047 0.715 0.726 0.689 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.029 0.780 0.931 0.849 a = climbing down 0.049 0.663 0.662 0.662 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 1.000 0.856 0.922 d = lying 0.177 0.518 0.989 0.680 e = standing 0.018 0.315 0.047 0.082 f = sitting 0.014 0.923 1.000 0.960 g = running 0.023 0.843 0.679 0.752 h = walking ------------------------------------------------------- 0.046 0.721 0.736 0.699 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.048 0.465 0.585 0.518 a = climbing down 0.008 0.754 0.159 0.263 b = climbing up 0.000 1.000 0.412 0.583 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.167 0.524 0.984 0.684 e = standing 0.005 0.727 0.080 0.143 f = sitting 0.073 0.714 1.000 0.833 g = running 0.065 0.734 0.936 0.823 h = walking ------------------------------------------------------- 0.053 0.728 0.687 0.622 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.040 0.544 0.675 0.603 a = climbing down 0.017 0.830 0.507 0.630 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.165 0.527 0.986 0.687 e = standing 0.005 0.761 0.090 0.160 f = sitting 0.057 0.762 1.000 0.865 g = running 0.017 0.910 0.919 0.915 h = walking ------------------------------------------------------- 0.043 0.785 0.742 0.702 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.570 0.649 0.607 a = climbing down 0.010 0.870 0.421 0.568 b = climbing up 0.000 1.000 0.506 0.672 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.167 0.525 0.989 0.686 e = standing 0.004 0.762 0.080 0.144 f = sitting 0.053 0.775 1.000 0.873 g = running 0.040 0.820 0.967 0.888 h = walking ------------------------------------------------------- 0.045 0.780 0.736 0.689 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.043 0.543 0.717 0.618 a = climbing down 0.011 0.853 0.407 0.551 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.167 0.524 0.989 0.685 e = standing 0.004 0.758 0.078 0.141 f = sitting 0.045 0.803 1.000 0.891 g = running 0.035 0.840 0.967 0.899 h = walking ------------------------------------------------------- 0.044 0.782 0.738 0.692 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.043 0.542 0.713 0.616 a = climbing down 0.016 0.837 0.516 0.639 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.165 0.528 0.989 0.688 e = standing 0.004 0.812 0.093 0.167 f = sitting 0.040 0.819 1.000 0.900 g = running 0.017 0.916 0.966 0.940 h = walking ------------------------------------------------------- 0.040 0.803 0.755 0.716 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.554 0.642 0.594 a = climbing down 0.023 0.805 0.577 0.672 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.166 0.526 0.989 0.687 e = standing 0.004 0.800 0.086 0.156 f = sitting 0.041 0.816 1.000 0.899 g = running 0.012 0.936 0.964 0.950 h = walking ------------------------------------------------------- 0.041 0.800 0.758 0.719 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.053 0.449 0.611 0.518 a = climbing down 0.004 0.955 0.495 0.652 b = climbing up 0.000 1.000 0.300 0.462 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.145 0.561 0.997 0.718 e = standing 0.001 0.966 0.188 0.315 f = sitting 0.038 0.825 1.000 0.904 g = running 0.047 0.789 0.912 0.846 h = walking ------------------------------------------------------- 0.040 0.823 0.752 0.722 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.063 0.448 0.729 0.555 a = climbing down 0.006 0.942 0.553 0.697 b = climbing up 0.000 1.000 0.325 0.491 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.149 0.556 0.998 0.714 e = standing 0.001 0.971 0.170 0.289 f = sitting 0.029 0.860 1.000 0.925 g = running 0.029 0.853 0.880 0.866 h = walking ------------------------------------------------------- 0.038 0.836 0.761 0.733 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.563 0.645 0.601 a = climbing down 0.020 0.827 0.584 0.684 b = climbing up 0.000 1.000 0.300 0.462 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.149 0.556 0.998 0.714 e = standing 0.001 0.971 0.170 0.289 f = sitting 0.022 0.893 1.000 0.944 g = running 0.032 0.856 1.000 0.922 h = walking ------------------------------------------------------- 0.037 0.833 0.778 0.745 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.033 0.579 0.645 0.610 a = climbing down 0.027 0.805 0.699 0.748 b = climbing up 0.000 1.000 0.325 0.491 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.149 0.556 0.998 0.714 e = standing 0.001 0.971 0.168 0.287 f = sitting 0.019 0.905 1.000 0.950 g = running 0.014 0.932 0.980 0.955 h = walking ------------------------------------------------------- 0.035 0.845 0.792 0.761 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.644 0.664 0.654 a = climbing down 0.035 0.790 0.813 0.801 b = climbing up 0.000 1.000 0.338 0.505 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.148 0.558 0.998 0.716 e = standing 0.001 0.972 0.175 0.297 f = sitting 0.018 0.910 1.000 0.953 g = running 0.002 0.990 0.942 0.966 h = walking ------------------------------------------------------- 0.033 0.858 0.804 0.776 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.651 0.668 0.659 a = climbing down 0.034 0.793 0.816 0.805 b = climbing up 0.000 1.000 0.350 0.519 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.146 0.560 0.998 0.717 e = standing 0.001 0.973 0.182 0.306 f = sitting 0.018 0.912 1.000 0.954 g = running 0.002 0.990 0.944 0.966 h = walking ------------------------------------------------------- 0.033 0.860 0.806 0.779 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.164 0.261 0.400 0.316 a = climbing down 0.230 0.281 0.627 0.389 b = climbing up 0.037 0.126 0.247 0.167 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.102 0.396 0.478 0.433 e = standing 0.076 0.376 0.285 0.324 f = sitting 0.000 1.000 0.036 0.069 g = running 0.053 0.358 0.158 0.219 h = walking ------------------------------------------------------- 0.085 0.521 0.405 0.374 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.679 0.412 0.513 a = climbing down 0.253 0.350 0.951 0.512 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.103 0.411 0.514 0.457 e = standing 0.071 0.388 0.280 0.325 f = sitting 0.003 0.982 0.868 0.922 g = running 0.002 0.879 0.079 0.145 h = walking ------------------------------------------------------- 0.061 0.685 0.584 0.557 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.683 0.427 0.526 a = climbing down 0.250 0.353 0.951 0.515 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.103 0.407 0.506 0.451 e = standing 0.072 0.383 0.278 0.322 f = sitting 0.003 0.984 0.868 0.923 g = running 0.002 0.883 0.082 0.150 h = walking ------------------------------------------------------- 0.061 0.685 0.585 0.559 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.709 0.369 0.485 a = climbing down 0.276 0.340 0.990 0.506 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.102 0.447 0.590 0.509 e = standing 0.060 0.433 0.285 0.344 f = sitting 0.003 0.984 0.868 0.923 g = running 0.000 1.000 0.003 0.006 h = walking ------------------------------------------------------- 0.061 0.717 0.581 0.540 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.718 0.361 0.481 a = climbing down 0.278 0.339 0.994 0.506 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.107 0.446 0.614 0.516 e = standing 0.057 0.423 0.257 0.319 f = sitting 0.003 0.984 0.868 0.923 g = running 0.000 1.000 0.003 0.006 h = walking ------------------------------------------------------- 0.061 0.717 0.580 0.537 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.973 0.350 0.514 a = climbing down 0.274 0.343 0.994 0.510 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.108 0.451 0.632 0.526 e = standing 0.054 0.426 0.250 0.315 f = sitting 0.005 0.976 0.995 0.985 g = running 0.000 1.000 0.003 0.006 h = walking ------------------------------------------------------- 0.059 0.749 0.600 0.552 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.107 0.495 0.721 0.587 a = climbing down 0.225 0.311 0.711 0.432 b = climbing up 0.037 0.333 0.869 0.482 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.092 0.578 0.903 0.704 e = standing 0.036 0.664 0.441 0.530 f = sitting 0.000 1.000 0.042 0.081 g = running 0.045 0.345 0.126 0.185 h = walking ------------------------------------------------------- 0.066 0.632 0.522 0.476 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.911 0.756 0.826 a = climbing down 0.247 0.350 0.933 0.509 b = climbing up 0.001 0.944 1.000 0.971 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.090 0.583 0.899 0.707 e = standing 0.037 0.668 0.457 0.543 f = sitting 0.003 0.981 0.803 0.883 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.049 0.646 0.659 0.626 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.993 0.520 0.683 a = climbing down 0.280 0.338 1.000 0.505 b = climbing up 0.001 0.944 1.000 0.971 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.094 0.572 0.901 0.700 e = standing 0.037 0.656 0.428 0.518 f = sitting 0.005 0.968 0.802 0.877 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.053 0.649 0.634 0.602 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.515 0.678 a = climbing down 0.281 0.337 1.000 0.504 b = climbing up 0.001 0.955 1.000 0.977 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.100 0.562 0.917 0.697 e = standing 0.034 0.651 0.393 0.490 f = sitting 0.005 0.968 0.803 0.878 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.053 0.648 0.630 0.597 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.476 0.642 a = climbing down 0.286 0.333 1.000 0.499 b = climbing up 0.001 0.966 1.000 0.982 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.104 0.556 0.935 0.698 e = standing 0.032 0.653 0.366 0.469 f = sitting 0.005 0.968 0.805 0.879 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.054 0.646 0.624 0.589 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.967 0.811 0.882 a = climbing down 0.239 0.372 0.992 0.541 b = climbing up 0.001 0.966 1.000 0.982 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.113 0.536 0.939 0.683 e = standing 0.031 0.617 0.308 0.411 f = sitting 0.001 0.990 0.806 0.889 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.049 0.645 0.658 0.617 Weighted Avg. >> shinthigh >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.225 0.302 0.706 0.423 a = climbing down 0.086 0.650 0.873 0.745 b = climbing up 0.003 0.841 0.920 0.879 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.058 0.303 0.207 0.246 e = standing 0.276 0.245 0.601 0.348 f = sitting 0.002 0.965 0.279 0.433 g = running 0.020 0.668 0.211 0.321 h = walking ------------------------------------------------------- 0.086 0.626 0.416 0.373 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.140 0.456 0.857 0.596 a = climbing down 0.012 0.904 0.636 0.747 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.056 0.312 0.207 0.249 e = standing 0.276 0.250 0.617 0.355 f = sitting 0.001 0.992 0.599 0.747 g = running 0.054 0.717 0.721 0.719 h = walking ------------------------------------------------------- 0.070 0.701 0.530 0.509 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.141 0.451 0.840 0.587 a = climbing down 0.025 0.862 0.845 0.853 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.059 0.299 0.207 0.245 e = standing 0.276 0.242 0.593 0.344 f = sitting 0.001 0.992 0.599 0.747 g = running 0.016 0.890 0.665 0.761 h = walking ------------------------------------------------------- 0.066 0.719 0.548 0.529 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.132 0.470 0.849 0.605 a = climbing down 0.025 0.862 0.858 0.860 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.059 0.301 0.207 0.245 e = standing 0.276 0.244 0.597 0.346 f = sitting 0.001 0.992 0.645 0.782 g = running 0.013 0.907 0.665 0.767 h = walking ------------------------------------------------------- 0.064 0.724 0.559 0.539 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.824 0.728 0.773 a = climbing down 0.025 0.861 0.840 0.850 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.062 0.291 0.207 0.242 e = standing 0.276 0.237 0.577 0.336 f = sitting 0.001 0.995 0.954 0.974 g = running 0.037 0.831 0.961 0.892 h = walking ------------------------------------------------------- 0.055 0.753 0.633 0.605 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.816 0.734 0.773 a = climbing down 0.025 0.861 0.838 0.849 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.070 0.272 0.214 0.239 e = standing 0.275 0.219 0.518 0.308 f = sitting 0.001 0.995 0.944 0.969 g = running 0.037 0.832 0.961 0.892 h = walking ------------------------------------------------------- 0.056 0.748 0.625 0.600 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.125 0.482 0.848 0.615 a = climbing down 0.083 0.670 0.918 0.775 b = climbing up 0.021 0.418 0.778 0.544 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.045 0.547 0.441 0.488 e = standing 0.247 0.291 0.686 0.409 f = sitting 0.005 0.957 0.597 0.735 g = running 0.018 0.701 0.228 0.344 h = walking ------------------------------------------------------- 0.069 0.526 0.524 0.478 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.052 0.637 0.662 0.649 a = climbing down 0.034 0.829 0.894 0.860 b = climbing up 0.045 0.257 0.819 0.391 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.047 0.533 0.436 0.480 e = standing 0.248 0.287 0.672 0.402 f = sitting 0.004 0.950 0.415 0.578 g = running 0.061 0.728 0.855 0.786 h = walking ------------------------------------------------------- 0.060 0.567 0.569 0.538 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.835 0.895 a = climbing down 0.017 0.912 0.965 0.938 b = climbing up 0.000 1.000 0.681 0.810 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.057 0.480 0.429 0.453 e = standing 0.249 0.263 0.600 0.366 f = sitting 0.008 0.959 0.997 0.978 g = running 0.025 0.875 0.913 0.893 h = walking ------------------------------------------------------- 0.047 0.649 0.686 0.658 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.968 0.850 0.906 a = climbing down 0.017 0.912 0.968 0.939 b = climbing up 0.000 1.000 0.722 0.839 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.061 0.465 0.429 0.447 e = standing 0.249 0.256 0.576 0.354 f = sitting 0.007 0.962 0.997 0.979 g = running 0.022 0.886 0.913 0.899 h = walking ------------------------------------------------------- 0.047 0.650 0.686 0.659 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.885 0.966 0.923 a = climbing down 0.016 0.918 0.970 0.943 b = climbing up 0.000 1.000 0.708 0.829 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.065 0.444 0.425 0.434 e = standing 0.249 0.244 0.544 0.337 f = sitting 0.007 0.962 0.997 0.979 g = running 0.007 0.959 0.840 0.896 h = walking ------------------------------------------------------- 0.046 0.648 0.684 0.657 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.948 0.934 0.941 a = climbing down 0.006 0.965 0.930 0.947 b = climbing up 0.000 1.000 0.778 0.875 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.066 0.441 0.420 0.430 e = standing 0.250 0.243 0.542 0.336 f = sitting 0.005 0.970 0.997 0.983 g = running 0.019 0.906 0.948 0.927 h = walking ------------------------------------------------------- 0.045 0.656 0.691 0.666 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.814 0.349 0.488 a = climbing down 0.022 0.810 0.723 0.764 b = climbing up 0.004 0.803 0.718 0.758 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.002 0.990 1.000 0.995 e = standing 0.002 0.990 0.990 0.990 f = sitting 0.022 0.889 0.997 0.940 g = running 0.090 0.643 0.921 0.757 h = walking ------------------------------------------------------- 0.021 0.878 0.869 0.858 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.933 0.382 0.542 a = climbing down 0.029 0.798 0.869 0.832 b = climbing up 0.001 0.934 0.835 0.882 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.002 0.990 1.000 0.995 e = standing 0.002 0.990 0.990 0.990 f = sitting 0.006 0.967 0.992 0.979 g = running 0.074 0.698 0.972 0.812 h = walking ------------------------------------------------------- 0.016 0.914 0.899 0.889 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.870 0.605 0.714 a = climbing down 0.031 0.795 0.908 0.847 b = climbing up 0.001 0.961 0.871 0.914 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.002 0.990 1.000 0.995 e = standing 0.002 0.990 0.990 0.990 f = sitting 0.005 0.970 0.988 0.979 g = running 0.036 0.820 0.925 0.869 h = walking ------------------------------------------------------- 0.012 0.925 0.923 0.921 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.795 0.700 0.744 a = climbing down 0.033 0.788 0.938 0.857 b = climbing up 0.001 0.952 0.929 0.940 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.002 0.990 1.000 0.995 e = standing 0.002 0.990 0.990 0.990 f = sitting 0.004 0.978 0.988 0.983 g = running 0.018 0.890 0.838 0.863 h = walking ------------------------------------------------------- 0.011 0.927 0.926 0.925 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.885 0.681 0.770 a = climbing down 0.029 0.807 0.916 0.858 b = climbing up 0.001 0.976 0.941 0.958 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.002 0.990 1.000 0.995 e = standing 0.002 0.990 0.990 0.990 f = sitting 0.003 0.982 0.990 0.986 g = running 0.026 0.861 0.926 0.893 h = walking ------------------------------------------------------- 0.010 0.937 0.935 0.934 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.885 0.727 0.798 a = climbing down 0.020 0.852 0.892 0.872 b = climbing up 0.000 0.988 0.929 0.958 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.002 0.990 1.000 0.995 e = standing 0.002 0.990 0.990 0.990 f = sitting 0.004 0.980 0.992 0.986 g = running 0.028 0.854 0.941 0.896 h = walking ------------------------------------------------------- 0.009 0.941 0.940 0.939 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.733 0.341 0.466 a = climbing down 0.020 0.818 0.667 0.735 b = climbing up 0.005 0.321 0.113 0.167 c = jumping 0.009 0.949 0.988 0.968 d = lying 0.001 0.997 1.000 0.998 e = standing 0.001 0.991 0.945 0.967 f = sitting 0.039 0.818 0.998 0.899 g = running 0.099 0.609 0.877 0.719 h = walking ------------------------------------------------------- 0.027 0.838 0.836 0.821 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.743 0.560 0.639 a = climbing down 0.054 0.685 0.890 0.775 b = climbing up 0.001 0.667 0.125 0.211 c = jumping 0.009 0.949 0.988 0.968 d = lying 0.001 0.997 1.000 0.998 e = standing 0.001 0.991 0.945 0.967 f = sitting 0.038 0.823 1.000 0.903 g = running 0.038 0.748 0.642 0.691 h = walking ------------------------------------------------------- 0.023 0.852 0.853 0.844 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.726 0.608 0.662 a = climbing down 0.016 0.860 0.740 0.795 b = climbing up 0.001 0.750 0.150 0.250 c = jumping 0.009 0.949 0.988 0.968 d = lying 0.001 0.997 1.000 0.998 e = standing 0.001 0.991 0.945 0.967 f = sitting 0.024 0.879 1.000 0.936 g = running 0.052 0.754 0.913 0.826 h = walking ------------------------------------------------------- 0.019 0.881 0.883 0.875 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.056 0.663 0.815 0.731 a = climbing down 0.009 0.907 0.671 0.771 b = climbing up 0.001 0.722 0.163 0.265 c = jumping 0.009 0.949 0.988 0.968 d = lying 0.001 0.997 1.000 0.998 e = standing 0.001 0.991 0.945 0.967 f = sitting 0.022 0.886 1.000 0.939 g = running 0.025 0.857 0.854 0.855 h = walking ------------------------------------------------------- 0.017 0.895 0.891 0.886 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.050 0.701 0.869 0.776 a = climbing down 0.009 0.916 0.725 0.809 b = climbing up 0.001 0.923 0.300 0.453 c = jumping 0.009 0.949 0.988 0.968 d = lying 0.001 0.997 1.000 0.998 e = standing 0.001 0.991 0.945 0.967 f = sitting 0.018 0.908 1.000 0.952 g = running 0.017 0.897 0.862 0.879 h = walking ------------------------------------------------------- 0.014 0.914 0.908 0.905 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.060 0.671 0.901 0.769 a = climbing down 0.009 0.922 0.768 0.838 b = climbing up 0.000 0.963 0.325 0.486 c = jumping 0.009 0.949 0.988 0.968 d = lying 0.001 0.997 1.000 0.998 e = standing 0.001 0.991 0.945 0.967 f = sitting 0.017 0.912 1.000 0.954 g = running 0.011 0.929 0.790 0.854 h = walking ------------------------------------------------------- 0.014 0.917 0.906 0.904 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.083 0.552 0.800 0.653 a = climbing down 0.052 0.631 0.618 0.625 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.002 0.990 0.955 0.972 d = lying 0.002 0.989 0.880 0.931 e = standing 0.026 0.857 0.986 0.917 f = sitting 0.003 0.987 0.940 0.963 g = running 0.037 0.714 0.521 0.603 h = walking ------------------------------------------------------- 0.026 0.834 0.821 0.821 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.860 0.653 0.742 a = climbing down 0.019 0.849 0.750 0.796 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.002 0.990 0.955 0.972 d = lying 0.002 0.989 0.880 0.931 e = standing 0.026 0.857 0.986 0.917 f = sitting 0.001 0.994 0.962 0.978 g = running 0.065 0.723 0.947 0.820 h = walking ------------------------------------------------------- 0.018 0.899 0.889 0.889 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.843 0.755 0.797 a = climbing down 0.013 0.889 0.706 0.787 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.990 0.955 0.972 d = lying 0.002 0.989 0.880 0.931 e = standing 0.026 0.857 0.986 0.917 f = sitting 0.000 0.999 0.949 0.973 g = running 0.062 0.736 0.959 0.833 h = walking ------------------------------------------------------- 0.017 0.905 0.895 0.895 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.871 0.771 0.818 a = climbing down 0.027 0.823 0.872 0.847 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.955 0.977 d = lying 0.002 0.986 0.943 0.964 e = standing 0.016 0.909 0.993 0.949 f = sitting 0.000 1.000 0.956 0.978 g = running 0.032 0.836 0.907 0.870 h = walking ------------------------------------------------------- 0.012 0.924 0.921 0.921 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.874 0.782 0.825 a = climbing down 0.025 0.834 0.879 0.856 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.955 0.977 d = lying 0.002 0.985 0.972 0.979 e = standing 0.011 0.935 0.991 0.963 f = sitting 0.000 1.000 0.960 0.980 g = running 0.031 0.842 0.909 0.874 h = walking ------------------------------------------------------- 0.011 0.930 0.928 0.928 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.929 0.745 0.827 a = climbing down 0.014 0.893 0.796 0.842 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.955 0.977 d = lying 0.002 0.985 0.974 0.979 e = standing 0.010 0.937 0.991 0.963 f = sitting 0.001 0.994 0.971 0.983 g = running 0.051 0.773 0.977 0.863 h = walking ------------------------------------------------------- 0.012 0.932 0.926 0.926 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.041 0.737 0.906 0.813 a = climbing down 0.063 0.634 0.750 0.687 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.005 0.969 0.975 0.972 d = lying 0.001 0.996 0.922 0.958 e = standing 0.017 0.901 0.964 0.931 f = sitting 0.003 0.983 0.967 0.975 g = running 0.034 0.729 0.513 0.602 h = walking ------------------------------------------------------- 0.022 0.861 0.857 0.854 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.908 0.910 0.909 a = climbing down 0.026 0.811 0.761 0.785 b = climbing up 0.000 1.000 0.942 0.970 c = jumping 0.005 0.970 0.975 0.973 d = lying 0.001 0.996 0.940 0.968 e = standing 0.014 0.917 0.966 0.941 f = sitting 0.004 0.980 1.000 0.990 g = running 0.037 0.804 0.832 0.818 h = walking ------------------------------------------------------- 0.014 0.916 0.916 0.916 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.902 0.928 0.915 a = climbing down 0.021 0.851 0.812 0.831 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.005 0.970 0.975 0.973 d = lying 0.001 0.995 0.937 0.965 e = standing 0.014 0.914 0.964 0.938 f = sitting 0.003 0.985 0.996 0.990 g = running 0.024 0.867 0.876 0.872 h = walking ------------------------------------------------------- 0.011 0.931 0.930 0.930 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.906 0.955 0.930 a = climbing down 0.011 0.907 0.768 0.832 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.005 0.970 0.975 0.973 d = lying 0.001 0.995 0.939 0.966 e = standing 0.014 0.915 0.964 0.939 f = sitting 0.002 0.992 0.984 0.988 g = running 0.033 0.835 0.921 0.876 h = walking ------------------------------------------------------- 0.011 0.935 0.933 0.932 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.937 0.949 0.943 a = climbing down 0.023 0.850 0.917 0.882 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.005 0.970 0.975 0.973 d = lying 0.001 0.995 0.939 0.966 e = standing 0.014 0.915 0.964 0.939 f = sitting 0.002 0.992 1.000 0.996 g = running 0.012 0.930 0.858 0.893 h = walking ------------------------------------------------------- 0.009 0.945 0.944 0.944 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.980 0.918 0.948 a = climbing down 0.011 0.918 0.862 0.889 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.005 0.970 0.975 0.973 d = lying 0.001 0.995 0.949 0.971 e = standing 0.012 0.924 0.964 0.944 f = sitting 0.002 0.992 1.000 0.996 g = running 0.027 0.865 0.947 0.904 h = walking ------------------------------------------------------- 0.009 0.950 0.948 0.949 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.691 0.310 0.428 a = climbing down 0.150 0.553 0.993 0.711 b = climbing up 0.000 0.986 0.933 0.959 c = jumping 0.000 0.998 0.873 0.932 d = lying 0.019 0.875 0.998 0.933 e = standing 0.016 0.882 0.884 0.883 f = sitting 0.001 0.994 0.894 0.941 g = running 0.009 0.913 0.674 0.776 h = walking ------------------------------------------------------- 0.032 0.847 0.814 0.807 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.041 0.747 0.808 0.777 a = climbing down 0.025 0.858 0.812 0.834 b = climbing up 0.000 0.986 0.960 0.973 c = jumping 0.000 0.998 0.873 0.932 d = lying 0.019 0.875 0.998 0.933 e = standing 0.016 0.882 0.884 0.883 f = sitting 0.001 0.994 0.921 0.956 g = running 0.020 0.872 0.955 0.912 h = walking ------------------------------------------------------- 0.017 0.897 0.892 0.893 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.847 0.814 0.830 a = climbing down 0.033 0.843 0.941 0.889 b = climbing up 0.000 0.987 0.987 0.987 c = jumping 0.000 0.998 0.873 0.932 d = lying 0.019 0.876 0.998 0.933 e = standing 0.017 0.881 0.884 0.882 f = sitting 0.001 0.998 0.908 0.951 g = running 0.014 0.905 0.932 0.919 h = walking ------------------------------------------------------- 0.014 0.913 0.908 0.909 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.028 0.820 0.833 0.827 a = climbing down 0.028 0.861 0.915 0.887 b = climbing up 0.000 0.987 0.987 0.987 c = jumping 0.000 0.998 0.876 0.933 d = lying 0.019 0.876 0.998 0.933 e = standing 0.016 0.884 0.884 0.884 f = sitting 0.001 0.998 0.908 0.951 g = running 0.015 0.900 0.936 0.917 h = walking ------------------------------------------------------- 0.014 0.912 0.908 0.908 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.023 0.834 0.771 0.801 a = climbing down 0.040 0.813 0.935 0.870 b = climbing up 0.000 0.987 0.987 0.987 c = jumping 0.000 0.998 0.876 0.933 d = lying 0.019 0.878 0.998 0.934 e = standing 0.016 0.882 0.884 0.883 f = sitting 0.001 0.998 0.905 0.949 g = running 0.015 0.897 0.924 0.910 h = walking ------------------------------------------------------- 0.016 0.906 0.901 0.901 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.779 0.852 0.814 a = climbing down 0.028 0.856 0.902 0.878 b = climbing up 0.000 0.987 0.987 0.987 c = jumping 0.001 0.992 0.901 0.944 d = lying 0.018 0.883 0.993 0.935 e = standing 0.013 0.904 0.885 0.895 f = sitting 0.001 0.998 0.884 0.937 g = running 0.012 0.920 0.926 0.923 h = walking ------------------------------------------------------- 0.015 0.911 0.905 0.906 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.251 0.077 0.118 a = climbing down 0.190 0.496 0.997 0.662 b = climbing up 0.000 1.000 0.693 0.819 c = jumping 0.000 1.000 0.906 0.951 d = lying 0.026 0.841 1.000 0.914 e = standing 0.008 0.936 0.861 0.897 f = sitting 0.008 0.964 0.899 0.930 g = running 0.001 0.986 0.585 0.735 h = walking ------------------------------------------------------- 0.040 0.787 0.773 0.752 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.055 0.681 0.781 0.728 a = climbing down 0.028 0.836 0.763 0.798 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.905 0.950 d = lying 0.027 0.835 1.000 0.910 e = standing 0.007 0.944 0.861 0.900 f = sitting 0.010 0.956 0.948 0.952 g = running 0.005 0.966 0.944 0.955 h = walking ------------------------------------------------------- 0.018 0.893 0.886 0.887 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.779 0.644 0.705 a = climbing down 0.050 0.774 0.906 0.835 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.905 0.950 d = lying 0.027 0.835 1.000 0.910 e = standing 0.007 0.944 0.861 0.900 f = sitting 0.008 0.964 0.948 0.956 g = running 0.006 0.962 0.962 0.962 h = walking ------------------------------------------------------- 0.018 0.897 0.893 0.892 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.028 0.799 0.743 0.770 a = climbing down 0.037 0.825 0.925 0.872 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.905 0.950 d = lying 0.027 0.835 1.000 0.910 e = standing 0.007 0.944 0.861 0.900 f = sitting 0.008 0.966 0.951 0.958 g = running 0.002 0.988 0.940 0.963 h = walking ------------------------------------------------------- 0.015 0.911 0.907 0.907 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.842 0.767 0.803 a = climbing down 0.034 0.841 0.944 0.890 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.905 0.950 d = lying 0.027 0.835 1.000 0.910 e = standing 0.007 0.944 0.861 0.900 f = sitting 0.007 0.970 0.949 0.959 g = running 0.003 0.981 0.960 0.971 h = walking ------------------------------------------------------- 0.014 0.919 0.915 0.915 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.855 0.685 0.761 a = climbing down 0.047 0.793 0.970 0.872 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.905 0.950 d = lying 0.026 0.841 1.000 0.914 e = standing 0.008 0.940 0.866 0.902 f = sitting 0.007 0.971 0.949 0.960 g = running 0.001 0.990 0.959 0.974 h = walking ------------------------------------------------------- 0.015 0.915 0.909 0.908 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.132 0.382 0.657 0.483 a = climbing down 0.054 0.663 0.768 0.712 b = climbing up 0.000 1.000 0.487 0.655 c = jumping 0.043 0.745 0.806 0.774 d = lying 0.045 0.738 0.975 0.840 e = standing 0.026 0.701 0.432 0.535 f = sitting 0.016 0.947 0.955 0.951 g = running 0.037 0.458 0.178 0.256 h = walking ------------------------------------------------------- 0.044 0.696 0.692 0.672 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.779 0.576 0.662 a = climbing down 0.048 0.696 0.783 0.737 b = climbing up 0.000 1.000 0.724 0.840 c = jumping 0.045 0.737 0.806 0.770 d = lying 0.046 0.732 0.976 0.837 e = standing 0.026 0.691 0.409 0.514 f = sitting 0.010 0.967 0.950 0.959 g = running 0.042 0.792 0.907 0.846 h = walking ------------------------------------------------------- 0.031 0.795 0.795 0.785 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.810 0.616 0.700 a = climbing down 0.039 0.729 0.750 0.739 b = climbing up 0.000 1.000 0.816 0.899 c = jumping 0.039 0.761 0.802 0.781 d = lying 0.040 0.755 0.953 0.842 e = standing 0.031 0.687 0.479 0.564 f = sitting 0.008 0.972 0.950 0.961 g = running 0.049 0.770 0.928 0.842 h = walking ------------------------------------------------------- 0.030 0.806 0.805 0.799 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.800 0.710 0.752 a = climbing down 0.030 0.771 0.738 0.754 b = climbing up 0.000 1.000 0.829 0.906 c = jumping 0.039 0.761 0.802 0.781 d = lying 0.040 0.756 0.959 0.845 e = standing 0.030 0.692 0.479 0.566 f = sitting 0.009 0.970 0.951 0.961 g = running 0.043 0.791 0.921 0.851 h = walking ------------------------------------------------------- 0.028 0.813 0.814 0.809 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.035 0.732 0.763 0.747 a = climbing down 0.028 0.789 0.744 0.766 b = climbing up 0.000 1.000 0.816 0.899 c = jumping 0.040 0.758 0.802 0.780 d = lying 0.044 0.741 0.976 0.843 e = standing 0.027 0.699 0.450 0.548 f = sitting 0.009 0.969 0.951 0.960 g = running 0.031 0.833 0.885 0.858 h = walking ------------------------------------------------------- 0.028 0.813 0.814 0.808 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.746 0.767 0.757 a = climbing down 0.027 0.795 0.751 0.773 b = climbing up 0.000 1.000 0.829 0.906 c = jumping 0.040 0.758 0.802 0.780 d = lying 0.044 0.743 0.984 0.847 e = standing 0.026 0.707 0.450 0.550 f = sitting 0.009 0.970 0.953 0.962 g = running 0.030 0.844 0.901 0.872 h = walking ------------------------------------------------------- 0.027 0.818 0.819 0.813 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.118 0.435 0.736 0.546 a = climbing down 0.044 0.739 0.904 0.813 b = climbing up 0.000 1.000 0.427 0.598 c = jumping 0.094 0.625 1.000 0.769 d = lying 0.011 0.920 0.990 0.954 e = standing 0.001 0.980 0.269 0.422 f = sitting 0.016 0.946 0.976 0.961 g = running 0.029 0.502 0.167 0.251 h = walking ------------------------------------------------------- 0.041 0.757 0.727 0.691 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.872 0.363 0.512 a = climbing down 0.029 0.810 0.883 0.845 b = climbing up 0.000 1.000 0.693 0.819 c = jumping 0.094 0.624 1.000 0.769 d = lying 0.011 0.923 0.994 0.958 e = standing 0.001 0.987 0.269 0.423 f = sitting 0.010 0.967 0.966 0.967 g = running 0.080 0.674 0.936 0.784 h = walking ------------------------------------------------------- 0.033 0.845 0.802 0.777 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.940 0.320 0.477 a = climbing down 0.042 0.760 0.961 0.849 b = climbing up 0.000 0.967 0.787 0.868 c = jumping 0.098 0.615 1.000 0.762 d = lying 0.012 0.915 0.994 0.953 e = standing 0.001 0.985 0.235 0.379 f = sitting 0.008 0.973 0.968 0.971 g = running 0.069 0.699 0.906 0.789 h = walking ------------------------------------------------------- 0.032 0.849 0.800 0.769 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.920 0.426 0.583 a = climbing down 0.036 0.788 0.980 0.874 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.097 0.618 1.000 0.764 d = lying 0.011 0.919 0.996 0.956 e = standing 0.000 0.993 0.245 0.394 f = sitting 0.008 0.973 0.974 0.974 g = running 0.057 0.738 0.899 0.810 h = walking ------------------------------------------------------- 0.030 0.858 0.816 0.790 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.887 0.705 0.785 a = climbing down 0.029 0.824 0.978 0.894 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.097 0.618 1.000 0.764 d = lying 0.011 0.919 0.996 0.956 e = standing 0.000 0.993 0.245 0.394 f = sitting 0.008 0.973 0.975 0.974 g = running 0.027 0.849 0.866 0.857 h = walking ------------------------------------------------------- 0.025 0.875 0.841 0.822 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.826 0.836 0.831 a = climbing down 0.025 0.846 0.976 0.906 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.097 0.617 1.000 0.763 d = lying 0.012 0.915 0.996 0.954 e = standing 0.000 0.992 0.240 0.387 f = sitting 0.008 0.973 0.980 0.977 g = running 0.012 0.925 0.815 0.867 h = walking ------------------------------------------------------- 0.023 0.882 0.848 0.829 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.785 0.536 0.637 a = climbing down 0.090 0.492 0.608 0.544 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.008 0.956 0.942 0.949 d = lying 0.020 0.873 0.952 0.910 e = standing 0.018 0.889 0.833 0.860 f = sitting 0.001 0.995 0.971 0.983 g = running 0.077 0.618 0.681 0.648 h = walking ------------------------------------------------------- 0.032 0.810 0.798 0.799 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.874 0.557 0.680 a = climbing down 0.035 0.754 0.756 0.755 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.008 0.956 0.942 0.949 d = lying 0.020 0.873 0.952 0.910 e = standing 0.018 0.889 0.833 0.860 f = sitting 0.001 0.995 0.970 0.982 g = running 0.067 0.724 0.963 0.827 h = walking ------------------------------------------------------- 0.023 0.870 0.862 0.859 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.900 0.575 0.702 a = climbing down 0.044 0.738 0.859 0.794 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.008 0.956 0.942 0.949 d = lying 0.020 0.873 0.952 0.910 e = standing 0.018 0.889 0.833 0.860 f = sitting 0.001 0.995 0.970 0.982 g = running 0.042 0.809 0.968 0.881 h = walking ------------------------------------------------------- 0.020 0.884 0.878 0.875 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.920 0.522 0.666 a = climbing down 0.089 0.603 0.945 0.737 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.008 0.956 0.942 0.949 d = lying 0.020 0.873 0.952 0.910 e = standing 0.018 0.889 0.833 0.860 f = sitting 0.001 0.995 0.970 0.982 g = running 0.020 0.884 0.824 0.853 h = walking ------------------------------------------------------- 0.021 0.882 0.860 0.858 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.926 0.538 0.681 a = climbing down 0.048 0.729 0.907 0.809 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.008 0.956 0.942 0.949 d = lying 0.020 0.873 0.952 0.910 e = standing 0.018 0.889 0.833 0.860 f = sitting 0.001 0.995 0.970 0.982 g = running 0.042 0.805 0.949 0.871 h = walking ------------------------------------------------------- 0.020 0.886 0.877 0.872 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.918 0.575 0.707 a = climbing down 0.041 0.760 0.912 0.829 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.008 0.956 0.942 0.949 d = lying 0.020 0.873 0.952 0.910 e = standing 0.018 0.889 0.833 0.860 f = sitting 0.001 0.995 0.967 0.981 g = running 0.041 0.811 0.958 0.878 h = walking ------------------------------------------------------- 0.019 0.890 0.883 0.879 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.772 0.744 0.758 a = climbing down 0.123 0.384 0.537 0.448 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.963 0.981 d = lying 0.005 0.966 0.977 0.971 e = standing 0.007 0.957 0.987 0.972 f = sitting 0.000 0.998 0.989 0.994 g = running 0.060 0.542 0.388 0.452 h = walking ------------------------------------------------------- 0.031 0.812 0.802 0.803 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.019 0.852 0.767 0.807 a = climbing down 0.151 0.403 0.715 0.516 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.963 0.981 d = lying 0.005 0.969 0.983 0.976 e = standing 0.006 0.963 0.989 0.976 f = sitting 0.000 0.998 0.989 0.994 g = running 0.038 0.556 0.261 0.355 h = walking ------------------------------------------------------- 0.029 0.828 0.808 0.804 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.768 0.780 0.774 a = climbing down 0.166 0.408 0.801 0.541 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.963 0.981 d = lying 0.004 0.971 0.983 0.977 e = standing 0.006 0.963 0.991 0.976 f = sitting 0.000 0.998 0.989 0.994 g = running 0.020 0.504 0.111 0.182 h = walking ------------------------------------------------------- 0.030 0.810 0.798 0.776 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.838 0.827 0.833 a = climbing down 0.089 0.545 0.748 0.631 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.963 0.981 d = lying 0.004 0.971 0.987 0.979 e = standing 0.006 0.966 0.991 0.978 f = sitting 0.000 0.998 0.989 0.994 g = running 0.030 0.771 0.555 0.646 h = walking ------------------------------------------------------- 0.020 0.878 0.867 0.868 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.884 0.840 0.861 a = climbing down 0.032 0.779 0.782 0.781 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.963 0.981 d = lying 0.004 0.971 0.987 0.979 e = standing 0.006 0.966 0.991 0.978 f = sitting 0.000 0.998 0.989 0.994 g = running 0.027 0.859 0.899 0.879 h = walking ------------------------------------------------------- 0.012 0.927 0.926 0.926 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.892 0.805 0.846 a = climbing down 0.030 0.801 0.833 0.817 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.963 0.981 d = lying 0.004 0.971 0.987 0.979 e = standing 0.006 0.966 0.991 0.978 f = sitting 0.001 0.997 0.989 0.993 g = running 0.020 0.897 0.947 0.921 h = walking ------------------------------------------------------- 0.010 0.936 0.935 0.935 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.700 0.573 0.630 a = climbing down 0.117 0.573 0.985 0.724 b = climbing up 0.002 0.900 1.000 0.947 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.007 0.924 0.618 0.741 e = standing 0.227 0.409 0.957 0.573 f = sitting 0.000 0.999 0.969 0.983 g = running 0.003 0.958 0.454 0.616 h = walking ------------------------------------------------------- 0.054 0.655 0.661 0.618 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.058 0.697 0.945 0.802 a = climbing down 0.012 0.904 0.691 0.783 b = climbing up 0.002 0.890 1.000 0.942 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.008 0.922 0.624 0.744 e = standing 0.226 0.410 0.955 0.573 f = sitting 0.001 0.997 0.969 0.983 g = running 0.006 0.959 0.896 0.926 h = walking ------------------------------------------------------- 0.043 0.700 0.729 0.691 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.907 0.834 0.869 a = climbing down 0.032 0.830 0.986 0.902 b = climbing up 0.002 0.900 1.000 0.947 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.008 0.918 0.631 0.748 e = standing 0.225 0.410 0.953 0.574 f = sitting 0.000 0.999 0.969 0.983 g = running 0.003 0.980 0.888 0.931 h = walking ------------------------------------------------------- 0.039 0.719 0.756 0.717 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.837 0.928 0.880 a = climbing down 0.017 0.898 0.944 0.920 b = climbing up 0.002 0.900 1.000 0.947 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.008 0.921 0.657 0.767 e = standing 0.221 0.415 0.955 0.578 f = sitting 0.000 0.999 0.970 0.984 g = running 0.002 0.983 0.858 0.916 h = walking ------------------------------------------------------- 0.038 0.721 0.761 0.722 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.841 0.916 0.877 a = climbing down 0.019 0.891 0.947 0.918 b = climbing up 0.002 0.910 1.000 0.953 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.008 0.924 0.659 0.769 e = standing 0.221 0.416 0.957 0.580 f = sitting 0.000 0.999 0.971 0.985 g = running 0.003 0.981 0.861 0.917 h = walking ------------------------------------------------------- 0.038 0.721 0.761 0.722 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.042 0.763 0.954 0.848 a = climbing down 0.011 0.926 0.879 0.902 b = climbing up 0.002 0.910 1.000 0.953 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.008 0.922 0.665 0.773 e = standing 0.220 0.416 0.955 0.580 f = sitting 0.000 0.999 0.970 0.984 g = running 0.002 0.984 0.836 0.904 h = walking ------------------------------------------------------- 0.039 0.716 0.753 0.715 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.050 0.605 0.539 0.570 a = climbing down 0.073 0.683 0.978 0.804 b = climbing up 0.000 1.000 0.838 0.912 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.005 0.962 0.819 0.885 e = standing 0.196 0.450 0.978 0.616 f = sitting 0.003 0.984 0.979 0.981 g = running 0.010 0.913 0.639 0.752 h = walking ------------------------------------------------------- 0.046 0.663 0.709 0.664 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.783 0.761 0.772 a = climbing down 0.015 0.907 0.918 0.912 b = climbing up 0.000 1.000 0.688 0.815 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.005 0.962 0.815 0.883 e = standing 0.196 0.449 0.980 0.616 f = sitting 0.007 0.965 0.987 0.976 g = running 0.022 0.868 0.892 0.880 h = walking ------------------------------------------------------- 0.038 0.706 0.762 0.719 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.745 0.866 0.801 a = climbing down 0.008 0.942 0.862 0.900 b = climbing up 0.000 1.000 0.662 0.797 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.012 0.917 0.915 0.916 e = standing 0.180 0.461 0.943 0.620 f = sitting 0.008 0.961 0.986 0.973 g = running 0.013 0.916 0.876 0.895 h = walking ------------------------------------------------------- 0.037 0.708 0.772 0.727 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.778 0.864 0.819 a = climbing down 0.008 0.944 0.887 0.915 b = climbing up 0.000 1.000 0.650 0.788 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.012 0.919 0.915 0.917 e = standing 0.180 0.461 0.943 0.619 f = sitting 0.008 0.960 0.986 0.973 g = running 0.013 0.917 0.896 0.906 h = walking ------------------------------------------------------- 0.036 0.713 0.778 0.733 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.844 0.839 0.842 a = climbing down 0.016 0.909 0.978 0.942 b = climbing up 0.000 1.000 0.688 0.815 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.012 0.915 0.915 0.915 e = standing 0.180 0.461 0.941 0.619 f = sitting 0.007 0.964 0.986 0.975 g = running 0.009 0.941 0.891 0.915 h = walking ------------------------------------------------------- 0.034 0.720 0.787 0.741 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.789 0.908 0.844 a = climbing down 0.007 0.955 0.906 0.930 b = climbing up 0.000 1.000 0.700 0.824 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.012 0.915 0.915 0.915 e = standing 0.180 0.461 0.941 0.619 f = sitting 0.007 0.965 0.986 0.975 g = running 0.007 0.951 0.887 0.918 h = walking ------------------------------------------------------- 0.034 0.721 0.785 0.740 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.429 0.181 0.961 0.304 a = climbing down 0.005 0.914 0.189 0.313 b = climbing up 0.000 0.972 0.389 0.556 c = jumping 0.011 0.758 0.262 0.389 d = lying 0.243 0.391 1.000 0.563 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.004 0.933 0.396 0.556 g = running 0.025 0.010 0.002 0.003 h = walking ------------------------------------------------------- 0.078 0.516 0.356 0.307 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.207 0.320 0.988 0.483 a = climbing down 0.000 1.000 0.274 0.430 b = climbing up 0.000 1.000 0.478 0.647 c = jumping 0.000 0.500 0.002 0.004 d = lying 0.290 0.350 1.000 0.518 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.014 0.912 0.950 0.930 g = running 0.031 0.784 0.709 0.745 h = walking ------------------------------------------------------- 0.064 0.615 0.518 0.450 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.056 0.609 0.878 0.719 a = climbing down 0.000 1.000 0.252 0.403 b = climbing up 0.000 0.980 0.533 0.691 c = jumping 0.000 0.500 0.002 0.004 d = lying 0.290 0.350 1.000 0.518 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.013 0.915 0.955 0.935 g = running 0.160 0.496 0.997 0.662 h = walking ------------------------------------------------------- 0.068 0.602 0.545 0.455 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.054 0.617 0.883 0.726 a = climbing down 0.000 1.000 0.257 0.409 b = climbing up 0.000 0.980 0.556 0.709 c = jumping 0.000 0.500 0.002 0.004 d = lying 0.290 0.350 1.000 0.518 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.013 0.918 0.955 0.936 g = running 0.160 0.496 0.997 0.663 h = walking ------------------------------------------------------- 0.068 0.603 0.546 0.458 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.938 0.878 0.907 a = climbing down 0.013 0.954 0.892 0.922 b = climbing up 0.001 0.934 0.789 0.855 c = jumping 0.000 0.500 0.002 0.004 d = lying 0.290 0.350 1.000 0.518 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.008 0.949 0.955 0.952 g = running 0.034 0.818 0.955 0.881 h = walking ------------------------------------------------------- 0.049 0.668 0.693 0.629 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.835 0.954 0.891 a = climbing down 0.011 0.961 0.875 0.916 b = climbing up 0.001 0.947 0.789 0.861 c = jumping 0.000 0.500 0.002 0.004 d = lying 0.290 0.350 1.000 0.518 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.007 0.956 0.946 0.951 g = running 0.022 0.871 0.952 0.910 h = walking ------------------------------------------------------- 0.048 0.669 0.694 0.630 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.272 0.225 0.799 0.351 a = climbing down 0.025 0.767 0.271 0.401 b = climbing up 0.000 1.000 0.511 0.677 c = jumping 0.000 1.000 0.038 0.074 d = lying 0.175 0.472 0.998 0.641 e = standing 0.114 0.000 0.000 0.000 f = sitting 0.006 0.949 0.687 0.797 g = running 0.119 0.008 0.006 0.007 h = walking ------------------------------------------------------- 0.086 0.528 0.376 0.339 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.875 0.841 0.857 a = climbing down 0.008 0.971 0.849 0.906 b = climbing up 0.000 1.000 0.477 0.646 c = jumping 0.000 1.000 0.038 0.074 d = lying 0.175 0.472 0.998 0.641 e = standing 0.114 0.000 0.000 0.000 f = sitting 0.010 0.938 0.992 0.964 g = running 0.046 0.770 0.971 0.859 h = walking ------------------------------------------------------- 0.049 0.737 0.685 0.640 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.939 0.414 0.575 a = climbing down 0.179 0.631 1.000 0.774 b = climbing up 0.000 1.000 0.602 0.752 c = jumping 0.011 0.328 0.038 0.069 d = lying 0.164 0.488 0.998 0.656 e = standing 0.114 0.000 0.000 0.000 f = sitting 0.007 0.955 0.993 0.974 g = running 0.000 1.000 0.381 0.551 h = walking ------------------------------------------------------- 0.082 0.618 0.604 0.547 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.977 0.620 0.759 a = climbing down 0.074 0.805 0.999 0.892 b = climbing up 0.000 1.000 0.625 0.769 c = jumping 0.000 1.000 0.035 0.067 d = lying 0.114 0.577 0.998 0.731 e = standing 0.115 0.344 0.388 0.365 f = sitting 0.006 0.959 0.993 0.976 g = running 0.001 0.990 0.839 0.908 h = walking ------------------------------------------------------- 0.049 0.800 0.737 0.699 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.958 0.779 0.859 a = climbing down 0.064 0.826 1.000 0.905 b = climbing up 0.000 1.000 0.670 0.803 c = jumping 0.000 1.000 0.035 0.067 d = lying 0.114 0.577 0.998 0.731 e = standing 0.115 0.344 0.388 0.365 f = sitting 0.005 0.966 0.992 0.978 g = running 0.001 0.996 0.779 0.874 h = walking ------------------------------------------------------- 0.047 0.805 0.744 0.708 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.958 0.836 0.893 a = climbing down 0.049 0.861 1.000 0.925 b = climbing up 0.000 1.000 0.852 0.920 c = jumping 0.093 0.214 0.185 0.198 d = lying 0.001 0.992 0.992 0.992 e = standing 0.113 0.349 0.391 0.369 f = sitting 0.002 0.990 0.992 0.991 g = running 0.001 0.996 0.823 0.901 h = walking ------------------------------------------------------- 0.039 0.779 0.776 0.775 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.647 0.548 0.594 a = climbing down 0.040 0.696 0.659 0.677 b = climbing up 0.000 1.000 0.756 0.861 c = jumping 0.001 0.997 0.926 0.960 d = lying 0.005 0.969 0.962 0.966 e = standing 0.018 0.875 0.966 0.918 f = sitting 0.000 0.999 0.995 0.997 g = running 0.071 0.666 0.800 0.727 h = walking ------------------------------------------------------- 0.023 0.852 0.849 0.848 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.878 0.552 0.678 a = climbing down 0.041 0.741 0.843 0.789 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.001 0.997 0.921 0.957 d = lying 0.004 0.971 0.966 0.968 e = standing 0.019 0.872 0.966 0.916 f = sitting 0.000 1.000 0.989 0.995 g = running 0.048 0.774 0.922 0.842 h = walking ------------------------------------------------------- 0.016 0.901 0.894 0.891 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.871 0.620 0.725 a = climbing down 0.042 0.751 0.916 0.825 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.001 0.997 0.921 0.957 d = lying 0.004 0.972 0.979 0.975 e = standing 0.017 0.884 0.966 0.923 f = sitting 0.000 1.000 0.989 0.995 g = running 0.028 0.850 0.901 0.875 h = walking ------------------------------------------------------- 0.013 0.914 0.909 0.908 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.867 0.638 0.735 a = climbing down 0.065 0.677 0.982 0.801 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.001 0.997 0.921 0.957 d = lying 0.004 0.972 0.985 0.978 e = standing 0.016 0.889 0.966 0.926 f = sitting 0.000 1.000 0.989 0.995 g = running 0.011 0.925 0.790 0.852 h = walking ------------------------------------------------------- 0.014 0.917 0.903 0.903 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.843 0.712 0.772 a = climbing down 0.042 0.754 0.931 0.833 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.001 0.997 0.921 0.957 d = lying 0.004 0.972 0.983 0.977 e = standing 0.016 0.887 0.966 0.925 f = sitting 0.000 1.000 0.983 0.991 g = running 0.016 0.905 0.861 0.882 h = walking ------------------------------------------------------- 0.012 0.920 0.915 0.915 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.919 0.699 0.794 a = climbing down 0.034 0.792 0.927 0.854 b = climbing up 0.001 0.977 0.988 0.983 c = jumping 0.001 0.997 0.921 0.957 d = lying 0.005 0.968 0.990 0.979 e = standing 0.015 0.896 0.963 0.928 f = sitting 0.000 1.000 0.984 0.992 g = running 0.024 0.874 0.932 0.902 h = walking ------------------------------------------------------- 0.011 0.929 0.925 0.924 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.797 0.690 0.740 a = climbing down 0.024 0.777 0.610 0.684 b = climbing up 0.001 0.949 0.435 0.597 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.004 0.970 0.941 0.955 e = standing 0.009 0.935 0.963 0.949 f = sitting 0.014 0.943 0.992 0.967 g = running 0.069 0.698 0.897 0.785 h = walking ------------------------------------------------------- 0.020 0.880 0.876 0.872 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.824 0.716 0.766 a = climbing down 0.065 0.642 0.852 0.732 b = climbing up 0.001 0.918 0.529 0.672 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.005 0.969 0.946 0.957 e = standing 0.008 0.941 0.961 0.951 f = sitting 0.012 0.951 0.992 0.971 g = running 0.031 0.795 0.671 0.728 h = walking ------------------------------------------------------- 0.019 0.883 0.877 0.876 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.881 0.815 0.847 a = climbing down 0.018 0.851 0.728 0.784 b = climbing up 0.001 0.938 0.529 0.677 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.005 0.969 0.948 0.958 e = standing 0.008 0.943 0.963 0.953 f = sitting 0.013 0.947 0.992 0.969 g = running 0.041 0.804 0.945 0.869 h = walking ------------------------------------------------------- 0.014 0.916 0.915 0.913 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.896 0.837 0.865 a = climbing down 0.040 0.754 0.878 0.811 b = climbing up 0.001 0.918 0.529 0.672 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.005 0.969 0.948 0.958 e = standing 0.008 0.943 0.963 0.953 f = sitting 0.012 0.951 0.991 0.970 g = running 0.018 0.892 0.826 0.858 h = walking ------------------------------------------------------- 0.013 0.920 0.917 0.916 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.923 0.824 0.870 a = climbing down 0.057 0.694 0.930 0.795 b = climbing up 0.001 0.925 0.576 0.710 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.004 0.971 0.966 0.968 e = standing 0.005 0.961 0.966 0.964 f = sitting 0.011 0.954 0.989 0.972 g = running 0.012 0.914 0.746 0.822 h = walking ------------------------------------------------------- 0.013 0.922 0.913 0.913 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.950 0.815 0.877 a = climbing down 0.042 0.748 0.899 0.816 b = climbing up 0.001 0.926 0.588 0.719 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.004 0.971 0.966 0.968 e = standing 0.005 0.961 0.966 0.964 f = sitting 0.011 0.954 0.991 0.972 g = running 0.020 0.883 0.839 0.860 h = walking ------------------------------------------------------- 0.012 0.927 0.923 0.923 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.079 0.419 0.471 0.444 a = climbing down 0.007 0.757 0.182 0.293 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.004 0.698 0.051 0.095 d = lying 0.017 0.884 0.697 0.779 e = standing 0.213 0.407 0.928 0.566 f = sitting 0.005 0.976 1.000 0.988 g = running 0.102 0.618 0.894 0.731 h = walking ------------------------------------------------------- 0.058 0.702 0.631 0.585 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.616 0.424 0.502 a = climbing down 0.027 0.779 0.772 0.775 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.003 0.750 0.051 0.095 d = lying 0.018 0.879 0.687 0.771 e = standing 0.216 0.403 0.925 0.562 f = sitting 0.004 0.978 1.000 0.989 g = running 0.061 0.725 0.871 0.791 h = walking ------------------------------------------------------- 0.049 0.749 0.688 0.654 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.699 0.452 0.549 a = climbing down 0.031 0.774 0.855 0.813 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.006 0.600 0.051 0.094 d = lying 0.017 0.886 0.709 0.788 e = standing 0.209 0.412 0.928 0.571 f = sitting 0.004 0.978 1.000 0.989 g = running 0.047 0.780 0.896 0.834 h = walking ------------------------------------------------------- 0.046 0.746 0.708 0.673 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.033 0.660 0.526 0.585 a = climbing down 0.043 0.724 0.904 0.804 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.005 0.667 0.051 0.095 d = lying 0.017 0.894 0.774 0.830 e = standing 0.198 0.425 0.928 0.583 f = sitting 0.004 0.978 1.000 0.989 g = running 0.024 0.863 0.813 0.837 h = walking ------------------------------------------------------- 0.043 0.762 0.719 0.685 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.661 0.479 0.555 a = climbing down 0.046 0.715 0.923 0.806 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.004 0.698 0.051 0.095 d = lying 0.017 0.895 0.754 0.819 e = standing 0.203 0.419 0.928 0.577 f = sitting 0.004 0.978 1.000 0.989 g = running 0.025 0.858 0.826 0.842 h = walking ------------------------------------------------------- 0.044 0.765 0.715 0.680 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.724 0.481 0.578 a = climbing down 0.047 0.709 0.928 0.804 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 0.968 0.051 0.097 d = lying 0.022 0.896 0.984 0.938 e = standing 0.162 0.471 0.913 0.622 f = sitting 0.004 0.978 1.000 0.989 g = running 0.024 0.869 0.863 0.866 h = walking ------------------------------------------------------- 0.038 0.821 0.756 0.712 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.084 0.460 0.590 0.517 a = climbing down 0.002 0.795 0.073 0.134 b = climbing up 0.000 1.000 0.039 0.075 c = jumping 0.002 0.968 0.262 0.412 d = lying 0.024 0.856 0.740 0.794 e = standing 0.165 0.470 0.924 0.623 f = sitting 0.008 0.957 0.997 0.977 g = running 0.104 0.630 0.962 0.761 h = walking ------------------------------------------------------- 0.053 0.755 0.665 0.620 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.066 0.496 0.542 0.518 a = climbing down 0.003 0.857 0.169 0.283 b = climbing up 0.000 1.000 0.039 0.075 c = jumping 0.001 0.986 0.238 0.383 d = lying 0.084 0.695 1.000 0.820 e = standing 0.072 0.658 0.871 0.750 f = sitting 0.009 0.956 0.995 0.975 g = running 0.111 0.620 0.982 0.760 h = walking ------------------------------------------------------- 0.050 0.766 0.704 0.653 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.051 0.594 0.624 0.609 a = climbing down 0.009 0.861 0.466 0.605 b = climbing up 0.000 1.000 0.039 0.075 c = jumping 0.001 0.986 0.238 0.383 d = lying 0.076 0.715 1.000 0.834 e = standing 0.079 0.638 0.875 0.738 f = sitting 0.009 0.956 0.995 0.975 g = running 0.079 0.688 0.944 0.796 h = walking ------------------------------------------------------- 0.043 0.788 0.740 0.704 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.083 0.548 0.836 0.662 a = climbing down 0.009 0.879 0.529 0.661 b = climbing up 0.001 0.600 0.039 0.073 c = jumping 0.001 0.986 0.238 0.383 d = lying 0.076 0.715 1.000 0.834 e = standing 0.079 0.638 0.875 0.738 f = sitting 0.006 0.967 0.995 0.981 g = running 0.031 0.832 0.839 0.835 h = walking ------------------------------------------------------- 0.039 0.801 0.753 0.723 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.059 0.644 0.884 0.745 a = climbing down 0.010 0.888 0.635 0.741 b = climbing up 0.000 1.000 0.130 0.230 c = jumping 0.031 0.825 0.827 0.826 d = lying 0.043 0.817 1.000 0.899 e = standing 0.007 0.941 0.690 0.796 f = sitting 0.005 0.976 0.995 0.985 g = running 0.022 0.884 0.915 0.900 h = walking ------------------------------------------------------- 0.024 0.864 0.848 0.840 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.051 0.678 0.889 0.770 a = climbing down 0.010 0.891 0.633 0.740 b = climbing up 0.000 1.000 0.260 0.412 c = jumping 0.031 0.825 0.827 0.826 d = lying 0.043 0.817 1.000 0.899 e = standing 0.007 0.941 0.690 0.796 f = sitting 0.004 0.977 0.995 0.986 g = running 0.023 0.883 0.942 0.912 h = walking ------------------------------------------------------- 0.023 0.868 0.855 0.849 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.605 0.370 0.459 a = climbing down 0.060 0.709 0.836 0.767 b = climbing up 0.009 0.667 0.824 0.737 c = jumping 0.004 0.975 0.947 0.961 d = lying 0.043 0.774 0.925 0.843 e = standing 0.016 0.847 0.678 0.753 f = sitting 0.004 0.973 0.827 0.894 g = running 0.066 0.725 0.895 0.801 h = walking ------------------------------------------------------- 0.033 0.800 0.797 0.790 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.798 0.433 0.561 a = climbing down 0.053 0.740 0.863 0.797 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.004 0.977 0.947 0.962 d = lying 0.043 0.778 0.925 0.845 e = standing 0.016 0.849 0.687 0.759 f = sitting 0.004 0.979 0.993 0.986 g = running 0.051 0.779 0.928 0.847 h = walking ------------------------------------------------------- 0.027 0.846 0.842 0.834 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.770 0.500 0.606 a = climbing down 0.053 0.739 0.863 0.797 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.003 0.979 0.947 0.963 d = lying 0.042 0.784 0.939 0.855 e = standing 0.014 0.869 0.696 0.773 f = sitting 0.004 0.980 0.993 0.987 g = running 0.041 0.812 0.902 0.854 h = walking ------------------------------------------------------- 0.025 0.852 0.849 0.843 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.787 0.529 0.633 a = climbing down 0.066 0.709 0.921 0.801 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.026 0.847 0.906 0.876 e = standing 0.018 0.855 0.838 0.846 f = sitting 0.003 0.982 0.993 0.988 g = running 0.024 0.873 0.852 0.862 h = walking ------------------------------------------------------- 0.022 0.870 0.864 0.862 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.794 0.534 0.638 a = climbing down 0.080 0.673 0.937 0.783 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.000 1.000 0.948 0.974 d = lying 0.026 0.848 0.903 0.875 e = standing 0.019 0.853 0.840 0.847 f = sitting 0.003 0.982 0.993 0.988 g = running 0.018 0.895 0.797 0.843 h = walking ------------------------------------------------------- 0.023 0.868 0.858 0.856 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.814 0.523 0.637 a = climbing down 0.047 0.767 0.889 0.823 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.027 0.845 0.901 0.872 e = standing 0.019 0.849 0.836 0.842 f = sitting 0.004 0.977 0.997 0.987 g = running 0.041 0.813 0.908 0.858 h = walking ------------------------------------------------------- 0.022 0.870 0.868 0.863 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.795 0.638 0.708 a = climbing down 0.041 0.776 0.823 0.799 b = climbing up 0.007 0.587 0.440 0.503 c = jumping 0.018 0.893 0.911 0.902 d = lying 0.034 0.812 0.914 0.860 e = standing 0.026 0.754 0.620 0.681 f = sitting 0.014 0.916 0.840 0.877 g = running 0.065 0.722 0.869 0.788 h = walking ------------------------------------------------------- 0.032 0.806 0.804 0.801 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.876 0.712 0.785 a = climbing down 0.077 0.681 0.938 0.789 b = climbing up 0.001 0.889 0.476 0.620 c = jumping 0.017 0.898 0.909 0.903 d = lying 0.010 0.925 0.769 0.840 e = standing 0.049 0.677 0.807 0.736 f = sitting 0.013 0.928 0.925 0.927 g = running 0.031 0.816 0.701 0.754 h = walking ------------------------------------------------------- 0.030 0.833 0.817 0.817 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.887 0.743 0.809 a = climbing down 0.028 0.839 0.833 0.836 b = climbing up 0.000 0.979 0.560 0.712 c = jumping 0.017 0.895 0.902 0.899 d = lying 0.003 0.971 0.683 0.802 e = standing 0.064 0.630 0.854 0.725 f = sitting 0.011 0.940 0.970 0.955 g = running 0.049 0.782 0.901 0.837 h = walking ------------------------------------------------------- 0.026 0.856 0.839 0.840 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.932 0.834 0.880 a = climbing down 0.036 0.817 0.921 0.866 b = climbing up 0.000 1.000 0.536 0.698 c = jumping 0.016 0.903 0.911 0.907 d = lying 0.003 0.977 0.688 0.807 e = standing 0.062 0.642 0.867 0.738 f = sitting 0.012 0.937 0.970 0.953 g = running 0.024 0.877 0.869 0.873 h = walking ------------------------------------------------------- 0.022 0.877 0.861 0.861 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.911 0.865 0.888 a = climbing down 0.022 0.874 0.878 0.876 b = climbing up 0.000 0.979 0.548 0.702 c = jumping 0.016 0.903 0.913 0.908 d = lying 0.003 0.978 0.725 0.832 e = standing 0.056 0.666 0.867 0.753 f = sitting 0.011 0.940 0.968 0.954 g = running 0.029 0.860 0.914 0.886 h = walking ------------------------------------------------------- 0.020 0.883 0.871 0.872 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.925 0.861 0.892 a = climbing down 0.032 0.839 0.940 0.887 b = climbing up 0.000 0.980 0.571 0.722 c = jumping 0.016 0.903 0.913 0.908 d = lying 0.003 0.978 0.736 0.840 e = standing 0.054 0.672 0.867 0.758 f = sitting 0.011 0.943 0.968 0.956 g = running 0.017 0.908 0.883 0.895 h = walking ------------------------------------------------------- 0.019 0.889 0.877 0.877 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.863 0.648 0.740 a = climbing down 0.057 0.694 0.854 0.766 b = climbing up 0.000 1.000 0.856 0.922 c = jumping 0.004 0.975 0.962 0.968 d = lying 0.029 0.820 0.892 0.854 e = standing 0.019 0.875 0.818 0.845 f = sitting 0.004 0.979 0.998 0.989 g = running 0.032 0.820 0.821 0.821 h = walking ------------------------------------------------------- 0.022 0.868 0.862 0.862 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.937 0.642 0.762 a = climbing down 0.020 0.843 0.703 0.767 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.000 0.998 0.955 0.976 d = lying 0.005 0.958 0.853 0.902 e = standing 0.029 0.849 0.972 0.906 f = sitting 0.003 0.984 0.997 0.990 g = running 0.080 0.680 0.952 0.793 h = walking ------------------------------------------------------- 0.021 0.894 0.877 0.877 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.928 0.638 0.756 a = climbing down 0.037 0.781 0.873 0.824 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.000 1.000 0.957 0.978 d = lying 0.005 0.959 0.873 0.914 e = standing 0.025 0.863 0.973 0.915 f = sitting 0.003 0.984 0.997 0.990 g = running 0.041 0.799 0.921 0.856 h = walking ------------------------------------------------------- 0.017 0.905 0.897 0.896 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.930 0.632 0.752 a = climbing down 0.053 0.730 0.933 0.819 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.000 1.000 0.957 0.978 d = lying 0.005 0.959 0.882 0.919 e = standing 0.024 0.870 0.973 0.919 f = sitting 0.003 0.984 0.997 0.990 g = running 0.024 0.869 0.884 0.876 h = walking ------------------------------------------------------- 0.016 0.910 0.901 0.899 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.928 0.638 0.756 a = climbing down 0.051 0.734 0.935 0.823 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.000 1.000 0.957 0.978 d = lying 0.005 0.960 0.892 0.925 e = standing 0.022 0.877 0.973 0.923 f = sitting 0.003 0.984 0.997 0.990 g = running 0.023 0.873 0.888 0.880 h = walking ------------------------------------------------------- 0.015 0.912 0.903 0.902 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.932 0.644 0.762 a = climbing down 0.048 0.746 0.933 0.829 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.000 1.000 0.957 0.978 d = lying 0.005 0.960 0.892 0.925 e = standing 0.022 0.877 0.973 0.923 f = sitting 0.003 0.984 0.997 0.990 g = running 0.024 0.869 0.898 0.883 h = walking ------------------------------------------------------- 0.015 0.913 0.905 0.904 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.932 0.819 0.872 a = climbing down 0.030 0.811 0.840 0.825 b = climbing up 0.000 1.000 0.291 0.450 c = jumping 0.002 0.987 0.992 0.989 d = lying 0.015 0.899 0.912 0.906 e = standing 0.015 0.909 0.893 0.901 f = sitting 0.023 0.885 0.988 0.934 g = running 0.031 0.836 0.879 0.857 h = walking ------------------------------------------------------- 0.017 0.897 0.894 0.890 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.925 0.792 0.853 a = climbing down 0.022 0.853 0.853 0.853 b = climbing up 0.000 1.000 0.291 0.450 c = jumping 0.002 0.987 0.992 0.989 d = lying 0.017 0.887 0.924 0.905 e = standing 0.013 0.918 0.879 0.898 f = sitting 0.023 0.885 0.988 0.934 g = running 0.036 0.816 0.899 0.855 h = walking ------------------------------------------------------- 0.017 0.898 0.895 0.891 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.902 0.870 0.886 a = climbing down 0.028 0.830 0.903 0.865 b = climbing up 0.000 1.000 0.302 0.464 c = jumping 0.002 0.987 0.992 0.989 d = lying 0.016 0.892 0.924 0.908 e = standing 0.013 0.919 0.884 0.901 f = sitting 0.023 0.887 0.988 0.935 g = running 0.018 0.894 0.837 0.864 h = walking ------------------------------------------------------- 0.016 0.905 0.902 0.899 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.921 0.816 0.866 a = climbing down 0.019 0.873 0.867 0.870 b = climbing up 0.000 1.000 0.302 0.464 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.008 0.942 0.924 0.933 e = standing 0.013 0.923 0.940 0.931 f = sitting 0.023 0.887 0.988 0.935 g = running 0.034 0.827 0.895 0.860 h = walking ------------------------------------------------------- 0.015 0.911 0.908 0.904 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.919 0.887 0.902 a = climbing down 0.021 0.866 0.888 0.877 b = climbing up 0.000 1.000 0.314 0.478 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.008 0.942 0.924 0.933 e = standing 0.013 0.923 0.940 0.931 f = sitting 0.020 0.896 0.987 0.939 g = running 0.022 0.876 0.879 0.877 h = walking ------------------------------------------------------- 0.014 0.918 0.916 0.913 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.920 0.856 0.887 a = climbing down 0.012 0.916 0.827 0.869 b = climbing up 0.000 1.000 0.314 0.478 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.008 0.942 0.929 0.936 e = standing 0.012 0.928 0.940 0.934 f = sitting 0.020 0.896 0.987 0.939 g = running 0.038 0.813 0.925 0.866 h = walking ------------------------------------------------------- 0.015 0.916 0.912 0.909 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.054 0.578 0.661 0.617 a = climbing down 0.068 0.648 0.879 0.746 b = climbing up 0.038 0.370 0.957 0.534 c = jumping 0.001 0.997 0.974 0.985 d = lying 0.112 0.634 0.994 0.775 e = standing 0.006 0.909 0.337 0.492 f = sitting 0.005 0.962 0.747 0.841 g = running 0.016 0.848 0.494 0.624 h = walking ------------------------------------------------------- 0.037 0.797 0.738 0.728 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.767 0.582 0.662 a = climbing down 0.044 0.746 0.894 0.814 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.997 0.974 0.985 d = lying 0.112 0.634 0.994 0.774 e = standing 0.006 0.908 0.336 0.490 f = sitting 0.005 0.973 1.000 0.986 g = running 0.035 0.798 0.777 0.788 h = walking ------------------------------------------------------- 0.033 0.837 0.811 0.797 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.842 0.520 0.643 a = climbing down 0.020 0.839 0.723 0.777 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.997 0.974 0.985 d = lying 0.115 0.628 0.994 0.770 e = standing 0.006 0.904 0.320 0.473 f = sitting 0.005 0.973 1.000 0.986 g = running 0.080 0.665 0.898 0.764 h = walking ------------------------------------------------------- 0.036 0.835 0.799 0.783 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.821 0.568 0.671 a = climbing down 0.032 0.795 0.865 0.829 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.997 0.968 0.982 d = lying 0.056 0.772 0.971 0.860 e = standing 0.011 0.908 0.666 0.768 f = sitting 0.005 0.973 1.000 0.986 g = running 0.045 0.769 0.855 0.810 h = walking ------------------------------------------------------- 0.024 0.867 0.860 0.856 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.782 0.592 0.674 a = climbing down 0.038 0.774 0.915 0.839 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.997 0.968 0.982 d = lying 0.056 0.773 0.971 0.861 e = standing 0.011 0.908 0.669 0.771 f = sitting 0.005 0.973 1.000 0.986 g = running 0.032 0.817 0.808 0.813 h = walking ------------------------------------------------------- 0.023 0.868 0.862 0.858 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.866 0.573 0.690 a = climbing down 0.026 0.824 0.862 0.842 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.997 0.968 0.982 d = lying 0.056 0.773 0.971 0.861 e = standing 0.011 0.908 0.669 0.771 f = sitting 0.005 0.973 1.000 0.986 g = running 0.048 0.768 0.897 0.827 h = walking ------------------------------------------------------- 0.023 0.875 0.867 0.863 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.743 0.892 0.811 a = climbing down 0.085 0.601 0.894 0.719 b = climbing up 0.036 0.209 0.422 0.279 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.114 0.627 0.979 0.764 e = standing 0.004 0.934 0.363 0.523 f = sitting 0.022 0.856 0.760 0.805 g = running 0.005 0.934 0.391 0.551 h = walking ------------------------------------------------------- 0.038 0.804 0.736 0.724 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.876 0.848 0.862 a = climbing down 0.088 0.607 0.946 0.740 b = climbing up 0.000 0.950 0.422 0.585 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.117 0.622 0.979 0.761 e = standing 0.004 0.937 0.351 0.510 f = sitting 0.016 0.912 0.995 0.952 g = running 0.009 0.902 0.493 0.637 h = walking ------------------------------------------------------- 0.036 0.837 0.787 0.770 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.860 0.829 0.844 a = climbing down 0.077 0.634 0.926 0.753 b = climbing up 0.000 1.000 0.489 0.657 c = jumping 0.000 1.000 0.961 0.980 d = lying 0.047 0.800 0.957 0.872 e = standing 0.010 0.923 0.754 0.830 f = sitting 0.015 0.920 0.998 0.958 g = running 0.013 0.884 0.556 0.683 h = walking ------------------------------------------------------- 0.024 0.867 0.848 0.844 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.860 0.889 0.874 a = climbing down 0.062 0.677 0.911 0.777 b = climbing up 0.000 1.000 0.522 0.686 c = jumping 0.000 1.000 0.961 0.980 d = lying 0.046 0.802 0.959 0.873 e = standing 0.010 0.925 0.756 0.832 f = sitting 0.014 0.925 0.998 0.960 g = running 0.012 0.897 0.609 0.726 h = walking ------------------------------------------------------- 0.022 0.876 0.861 0.858 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.938 0.882 0.909 a = climbing down 0.059 0.697 0.954 0.806 b = climbing up 0.000 1.000 0.589 0.741 c = jumping 0.000 1.000 0.961 0.980 d = lying 0.046 0.804 0.959 0.874 e = standing 0.010 0.926 0.759 0.834 f = sitting 0.012 0.933 0.998 0.965 g = running 0.011 0.911 0.660 0.765 h = walking ------------------------------------------------------- 0.021 0.890 0.875 0.873 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.872 0.915 a = climbing down 0.051 0.726 0.940 0.820 b = climbing up 0.000 1.000 0.589 0.741 c = jumping 0.000 1.000 0.961 0.980 d = lying 0.043 0.815 0.960 0.882 e = standing 0.010 0.929 0.778 0.847 f = sitting 0.012 0.933 0.998 0.965 g = running 0.015 0.894 0.723 0.799 h = walking ------------------------------------------------------- 0.019 0.896 0.885 0.884 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.054 0.244 0.244 0.244 a = climbing down 0.003 0.942 0.339 0.498 b = climbing up 0.000 1.000 0.459 0.629 c = jumping 0.046 0.792 0.911 0.848 d = lying 0.081 0.673 1.000 0.805 e = standing 0.001 0.981 0.361 0.527 f = sitting 0.062 0.750 0.998 0.857 g = running 0.053 0.794 0.986 0.880 h = walking ------------------------------------------------------- 0.042 0.784 0.741 0.711 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.039 0.265 0.196 0.225 a = climbing down 0.059 0.626 0.682 0.653 b = climbing up 0.001 0.956 0.765 0.850 c = jumping 0.000 1.000 0.918 0.957 d = lying 0.034 0.827 0.983 0.898 e = standing 0.005 0.969 0.879 0.921 f = sitting 0.002 0.988 0.998 0.993 g = running 0.017 0.921 0.968 0.944 h = walking ------------------------------------------------------- 0.019 0.858 0.861 0.857 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.043 0.528 0.676 0.593 a = climbing down 0.016 0.850 0.628 0.722 b = climbing up 0.001 0.936 0.859 0.896 c = jumping 0.000 1.000 0.918 0.957 d = lying 0.034 0.827 0.983 0.898 e = standing 0.005 0.969 0.879 0.921 f = sitting 0.002 0.990 0.997 0.993 g = running 0.022 0.905 0.986 0.944 h = walking ------------------------------------------------------- 0.015 0.901 0.891 0.891 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.053 0.526 0.820 0.641 a = climbing down 0.010 0.896 0.577 0.702 b = climbing up 0.001 0.936 0.859 0.896 c = jumping 0.000 1.000 0.918 0.957 d = lying 0.034 0.827 0.983 0.898 e = standing 0.005 0.969 0.879 0.921 f = sitting 0.002 0.992 0.997 0.994 g = running 0.014 0.936 0.985 0.960 h = walking ------------------------------------------------------- 0.013 0.912 0.894 0.895 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.038 0.611 0.848 0.710 a = climbing down 0.014 0.877 0.699 0.778 b = climbing up 0.001 0.973 0.835 0.899 c = jumping 0.000 1.000 0.918 0.957 d = lying 0.034 0.827 0.983 0.898 e = standing 0.005 0.969 0.879 0.921 f = sitting 0.002 0.992 0.997 0.994 g = running 0.007 0.968 0.982 0.975 h = walking ------------------------------------------------------- 0.011 0.922 0.910 0.912 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.038 0.624 0.896 0.736 a = climbing down 0.013 0.885 0.709 0.787 b = climbing up 0.000 0.986 0.812 0.890 c = jumping 0.000 1.000 0.918 0.957 d = lying 0.034 0.827 0.983 0.898 e = standing 0.005 0.969 0.879 0.921 f = sitting 0.002 0.992 0.997 0.994 g = running 0.004 0.983 0.980 0.982 h = walking ------------------------------------------------------- 0.011 0.926 0.914 0.916 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.040 0.231 0.171 0.197 a = climbing down 0.002 0.969 0.328 0.491 b = climbing up 0.000 1.000 0.482 0.650 c = jumping 0.107 0.644 0.998 0.783 d = lying 0.041 0.805 1.000 0.892 e = standing 0.000 0.989 0.165 0.283 f = sitting 0.079 0.703 1.000 0.826 g = running 0.062 0.767 0.971 0.857 h = walking ------------------------------------------------------- 0.049 0.771 0.719 0.665 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.046 0.558 0.829 0.667 a = climbing down 0.002 0.972 0.518 0.676 b = climbing up 0.000 1.000 0.711 0.831 c = jumping 0.107 0.645 0.998 0.783 d = lying 0.042 0.801 1.000 0.890 e = standing 0.000 0.989 0.162 0.278 f = sitting 0.012 0.941 0.998 0.969 g = running 0.036 0.849 0.968 0.904 h = walking ------------------------------------------------------- 0.035 0.844 0.790 0.753 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.045 0.596 0.939 0.729 a = climbing down 0.002 0.977 0.623 0.761 b = climbing up 0.000 1.000 0.843 0.915 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.007 0.959 1.000 0.979 e = standing 0.000 0.998 0.959 0.978 f = sitting 0.009 0.953 0.990 0.971 g = running 0.017 0.921 0.951 0.936 h = walking ------------------------------------------------------- 0.009 0.943 0.928 0.928 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.037 0.644 0.951 0.768 a = climbing down 0.002 0.976 0.680 0.801 b = climbing up 0.000 1.000 0.855 0.922 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.007 0.959 1.000 0.979 e = standing 0.000 0.998 0.959 0.978 f = sitting 0.009 0.956 0.990 0.972 g = running 0.012 0.946 0.972 0.959 h = walking ------------------------------------------------------- 0.007 0.951 0.940 0.940 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.037 0.646 0.959 0.772 a = climbing down 0.002 0.977 0.709 0.822 b = climbing up 0.000 1.000 0.831 0.908 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.007 0.959 1.000 0.979 e = standing 0.000 0.998 0.959 0.978 f = sitting 0.008 0.957 0.990 0.973 g = running 0.008 0.963 0.971 0.967 h = walking ------------------------------------------------------- 0.006 0.955 0.944 0.944 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.643 0.963 0.771 a = climbing down 0.002 0.977 0.709 0.822 b = climbing up 0.000 1.000 0.831 0.908 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.007 0.959 1.000 0.979 e = standing 0.000 0.998 0.959 0.978 f = sitting 0.008 0.957 0.988 0.972 g = running 0.007 0.966 0.971 0.968 h = walking ------------------------------------------------------- 0.006 0.955 0.944 0.944 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.568 0.127 0.208 a = climbing down 0.271 0.339 0.892 0.491 b = climbing up 0.102 0.130 0.723 0.220 c = jumping 0.232 0.426 0.974 0.593 d = lying 0.032 0.586 0.314 0.409 e = standing 0.001 0.600 0.005 0.011 f = sitting 0.004 0.940 0.330 0.488 g = running 0.044 0.007 0.002 0.003 h = walking ------------------------------------------------------- 0.087 0.483 0.388 0.314 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.870 0.513 0.645 a = climbing down 0.251 0.370 0.949 0.532 b = climbing up 0.000 1.000 0.843 0.915 c = jumping 0.229 0.430 0.974 0.596 d = lying 0.032 0.599 0.333 0.428 e = standing 0.001 0.600 0.005 0.011 f = sitting 0.002 0.990 0.989 0.990 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.550 0.549 0.466 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.879 0.515 0.650 a = climbing down 0.251 0.371 0.952 0.534 b = climbing up 0.000 1.000 0.843 0.915 c = jumping 0.228 0.430 0.972 0.596 d = lying 0.030 0.634 0.357 0.457 e = standing 0.001 0.600 0.005 0.011 f = sitting 0.002 0.990 0.989 0.990 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.073 0.556 0.552 0.471 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.887 0.525 0.660 a = climbing down 0.249 0.373 0.956 0.537 b = climbing up 0.000 1.000 0.880 0.936 c = jumping 0.240 0.419 0.974 0.586 d = lying 0.023 0.676 0.327 0.441 e = standing 0.001 0.600 0.005 0.011 f = sitting 0.001 0.994 0.989 0.991 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.561 0.551 0.469 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.870 0.525 0.655 a = climbing down 0.249 0.371 0.945 0.533 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.248 0.411 0.974 0.578 d = lying 0.020 0.682 0.294 0.411 e = standing 0.001 0.600 0.005 0.011 f = sitting 0.001 0.995 0.989 0.992 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.075 0.559 0.546 0.464 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.870 0.527 0.657 a = climbing down 0.249 0.371 0.943 0.532 b = climbing up 0.000 1.000 0.904 0.949 c = jumping 0.246 0.412 0.974 0.579 d = lying 0.019 0.696 0.306 0.425 e = standing 0.001 0.600 0.005 0.011 f = sitting 0.001 0.995 0.989 0.992 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.075 0.561 0.548 0.466 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.731 0.236 0.357 a = climbing down 0.270 0.341 0.901 0.495 b = climbing up 0.079 0.200 0.975 0.332 c = jumping 0.190 0.482 0.992 0.648 d = lying 0.012 0.855 0.486 0.620 e = standing 0.034 0.056 0.013 0.021 f = sitting 0.002 0.969 0.305 0.464 g = running 0.056 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.476 0.429 0.367 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 0.917 0.022 0.043 a = climbing down 0.328 0.321 1.000 0.486 b = climbing up 0.000 0.987 0.963 0.975 c = jumping 0.000 1.000 0.621 0.766 d = lying 0.064 0.617 0.714 0.662 e = standing 0.053 0.738 0.940 0.827 f = sitting 0.003 0.979 0.831 0.899 g = running 0.019 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.063 0.654 0.595 0.540 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.917 0.022 0.043 a = climbing down 0.329 0.320 1.000 0.485 b = climbing up 0.001 0.975 0.963 0.969 c = jumping 0.008 0.957 0.951 0.954 d = lying 0.012 0.895 0.718 0.797 e = standing 0.045 0.760 0.905 0.827 f = sitting 0.003 0.981 0.831 0.900 g = running 0.018 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.056 0.686 0.641 0.585 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.909 0.020 0.040 a = climbing down 0.329 0.321 1.000 0.485 b = climbing up 0.001 0.975 0.963 0.969 c = jumping 0.006 0.963 0.949 0.956 d = lying 0.012 0.897 0.718 0.797 e = standing 0.045 0.761 0.915 0.831 f = sitting 0.003 0.983 0.835 0.903 g = running 0.018 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.056 0.687 0.642 0.586 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.711 0.819 a = climbing down 0.245 0.384 0.985 0.553 b = climbing up 0.000 0.987 0.963 0.975 c = jumping 0.007 0.959 0.951 0.955 d = lying 0.011 0.901 0.718 0.799 e = standing 0.045 0.760 0.911 0.829 f = sitting 0.001 0.994 0.852 0.917 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.042 0.704 0.727 0.692 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.760 0.852 a = climbing down 0.238 0.392 0.987 0.561 b = climbing up 0.001 0.975 0.963 0.969 c = jumping 0.012 0.937 0.997 0.966 d = lying 0.007 0.935 0.706 0.804 e = standing 0.043 0.766 0.885 0.821 f = sitting 0.001 0.994 0.852 0.917 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.041 0.707 0.735 0.699 Weighted Avg. >> shinupperarm >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.826 0.780 0.802 a = climbing down 0.038 0.764 0.696 0.728 b = climbing up 0.040 0.301 0.986 0.462 c = jumping 0.002 0.902 0.123 0.217 d = lying 0.096 0.445 0.489 0.466 e = standing 0.226 0.175 0.335 0.230 f = sitting 0.002 0.984 0.702 0.819 g = running 0.050 0.755 0.875 0.811 h = walking ------------------------------------------------------- 0.059 0.699 0.581 0.585 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.823 0.828 0.825 a = climbing down 0.019 0.887 0.858 0.872 b = climbing up 0.011 0.616 0.986 0.758 c = jumping 0.001 0.944 0.140 0.244 d = lying 0.099 0.440 0.495 0.466 e = standing 0.223 0.168 0.315 0.219 f = sitting 0.002 0.987 0.903 0.943 g = running 0.017 0.904 0.943 0.923 h = walking ------------------------------------------------------- 0.051 0.749 0.652 0.652 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.827 0.836 0.832 a = climbing down 0.019 0.887 0.858 0.872 b = climbing up 0.003 0.852 0.986 0.914 c = jumping 0.003 0.938 0.277 0.427 d = lying 0.100 0.440 0.498 0.467 e = standing 0.198 0.183 0.310 0.230 f = sitting 0.002 0.988 0.960 0.974 g = running 0.016 0.910 0.942 0.925 h = walking ------------------------------------------------------- 0.048 0.756 0.681 0.689 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.825 0.834 0.830 a = climbing down 0.020 0.884 0.848 0.866 b = climbing up 0.002 0.885 0.986 0.932 c = jumping 0.004 0.925 0.308 0.462 d = lying 0.102 0.439 0.507 0.471 e = standing 0.190 0.181 0.294 0.224 f = sitting 0.002 0.988 0.967 0.977 g = running 0.017 0.904 0.942 0.922 h = walking ------------------------------------------------------- 0.047 0.753 0.684 0.693 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.843 0.828 0.835 a = climbing down 0.019 0.890 0.855 0.872 b = climbing up 0.001 0.932 0.986 0.958 c = jumping 0.004 0.943 0.357 0.518 d = lying 0.103 0.439 0.511 0.472 e = standing 0.182 0.184 0.288 0.225 f = sitting 0.002 0.988 0.978 0.983 g = running 0.018 0.902 0.955 0.928 h = walking ------------------------------------------------------- 0.046 0.759 0.695 0.706 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.039 0.763 0.887 0.821 a = climbing down 0.014 0.913 0.831 0.870 b = climbing up 0.001 0.958 0.986 0.972 c = jumping 0.003 0.970 0.490 0.651 d = lying 0.104 0.434 0.507 0.468 e = standing 0.161 0.199 0.280 0.233 f = sitting 0.002 0.988 0.982 0.985 g = running 0.012 0.929 0.888 0.908 h = walking ------------------------------------------------------- 0.044 0.763 0.708 0.721 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.958 0.819 0.883 a = climbing down 0.043 0.773 0.835 0.803 b = climbing up 0.027 0.344 0.821 0.485 c = jumping 0.004 0.797 0.085 0.154 d = lying 0.116 0.353 0.399 0.375 e = standing 0.246 0.104 0.200 0.137 f = sitting 0.004 0.974 0.817 0.888 g = running 0.036 0.801 0.839 0.819 h = walking ------------------------------------------------------- 0.061 0.686 0.580 0.584 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.614 0.760 a = climbing down 0.045 0.771 0.859 0.813 b = climbing up 0.000 1.000 0.627 0.771 c = jumping 0.004 0.848 0.141 0.241 d = lying 0.116 0.357 0.407 0.380 e = standing 0.235 0.108 0.200 0.141 f = sitting 0.007 0.960 0.998 0.979 g = running 0.045 0.787 0.955 0.863 h = walking ------------------------------------------------------- 0.060 0.706 0.608 0.609 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.983 0.827 0.898 a = climbing down 0.024 0.868 0.879 0.873 b = climbing up 0.000 1.000 0.642 0.782 c = jumping 0.004 0.919 0.286 0.437 d = lying 0.117 0.359 0.416 0.385 e = standing 0.208 0.114 0.188 0.142 f = sitting 0.007 0.961 0.998 0.979 g = running 0.030 0.849 0.955 0.899 h = walking ------------------------------------------------------- 0.052 0.740 0.660 0.671 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.981 0.817 0.891 a = climbing down 0.068 0.721 0.987 0.833 b = climbing up 0.000 1.000 0.612 0.759 c = jumping 0.004 0.962 0.637 0.766 d = lying 0.118 0.357 0.416 0.384 e = standing 0.149 0.150 0.184 0.165 f = sitting 0.008 0.958 0.998 0.978 g = running 0.006 0.959 0.738 0.834 h = walking ------------------------------------------------------- 0.048 0.744 0.693 0.706 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.983 0.821 0.895 a = climbing down 0.061 0.741 0.982 0.845 b = climbing up 0.000 1.000 0.612 0.759 c = jumping 0.006 0.963 0.863 0.910 d = lying 0.118 0.358 0.418 0.385 e = standing 0.108 0.193 0.182 0.187 f = sitting 0.008 0.958 0.998 0.978 g = running 0.007 0.950 0.773 0.853 h = walking ------------------------------------------------------- 0.042 0.752 0.732 0.735 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.984 0.833 0.902 a = climbing down 0.049 0.780 0.978 0.868 b = climbing up 0.000 1.000 0.612 0.759 c = jumping 0.008 0.955 0.968 0.962 d = lying 0.118 0.354 0.408 0.379 e = standing 0.090 0.228 0.186 0.205 f = sitting 0.008 0.958 0.998 0.978 g = running 0.008 0.950 0.830 0.886 h = walking ------------------------------------------------------- 0.038 0.760 0.757 0.754 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.037 0.765 0.878 0.818 a = climbing down 0.023 0.828 0.830 0.829 b = climbing up 0.001 0.973 0.889 0.929 c = jumping 0.001 0.997 0.997 0.997 d = lying 0.003 0.983 1.000 0.992 e = standing 0.000 1.000 0.981 0.990 f = sitting 0.005 0.972 0.997 0.984 g = running 0.015 0.904 0.785 0.840 h = walking ------------------------------------------------------- 0.011 0.929 0.926 0.926 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.962 0.802 0.875 a = climbing down 0.024 0.831 0.890 0.860 b = climbing up 0.000 0.986 0.901 0.942 c = jumping 0.001 0.997 0.997 0.997 d = lying 0.003 0.983 1.000 0.992 e = standing 0.000 1.000 0.981 0.990 f = sitting 0.005 0.974 0.998 0.986 g = running 0.026 0.864 0.918 0.890 h = walking ------------------------------------------------------- 0.009 0.947 0.945 0.945 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.794 0.877 a = climbing down 0.033 0.794 0.953 0.866 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.001 0.997 0.997 0.997 d = lying 0.003 0.983 1.000 0.992 e = standing 0.000 1.000 0.981 0.990 f = sitting 0.003 0.982 1.000 0.991 g = running 0.016 0.912 0.895 0.903 h = walking ------------------------------------------------------- 0.008 0.954 0.950 0.950 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.959 0.838 0.894 a = climbing down 0.030 0.808 0.948 0.872 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.001 0.997 0.997 0.997 d = lying 0.003 0.985 1.000 0.992 e = standing 0.000 1.000 0.983 0.991 f = sitting 0.003 0.982 1.000 0.991 g = running 0.013 0.925 0.880 0.902 h = walking ------------------------------------------------------- 0.007 0.955 0.952 0.953 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.913 0.861 0.886 a = climbing down 0.035 0.783 0.948 0.858 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.001 0.997 0.997 0.997 d = lying 0.003 0.985 1.000 0.992 e = standing 0.000 1.000 0.983 0.991 f = sitting 0.003 0.982 1.000 0.991 g = running 0.008 0.952 0.827 0.885 h = walking ------------------------------------------------------- 0.008 0.951 0.947 0.947 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.880 0.893 0.886 a = climbing down 0.019 0.864 0.914 0.888 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.000 0.998 0.997 0.997 d = lying 0.003 0.985 1.000 0.992 e = standing 0.000 1.000 0.985 0.992 f = sitting 0.003 0.982 1.000 0.991 g = running 0.012 0.927 0.862 0.893 h = walking ------------------------------------------------------- 0.007 0.953 0.952 0.952 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.051 0.662 0.725 0.692 a = climbing down 0.045 0.680 0.717 0.698 b = climbing up 0.002 0.882 0.838 0.859 c = jumping 0.010 0.949 0.993 0.971 d = lying 0.000 0.998 1.000 0.999 e = standing 0.001 0.992 0.937 0.964 f = sitting 0.006 0.968 0.975 0.971 g = running 0.033 0.795 0.702 0.746 h = walking ------------------------------------------------------- 0.019 0.874 0.871 0.872 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.857 0.659 0.745 a = climbing down 0.052 0.678 0.814 0.740 b = climbing up 0.002 0.901 0.912 0.907 c = jumping 0.010 0.949 0.993 0.971 d = lying 0.000 0.998 1.000 0.999 e = standing 0.001 0.992 0.937 0.964 f = sitting 0.004 0.978 0.978 0.978 g = running 0.042 0.773 0.792 0.782 h = walking ------------------------------------------------------- 0.017 0.895 0.891 0.891 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.829 0.678 0.746 a = climbing down 0.041 0.719 0.784 0.750 b = climbing up 0.001 0.961 0.912 0.936 c = jumping 0.010 0.949 0.993 0.971 d = lying 0.000 0.998 1.000 0.999 e = standing 0.001 0.992 0.937 0.964 f = sitting 0.004 0.978 0.986 0.982 g = running 0.043 0.778 0.834 0.805 h = walking ------------------------------------------------------- 0.016 0.899 0.897 0.897 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.822 0.735 0.776 a = climbing down 0.045 0.705 0.799 0.749 b = climbing up 0.000 0.986 0.912 0.948 c = jumping 0.008 0.955 0.993 0.974 d = lying 0.000 0.998 1.000 0.999 e = standing 0.001 0.992 0.945 0.968 f = sitting 0.004 0.978 0.990 0.984 g = running 0.033 0.815 0.797 0.806 h = walking ------------------------------------------------------- 0.015 0.904 0.902 0.902 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.821 0.746 0.781 a = climbing down 0.043 0.712 0.797 0.752 b = climbing up 0.000 0.987 0.963 0.975 c = jumping 0.008 0.955 0.993 0.974 d = lying 0.000 0.998 1.000 0.999 e = standing 0.001 0.992 0.945 0.968 f = sitting 0.003 0.985 0.990 0.987 g = running 0.033 0.815 0.797 0.806 h = walking ------------------------------------------------------- 0.015 0.905 0.904 0.904 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.834 0.769 0.800 a = climbing down 0.048 0.703 0.838 0.765 b = climbing up 0.000 0.987 0.963 0.975 c = jumping 0.008 0.955 0.993 0.974 d = lying 0.000 0.998 1.000 0.999 e = standing 0.001 0.992 0.945 0.968 f = sitting 0.003 0.985 0.990 0.987 g = running 0.024 0.851 0.776 0.812 h = walking ------------------------------------------------------- 0.014 0.911 0.908 0.908 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.855 0.742 0.794 a = climbing down 0.024 0.820 0.728 0.772 b = climbing up 0.001 0.957 0.989 0.973 c = jumping 0.018 0.900 0.964 0.931 d = lying 0.025 0.847 0.894 0.870 e = standing 0.021 0.850 0.742 0.792 f = sitting 0.001 0.997 0.955 0.976 g = running 0.056 0.750 0.921 0.827 h = walking ------------------------------------------------------- 0.022 0.866 0.862 0.861 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.961 0.706 0.814 a = climbing down 0.023 0.844 0.846 0.845 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.018 0.898 0.964 0.930 d = lying 0.023 0.861 0.917 0.888 e = standing 0.018 0.874 0.754 0.809 f = sitting 0.001 0.997 0.986 0.992 g = running 0.044 0.798 0.951 0.868 h = walking ------------------------------------------------------- 0.018 0.893 0.888 0.886 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.961 0.706 0.814 a = climbing down 0.023 0.844 0.844 0.844 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.012 0.930 0.964 0.946 d = lying 0.023 0.864 0.927 0.894 e = standing 0.016 0.890 0.793 0.838 f = sitting 0.001 0.997 0.986 0.992 g = running 0.044 0.799 0.954 0.870 h = walking ------------------------------------------------------- 0.017 0.900 0.895 0.894 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.972 0.695 0.811 a = climbing down 0.053 0.725 0.947 0.821 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.012 0.930 0.964 0.946 d = lying 0.022 0.867 0.927 0.896 e = standing 0.016 0.890 0.796 0.841 f = sitting 0.001 0.996 0.982 0.989 g = running 0.019 0.891 0.851 0.871 h = walking ------------------------------------------------------- 0.017 0.900 0.891 0.891 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.975 0.693 0.810 a = climbing down 0.052 0.727 0.947 0.822 b = climbing up 0.001 0.957 0.989 0.973 c = jumping 0.010 0.943 0.960 0.952 d = lying 0.021 0.873 0.929 0.900 e = standing 0.016 0.889 0.817 0.851 f = sitting 0.000 0.999 0.982 0.990 g = running 0.019 0.891 0.857 0.873 h = walking ------------------------------------------------------- 0.017 0.903 0.894 0.894 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.975 0.684 0.804 a = climbing down 0.031 0.808 0.886 0.845 b = climbing up 0.001 0.957 0.989 0.973 c = jumping 0.010 0.939 0.962 0.950 d = lying 0.021 0.872 0.927 0.899 e = standing 0.016 0.888 0.812 0.848 f = sitting 0.001 0.997 0.985 0.991 g = running 0.035 0.831 0.942 0.883 h = walking ------------------------------------------------------- 0.016 0.904 0.898 0.897 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.928 0.882 0.904 a = climbing down 0.020 0.847 0.766 0.805 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.030 0.845 1.000 0.916 d = lying 0.006 0.964 0.981 0.972 e = standing 0.003 0.976 0.776 0.865 f = sitting 0.000 1.000 0.999 0.999 g = running 0.044 0.785 0.875 0.827 h = walking ------------------------------------------------------- 0.016 0.909 0.904 0.903 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.954 0.873 0.912 a = climbing down 0.020 0.851 0.792 0.821 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.030 0.849 1.000 0.918 d = lying 0.005 0.969 0.991 0.980 e = standing 0.001 0.989 0.786 0.876 f = sitting 0.001 0.996 1.000 0.998 g = running 0.038 0.815 0.905 0.858 h = walking ------------------------------------------------------- 0.014 0.919 0.914 0.914 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.838 0.898 a = climbing down 0.029 0.805 0.820 0.812 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.024 0.875 1.000 0.933 d = lying 0.004 0.976 0.997 0.986 e = standing 0.001 0.996 0.829 0.905 f = sitting 0.000 1.000 1.000 1.000 g = running 0.033 0.831 0.895 0.862 h = walking ------------------------------------------------------- 0.013 0.924 0.919 0.919 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.966 0.833 0.895 a = climbing down 0.029 0.807 0.834 0.821 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.023 0.879 1.000 0.935 d = lying 0.003 0.979 0.997 0.988 e = standing 0.001 0.996 0.838 0.910 f = sitting 0.000 1.000 1.000 1.000 g = running 0.031 0.840 0.896 0.867 h = walking ------------------------------------------------------- 0.013 0.926 0.922 0.922 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.822 0.889 a = climbing down 0.048 0.738 0.908 0.814 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.023 0.879 1.000 0.935 d = lying 0.003 0.979 0.997 0.988 e = standing 0.001 0.996 0.838 0.910 f = sitting 0.000 1.000 1.000 1.000 g = running 0.017 0.898 0.820 0.857 h = walking ------------------------------------------------------- 0.013 0.927 0.918 0.919 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.824 0.891 a = climbing down 0.022 0.849 0.838 0.843 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.004 0.977 1.000 0.988 d = lying 0.002 0.988 0.997 0.992 e = standing 0.001 0.996 0.964 0.980 f = sitting 0.001 0.995 1.000 0.997 g = running 0.033 0.837 0.927 0.880 h = walking ------------------------------------------------------- 0.009 0.946 0.944 0.944 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.713 0.461 0.560 a = climbing down 0.170 0.521 0.971 0.678 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.009 0.944 0.895 0.919 d = lying 0.031 0.817 0.945 0.876 e = standing 0.016 0.853 0.755 0.801 f = sitting 0.001 0.993 0.805 0.890 g = running 0.012 0.856 0.482 0.617 h = walking ------------------------------------------------------- 0.039 0.820 0.773 0.773 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.043 0.743 0.844 0.790 a = climbing down 0.033 0.836 0.880 0.857 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.009 0.943 0.897 0.919 d = lying 0.031 0.817 0.947 0.877 e = standing 0.016 0.857 0.753 0.802 f = sitting 0.003 0.985 0.851 0.913 g = running 0.015 0.898 0.906 0.902 h = walking ------------------------------------------------------- 0.020 0.878 0.871 0.872 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.875 0.756 0.811 a = climbing down 0.048 0.793 0.963 0.870 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.009 0.943 0.897 0.919 d = lying 0.031 0.817 0.947 0.877 e = standing 0.016 0.857 0.753 0.802 f = sitting 0.003 0.987 0.937 0.961 g = running 0.010 0.929 0.885 0.907 h = walking ------------------------------------------------------- 0.018 0.892 0.887 0.886 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.842 0.813 0.827 a = climbing down 0.044 0.806 0.958 0.876 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.009 0.943 0.897 0.919 d = lying 0.031 0.815 0.947 0.876 e = standing 0.016 0.856 0.750 0.799 f = sitting 0.003 0.987 0.938 0.962 g = running 0.006 0.952 0.838 0.891 h = walking ------------------------------------------------------- 0.018 0.893 0.887 0.887 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.023 0.842 0.810 0.825 a = climbing down 0.038 0.828 0.945 0.882 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.009 0.941 0.911 0.925 d = lying 0.031 0.816 0.947 0.877 e = standing 0.014 0.871 0.746 0.803 f = sitting 0.003 0.987 0.946 0.967 g = running 0.007 0.949 0.882 0.914 h = walking ------------------------------------------------------- 0.017 0.897 0.893 0.893 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.860 0.798 0.828 a = climbing down 0.032 0.847 0.937 0.890 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.020 0.885 0.935 0.909 d = lying 0.031 0.818 0.950 0.879 e = standing 0.010 0.897 0.667 0.765 f = sitting 0.003 0.987 0.948 0.967 g = running 0.010 0.928 0.936 0.932 h = walking ------------------------------------------------------- 0.017 0.895 0.893 0.891 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.773 0.314 0.447 a = climbing down 0.206 0.476 0.981 0.641 b = climbing up 0.000 1.000 0.831 0.908 c = jumping 0.001 0.993 0.927 0.959 d = lying 0.033 0.811 0.983 0.889 e = standing 0.009 0.913 0.767 0.834 f = sitting 0.003 0.984 0.875 0.927 g = running 0.009 0.855 0.380 0.526 h = walking ------------------------------------------------------- 0.042 0.831 0.766 0.758 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.039 0.735 0.734 0.734 a = climbing down 0.044 0.765 0.744 0.754 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.001 0.993 0.922 0.956 d = lying 0.034 0.806 0.983 0.886 e = standing 0.009 0.915 0.767 0.835 f = sitting 0.003 0.986 0.930 0.957 g = running 0.034 0.793 0.903 0.845 h = walking ------------------------------------------------------- 0.022 0.864 0.858 0.859 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.902 0.607 0.726 a = climbing down 0.044 0.796 0.887 0.839 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.001 0.992 0.925 0.957 d = lying 0.034 0.809 0.983 0.887 e = standing 0.009 0.915 0.765 0.834 f = sitting 0.003 0.986 0.956 0.971 g = running 0.043 0.761 0.951 0.846 h = walking ------------------------------------------------------- 0.020 0.887 0.877 0.874 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.897 0.706 0.790 a = climbing down 0.060 0.753 0.956 0.842 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.001 0.993 0.925 0.958 d = lying 0.035 0.805 0.983 0.885 e = standing 0.009 0.915 0.762 0.831 f = sitting 0.002 0.990 0.958 0.974 g = running 0.010 0.924 0.864 0.893 h = walking ------------------------------------------------------- 0.018 0.901 0.889 0.889 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.857 0.839 0.848 a = climbing down 0.035 0.833 0.915 0.872 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.001 0.993 0.925 0.958 d = lying 0.035 0.805 0.983 0.885 e = standing 0.009 0.915 0.762 0.831 f = sitting 0.002 0.990 0.962 0.976 g = running 0.010 0.925 0.880 0.902 h = walking ------------------------------------------------------- 0.016 0.908 0.903 0.903 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.866 0.859 0.862 a = climbing down 0.030 0.853 0.905 0.878 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.001 0.993 0.925 0.958 d = lying 0.035 0.803 0.983 0.884 e = standing 0.009 0.914 0.758 0.829 f = sitting 0.002 0.990 0.954 0.972 g = running 0.013 0.908 0.907 0.908 h = walking ------------------------------------------------------- 0.015 0.910 0.905 0.905 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.126 0.428 0.791 0.555 a = climbing down 0.050 0.640 0.624 0.632 b = climbing up 0.000 1.000 0.579 0.733 c = jumping 0.075 0.619 0.805 0.700 d = lying 0.030 0.802 0.937 0.864 e = standing 0.030 0.611 0.324 0.423 f = sitting 0.017 0.947 0.983 0.965 g = running 0.044 0.376 0.152 0.217 h = walking ------------------------------------------------------- 0.047 0.667 0.675 0.650 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.917 0.639 0.753 a = climbing down 0.031 0.771 0.733 0.752 b = climbing up 0.000 1.000 0.632 0.774 c = jumping 0.075 0.616 0.793 0.693 d = lying 0.031 0.801 0.941 0.866 e = standing 0.031 0.599 0.322 0.419 f = sitting 0.015 0.950 0.982 0.966 g = running 0.054 0.752 0.939 0.835 h = walking ------------------------------------------------------- 0.034 0.790 0.790 0.778 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.928 0.549 0.690 a = climbing down 0.045 0.724 0.834 0.775 b = climbing up 0.000 1.000 0.816 0.899 c = jumping 0.076 0.612 0.790 0.690 d = lying 0.031 0.800 0.941 0.865 e = standing 0.031 0.590 0.315 0.410 f = sitting 0.011 0.963 0.982 0.973 g = running 0.039 0.809 0.935 0.867 h = walking ------------------------------------------------------- 0.032 0.795 0.794 0.781 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.927 0.545 0.686 a = climbing down 0.044 0.728 0.842 0.781 b = climbing up 0.000 1.000 0.816 0.899 c = jumping 0.075 0.623 0.821 0.708 d = lying 0.032 0.798 0.959 0.871 e = standing 0.024 0.650 0.313 0.422 f = sitting 0.011 0.963 0.982 0.973 g = running 0.038 0.812 0.938 0.870 h = walking ------------------------------------------------------- 0.031 0.805 0.801 0.786 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.938 0.545 0.689 a = climbing down 0.045 0.727 0.842 0.780 b = climbing up 0.000 1.000 0.816 0.899 c = jumping 0.076 0.626 0.843 0.719 d = lying 0.032 0.798 0.971 0.876 e = standing 0.019 0.694 0.304 0.423 f = sitting 0.011 0.963 0.982 0.973 g = running 0.038 0.813 0.942 0.873 h = walking ------------------------------------------------------- 0.030 0.812 0.804 0.789 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.967 0.509 0.667 a = climbing down 0.044 0.726 0.825 0.772 b = climbing up 0.000 1.000 0.816 0.899 c = jumping 0.076 0.627 0.843 0.719 d = lying 0.033 0.796 0.980 0.879 e = standing 0.018 0.702 0.298 0.419 f = sitting 0.011 0.964 0.981 0.973 g = running 0.047 0.780 0.951 0.857 h = walking ------------------------------------------------------- 0.031 0.811 0.800 0.783 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.130 0.462 0.938 0.619 a = climbing down 0.031 0.769 0.746 0.758 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.054 0.696 0.803 0.746 d = lying 0.017 0.876 0.927 0.901 e = standing 0.039 0.651 0.509 0.571 f = sitting 0.022 0.930 0.993 0.961 g = running 0.029 0.385 0.102 0.162 h = walking ------------------------------------------------------- 0.041 0.708 0.719 0.688 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.019 0.835 0.828 0.832 a = climbing down 0.014 0.883 0.730 0.799 b = climbing up 0.000 1.000 0.440 0.611 c = jumping 0.056 0.669 0.738 0.702 d = lying 0.018 0.874 0.939 0.905 e = standing 0.047 0.597 0.491 0.539 f = sitting 0.020 0.936 0.994 0.964 g = running 0.044 0.777 0.869 0.820 h = walking ------------------------------------------------------- 0.030 0.811 0.812 0.807 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.040 0.715 0.837 0.771 a = climbing down 0.018 0.852 0.724 0.783 b = climbing up 0.000 0.971 0.453 0.618 c = jumping 0.056 0.671 0.747 0.707 d = lying 0.018 0.871 0.943 0.906 e = standing 0.046 0.605 0.487 0.540 f = sitting 0.017 0.944 0.992 0.968 g = running 0.025 0.854 0.843 0.849 h = walking ------------------------------------------------------- 0.029 0.808 0.809 0.805 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.048 0.701 0.942 0.804 a = climbing down 0.019 0.856 0.804 0.829 b = climbing up 0.000 0.972 0.467 0.631 c = jumping 0.056 0.669 0.745 0.705 d = lying 0.018 0.873 0.953 0.911 e = standing 0.045 0.609 0.484 0.539 f = sitting 0.017 0.945 0.990 0.967 g = running 0.007 0.952 0.754 0.842 h = walking ------------------------------------------------------- 0.028 0.822 0.817 0.813 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.807 0.951 0.873 a = climbing down 0.011 0.917 0.881 0.899 b = climbing up 0.000 0.974 0.507 0.667 c = jumping 0.058 0.665 0.750 0.705 d = lying 0.018 0.873 0.959 0.914 e = standing 0.043 0.613 0.475 0.535 f = sitting 0.016 0.948 0.991 0.969 g = running 0.006 0.961 0.855 0.905 h = walking ------------------------------------------------------- 0.024 0.843 0.844 0.840 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.815 0.935 0.871 a = climbing down 0.012 0.914 0.887 0.900 b = climbing up 0.000 0.978 0.587 0.733 c = jumping 0.049 0.694 0.731 0.712 d = lying 0.017 0.881 0.929 0.905 e = standing 0.050 0.611 0.545 0.576 f = sitting 0.015 0.953 0.991 0.972 g = running 0.008 0.953 0.861 0.905 h = walking ------------------------------------------------------- 0.023 0.848 0.849 0.846 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.674 0.527 0.592 a = climbing down 0.101 0.518 0.797 0.628 b = climbing up 0.001 0.955 0.928 0.941 c = jumping 0.017 0.907 0.963 0.935 d = lying 0.033 0.832 0.938 0.882 e = standing 0.016 0.886 0.715 0.791 f = sitting 0.002 0.989 0.944 0.966 g = running 0.039 0.711 0.553 0.622 h = walking ------------------------------------------------------- 0.032 0.805 0.791 0.790 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.039 0.644 0.568 0.604 a = climbing down 0.059 0.649 0.800 0.717 b = climbing up 0.001 0.955 0.928 0.941 c = jumping 0.015 0.920 0.963 0.941 d = lying 0.035 0.825 0.940 0.879 e = standing 0.015 0.890 0.721 0.797 f = sitting 0.002 0.990 0.941 0.965 g = running 0.041 0.754 0.723 0.738 h = walking ------------------------------------------------------- 0.027 0.826 0.822 0.821 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.032 0.668 0.520 0.585 a = climbing down 0.096 0.562 0.904 0.693 b = climbing up 0.001 0.955 0.928 0.941 c = jumping 0.014 0.926 0.963 0.944 d = lying 0.036 0.823 0.940 0.877 e = standing 0.015 0.889 0.723 0.797 f = sitting 0.002 0.990 0.942 0.966 g = running 0.019 0.852 0.620 0.718 h = walking ------------------------------------------------------- 0.028 0.833 0.814 0.813 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.683 0.514 0.586 a = climbing down 0.119 0.514 0.925 0.661 b = climbing up 0.001 0.955 0.928 0.941 c = jumping 0.014 0.926 0.963 0.944 d = lying 0.036 0.823 0.940 0.877 e = standing 0.015 0.889 0.723 0.797 f = sitting 0.002 0.990 0.942 0.966 g = running 0.013 0.873 0.519 0.651 h = walking ------------------------------------------------------- 0.029 0.832 0.801 0.799 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.684 0.520 0.591 a = climbing down 0.120 0.512 0.923 0.658 b = climbing up 0.001 0.955 0.928 0.941 c = jumping 0.011 0.937 0.963 0.950 d = lying 0.036 0.822 0.940 0.877 e = standing 0.015 0.892 0.735 0.806 f = sitting 0.002 0.990 0.942 0.966 g = running 0.013 0.874 0.511 0.645 h = walking ------------------------------------------------------- 0.029 0.834 0.802 0.801 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.029 0.691 0.518 0.592 a = climbing down 0.090 0.579 0.906 0.706 b = climbing up 0.000 1.000 0.913 0.955 c = jumping 0.011 0.937 0.963 0.950 d = lying 0.036 0.822 0.940 0.877 e = standing 0.015 0.892 0.735 0.806 f = sitting 0.002 0.987 0.944 0.965 g = running 0.023 0.831 0.654 0.732 h = walking ------------------------------------------------------- 0.027 0.837 0.821 0.820 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.859 0.861 0.860 a = climbing down 0.078 0.528 0.644 0.580 b = climbing up 0.005 0.762 0.985 0.859 c = jumping 0.023 0.884 0.985 0.932 d = lying 0.013 0.927 0.961 0.944 e = standing 0.007 0.949 0.802 0.869 f = sitting 0.001 0.997 0.969 0.982 g = running 0.039 0.730 0.599 0.658 h = walking ------------------------------------------------------- 0.024 0.848 0.840 0.841 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.875 0.831 0.853 a = climbing down 0.047 0.605 0.528 0.564 b = climbing up 0.003 0.867 1.000 0.929 c = jumping 0.022 0.886 0.985 0.933 d = lying 0.013 0.928 0.973 0.950 e = standing 0.006 0.961 0.802 0.874 f = sitting 0.000 0.998 0.984 0.991 g = running 0.064 0.677 0.769 0.720 h = walking ------------------------------------------------------- 0.023 0.855 0.853 0.852 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.896 0.802 0.846 a = climbing down 0.048 0.615 0.562 0.587 b = climbing up 0.003 0.855 1.000 0.922 c = jumping 0.021 0.894 0.983 0.936 d = lying 0.014 0.927 0.978 0.952 e = standing 0.005 0.965 0.810 0.881 f = sitting 0.000 1.000 0.983 0.991 g = running 0.067 0.668 0.766 0.713 h = walking ------------------------------------------------------- 0.023 0.859 0.855 0.854 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.904 0.772 0.833 a = climbing down 0.032 0.707 0.568 0.630 b = climbing up 0.003 0.865 0.985 0.921 c = jumping 0.020 0.895 0.983 0.937 d = lying 0.014 0.925 0.978 0.951 e = standing 0.005 0.965 0.810 0.881 f = sitting 0.001 0.997 0.984 0.991 g = running 0.068 0.692 0.874 0.772 h = walking ------------------------------------------------------- 0.021 0.874 0.868 0.867 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.951 0.759 0.844 a = climbing down 0.038 0.707 0.682 0.695 b = climbing up 0.003 0.844 1.000 0.915 c = jumping 0.018 0.906 0.983 0.943 d = lying 0.014 0.925 0.980 0.952 e = standing 0.005 0.968 0.824 0.890 f = sitting 0.000 1.000 0.981 0.990 g = running 0.054 0.738 0.870 0.799 h = walking ------------------------------------------------------- 0.019 0.888 0.882 0.882 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.966 0.706 0.816 a = climbing down 0.028 0.777 0.712 0.743 b = climbing up 0.004 0.802 1.000 0.890 c = jumping 0.018 0.906 0.983 0.943 d = lying 0.014 0.927 0.980 0.953 e = standing 0.005 0.968 0.826 0.891 f = sitting 0.000 1.000 0.975 0.987 g = running 0.051 0.771 0.976 0.862 h = walking ------------------------------------------------------- 0.017 0.903 0.895 0.893 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.824 0.640 0.721 a = climbing down 0.022 0.735 0.390 0.509 b = climbing up 0.043 0.321 0.977 0.483 c = jumping 0.000 0.995 0.323 0.488 d = lying 0.069 0.645 0.873 0.742 e = standing 0.133 0.391 0.553 0.458 f = sitting 0.000 0.998 0.720 0.837 g = running 0.125 0.552 0.936 0.694 h = walking ------------------------------------------------------- 0.051 0.737 0.638 0.636 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.879 0.880 0.879 a = climbing down 0.019 0.881 0.863 0.872 b = climbing up 0.000 0.988 0.977 0.982 c = jumping 0.000 0.995 0.349 0.517 d = lying 0.070 0.643 0.879 0.742 e = standing 0.127 0.400 0.549 0.463 f = sitting 0.000 0.999 0.997 0.998 g = running 0.023 0.864 0.883 0.873 h = walking ------------------------------------------------------- 0.034 0.823 0.777 0.773 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.821 0.919 0.867 a = climbing down 0.022 0.874 0.961 0.915 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.000 0.996 0.368 0.537 d = lying 0.070 0.643 0.880 0.743 e = standing 0.124 0.407 0.549 0.468 f = sitting 0.000 0.999 0.997 0.998 g = running 0.006 0.956 0.763 0.848 h = walking ------------------------------------------------------- 0.033 0.829 0.781 0.778 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.924 0.916 0.920 a = climbing down 0.016 0.905 0.942 0.923 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.000 0.996 0.408 0.579 d = lying 0.068 0.652 0.886 0.751 e = standing 0.116 0.429 0.563 0.487 f = sitting 0.000 0.999 0.997 0.998 g = running 0.010 0.940 0.911 0.925 h = walking ------------------------------------------------------- 0.029 0.847 0.808 0.806 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.923 0.918 0.920 a = climbing down 0.016 0.907 0.952 0.929 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 0.996 0.408 0.579 d = lying 0.068 0.652 0.886 0.751 e = standing 0.116 0.429 0.563 0.487 f = sitting 0.000 0.999 0.999 0.999 g = running 0.008 0.949 0.910 0.929 h = walking ------------------------------------------------------- 0.029 0.849 0.809 0.807 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.865 0.957 0.908 a = climbing down 0.009 0.942 0.923 0.933 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 0.996 0.438 0.608 d = lying 0.069 0.648 0.886 0.748 e = standing 0.111 0.436 0.554 0.488 f = sitting 0.000 0.999 0.999 0.999 g = running 0.007 0.957 0.886 0.920 h = walking ------------------------------------------------------- 0.029 0.848 0.810 0.809 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.897 0.543 0.677 a = climbing down 0.022 0.769 0.456 0.573 b = climbing up 0.015 0.568 0.976 0.719 c = jumping 0.001 0.995 0.674 0.803 d = lying 0.036 0.792 0.944 0.861 e = standing 0.063 0.656 0.771 0.709 f = sitting 0.001 0.995 0.895 0.942 g = running 0.130 0.549 0.971 0.701 h = walking ------------------------------------------------------- 0.036 0.809 0.760 0.758 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.897 0.838 0.866 a = climbing down 0.020 0.878 0.908 0.892 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.001 0.995 0.674 0.803 d = lying 0.040 0.775 0.947 0.852 e = standing 0.062 0.651 0.746 0.696 f = sitting 0.004 0.982 0.993 0.987 g = running 0.023 0.862 0.889 0.875 h = walking ------------------------------------------------------- 0.022 0.872 0.859 0.859 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.878 0.906 0.891 a = climbing down 0.028 0.848 0.969 0.904 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.001 0.995 0.661 0.794 d = lying 0.041 0.771 0.949 0.851 e = standing 0.064 0.643 0.741 0.688 f = sitting 0.003 0.985 0.992 0.988 g = running 0.006 0.956 0.803 0.873 h = walking ------------------------------------------------------- 0.021 0.877 0.861 0.861 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.959 0.926 0.942 a = climbing down 0.010 0.939 0.974 0.956 b = climbing up 0.000 1.000 0.906 0.951 c = jumping 0.001 0.996 0.715 0.832 d = lying 0.041 0.771 0.947 0.850 e = standing 0.055 0.677 0.741 0.708 f = sitting 0.002 0.989 0.993 0.991 g = running 0.006 0.961 0.963 0.962 h = walking ------------------------------------------------------- 0.016 0.906 0.896 0.896 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.977 0.866 0.918 a = climbing down 0.024 0.871 0.995 0.929 b = climbing up 0.000 1.000 0.906 0.951 c = jumping 0.001 0.996 0.749 0.855 d = lying 0.041 0.771 0.955 0.853 e = standing 0.048 0.705 0.739 0.722 f = sitting 0.002 0.989 0.992 0.990 g = running 0.004 0.978 0.950 0.963 h = walking ------------------------------------------------------- 0.016 0.905 0.894 0.895 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.977 0.874 0.922 a = climbing down 0.022 0.877 0.997 0.933 b = climbing up 0.000 1.000 0.906 0.951 c = jumping 0.002 0.988 0.771 0.866 d = lying 0.041 0.772 0.957 0.854 e = standing 0.044 0.721 0.732 0.727 f = sitting 0.002 0.989 0.992 0.990 g = running 0.003 0.979 0.950 0.964 h = walking ------------------------------------------------------- 0.016 0.907 0.898 0.899 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.051 0.572 0.685 0.624 a = climbing down 0.166 0.520 0.615 0.563 b = climbing up 0.040 0.331 0.967 0.493 c = jumping 0.030 0.613 0.345 0.442 d = lying 0.187 0.230 0.362 0.281 e = standing 0.128 0.010 0.008 0.009 f = sitting 0.002 0.980 0.671 0.796 g = running 0.071 0.284 0.172 0.214 h = walking ------------------------------------------------------- 0.099 0.452 0.424 0.421 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.099 0.492 0.963 0.651 a = climbing down 0.000 1.000 0.181 0.306 b = climbing up 0.000 1.000 0.700 0.824 c = jumping 0.000 0.750 0.005 0.011 d = lying 0.051 0.382 0.205 0.267 e = standing 0.222 0.396 0.928 0.555 f = sitting 0.008 0.949 0.967 0.958 g = running 0.133 0.530 0.917 0.672 h = walking ------------------------------------------------------- 0.066 0.687 0.552 0.478 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.085 0.530 0.968 0.685 a = climbing down 0.000 0.997 0.284 0.443 b = climbing up 0.000 1.000 0.700 0.824 c = jumping 0.000 0.750 0.005 0.011 d = lying 0.045 0.353 0.160 0.220 e = standing 0.232 0.388 0.941 0.550 f = sitting 0.008 0.948 0.968 0.958 g = running 0.116 0.568 0.933 0.706 h = walking ------------------------------------------------------- 0.063 0.689 0.575 0.510 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.078 0.551 0.968 0.702 a = climbing down 0.001 0.994 0.341 0.508 b = climbing up 0.000 1.000 0.656 0.792 c = jumping 0.001 0.600 0.005 0.011 d = lying 0.045 0.348 0.157 0.216 e = standing 0.232 0.389 0.943 0.551 f = sitting 0.009 0.941 0.968 0.955 g = running 0.107 0.589 0.939 0.724 h = walking ------------------------------------------------------- 0.061 0.674 0.587 0.527 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.760 0.941 0.841 a = climbing down 0.037 0.875 0.889 0.882 b = climbing up 0.000 1.000 0.656 0.792 c = jumping 0.000 0.667 0.004 0.007 d = lying 0.006 0.778 0.139 0.236 e = standing 0.270 0.361 0.974 0.527 f = sitting 0.009 0.941 0.968 0.955 g = running 0.007 0.948 0.798 0.867 h = walking ------------------------------------------------------- 0.051 0.778 0.691 0.644 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.057 0.629 0.978 0.765 a = climbing down 0.027 0.901 0.845 0.872 b = climbing up 0.000 0.985 0.711 0.826 c = jumping 0.000 0.667 0.004 0.007 d = lying 0.006 0.778 0.139 0.236 e = standing 0.270 0.361 0.974 0.527 f = sitting 0.008 0.948 0.967 0.957 g = running 0.003 0.975 0.745 0.845 h = walking ------------------------------------------------------- 0.050 0.777 0.678 0.632 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.037 0.480 0.348 0.403 a = climbing down 0.193 0.331 0.323 0.327 b = climbing up 0.037 0.345 0.978 0.510 c = jumping 0.021 0.057 0.009 0.016 d = lying 0.129 0.371 0.493 0.424 e = standing 0.196 0.120 0.170 0.140 f = sitting 0.000 0.998 0.701 0.823 g = running 0.170 0.162 0.200 0.179 h = walking ------------------------------------------------------- 0.118 0.352 0.335 0.332 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.875 0.086 0.156 a = climbing down 0.111 0.722 0.979 0.831 b = climbing up 0.000 0.973 0.404 0.571 c = jumping 0.000 1.000 0.009 0.018 d = lying 0.170 0.209 0.290 0.243 e = standing 0.228 0.028 0.043 0.034 f = sitting 0.014 0.917 0.980 0.947 g = running 0.016 0.903 0.921 0.912 h = walking ------------------------------------------------------- 0.083 0.663 0.543 0.507 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.962 0.554 0.703 a = climbing down 0.081 0.783 0.997 0.877 b = climbing up 0.000 0.963 0.292 0.448 c = jumping 0.000 1.000 0.009 0.018 d = lying 0.170 0.214 0.301 0.251 e = standing 0.224 0.033 0.049 0.040 f = sitting 0.016 0.903 0.982 0.940 g = running 0.002 0.989 0.836 0.906 h = walking ------------------------------------------------------- 0.074 0.696 0.578 0.565 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.967 0.583 0.728 a = climbing down 0.077 0.792 0.997 0.883 b = climbing up 0.000 0.971 0.371 0.537 c = jumping 0.030 0.151 0.038 0.061 d = lying 0.119 0.187 0.177 0.182 e = standing 0.247 0.079 0.136 0.100 f = sitting 0.014 0.912 0.982 0.946 g = running 0.002 0.989 0.843 0.910 h = walking ------------------------------------------------------- 0.073 0.600 0.582 0.575 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.961 0.598 0.737 a = climbing down 0.075 0.797 0.996 0.885 b = climbing up 0.000 0.974 0.427 0.594 c = jumping 0.023 0.167 0.033 0.055 d = lying 0.131 0.169 0.172 0.170 e = standing 0.248 0.067 0.113 0.084 f = sitting 0.013 0.920 0.982 0.950 g = running 0.002 0.989 0.843 0.910 h = walking ------------------------------------------------------- 0.073 0.599 0.580 0.574 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.904 0.853 0.878 a = climbing down 0.041 0.877 0.986 0.928 b = climbing up 0.000 0.980 0.539 0.696 c = jumping 0.051 0.077 0.031 0.044 d = lying 0.099 0.157 0.119 0.135 e = standing 0.257 0.070 0.124 0.090 f = sitting 0.010 0.936 0.982 0.958 g = running 0.002 0.987 0.840 0.907 h = walking ------------------------------------------------------- 0.066 0.603 0.596 0.594 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.930 0.506 0.655 a = climbing down 0.043 0.722 0.800 0.759 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.013 0.925 0.894 0.910 e = standing 0.028 0.807 0.901 0.852 f = sitting 0.000 0.999 0.936 0.966 g = running 0.069 0.704 0.930 0.802 h = walking ------------------------------------------------------- 0.021 0.880 0.863 0.862 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.928 0.609 0.735 a = climbing down 0.088 0.598 0.948 0.733 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.013 0.927 0.917 0.922 e = standing 0.024 0.830 0.901 0.864 f = sitting 0.000 0.999 0.929 0.963 g = running 0.022 0.853 0.733 0.788 h = walking ------------------------------------------------------- 0.020 0.890 0.865 0.868 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.930 0.622 0.746 a = climbing down 0.035 0.780 0.904 0.838 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.014 0.926 0.926 0.926 e = standing 0.022 0.839 0.899 0.868 f = sitting 0.000 0.999 0.930 0.963 g = running 0.045 0.786 0.940 0.856 h = walking ------------------------------------------------------- 0.016 0.903 0.894 0.893 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.898 0.715 0.796 a = climbing down 0.045 0.744 0.934 0.828 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.014 0.925 0.929 0.927 e = standing 0.021 0.842 0.897 0.869 f = sitting 0.000 0.999 0.936 0.966 g = running 0.029 0.841 0.857 0.849 h = walking ------------------------------------------------------- 0.015 0.904 0.896 0.897 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.851 0.784 0.816 a = climbing down 0.038 0.772 0.924 0.841 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.014 0.924 0.937 0.930 e = standing 0.020 0.851 0.895 0.872 f = sitting 0.000 0.999 0.933 0.965 g = running 0.024 0.862 0.844 0.853 h = walking ------------------------------------------------------- 0.015 0.906 0.901 0.902 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.913 0.798 0.851 a = climbing down 0.033 0.798 0.936 0.862 b = climbing up 0.000 0.977 1.000 0.989 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.015 0.919 0.950 0.934 e = standing 0.018 0.864 0.886 0.875 f = sitting 0.000 1.000 0.932 0.965 g = running 0.023 0.876 0.904 0.890 h = walking ------------------------------------------------------- 0.013 0.919 0.914 0.915 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.957 0.510 0.666 a = climbing down 0.034 0.747 0.723 0.735 b = climbing up 0.000 1.000 0.647 0.786 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.021 0.891 0.951 0.920 e = standing 0.009 0.927 0.843 0.883 f = sitting 0.010 0.959 0.988 0.973 g = running 0.073 0.701 0.964 0.812 h = walking ------------------------------------------------------- 0.021 0.887 0.873 0.868 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.900 0.696 0.785 a = climbing down 0.027 0.798 0.780 0.789 b = climbing up 0.000 1.000 0.588 0.741 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.024 0.881 0.965 0.921 e = standing 0.006 0.946 0.822 0.879 f = sitting 0.012 0.949 0.999 0.973 g = running 0.044 0.788 0.925 0.851 h = walking ------------------------------------------------------- 0.018 0.898 0.894 0.892 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.957 0.714 0.818 a = climbing down 0.026 0.811 0.806 0.809 b = climbing up 0.000 1.000 0.588 0.741 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.024 0.880 0.963 0.920 e = standing 0.006 0.943 0.819 0.877 f = sitting 0.013 0.948 0.999 0.972 g = running 0.036 0.825 0.972 0.893 h = walking ------------------------------------------------------- 0.016 0.911 0.906 0.904 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.902 0.837 0.868 a = climbing down 0.023 0.840 0.873 0.856 b = climbing up 0.000 1.000 0.588 0.741 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.024 0.879 0.968 0.921 e = standing 0.006 0.950 0.817 0.879 f = sitting 0.012 0.949 0.999 0.973 g = running 0.019 0.893 0.905 0.899 h = walking ------------------------------------------------------- 0.014 0.920 0.918 0.917 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.907 0.839 0.872 a = climbing down 0.023 0.842 0.873 0.857 b = climbing up 0.000 1.000 0.588 0.741 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.024 0.881 0.976 0.926 e = standing 0.004 0.962 0.819 0.885 f = sitting 0.012 0.949 0.999 0.973 g = running 0.019 0.894 0.908 0.901 h = walking ------------------------------------------------------- 0.013 0.922 0.920 0.919 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.955 0.819 0.882 a = climbing down 0.016 0.872 0.796 0.832 b = climbing up 0.000 1.000 0.588 0.741 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.024 0.883 0.981 0.929 e = standing 0.003 0.970 0.822 0.889 f = sitting 0.012 0.950 0.999 0.974 g = running 0.034 0.835 0.974 0.899 h = walking ------------------------------------------------------- 0.014 0.924 0.919 0.918 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.742 0.670 0.704 a = climbing down 0.015 0.733 0.422 0.535 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.994 0.598 0.747 d = lying 0.030 0.796 0.587 0.676 e = standing 0.146 0.480 0.847 0.613 f = sitting 0.015 0.930 1.000 0.964 g = running 0.065 0.725 0.892 0.800 h = walking ------------------------------------------------------- 0.042 0.787 0.743 0.742 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.853 0.695 0.766 a = climbing down 0.033 0.725 0.863 0.788 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.994 0.598 0.747 d = lying 0.030 0.796 0.587 0.676 e = standing 0.146 0.480 0.847 0.613 f = sitting 0.013 0.938 1.000 0.968 g = running 0.026 0.857 0.811 0.833 h = walking ------------------------------------------------------- 0.036 0.820 0.773 0.778 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.889 0.703 0.785 a = climbing down 0.058 0.619 0.934 0.745 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.992 0.599 0.747 d = lying 0.029 0.800 0.580 0.673 e = standing 0.147 0.480 0.851 0.614 f = sitting 0.012 0.943 1.000 0.970 g = running 0.016 0.891 0.701 0.785 h = walking ------------------------------------------------------- 0.036 0.820 0.763 0.768 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.940 0.662 0.777 a = climbing down 0.035 0.722 0.897 0.801 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.992 0.599 0.747 d = lying 0.028 0.804 0.577 0.672 e = standing 0.148 0.480 0.857 0.616 f = sitting 0.011 0.944 1.000 0.971 g = running 0.024 0.872 0.868 0.870 h = walking ------------------------------------------------------- 0.035 0.833 0.782 0.786 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.940 0.660 0.775 a = climbing down 0.034 0.724 0.897 0.802 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.994 0.601 0.749 d = lying 0.028 0.803 0.574 0.670 e = standing 0.148 0.479 0.857 0.615 f = sitting 0.011 0.944 1.000 0.971 g = running 0.024 0.872 0.871 0.871 h = walking ------------------------------------------------------- 0.035 0.833 0.782 0.786 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.938 0.680 0.788 a = climbing down 0.031 0.747 0.917 0.824 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.994 0.613 0.758 d = lying 0.029 0.798 0.574 0.668 e = standing 0.146 0.481 0.851 0.615 f = sitting 0.011 0.945 0.997 0.970 g = running 0.022 0.883 0.879 0.881 h = walking ------------------------------------------------------- 0.034 0.837 0.788 0.792 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.767 0.785 0.776 a = climbing down 0.006 0.804 0.246 0.376 b = climbing up 0.001 0.951 0.856 0.901 c = jumping 0.000 1.000 0.800 0.889 d = lying 0.009 0.921 0.543 0.683 e = standing 0.124 0.550 0.947 0.696 f = sitting 0.028 0.872 1.000 0.932 g = running 0.056 0.765 0.954 0.849 h = walking ------------------------------------------------------- 0.036 0.823 0.783 0.770 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.817 0.805 0.811 a = climbing down 0.006 0.842 0.320 0.464 b = climbing up 0.001 0.964 0.900 0.931 c = jumping 0.000 1.000 0.798 0.888 d = lying 0.008 0.932 0.550 0.692 e = standing 0.124 0.552 0.951 0.699 f = sitting 0.013 0.938 0.998 0.967 g = running 0.067 0.733 0.958 0.830 h = walking ------------------------------------------------------- 0.034 0.840 0.795 0.787 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.870 0.780 0.822 a = climbing down 0.011 0.826 0.517 0.636 b = climbing up 0.001 0.966 0.944 0.955 c = jumping 0.000 1.000 0.821 0.901 d = lying 0.008 0.932 0.571 0.708 e = standing 0.116 0.568 0.949 0.711 f = sitting 0.011 0.945 0.998 0.971 g = running 0.053 0.775 0.950 0.853 h = walking ------------------------------------------------------- 0.030 0.854 0.817 0.815 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.940 0.757 0.839 a = climbing down 0.021 0.778 0.723 0.750 b = climbing up 0.001 0.977 0.944 0.960 c = jumping 0.000 1.000 0.855 0.922 d = lying 0.009 0.925 0.574 0.708 e = standing 0.109 0.581 0.943 0.719 f = sitting 0.010 0.949 0.998 0.973 g = running 0.036 0.833 0.932 0.880 h = walking ------------------------------------------------------- 0.027 0.867 0.835 0.836 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.921 0.856 0.887 a = climbing down 0.024 0.756 0.734 0.745 b = climbing up 0.000 1.000 0.944 0.971 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.009 0.928 0.581 0.715 e = standing 0.101 0.601 0.945 0.735 f = sitting 0.008 0.960 0.998 0.979 g = running 0.026 0.866 0.891 0.878 h = walking ------------------------------------------------------- 0.024 0.874 0.847 0.848 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.922 0.841 0.879 a = climbing down 0.016 0.820 0.703 0.757 b = climbing up 0.000 1.000 0.944 0.971 c = jumping 0.000 1.000 0.904 0.950 d = lying 0.009 0.930 0.595 0.726 e = standing 0.096 0.612 0.945 0.743 f = sitting 0.008 0.960 0.998 0.979 g = running 0.034 0.841 0.930 0.883 h = walking ------------------------------------------------------- 0.024 0.878 0.853 0.853 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.660 0.351 0.458 a = climbing down 0.082 0.638 0.920 0.753 b = climbing up 0.003 0.886 0.876 0.881 c = jumping 0.019 0.894 0.976 0.933 d = lying 0.067 0.658 0.714 0.685 e = standing 0.045 0.557 0.433 0.487 f = sitting 0.005 0.969 0.873 0.918 g = running 0.039 0.810 0.857 0.833 h = walking ------------------------------------------------------- 0.039 0.755 0.756 0.745 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.869 0.342 0.491 a = climbing down 0.058 0.701 0.872 0.777 b = climbing up 0.000 1.000 0.888 0.940 c = jumping 0.020 0.891 0.978 0.932 d = lying 0.066 0.660 0.717 0.687 e = standing 0.044 0.561 0.431 0.487 f = sitting 0.005 0.974 0.985 0.979 g = running 0.058 0.756 0.932 0.835 h = walking ------------------------------------------------------- 0.037 0.783 0.778 0.763 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.885 0.360 0.512 a = climbing down 0.077 0.659 0.947 0.777 b = climbing up 0.000 1.000 0.933 0.965 c = jumping 0.020 0.888 0.978 0.931 d = lying 0.065 0.666 0.727 0.695 e = standing 0.043 0.572 0.433 0.493 f = sitting 0.004 0.980 0.985 0.983 g = running 0.035 0.833 0.884 0.858 h = walking ------------------------------------------------------- 0.035 0.794 0.786 0.772 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.891 0.459 0.606 a = climbing down 0.073 0.669 0.941 0.782 b = climbing up 0.000 1.000 0.955 0.977 c = jumping 0.020 0.888 0.978 0.931 d = lying 0.065 0.667 0.729 0.696 e = standing 0.042 0.574 0.433 0.494 f = sitting 0.003 0.983 0.985 0.984 g = running 0.027 0.865 0.875 0.870 h = walking ------------------------------------------------------- 0.033 0.802 0.796 0.786 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.884 0.562 0.687 a = climbing down 0.053 0.726 0.899 0.803 b = climbing up 0.000 1.000 0.966 0.983 c = jumping 0.021 0.885 0.978 0.929 d = lying 0.066 0.665 0.734 0.698 e = standing 0.041 0.575 0.424 0.488 f = sitting 0.003 0.985 0.985 0.985 g = running 0.031 0.851 0.906 0.878 h = walking ------------------------------------------------------- 0.032 0.806 0.807 0.799 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.866 0.548 0.671 a = climbing down 0.038 0.776 0.840 0.807 b = climbing up 0.000 1.000 0.966 0.983 c = jumping 0.021 0.882 0.978 0.928 d = lying 0.066 0.666 0.732 0.697 e = standing 0.041 0.572 0.422 0.486 f = sitting 0.003 0.985 0.985 0.985 g = running 0.049 0.790 0.946 0.861 h = walking ------------------------------------------------------- 0.033 0.801 0.803 0.795 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.991 0.710 0.827 a = climbing down 0.054 0.711 0.858 0.778 b = climbing up 0.002 0.842 0.376 0.520 c = jumping 0.023 0.874 0.985 0.926 d = lying 0.033 0.809 0.779 0.794 e = standing 0.040 0.657 0.587 0.620 f = sitting 0.017 0.916 0.985 0.949 g = running 0.045 0.776 0.802 0.789 h = walking ------------------------------------------------------- 0.030 0.820 0.815 0.811 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.764 0.863 a = climbing down 0.084 0.634 0.933 0.755 b = climbing up 0.000 0.972 0.412 0.579 c = jumping 0.024 0.872 0.985 0.925 d = lying 0.031 0.817 0.776 0.796 e = standing 0.041 0.658 0.598 0.627 f = sitting 0.016 0.921 0.993 0.956 g = running 0.026 0.825 0.640 0.721 h = walking ------------------------------------------------------- 0.031 0.823 0.808 0.804 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.780 0.873 a = climbing down 0.045 0.745 0.848 0.793 b = climbing up 0.000 1.000 0.424 0.595 c = jumping 0.025 0.868 0.985 0.923 d = lying 0.031 0.818 0.774 0.795 e = standing 0.041 0.655 0.593 0.623 f = sitting 0.015 0.922 0.993 0.957 g = running 0.039 0.806 0.839 0.822 h = walking ------------------------------------------------------- 0.028 0.835 0.830 0.827 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.809 0.890 a = climbing down 0.063 0.697 0.921 0.794 b = climbing up 0.000 0.977 0.494 0.656 c = jumping 0.025 0.868 0.985 0.923 d = lying 0.031 0.817 0.776 0.796 e = standing 0.041 0.656 0.591 0.622 f = sitting 0.014 0.931 0.992 0.960 g = running 0.022 0.868 0.753 0.806 h = walking ------------------------------------------------------- 0.027 0.839 0.831 0.828 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.975 0.881 0.926 a = climbing down 0.041 0.778 0.912 0.840 b = climbing up 0.000 0.978 0.518 0.677 c = jumping 0.023 0.874 0.985 0.926 d = lying 0.033 0.812 0.785 0.798 e = standing 0.039 0.664 0.591 0.625 f = sitting 0.013 0.934 0.992 0.962 g = running 0.021 0.885 0.825 0.854 h = walking ------------------------------------------------------- 0.024 0.852 0.851 0.848 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.980 0.874 0.924 a = climbing down 0.027 0.835 0.867 0.851 b = climbing up 0.000 0.980 0.565 0.716 c = jumping 0.023 0.874 0.985 0.926 d = lying 0.032 0.815 0.790 0.802 e = standing 0.038 0.670 0.593 0.629 f = sitting 0.012 0.940 0.992 0.965 g = running 0.030 0.853 0.895 0.873 h = walking ------------------------------------------------------- 0.023 0.857 0.858 0.855 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.781 0.770 0.776 a = climbing down 0.039 0.758 0.787 0.772 b = climbing up 0.002 0.889 0.762 0.821 c = jumping 0.001 0.997 0.988 0.992 d = lying 0.025 0.863 0.885 0.874 e = standing 0.021 0.862 0.845 0.854 f = sitting 0.007 0.964 0.985 0.974 g = running 0.027 0.853 0.828 0.840 h = walking ------------------------------------------------------- 0.020 0.875 0.875 0.875 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.909 0.684 0.780 a = climbing down 0.103 0.585 0.932 0.718 b = climbing up 0.004 0.773 0.810 0.791 c = jumping 0.001 0.997 0.988 0.992 d = lying 0.026 0.857 0.883 0.870 e = standing 0.021 0.859 0.838 0.848 f = sitting 0.006 0.967 0.970 0.968 g = running 0.010 0.914 0.589 0.716 h = walking ------------------------------------------------------- 0.024 0.872 0.845 0.846 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.918 0.684 0.784 a = climbing down 0.103 0.586 0.935 0.720 b = climbing up 0.003 0.823 0.810 0.816 c = jumping 0.001 0.997 0.988 0.992 d = lying 0.026 0.857 0.883 0.870 e = standing 0.021 0.859 0.838 0.848 f = sitting 0.006 0.967 0.977 0.972 g = running 0.010 0.914 0.590 0.717 h = walking ------------------------------------------------------- 0.024 0.874 0.847 0.848 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.913 0.691 0.787 a = climbing down 0.039 0.774 0.859 0.814 b = climbing up 0.001 0.925 0.778 0.845 c = jumping 0.001 0.997 0.988 0.992 d = lying 0.025 0.862 0.883 0.872 e = standing 0.021 0.860 0.843 0.852 f = sitting 0.007 0.964 0.988 0.976 g = running 0.031 0.843 0.888 0.865 h = walking ------------------------------------------------------- 0.019 0.889 0.887 0.886 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.944 0.597 0.732 a = climbing down 0.056 0.714 0.909 0.800 b = climbing up 0.001 0.961 0.778 0.860 c = jumping 0.001 0.997 0.988 0.992 d = lying 0.024 0.866 0.883 0.875 e = standing 0.021 0.861 0.849 0.855 f = sitting 0.006 0.966 0.992 0.979 g = running 0.023 0.874 0.872 0.873 h = walking ------------------------------------------------------- 0.019 0.891 0.883 0.881 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.951 0.595 0.732 a = climbing down 0.058 0.710 0.909 0.797 b = climbing up 0.001 0.961 0.778 0.860 c = jumping 0.001 0.997 0.988 0.992 d = lying 0.024 0.871 0.887 0.879 e = standing 0.020 0.865 0.855 0.860 f = sitting 0.006 0.966 0.992 0.979 g = running 0.023 0.874 0.870 0.872 h = walking ------------------------------------------------------- 0.019 0.892 0.883 0.882 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.785 0.863 0.822 a = climbing down 0.020 0.846 0.710 0.772 b = climbing up 0.000 0.923 0.200 0.329 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.017 0.902 0.871 0.886 e = standing 0.027 0.835 0.891 0.862 f = sitting 0.018 0.910 0.997 0.951 g = running 0.030 0.847 0.895 0.870 h = walking ------------------------------------------------------- 0.019 0.881 0.880 0.875 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.818 0.845 0.831 a = climbing down 0.019 0.851 0.695 0.765 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.017 0.901 0.876 0.888 e = standing 0.026 0.842 0.889 0.865 f = sitting 0.015 0.922 0.998 0.959 g = running 0.040 0.810 0.908 0.856 h = walking ------------------------------------------------------- 0.019 0.884 0.881 0.878 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.834 0.868 0.851 a = climbing down 0.023 0.837 0.750 0.791 b = climbing up 0.000 1.000 0.300 0.462 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.017 0.901 0.878 0.889 e = standing 0.025 0.843 0.889 0.866 f = sitting 0.016 0.921 0.998 0.958 g = running 0.031 0.844 0.885 0.864 h = walking ------------------------------------------------------- 0.018 0.889 0.887 0.884 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.840 0.863 0.851 a = climbing down 0.024 0.832 0.762 0.795 b = climbing up 0.000 1.000 0.267 0.421 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.017 0.904 0.878 0.891 e = standing 0.025 0.844 0.893 0.868 f = sitting 0.016 0.917 0.998 0.956 g = running 0.030 0.847 0.880 0.863 h = walking ------------------------------------------------------- 0.018 0.889 0.888 0.884 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.833 0.871 0.851 a = climbing down 0.024 0.833 0.752 0.791 b = climbing up 0.000 1.000 0.300 0.462 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.016 0.906 0.878 0.892 e = standing 0.025 0.844 0.895 0.869 f = sitting 0.016 0.920 0.998 0.957 g = running 0.030 0.845 0.879 0.862 h = walking ------------------------------------------------------- 0.018 0.889 0.888 0.885 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.828 0.868 0.848 a = climbing down 0.024 0.828 0.754 0.790 b = climbing up 0.000 1.000 0.250 0.400 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.017 0.901 0.880 0.890 e = standing 0.025 0.845 0.889 0.867 f = sitting 0.017 0.915 0.998 0.955 g = running 0.029 0.851 0.877 0.864 h = walking ------------------------------------------------------- 0.018 0.887 0.886 0.883 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.731 0.420 0.534 a = climbing down 0.086 0.617 0.851 0.715 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.002 0.990 0.988 0.989 d = lying 0.080 0.691 0.974 0.808 e = standing 0.007 0.903 0.439 0.591 f = sitting 0.004 0.980 0.995 0.987 g = running 0.049 0.719 0.661 0.689 h = walking ------------------------------------------------------- 0.036 0.810 0.791 0.780 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.879 0.423 0.571 a = climbing down 0.072 0.655 0.837 0.735 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.002 0.990 0.988 0.989 d = lying 0.079 0.691 0.966 0.806 e = standing 0.008 0.886 0.445 0.592 f = sitting 0.003 0.983 0.998 0.991 g = running 0.056 0.724 0.773 0.748 h = walking ------------------------------------------------------- 0.034 0.829 0.807 0.796 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.898 0.403 0.556 a = climbing down 0.045 0.734 0.751 0.742 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.988 0.991 d = lying 0.081 0.686 0.966 0.802 e = standing 0.008 0.884 0.437 0.585 f = sitting 0.003 0.983 0.998 0.991 g = running 0.083 0.667 0.876 0.757 h = walking ------------------------------------------------------- 0.034 0.833 0.808 0.796 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.925 0.408 0.566 a = climbing down 0.070 0.669 0.867 0.755 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.988 0.991 d = lying 0.080 0.689 0.964 0.804 e = standing 0.008 0.883 0.445 0.592 f = sitting 0.003 0.983 0.995 0.989 g = running 0.055 0.734 0.792 0.762 h = walking ------------------------------------------------------- 0.033 0.837 0.812 0.800 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.930 0.405 0.564 a = climbing down 0.063 0.688 0.851 0.761 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.988 0.991 d = lying 0.082 0.685 0.971 0.803 e = standing 0.007 0.894 0.431 0.581 f = sitting 0.002 0.987 0.995 0.991 g = running 0.059 0.729 0.830 0.776 h = walking ------------------------------------------------------- 0.033 0.841 0.815 0.802 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.911 0.441 0.594 a = climbing down 0.067 0.681 0.873 0.765 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 1.000 0.983 0.991 d = lying 0.041 0.753 0.687 0.719 e = standing 0.058 0.634 0.716 0.672 f = sitting 0.001 0.992 0.995 0.993 g = running 0.051 0.752 0.808 0.779 h = walking ------------------------------------------------------- 0.032 0.822 0.808 0.805 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.900 0.841 0.869 a = climbing down 0.085 0.617 0.843 0.713 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.007 0.961 0.971 0.966 d = lying 0.073 0.713 0.984 0.827 e = standing 0.007 0.904 0.460 0.610 f = sitting 0.004 0.977 1.000 0.988 g = running 0.034 0.743 0.523 0.614 h = walking ------------------------------------------------------- 0.032 0.829 0.811 0.802 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.947 0.815 0.876 a = climbing down 0.081 0.630 0.843 0.721 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.007 0.961 0.971 0.966 d = lying 0.077 0.702 0.985 0.820 e = standing 0.007 0.902 0.434 0.586 f = sitting 0.002 0.990 1.000 0.995 g = running 0.037 0.752 0.590 0.661 h = walking ------------------------------------------------------- 0.032 0.837 0.817 0.809 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.930 0.813 0.868 a = climbing down 0.062 0.669 0.768 0.715 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.007 0.961 0.971 0.966 d = lying 0.079 0.698 0.987 0.818 e = standing 0.006 0.904 0.421 0.575 f = sitting 0.001 0.992 1.000 0.996 g = running 0.049 0.729 0.689 0.708 h = walking ------------------------------------------------------- 0.031 0.837 0.820 0.813 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.926 0.881 0.903 a = climbing down 0.084 0.622 0.843 0.716 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.007 0.961 0.969 0.965 d = lying 0.077 0.702 0.984 0.819 e = standing 0.007 0.895 0.434 0.584 f = sitting 0.001 0.992 1.000 0.996 g = running 0.032 0.767 0.548 0.640 h = walking ------------------------------------------------------- 0.032 0.836 0.816 0.807 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.952 0.911 0.931 a = climbing down 0.069 0.674 0.874 0.761 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.007 0.961 0.969 0.965 d = lying 0.086 0.679 0.989 0.805 e = standing 0.006 0.892 0.372 0.525 f = sitting 0.001 0.992 1.000 0.996 g = running 0.028 0.809 0.616 0.700 h = walking ------------------------------------------------------- 0.030 0.849 0.828 0.816 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.962 0.909 0.935 a = climbing down 0.044 0.757 0.829 0.791 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.007 0.961 0.969 0.965 d = lying 0.084 0.684 0.987 0.808 e = standing 0.007 0.892 0.387 0.539 f = sitting 0.001 0.992 1.000 0.996 g = running 0.036 0.801 0.759 0.779 h = walking ------------------------------------------------------- 0.027 0.861 0.845 0.836 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.050 0.335 0.374 0.353 a = climbing down 0.006 0.882 0.304 0.452 b = climbing up 0.003 0.855 0.929 0.890 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.034 0.797 0.716 0.754 e = standing 0.239 0.340 0.789 0.475 f = sitting 0.096 0.666 0.998 0.799 g = running 0.006 0.968 0.949 0.958 h = walking ------------------------------------------------------- 0.058 0.598 0.624 0.575 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.039 0.534 0.660 0.590 a = climbing down 0.027 0.776 0.614 0.686 b = climbing up 0.004 0.835 0.943 0.886 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.032 0.806 0.728 0.765 e = standing 0.236 0.344 0.797 0.480 f = sitting 0.025 0.884 0.998 0.938 g = running 0.003 0.985 0.924 0.954 h = walking ------------------------------------------------------- 0.047 0.636 0.682 0.644 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.542 0.600 0.570 a = climbing down 0.023 0.804 0.620 0.700 b = climbing up 0.003 0.861 0.971 0.913 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.033 0.813 0.773 0.793 e = standing 0.227 0.354 0.801 0.491 f = sitting 0.023 0.892 0.998 0.942 g = running 0.005 0.977 0.986 0.981 h = walking ------------------------------------------------------- 0.046 0.643 0.697 0.656 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.545 0.643 0.590 a = climbing down 0.019 0.828 0.618 0.708 b = climbing up 0.003 0.872 0.971 0.919 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.032 0.826 0.823 0.824 e = standing 0.218 0.364 0.805 0.502 f = sitting 0.022 0.897 0.998 0.945 g = running 0.005 0.977 0.986 0.981 h = walking ------------------------------------------------------- 0.044 0.651 0.708 0.666 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.045 0.561 0.855 0.678 a = climbing down 0.009 0.907 0.596 0.719 b = climbing up 0.002 0.919 0.971 0.944 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.032 0.829 0.835 0.832 e = standing 0.216 0.368 0.809 0.506 f = sitting 0.014 0.933 0.998 0.965 g = running 0.003 0.986 0.984 0.985 h = walking ------------------------------------------------------- 0.041 0.672 0.721 0.679 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.045 0.563 0.855 0.679 a = climbing down 0.009 0.907 0.598 0.721 b = climbing up 0.002 0.919 0.971 0.944 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.032 0.832 0.854 0.843 e = standing 0.213 0.372 0.809 0.509 f = sitting 0.014 0.933 0.998 0.965 g = running 0.003 0.986 0.984 0.985 h = walking ------------------------------------------------------- 0.040 0.673 0.724 0.681 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.426 0.282 0.339 a = climbing down 0.005 0.960 0.734 0.832 b = climbing up 0.001 0.955 0.969 0.962 c = jumping 0.000 1.000 0.020 0.039 d = lying 0.023 0.870 0.829 0.849 e = standing 0.214 0.384 0.856 0.530 f = sitting 0.075 0.721 1.000 0.838 g = running 0.006 0.970 0.911 0.940 h = walking ------------------------------------------------------- 0.048 0.804 0.699 0.657 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.476 0.462 0.469 a = climbing down 0.017 0.873 0.787 0.828 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.018 0.036 d = lying 0.023 0.871 0.850 0.860 e = standing 0.211 0.387 0.854 0.532 f = sitting 0.029 0.868 1.000 0.930 g = running 0.004 0.980 0.929 0.954 h = walking ------------------------------------------------------- 0.042 0.823 0.723 0.683 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.646 0.726 0.684 a = climbing down 0.014 0.896 0.779 0.834 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.018 0.036 d = lying 0.025 0.862 0.853 0.858 e = standing 0.210 0.384 0.842 0.528 f = sitting 0.009 0.954 1.000 0.976 g = running 0.007 0.968 0.980 0.974 h = walking ------------------------------------------------------- 0.038 0.847 0.747 0.708 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.679 0.833 0.749 a = climbing down 0.009 0.930 0.814 0.868 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.018 0.036 d = lying 0.025 0.864 0.853 0.859 e = standing 0.210 0.385 0.844 0.528 f = sitting 0.006 0.969 1.000 0.984 g = running 0.002 0.991 0.977 0.984 h = walking ------------------------------------------------------- 0.036 0.860 0.758 0.720 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.690 0.885 0.775 a = climbing down 0.006 0.952 0.810 0.875 b = climbing up 0.000 1.000 0.985 0.992 c = jumping 0.000 1.000 0.018 0.036 d = lying 0.024 0.870 0.874 0.872 e = standing 0.206 0.390 0.848 0.534 f = sitting 0.005 0.976 1.000 0.988 g = running 0.002 0.989 0.978 0.984 h = walking ------------------------------------------------------- 0.035 0.866 0.765 0.726 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.682 0.889 0.772 a = climbing down 0.006 0.951 0.802 0.870 b = climbing up 0.000 1.000 0.985 0.992 c = jumping 0.000 1.000 0.018 0.036 d = lying 0.024 0.872 0.879 0.876 e = standing 0.205 0.392 0.850 0.536 f = sitting 0.004 0.977 1.000 0.988 g = running 0.002 0.989 0.978 0.984 h = walking ------------------------------------------------------- 0.035 0.866 0.765 0.726 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.634 0.324 0.429 a = climbing down 0.221 0.285 0.589 0.384 b = climbing up 0.013 0.527 0.738 0.615 c = jumping 0.073 0.690 0.963 0.804 d = lying 0.068 0.454 0.339 0.388 e = standing 0.084 0.363 0.307 0.333 f = sitting 0.008 0.948 0.817 0.878 g = running 0.055 0.463 0.257 0.330 h = walking ------------------------------------------------------- 0.073 0.555 0.526 0.518 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.949 0.483 0.640 a = climbing down 0.264 0.358 0.983 0.525 b = climbing up 0.001 0.941 1.000 0.970 c = jumping 0.059 0.733 0.963 0.832 d = lying 0.012 0.717 0.179 0.287 e = standing 0.111 0.512 0.746 0.608 f = sitting 0.000 1.000 0.888 0.941 g = running 0.000 0.500 0.002 0.003 h = walking ------------------------------------------------------- 0.060 0.686 0.609 0.553 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.946 0.454 0.614 a = climbing down 0.268 0.355 0.983 0.521 b = climbing up 0.001 0.964 1.000 0.982 c = jumping 0.060 0.732 0.963 0.831 d = lying 0.011 0.683 0.145 0.239 e = standing 0.117 0.499 0.746 0.598 f = sitting 0.000 1.000 0.891 0.943 g = running 0.000 0.500 0.002 0.003 h = walking ------------------------------------------------------- 0.061 0.679 0.601 0.542 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.956 0.472 0.632 a = climbing down 0.266 0.356 0.983 0.523 b = climbing up 0.001 0.976 1.000 0.988 c = jumping 0.060 0.732 0.963 0.831 d = lying 0.010 0.712 0.153 0.252 e = standing 0.116 0.504 0.751 0.603 f = sitting 0.000 1.000 0.893 0.943 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.061 0.608 0.605 0.546 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.955 0.463 0.624 a = climbing down 0.267 0.356 0.985 0.523 b = climbing up 0.001 0.976 1.000 0.988 c = jumping 0.058 0.737 0.961 0.834 d = lying 0.023 0.818 0.618 0.704 e = standing 0.038 0.739 0.690 0.714 f = sitting 0.000 1.000 0.893 0.943 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.052 0.655 0.662 0.625 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.038 0.678 0.626 0.651 a = climbing down 0.223 0.378 0.904 0.533 b = climbing up 0.001 0.976 1.000 0.988 c = jumping 0.059 0.734 0.961 0.832 d = lying 0.026 0.807 0.654 0.722 e = standing 0.030 0.783 0.681 0.728 f = sitting 0.000 1.000 0.893 0.943 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.050 0.631 0.674 0.634 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.839 0.577 0.684 a = climbing down 0.175 0.367 0.679 0.477 b = climbing up 0.031 0.364 0.899 0.518 c = jumping 0.010 0.944 0.976 0.960 d = lying 0.037 0.735 0.622 0.674 e = standing 0.060 0.661 0.744 0.700 f = sitting 0.006 0.957 0.698 0.807 g = running 0.062 0.452 0.276 0.343 h = walking ------------------------------------------------------- 0.050 0.703 0.655 0.661 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.979 0.203 0.336 a = climbing down 0.285 0.343 0.996 0.510 b = climbing up 0.001 0.973 0.911 0.941 c = jumping 0.000 0.998 0.957 0.977 d = lying 0.015 0.899 0.781 0.836 e = standing 0.042 0.775 0.916 0.840 f = sitting 0.005 0.973 0.946 0.959 g = running 0.003 0.333 0.008 0.015 h = walking ------------------------------------------------------- 0.046 0.758 0.695 0.652 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.979 0.207 0.342 a = climbing down 0.285 0.342 0.996 0.510 b = climbing up 0.001 0.973 0.911 0.941 c = jumping 0.000 0.998 0.918 0.956 d = lying 0.066 0.710 0.976 0.822 e = standing 0.006 0.947 0.655 0.774 f = sitting 0.005 0.971 0.946 0.958 g = running 0.003 0.182 0.003 0.006 h = walking ------------------------------------------------------- 0.049 0.731 0.682 0.637 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.146 0.255 a = climbing down 0.294 0.337 1.000 0.504 b = climbing up 0.001 0.973 0.911 0.941 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.043 0.792 0.969 0.871 e = standing 0.007 0.946 0.798 0.866 f = sitting 0.005 0.973 0.947 0.960 g = running 0.003 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.046 0.716 0.695 0.646 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.907 0.765 0.830 a = climbing down 0.218 0.390 0.932 0.550 b = climbing up 0.000 1.000 0.911 0.954 c = jumping 0.000 1.000 0.862 0.926 d = lying 0.059 0.735 0.983 0.841 e = standing 0.003 0.977 0.775 0.864 f = sitting 0.003 0.984 0.947 0.965 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.039 0.711 0.745 0.708 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.909 0.763 0.829 a = climbing down 0.218 0.390 0.934 0.550 b = climbing up 0.000 1.000 0.911 0.954 c = jumping 0.000 1.000 0.846 0.917 d = lying 0.049 0.768 0.983 0.862 e = standing 0.003 0.979 0.851 0.911 f = sitting 0.003 0.984 0.947 0.965 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.037 0.716 0.754 0.716 Weighted Avg. >> shinwaist >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.079 0.467 0.497 0.482 a = climbing down 0.083 0.648 0.893 0.751 b = climbing up 0.024 0.439 1.000 0.610 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.010 0.896 0.475 0.621 e = standing 0.255 0.338 0.933 0.496 f = sitting 0.003 0.950 0.382 0.545 g = running 0.030 0.831 0.832 0.832 h = walking ------------------------------------------------------- 0.060 0.744 0.576 0.538 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.040 0.621 0.473 0.537 a = climbing down 0.028 0.800 0.648 0.716 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.010 0.893 0.475 0.620 e = standing 0.255 0.337 0.931 0.495 f = sitting 0.003 0.975 0.782 0.868 g = running 0.106 0.618 0.969 0.755 h = walking ------------------------------------------------------- 0.058 0.766 0.615 0.582 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.040 0.631 0.491 0.552 a = climbing down 0.023 0.831 0.658 0.734 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.010 0.893 0.475 0.620 e = standing 0.255 0.337 0.931 0.495 f = sitting 0.003 0.975 0.784 0.869 g = running 0.106 0.619 0.974 0.757 h = walking ------------------------------------------------------- 0.057 0.772 0.620 0.587 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.032 0.726 0.610 0.663 a = climbing down 0.017 0.871 0.658 0.750 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.010 0.893 0.475 0.620 e = standing 0.255 0.337 0.931 0.495 f = sitting 0.003 0.977 0.848 0.908 g = running 0.092 0.652 0.976 0.782 h = walking ------------------------------------------------------- 0.053 0.795 0.644 0.612 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.028 0.749 0.596 0.664 a = climbing down 0.036 0.801 0.833 0.817 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.010 0.894 0.481 0.626 e = standing 0.254 0.338 0.931 0.496 f = sitting 0.003 0.979 0.866 0.919 g = running 0.053 0.758 0.939 0.839 h = walking ------------------------------------------------------- 0.050 0.804 0.666 0.633 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.825 0.689 0.751 a = climbing down 0.030 0.827 0.828 0.827 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.010 0.892 0.481 0.625 e = standing 0.254 0.338 0.929 0.495 f = sitting 0.003 0.981 0.930 0.954 g = running 0.044 0.789 0.932 0.854 h = walking ------------------------------------------------------- 0.047 0.821 0.685 0.653 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.046 0.712 0.817 0.761 a = climbing down 0.056 0.732 0.897 0.806 b = climbing up 0.023 0.415 0.917 0.571 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.506 0.672 e = standing 0.250 0.357 1.000 0.527 f = sitting 0.007 0.936 0.563 0.703 g = running 0.023 0.859 0.777 0.816 h = walking ------------------------------------------------------- 0.049 0.660 0.644 0.611 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.050 0.686 0.789 0.734 a = climbing down 0.060 0.734 0.958 0.831 b = climbing up 0.018 0.474 0.903 0.622 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.511 0.676 e = standing 0.249 0.358 1.000 0.527 f = sitting 0.003 0.974 0.570 0.719 g = running 0.016 0.895 0.784 0.835 h = walking ------------------------------------------------------- 0.049 0.670 0.652 0.619 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.926 0.892 0.909 a = climbing down 0.011 0.936 0.894 0.914 b = climbing up 0.000 1.000 0.778 0.875 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.529 0.692 e = standing 0.246 0.361 1.000 0.531 f = sitting 0.005 0.971 0.963 0.967 g = running 0.028 0.857 0.948 0.900 h = walking ------------------------------------------------------- 0.038 0.732 0.738 0.705 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.859 0.910 0.884 a = climbing down 0.011 0.931 0.894 0.912 b = climbing up 0.000 1.000 0.736 0.848 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 0.997 0.530 0.692 e = standing 0.246 0.361 0.998 0.530 f = sitting 0.006 0.967 0.973 0.970 g = running 0.022 0.879 0.892 0.885 h = walking ------------------------------------------------------- 0.038 0.725 0.732 0.699 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.889 0.910 0.900 a = climbing down 0.010 0.938 0.900 0.919 b = climbing up 0.000 1.000 0.736 0.848 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.530 0.693 e = standing 0.246 0.361 1.000 0.531 f = sitting 0.006 0.967 0.978 0.972 g = running 0.021 0.885 0.919 0.902 h = walking ------------------------------------------------------- 0.037 0.731 0.739 0.705 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.907 0.914 0.911 a = climbing down 0.009 0.942 0.895 0.918 b = climbing up 0.000 1.000 0.708 0.829 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.530 0.693 e = standing 0.246 0.361 1.000 0.531 f = sitting 0.006 0.964 0.983 0.973 g = running 0.022 0.881 0.931 0.905 h = walking ------------------------------------------------------- 0.037 0.733 0.740 0.707 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.909 0.626 0.741 a = climbing down 0.010 0.888 0.647 0.748 b = climbing up 0.016 0.570 0.953 0.714 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.978 1.000 0.989 e = standing 0.000 1.000 0.973 0.986 f = sitting 0.002 0.987 0.898 0.941 g = running 0.083 0.675 0.977 0.798 h = walking ------------------------------------------------------- 0.016 0.912 0.891 0.891 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.624 0.759 a = climbing down 0.015 0.880 0.839 0.859 b = climbing up 0.007 0.745 0.929 0.827 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.978 1.000 0.989 e = standing 0.000 1.000 0.973 0.986 f = sitting 0.003 0.985 0.955 0.969 g = running 0.058 0.752 0.987 0.854 h = walking ------------------------------------------------------- 0.012 0.933 0.922 0.921 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.965 0.628 0.761 a = climbing down 0.014 0.889 0.845 0.867 b = climbing up 0.003 0.856 0.906 0.880 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.978 1.000 0.989 e = standing 0.000 1.000 0.973 0.986 f = sitting 0.003 0.982 0.978 0.980 g = running 0.057 0.754 0.987 0.855 h = walking ------------------------------------------------------- 0.012 0.936 0.927 0.925 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.976 0.595 0.739 a = climbing down 0.033 0.784 0.923 0.848 b = climbing up 0.003 0.862 0.953 0.905 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.978 1.000 0.989 e = standing 0.000 1.000 0.973 0.986 f = sitting 0.002 0.990 0.978 0.984 g = running 0.043 0.794 0.932 0.857 h = walking ------------------------------------------------------- 0.011 0.933 0.924 0.922 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.978 0.557 0.710 a = climbing down 0.058 0.682 0.965 0.799 b = climbing up 0.003 0.871 0.953 0.910 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.978 1.000 0.989 e = standing 0.000 1.000 0.973 0.986 f = sitting 0.001 0.992 0.980 0.986 g = running 0.028 0.846 0.868 0.857 h = walking ------------------------------------------------------- 0.012 0.930 0.915 0.913 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.506 0.670 a = climbing down 0.076 0.621 0.976 0.759 b = climbing up 0.003 0.890 0.953 0.920 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.978 1.000 0.989 e = standing 0.000 1.000 0.973 0.986 f = sitting 0.001 0.992 0.983 0.987 g = running 0.022 0.869 0.830 0.849 h = walking ------------------------------------------------------- 0.013 0.929 0.905 0.903 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.844 0.876 0.860 a = climbing down 0.003 0.951 0.513 0.667 b = climbing up 0.013 0.544 0.775 0.639 c = jumping 0.001 0.995 0.982 0.988 d = lying 0.003 0.982 1.000 0.991 e = standing 0.003 0.984 0.979 0.982 f = sitting 0.006 0.964 0.913 0.938 g = running 0.063 0.731 0.960 0.830 h = walking ------------------------------------------------------- 0.015 0.915 0.900 0.897 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.780 0.918 0.843 a = climbing down 0.017 0.831 0.633 0.719 b = climbing up 0.004 0.818 0.787 0.803 c = jumping 0.001 0.995 0.982 0.988 d = lying 0.003 0.982 1.000 0.991 e = standing 0.003 0.984 0.979 0.982 f = sitting 0.006 0.968 0.976 0.972 g = running 0.030 0.838 0.868 0.853 h = walking ------------------------------------------------------- 0.013 0.916 0.915 0.913 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.059 0.687 0.952 0.798 a = climbing down 0.015 0.815 0.520 0.635 b = climbing up 0.001 0.946 0.875 0.909 c = jumping 0.001 0.995 0.982 0.988 d = lying 0.003 0.982 1.000 0.991 e = standing 0.003 0.984 0.979 0.982 f = sitting 0.004 0.980 0.993 0.987 g = running 0.023 0.864 0.832 0.848 h = walking ------------------------------------------------------- 0.014 0.911 0.905 0.902 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.776 0.926 0.845 a = climbing down 0.010 0.890 0.631 0.739 b = climbing up 0.001 0.946 0.875 0.909 c = jumping 0.001 0.995 0.982 0.988 d = lying 0.003 0.982 1.000 0.991 e = standing 0.003 0.984 0.979 0.982 f = sitting 0.004 0.980 0.993 0.987 g = running 0.029 0.847 0.899 0.872 h = walking ------------------------------------------------------- 0.011 0.928 0.925 0.923 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.804 0.956 0.873 a = climbing down 0.015 0.864 0.733 0.793 b = climbing up 0.001 0.949 0.925 0.937 c = jumping 0.001 0.995 0.982 0.988 d = lying 0.003 0.982 1.000 0.991 e = standing 0.003 0.984 0.979 0.982 f = sitting 0.002 0.987 0.993 0.990 g = running 0.018 0.897 0.861 0.879 h = walking ------------------------------------------------------- 0.010 0.937 0.935 0.934 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.031 0.810 0.960 0.879 a = climbing down 0.014 0.873 0.733 0.797 b = climbing up 0.001 0.947 0.900 0.923 c = jumping 0.001 0.995 0.982 0.988 d = lying 0.003 0.982 1.000 0.991 e = standing 0.003 0.984 0.979 0.982 f = sitting 0.003 0.983 0.993 0.988 g = running 0.018 0.895 0.868 0.881 h = walking ------------------------------------------------------- 0.009 0.938 0.936 0.935 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.911 0.868 0.889 a = climbing down 0.018 0.860 0.734 0.792 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.000 1.000 0.978 0.989 g = running 0.045 0.790 0.931 0.855 h = walking ------------------------------------------------------- 0.011 0.935 0.932 0.932 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.965 0.850 0.904 a = climbing down 0.018 0.878 0.875 0.877 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.000 1.000 0.984 0.992 g = running 0.031 0.845 0.939 0.890 h = walking ------------------------------------------------------- 0.008 0.952 0.950 0.950 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.961 0.850 0.902 a = climbing down 0.016 0.886 0.872 0.879 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.000 1.000 0.984 0.992 g = running 0.031 0.846 0.947 0.894 h = walking ------------------------------------------------------- 0.008 0.953 0.951 0.951 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.961 0.850 0.902 a = climbing down 0.017 0.882 0.877 0.879 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.000 1.000 0.984 0.992 g = running 0.030 0.850 0.944 0.895 h = walking ------------------------------------------------------- 0.008 0.953 0.951 0.951 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.972 0.858 0.912 a = climbing down 0.025 0.843 0.928 0.884 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.000 1.000 0.984 0.992 g = running 0.022 0.881 0.901 0.891 h = walking ------------------------------------------------------- 0.008 0.954 0.952 0.952 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.910 0.886 0.898 a = climbing down 0.014 0.897 0.846 0.871 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.990 0.992 d = lying 0.002 0.989 0.984 0.986 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.000 1.000 0.975 0.988 g = running 0.029 0.854 0.934 0.892 h = walking ------------------------------------------------------- 0.008 0.950 0.948 0.949 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.950 0.822 0.882 a = climbing down 0.050 0.711 0.829 0.765 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.000 0.998 0.980 0.989 d = lying 0.001 0.995 0.996 0.995 e = standing 0.003 0.983 1.000 0.992 f = sitting 0.000 0.999 0.979 0.989 g = running 0.037 0.797 0.783 0.790 h = walking ------------------------------------------------------- 0.013 0.922 0.917 0.918 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.749 0.852 a = climbing down 0.111 0.565 0.982 0.717 b = climbing up 0.000 0.978 0.978 0.978 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.001 0.995 0.998 0.996 e = standing 0.003 0.983 1.000 0.992 f = sitting 0.001 0.997 0.977 0.987 g = running 0.010 0.905 0.536 0.673 h = walking ------------------------------------------------------- 0.017 0.924 0.889 0.890 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.751 0.854 a = climbing down 0.049 0.711 0.825 0.764 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.001 0.995 0.998 0.996 e = standing 0.003 0.983 1.000 0.992 f = sitting 0.000 0.999 0.977 0.988 g = running 0.041 0.793 0.849 0.820 h = walking ------------------------------------------------------- 0.013 0.926 0.918 0.919 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.749 0.853 a = climbing down 0.068 0.664 0.910 0.768 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.001 0.995 0.998 0.996 e = standing 0.003 0.983 1.000 0.992 f = sitting 0.000 0.999 0.977 0.988 g = running 0.024 0.852 0.766 0.807 h = walking ------------------------------------------------------- 0.013 0.929 0.916 0.918 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.755 0.857 a = climbing down 0.065 0.674 0.919 0.778 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.001 0.995 0.998 0.996 e = standing 0.003 0.983 1.000 0.992 f = sitting 0.000 0.999 0.977 0.988 g = running 0.024 0.856 0.771 0.811 h = walking ------------------------------------------------------- 0.013 0.931 0.918 0.920 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.751 0.855 a = climbing down 0.063 0.684 0.919 0.784 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.001 0.995 0.998 0.996 e = standing 0.003 0.983 1.000 0.992 f = sitting 0.000 0.999 0.977 0.988 g = running 0.024 0.859 0.789 0.823 h = walking ------------------------------------------------------- 0.012 0.933 0.921 0.922 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.507 0.171 0.256 a = climbing down 0.159 0.532 0.971 0.688 b = climbing up 0.000 1.000 0.773 0.872 c = jumping 0.000 0.998 0.976 0.987 d = lying 0.003 0.976 0.965 0.971 e = standing 0.006 0.956 0.991 0.973 f = sitting 0.004 0.979 0.861 0.916 g = running 0.004 0.966 0.838 0.897 h = walking ------------------------------------------------------- 0.031 0.845 0.828 0.815 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.716 0.587 0.645 a = climbing down 0.063 0.702 0.802 0.748 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.000 0.998 0.976 0.987 d = lying 0.003 0.976 0.965 0.971 e = standing 0.006 0.956 0.991 0.973 f = sitting 0.006 0.972 0.961 0.966 g = running 0.010 0.932 0.982 0.957 h = walking ------------------------------------------------------- 0.018 0.894 0.893 0.892 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.737 0.392 0.512 a = climbing down 0.099 0.629 0.902 0.741 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.003 0.981 0.965 0.973 e = standing 0.006 0.956 0.998 0.977 f = sitting 0.006 0.972 0.954 0.963 g = running 0.005 0.967 0.965 0.966 h = walking ------------------------------------------------------- 0.021 0.890 0.881 0.875 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.751 0.392 0.515 a = climbing down 0.099 0.632 0.909 0.745 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.003 0.981 0.965 0.973 e = standing 0.006 0.956 0.998 0.977 f = sitting 0.006 0.973 0.955 0.964 g = running 0.005 0.965 0.967 0.966 h = walking ------------------------------------------------------- 0.021 0.893 0.883 0.876 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.755 0.397 0.520 a = climbing down 0.094 0.638 0.890 0.743 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.003 0.981 0.965 0.973 e = standing 0.006 0.956 0.998 0.977 f = sitting 0.006 0.973 0.956 0.965 g = running 0.010 0.935 0.982 0.958 h = walking ------------------------------------------------------- 0.021 0.890 0.883 0.876 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.747 0.451 0.562 a = climbing down 0.085 0.660 0.884 0.756 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 0.998 0.976 0.987 d = lying 0.003 0.976 0.965 0.971 e = standing 0.006 0.956 0.991 0.973 f = sitting 0.006 0.973 0.958 0.966 g = running 0.008 0.947 0.982 0.964 h = walking ------------------------------------------------------- 0.020 0.893 0.888 0.883 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.737 0.420 0.535 a = climbing down 0.130 0.586 0.983 0.734 b = climbing up 0.000 1.000 0.541 0.702 c = jumping 0.001 0.994 0.805 0.890 d = lying 0.008 0.941 0.905 0.922 e = standing 0.035 0.797 1.000 0.887 f = sitting 0.009 0.960 0.889 0.923 g = running 0.003 0.976 0.748 0.847 h = walking ------------------------------------------------------- 0.031 0.857 0.823 0.821 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.047 0.694 0.711 0.702 a = climbing down 0.043 0.779 0.817 0.798 b = climbing up 0.003 0.754 0.662 0.705 c = jumping 0.001 0.994 0.796 0.884 d = lying 0.008 0.942 0.905 0.923 e = standing 0.037 0.790 1.000 0.882 f = sitting 0.008 0.965 0.923 0.944 g = running 0.010 0.930 0.924 0.927 h = walking ------------------------------------------------------- 0.021 0.873 0.865 0.865 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.867 0.625 0.726 a = climbing down 0.062 0.746 0.975 0.845 b = climbing up 0.000 1.000 0.568 0.724 c = jumping 0.001 0.994 0.796 0.884 d = lying 0.008 0.942 0.905 0.923 e = standing 0.037 0.790 1.000 0.882 f = sitting 0.010 0.959 0.949 0.954 g = running 0.009 0.939 0.915 0.927 h = walking ------------------------------------------------------- 0.020 0.894 0.880 0.878 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.886 0.618 0.728 a = climbing down 0.061 0.746 0.970 0.843 b = climbing up 0.000 1.000 0.568 0.724 c = jumping 0.001 0.994 0.798 0.885 d = lying 0.008 0.941 0.906 0.923 e = standing 0.036 0.793 1.000 0.884 f = sitting 0.010 0.958 0.961 0.959 g = running 0.009 0.936 0.924 0.930 h = walking ------------------------------------------------------- 0.020 0.896 0.883 0.880 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.033 0.792 0.850 0.820 a = climbing down 0.024 0.870 0.868 0.869 b = climbing up 0.000 1.000 0.568 0.724 c = jumping 0.001 0.994 0.798 0.885 d = lying 0.008 0.941 0.906 0.923 e = standing 0.036 0.793 1.000 0.884 f = sitting 0.010 0.959 0.966 0.962 g = running 0.007 0.947 0.917 0.932 h = walking ------------------------------------------------------- 0.016 0.905 0.897 0.897 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.846 0.835 0.841 a = climbing down 0.029 0.854 0.925 0.888 b = climbing up 0.000 1.000 0.568 0.724 c = jumping 0.001 0.994 0.798 0.885 d = lying 0.008 0.941 0.906 0.923 e = standing 0.036 0.793 1.000 0.884 f = sitting 0.010 0.960 0.966 0.963 g = running 0.006 0.958 0.914 0.935 h = walking ------------------------------------------------------- 0.016 0.911 0.904 0.903 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.068 0.508 0.573 0.539 a = climbing down 0.100 0.548 0.878 0.675 b = climbing up 0.000 1.000 0.711 0.831 c = jumping 0.006 0.963 0.955 0.959 d = lying 0.006 0.957 0.963 0.960 e = standing 0.011 0.921 0.924 0.922 f = sitting 0.011 0.961 0.936 0.948 g = running 0.020 0.766 0.376 0.505 h = walking ------------------------------------------------------- 0.028 0.828 0.806 0.801 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.653 0.669 0.661 a = climbing down 0.046 0.713 0.829 0.767 b = climbing up 0.000 1.000 0.789 0.882 c = jumping 0.006 0.963 0.955 0.959 d = lying 0.006 0.957 0.963 0.960 e = standing 0.011 0.921 0.924 0.922 f = sitting 0.009 0.967 0.936 0.951 g = running 0.025 0.848 0.784 0.815 h = walking ------------------------------------------------------- 0.019 0.877 0.873 0.874 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.037 0.684 0.649 0.666 a = climbing down 0.048 0.705 0.838 0.766 b = climbing up 0.000 1.000 0.789 0.882 c = jumping 0.006 0.963 0.955 0.959 d = lying 0.006 0.957 0.963 0.960 e = standing 0.011 0.921 0.924 0.922 f = sitting 0.009 0.967 0.936 0.951 g = running 0.026 0.847 0.812 0.829 h = walking ------------------------------------------------------- 0.019 0.879 0.876 0.876 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.735 0.469 0.573 a = climbing down 0.086 0.593 0.906 0.717 b = climbing up 0.000 1.000 0.842 0.914 c = jumping 0.006 0.963 0.955 0.959 d = lying 0.006 0.957 0.971 0.964 e = standing 0.010 0.927 0.924 0.926 f = sitting 0.008 0.971 0.934 0.952 g = running 0.020 0.877 0.800 0.837 h = walking ------------------------------------------------------- 0.020 0.878 0.864 0.863 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.031 0.702 0.588 0.640 a = climbing down 0.069 0.645 0.908 0.754 b = climbing up 0.000 1.000 0.842 0.914 c = jumping 0.006 0.963 0.955 0.959 d = lying 0.006 0.956 0.976 0.966 e = standing 0.009 0.932 0.922 0.927 f = sitting 0.008 0.971 0.938 0.954 g = running 0.014 0.906 0.779 0.838 h = walking ------------------------------------------------------- 0.018 0.885 0.875 0.876 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.721 0.592 0.650 a = climbing down 0.067 0.650 0.906 0.757 b = climbing up 0.000 1.000 0.868 0.930 c = jumping 0.006 0.963 0.955 0.959 d = lying 0.006 0.956 0.976 0.966 e = standing 0.009 0.932 0.922 0.927 f = sitting 0.008 0.973 0.938 0.955 g = running 0.015 0.904 0.797 0.847 h = walking ------------------------------------------------------- 0.018 0.888 0.879 0.879 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.046 0.673 0.770 0.718 a = climbing down 0.041 0.760 0.937 0.839 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.959 0.979 e = standing 0.005 0.963 1.000 0.981 f = sitting 0.005 0.984 0.995 0.990 g = running 0.022 0.828 0.591 0.690 h = walking ------------------------------------------------------- 0.015 0.901 0.896 0.894 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.910 0.477 0.626 a = climbing down 0.013 0.904 0.887 0.895 b = climbing up 0.000 1.000 0.813 0.897 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.959 0.979 e = standing 0.005 0.963 1.000 0.981 f = sitting 0.004 0.986 0.993 0.990 g = running 0.069 0.717 0.984 0.829 h = walking ------------------------------------------------------- 0.014 0.928 0.917 0.912 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.743 0.461 0.569 a = climbing down 0.025 0.821 0.833 0.827 b = climbing up 0.000 1.000 0.893 0.944 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.959 0.979 e = standing 0.005 0.963 1.000 0.981 f = sitting 0.003 0.991 0.992 0.992 g = running 0.055 0.756 0.964 0.848 h = walking ------------------------------------------------------- 0.015 0.907 0.907 0.901 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.879 0.549 0.676 a = climbing down 0.014 0.903 0.933 0.918 b = climbing up 0.000 1.000 0.920 0.958 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.965 0.982 e = standing 0.005 0.968 1.000 0.984 f = sitting 0.002 0.994 0.992 0.993 g = running 0.050 0.776 0.976 0.865 h = walking ------------------------------------------------------- 0.011 0.936 0.932 0.928 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.885 0.738 0.804 a = climbing down 0.009 0.933 0.959 0.946 b = climbing up 0.000 1.000 0.920 0.958 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.971 0.985 e = standing 0.004 0.973 1.000 0.987 f = sitting 0.002 0.994 0.992 0.993 g = running 0.032 0.839 0.931 0.883 h = walking ------------------------------------------------------- 0.008 0.950 0.950 0.949 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.889 0.738 0.806 a = climbing down 0.009 0.938 0.959 0.949 b = climbing up 0.000 1.000 0.920 0.958 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.971 0.985 e = standing 0.004 0.973 1.000 0.987 f = sitting 0.002 0.994 0.992 0.993 g = running 0.032 0.838 0.937 0.885 h = walking ------------------------------------------------------- 0.008 0.951 0.950 0.950 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.745 0.717 0.730 a = climbing down 0.069 0.526 0.559 0.542 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.003 0.983 0.885 0.932 d = lying 0.093 0.627 0.913 0.743 e = standing 0.028 0.734 0.467 0.571 f = sitting 0.001 0.993 0.955 0.974 g = running 0.049 0.722 0.741 0.731 h = walking ------------------------------------------------------- 0.038 0.775 0.761 0.760 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.805 0.690 0.743 a = climbing down 0.087 0.541 0.741 0.626 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.001 0.992 0.882 0.934 d = lying 0.042 0.790 0.911 0.846 e = standing 0.029 0.816 0.781 0.798 f = sitting 0.001 0.994 0.956 0.975 g = running 0.030 0.792 0.679 0.731 h = walking ------------------------------------------------------- 0.028 0.832 0.816 0.819 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.860 0.642 0.735 a = climbing down 0.124 0.494 0.879 0.632 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.001 0.992 0.882 0.934 d = lying 0.041 0.791 0.911 0.847 e = standing 0.029 0.816 0.783 0.799 f = sitting 0.001 0.993 0.953 0.973 g = running 0.016 0.843 0.513 0.637 h = walking ------------------------------------------------------- 0.030 0.840 0.802 0.806 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.859 0.648 0.739 a = climbing down 0.133 0.483 0.901 0.629 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.001 0.992 0.882 0.934 d = lying 0.041 0.791 0.911 0.847 e = standing 0.029 0.818 0.785 0.801 f = sitting 0.001 0.993 0.953 0.973 g = running 0.012 0.864 0.459 0.599 h = walking ------------------------------------------------------- 0.030 0.842 0.798 0.800 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.855 0.698 0.768 a = climbing down 0.159 0.445 0.925 0.601 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.001 0.992 0.882 0.934 d = lying 0.042 0.790 0.911 0.846 e = standing 0.029 0.820 0.785 0.802 f = sitting 0.001 0.993 0.950 0.971 g = running 0.005 0.896 0.274 0.420 h = walking ------------------------------------------------------- 0.033 0.842 0.779 0.774 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.850 0.706 0.771 a = climbing down 0.070 0.628 0.862 0.727 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.001 0.992 0.882 0.934 d = lying 0.042 0.790 0.911 0.846 e = standing 0.029 0.820 0.785 0.802 f = sitting 0.001 0.992 0.950 0.970 g = running 0.021 0.863 0.760 0.808 h = walking ------------------------------------------------------- 0.024 0.858 0.843 0.846 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.810 0.837 0.823 a = climbing down 0.095 0.388 0.437 0.411 b = climbing up 0.002 0.933 0.988 0.960 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.054 0.722 0.820 0.768 e = standing 0.031 0.785 0.672 0.724 f = sitting 0.002 0.991 0.991 0.991 g = running 0.057 0.612 0.526 0.566 h = walking ------------------------------------------------------- 0.036 0.772 0.769 0.768 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.812 0.839 0.825 a = climbing down 0.124 0.374 0.539 0.441 b = climbing up 0.002 0.933 0.988 0.960 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.054 0.722 0.820 0.768 e = standing 0.031 0.785 0.672 0.724 f = sitting 0.002 0.991 0.991 0.991 g = running 0.042 0.593 0.356 0.445 h = walking ------------------------------------------------------- 0.037 0.768 0.756 0.755 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.840 0.846 0.843 a = climbing down 0.116 0.398 0.559 0.465 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.054 0.722 0.820 0.768 e = standing 0.031 0.785 0.672 0.724 f = sitting 0.002 0.991 0.998 0.995 g = running 0.044 0.607 0.396 0.480 h = walking ------------------------------------------------------- 0.036 0.777 0.767 0.766 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.876 0.785 0.828 a = climbing down 0.107 0.454 0.645 0.533 b = climbing up 0.002 0.933 0.988 0.960 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.064 0.689 0.820 0.749 e = standing 0.031 0.770 0.617 0.685 f = sitting 0.002 0.991 0.991 0.991 g = running 0.039 0.685 0.499 0.578 h = walking ------------------------------------------------------- 0.034 0.792 0.776 0.777 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.911 0.724 0.807 a = climbing down 0.063 0.610 0.720 0.660 b = climbing up 0.002 0.933 0.988 0.960 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.021 0.868 0.820 0.844 e = standing 0.031 0.825 0.869 0.846 f = sitting 0.002 0.991 0.991 0.991 g = running 0.034 0.801 0.806 0.803 h = walking ------------------------------------------------------- 0.022 0.865 0.859 0.860 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.928 0.697 0.796 a = climbing down 0.039 0.732 0.773 0.752 b = climbing up 0.002 0.933 0.988 0.960 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.022 0.865 0.820 0.842 e = standing 0.031 0.824 0.866 0.844 f = sitting 0.002 0.989 0.989 0.989 g = running 0.031 0.844 0.966 0.901 h = walking ------------------------------------------------------- 0.018 0.888 0.884 0.883 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.872 0.640 0.739 a = climbing down 0.049 0.741 0.893 0.810 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.044 0.769 0.929 0.842 d = lying 0.013 0.840 0.471 0.604 e = standing 0.089 0.550 0.655 0.598 f = sitting 0.001 0.996 0.992 0.994 g = running 0.015 0.911 0.952 0.931 h = walking ------------------------------------------------------- 0.031 0.819 0.806 0.801 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.915 0.828 0.869 a = climbing down 0.026 0.848 0.939 0.891 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.044 0.769 0.929 0.842 d = lying 0.013 0.837 0.471 0.603 e = standing 0.089 0.550 0.653 0.597 f = sitting 0.001 0.996 0.990 0.993 g = running 0.008 0.951 0.940 0.946 h = walking ------------------------------------------------------- 0.027 0.845 0.834 0.830 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.953 0.755 0.842 a = climbing down 0.038 0.803 0.984 0.884 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.044 0.769 0.929 0.842 d = lying 0.013 0.841 0.473 0.605 e = standing 0.088 0.551 0.655 0.599 f = sitting 0.001 0.996 0.992 0.994 g = running 0.004 0.973 0.947 0.959 h = walking ------------------------------------------------------- 0.027 0.847 0.832 0.829 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.950 0.895 0.922 a = climbing down 0.018 0.895 0.972 0.932 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.044 0.770 0.929 0.842 d = lying 0.002 0.972 0.462 0.626 e = standing 0.090 0.572 0.725 0.639 f = sitting 0.001 0.996 0.993 0.994 g = running 0.004 0.976 0.948 0.962 h = walking ------------------------------------------------------- 0.023 0.879 0.857 0.854 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.959 0.873 0.914 a = climbing down 0.023 0.871 0.984 0.924 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.044 0.770 0.929 0.842 d = lying 0.002 0.973 0.464 0.628 e = standing 0.090 0.572 0.725 0.640 f = sitting 0.001 0.996 0.990 0.993 g = running 0.003 0.983 0.945 0.963 h = walking ------------------------------------------------------- 0.023 0.878 0.856 0.852 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.933 0.919 0.926 a = climbing down 0.015 0.908 0.967 0.936 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.044 0.770 0.929 0.842 d = lying 0.002 0.973 0.464 0.628 e = standing 0.090 0.572 0.725 0.640 f = sitting 0.001 0.996 0.990 0.993 g = running 0.002 0.986 0.943 0.964 h = walking ------------------------------------------------------- 0.023 0.880 0.859 0.856 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.914 0.542 0.680 a = climbing down 0.060 0.706 0.923 0.800 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.001 0.995 0.986 0.990 d = lying 0.019 0.880 0.947 0.912 e = standing 0.010 0.936 0.879 0.906 f = sitting 0.012 0.944 0.989 0.966 g = running 0.018 0.901 0.973 0.935 h = walking ------------------------------------------------------- 0.018 0.900 0.890 0.885 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.960 0.589 0.730 a = climbing down 0.059 0.724 0.982 0.834 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.001 0.995 0.986 0.990 d = lying 0.018 0.883 0.947 0.914 e = standing 0.010 0.936 0.882 0.908 f = sitting 0.012 0.944 0.989 0.966 g = running 0.007 0.960 0.975 0.968 h = walking ------------------------------------------------------- 0.015 0.918 0.905 0.901 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.948 0.789 0.861 a = climbing down 0.030 0.836 0.986 0.905 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.001 0.995 0.986 0.990 d = lying 0.019 0.878 0.955 0.915 e = standing 0.009 0.942 0.876 0.908 f = sitting 0.012 0.944 0.987 0.965 g = running 0.004 0.978 0.970 0.974 h = walking ------------------------------------------------------- 0.011 0.934 0.930 0.928 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.947 0.877 0.911 a = climbing down 0.018 0.896 0.981 0.936 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.001 0.995 0.986 0.990 d = lying 0.019 0.878 0.955 0.915 e = standing 0.009 0.942 0.876 0.908 f = sitting 0.012 0.944 0.987 0.965 g = running 0.003 0.981 0.970 0.976 h = walking ------------------------------------------------------- 0.010 0.943 0.940 0.939 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.947 0.875 0.910 a = climbing down 0.018 0.894 0.981 0.936 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.001 0.995 0.986 0.990 d = lying 0.019 0.878 0.955 0.915 e = standing 0.009 0.942 0.876 0.908 f = sitting 0.012 0.944 0.987 0.965 g = running 0.003 0.981 0.970 0.976 h = walking ------------------------------------------------------- 0.010 0.942 0.940 0.939 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.948 0.887 0.916 a = climbing down 0.017 0.903 0.981 0.940 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.001 0.995 0.986 0.990 d = lying 0.019 0.878 0.955 0.915 e = standing 0.009 0.942 0.876 0.908 f = sitting 0.012 0.944 0.987 0.965 g = running 0.003 0.981 0.970 0.976 h = walking ------------------------------------------------------- 0.009 0.944 0.942 0.940 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.184 0.307 0.827 0.447 a = climbing down 0.136 0.498 0.445 0.470 b = climbing up 0.009 0.688 0.989 0.811 c = jumping 0.073 0.455 0.488 0.471 d = lying 0.086 0.220 0.146 0.176 e = standing 0.200 0.006 0.008 0.007 f = sitting 0.003 0.874 0.127 0.222 g = running 0.087 0.358 0.297 0.325 h = walking ------------------------------------------------------- 0.108 0.404 0.331 0.318 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.116 0.456 0.993 0.625 a = climbing down 0.002 0.966 0.187 0.313 b = climbing up 0.000 1.000 0.854 0.921 c = jumping 0.001 0.994 0.982 0.988 d = lying 0.003 0.768 0.066 0.122 e = standing 0.155 0.494 0.976 0.656 f = sitting 0.005 0.965 0.962 0.963 g = running 0.122 0.535 0.864 0.661 h = walking ------------------------------------------------------- 0.050 0.772 0.645 0.580 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.060 0.612 0.961 0.748 a = climbing down 0.000 1.000 0.135 0.238 b = climbing up 0.000 1.000 0.854 0.921 c = jumping 0.001 0.994 0.982 0.988 d = lying 0.003 0.740 0.057 0.106 e = standing 0.157 0.491 0.976 0.654 f = sitting 0.006 0.963 0.965 0.964 g = running 0.178 0.476 0.997 0.644 h = walking ------------------------------------------------------- 0.053 0.781 0.648 0.569 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.061 0.607 0.961 0.744 a = climbing down 0.000 1.000 0.131 0.232 b = climbing up 0.000 1.000 0.854 0.921 c = jumping 0.001 0.994 0.982 0.988 d = lying 0.001 0.500 0.008 0.015 e = standing 0.165 0.481 0.987 0.647 f = sitting 0.005 0.966 0.965 0.966 g = running 0.179 0.476 0.997 0.644 h = walking ------------------------------------------------------- 0.054 0.746 0.642 0.554 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.040 0.704 0.963 0.814 a = climbing down 0.003 0.983 0.659 0.789 b = climbing up 0.000 1.000 0.854 0.921 c = jumping 0.001 0.994 0.982 0.988 d = lying 0.001 0.000 0.000 0.000 e = standing 0.166 0.479 0.987 0.645 f = sitting 0.004 0.975 0.965 0.970 g = running 0.058 0.733 0.984 0.841 h = walking ------------------------------------------------------- 0.036 0.716 0.762 0.716 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.059 0.623 0.988 0.764 a = climbing down 0.008 0.965 0.723 0.827 b = climbing up 0.000 1.000 0.876 0.934 c = jumping 0.001 0.992 0.982 0.987 d = lying 0.000 0.000 0.000 0.000 e = standing 0.166 0.481 0.992 0.648 f = sitting 0.003 0.978 0.962 0.970 g = running 0.020 0.887 0.953 0.919 h = walking ------------------------------------------------------- 0.033 0.727 0.775 0.731 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.151 0.309 0.689 0.427 a = climbing down 0.099 0.390 0.208 0.272 b = climbing up 0.012 0.616 1.000 0.762 c = jumping 0.038 0.032 0.010 0.015 d = lying 0.091 0.216 0.151 0.178 e = standing 0.257 0.123 0.232 0.161 f = sitting 0.104 0.139 0.113 0.125 g = running 0.108 0.391 0.426 0.408 h = walking ------------------------------------------------------- 0.117 0.254 0.257 0.238 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.909 0.591 0.716 a = climbing down 0.056 0.766 0.601 0.674 b = climbing up 0.000 1.000 0.847 0.917 c = jumping 0.004 0.962 0.843 0.899 d = lying 0.002 0.619 0.020 0.039 e = standing 0.178 0.461 0.980 0.627 f = sitting 0.097 0.605 0.990 0.751 g = running 0.018 0.890 0.899 0.894 h = walking ------------------------------------------------------- 0.053 0.740 0.693 0.652 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.903 0.706 0.792 a = climbing down 0.054 0.850 0.997 0.918 b = climbing up 0.000 1.000 0.812 0.896 c = jumping 0.004 0.962 0.843 0.899 d = lying 0.002 0.619 0.020 0.039 e = standing 0.178 0.461 0.980 0.627 f = sitting 0.004 0.974 0.990 0.982 g = running 0.002 0.984 0.846 0.910 h = walking ------------------------------------------------------- 0.039 0.820 0.787 0.747 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.970 0.547 0.699 a = climbing down 0.102 0.750 0.999 0.857 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.004 0.962 0.843 0.899 d = lying 0.002 0.619 0.020 0.039 e = standing 0.178 0.461 0.980 0.627 f = sitting 0.004 0.975 0.990 0.982 g = running 0.001 0.994 0.728 0.840 h = walking ------------------------------------------------------- 0.049 0.804 0.757 0.715 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.975 0.569 0.718 a = climbing down 0.099 0.756 0.999 0.860 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.004 0.962 0.843 0.899 d = lying 0.002 0.619 0.020 0.039 e = standing 0.178 0.461 0.980 0.627 f = sitting 0.003 0.983 0.990 0.987 g = running 0.001 0.991 0.731 0.842 h = walking ------------------------------------------------------- 0.048 0.807 0.761 0.719 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.972 0.596 0.739 a = climbing down 0.090 0.772 0.998 0.871 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.004 0.962 0.896 0.928 d = lying 0.002 0.619 0.020 0.039 e = standing 0.171 0.470 0.979 0.635 f = sitting 0.002 0.990 0.990 0.990 g = running 0.002 0.988 0.758 0.858 h = walking ------------------------------------------------------- 0.045 0.812 0.773 0.731 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.856 0.635 0.729 a = climbing down 0.042 0.703 0.751 0.726 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.007 0.961 0.893 0.926 e = standing 0.023 0.840 0.951 0.892 f = sitting 0.000 1.000 0.976 0.988 g = running 0.043 0.791 0.928 0.854 h = walking ------------------------------------------------------- 0.017 0.893 0.888 0.887 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.797 0.644 0.712 a = climbing down 0.091 0.572 0.911 0.703 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.007 0.960 0.915 0.937 e = standing 0.019 0.863 0.948 0.904 f = sitting 0.000 1.000 0.975 0.987 g = running 0.005 0.961 0.679 0.795 h = walking ------------------------------------------------------- 0.017 0.899 0.874 0.877 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.839 0.665 0.742 a = climbing down 0.044 0.717 0.835 0.771 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.007 0.960 0.915 0.937 e = standing 0.019 0.863 0.948 0.904 f = sitting 0.000 1.000 0.975 0.987 g = running 0.023 0.876 0.928 0.901 h = walking ------------------------------------------------------- 0.014 0.908 0.904 0.904 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.858 0.644 0.736 a = climbing down 0.073 0.630 0.926 0.750 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.006 0.964 0.929 0.946 e = standing 0.017 0.879 0.953 0.914 f = sitting 0.000 1.000 0.975 0.987 g = running 0.006 0.959 0.815 0.881 h = walking ------------------------------------------------------- 0.014 0.915 0.898 0.900 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.854 0.646 0.735 a = climbing down 0.073 0.629 0.922 0.747 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.006 0.964 0.939 0.951 e = standing 0.015 0.890 0.953 0.920 f = sitting 0.000 1.000 0.975 0.987 g = running 0.006 0.961 0.815 0.882 h = walking ------------------------------------------------------- 0.014 0.916 0.900 0.902 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.879 0.684 0.770 a = climbing down 0.050 0.709 0.905 0.795 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.006 0.965 0.948 0.956 e = standing 0.013 0.900 0.953 0.926 f = sitting 0.000 1.000 0.975 0.987 g = running 0.011 0.933 0.916 0.925 h = walking ------------------------------------------------------- 0.011 0.925 0.919 0.919 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.938 0.753 0.835 a = climbing down 0.020 0.829 0.748 0.787 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 0.998 0.920 0.957 e = standing 0.014 0.901 0.998 0.947 f = sitting 0.014 0.939 0.984 0.961 g = running 0.048 0.776 0.960 0.858 h = walking ------------------------------------------------------- 0.015 0.917 0.911 0.909 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.873 0.770 0.818 a = climbing down 0.035 0.754 0.811 0.782 b = climbing up 0.000 1.000 0.553 0.712 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 0.998 0.940 0.968 e = standing 0.010 0.924 0.998 0.960 f = sitting 0.013 0.944 0.984 0.963 g = running 0.026 0.854 0.889 0.871 h = walking ------------------------------------------------------- 0.013 0.916 0.913 0.912 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.949 0.763 0.846 a = climbing down 0.029 0.796 0.838 0.817 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 0.998 0.937 0.967 e = standing 0.011 0.921 0.998 0.958 f = sitting 0.014 0.939 0.983 0.960 g = running 0.028 0.858 0.960 0.906 h = walking ------------------------------------------------------- 0.012 0.929 0.925 0.923 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.839 0.890 a = climbing down 0.034 0.786 0.925 0.850 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 0.998 0.943 0.970 e = standing 0.010 0.928 0.998 0.962 f = sitting 0.014 0.940 0.983 0.961 g = running 0.013 0.923 0.886 0.904 h = walking ------------------------------------------------------- 0.010 0.938 0.934 0.933 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.977 0.828 0.896 a = climbing down 0.030 0.802 0.927 0.860 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 0.998 0.957 0.977 e = standing 0.007 0.945 0.998 0.971 f = sitting 0.014 0.940 0.983 0.961 g = running 0.016 0.910 0.914 0.912 h = walking ------------------------------------------------------- 0.010 0.943 0.939 0.938 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.982 0.828 0.898 a = climbing down 0.023 0.840 0.917 0.877 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 0.998 0.962 0.980 e = standing 0.007 0.951 0.998 0.974 f = sitting 0.014 0.940 0.983 0.961 g = running 0.020 0.891 0.944 0.917 h = walking ------------------------------------------------------- 0.009 0.946 0.943 0.942 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.063 0.617 0.855 0.717 a = climbing down 0.010 0.781 0.271 0.402 b = climbing up 0.000 0.987 0.824 0.898 c = jumping 0.021 0.891 0.976 0.932 d = lying 0.013 0.854 0.389 0.534 e = standing 0.116 0.519 0.809 0.633 f = sitting 0.015 0.927 1.000 0.962 g = running 0.070 0.671 0.776 0.720 h = walking ------------------------------------------------------- 0.042 0.768 0.735 0.715 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.039 0.728 0.874 0.794 a = climbing down 0.039 0.700 0.720 0.710 b = climbing up 0.000 0.988 0.879 0.930 c = jumping 0.021 0.891 0.976 0.932 d = lying 0.013 0.850 0.378 0.523 e = standing 0.118 0.515 0.809 0.629 f = sitting 0.011 0.944 1.000 0.971 g = running 0.027 0.811 0.647 0.720 h = walking ------------------------------------------------------- 0.036 0.794 0.767 0.758 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.893 0.852 0.872 a = climbing down 0.016 0.874 0.866 0.870 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.021 0.891 0.976 0.932 d = lying 0.013 0.841 0.353 0.497 e = standing 0.122 0.505 0.809 0.622 f = sitting 0.008 0.960 1.000 0.980 g = running 0.020 0.891 0.897 0.894 h = walking ------------------------------------------------------- 0.029 0.843 0.817 0.808 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.919 0.840 0.878 a = climbing down 0.036 0.762 0.917 0.832 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.021 0.891 0.976 0.932 d = lying 0.013 0.853 0.385 0.531 e = standing 0.116 0.518 0.809 0.632 f = sitting 0.006 0.970 1.000 0.985 g = running 0.014 0.916 0.815 0.863 h = walking ------------------------------------------------------- 0.029 0.842 0.814 0.808 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.936 0.833 0.882 a = climbing down 0.051 0.703 0.942 0.805 b = climbing up 0.000 1.000 0.934 0.966 c = jumping 0.021 0.889 0.976 0.930 d = lying 0.013 0.851 0.381 0.526 e = standing 0.117 0.515 0.806 0.628 f = sitting 0.005 0.973 1.000 0.987 g = running 0.009 0.939 0.760 0.840 h = walking ------------------------------------------------------- 0.030 0.840 0.807 0.800 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.914 0.838 0.875 a = climbing down 0.024 0.827 0.917 0.870 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.021 0.889 0.976 0.930 d = lying 0.013 0.845 0.354 0.499 e = standing 0.122 0.505 0.808 0.622 f = sitting 0.005 0.972 1.000 0.986 g = running 0.015 0.917 0.879 0.897 h = walking ------------------------------------------------------- 0.028 0.846 0.818 0.810 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.054 0.584 0.651 0.616 a = climbing down 0.007 0.785 0.213 0.336 b = climbing up 0.003 0.882 0.911 0.896 c = jumping 0.000 1.000 0.923 0.960 d = lying 0.004 0.955 0.459 0.620 e = standing 0.111 0.582 1.000 0.736 f = sitting 0.055 0.771 0.994 0.868 g = running 0.051 0.760 0.879 0.815 h = walking ------------------------------------------------------- 0.039 0.793 0.752 0.729 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.682 0.646 0.663 a = climbing down 0.021 0.730 0.443 0.551 b = climbing up 0.003 0.874 0.922 0.897 c = jumping 0.000 1.000 0.940 0.969 d = lying 0.004 0.955 0.456 0.617 e = standing 0.109 0.587 1.000 0.740 f = sitting 0.049 0.791 0.994 0.881 g = running 0.039 0.796 0.839 0.817 h = walking ------------------------------------------------------- 0.035 0.806 0.774 0.762 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.837 0.706 0.766 a = climbing down 0.015 0.828 0.564 0.671 b = climbing up 0.002 0.935 0.956 0.945 c = jumping 0.000 1.000 0.938 0.968 d = lying 0.004 0.956 0.467 0.627 e = standing 0.107 0.591 1.000 0.743 f = sitting 0.040 0.821 0.994 0.899 g = running 0.033 0.841 0.944 0.890 h = walking ------------------------------------------------------- 0.030 0.847 0.813 0.804 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.852 0.793 0.821 a = climbing down 0.029 0.755 0.699 0.726 b = climbing up 0.001 0.966 0.956 0.961 c = jumping 0.000 1.000 0.938 0.968 d = lying 0.004 0.955 0.464 0.624 e = standing 0.108 0.590 1.000 0.742 f = sitting 0.030 0.862 0.994 0.923 g = running 0.014 0.917 0.869 0.892 h = walking ------------------------------------------------------- 0.027 0.859 0.825 0.820 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.881 0.788 0.832 a = climbing down 0.026 0.789 0.775 0.782 b = climbing up 0.001 0.966 0.956 0.961 c = jumping 0.000 1.000 0.942 0.970 d = lying 0.004 0.955 0.464 0.624 e = standing 0.107 0.591 1.000 0.743 f = sitting 0.029 0.866 0.994 0.926 g = running 0.005 0.974 0.913 0.942 h = walking ------------------------------------------------------- 0.025 0.876 0.840 0.836 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.890 0.783 0.833 a = climbing down 0.018 0.840 0.744 0.789 b = climbing up 0.001 0.966 0.956 0.961 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.004 0.955 0.460 0.621 e = standing 0.108 0.590 1.000 0.742 f = sitting 0.028 0.869 0.994 0.927 g = running 0.011 0.942 0.962 0.952 h = walking ------------------------------------------------------- 0.024 0.878 0.844 0.838 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.730 0.609 0.664 a = climbing down 0.076 0.657 0.834 0.735 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.715 0.833 d = lying 0.023 0.864 0.915 0.888 e = standing 0.053 0.677 0.860 0.757 f = sitting 0.000 1.000 0.995 0.998 g = running 0.030 0.828 0.730 0.776 h = walking ------------------------------------------------------- 0.029 0.832 0.816 0.817 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.813 0.565 0.667 a = climbing down 0.056 0.697 0.742 0.719 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.715 0.833 d = lying 0.023 0.866 0.919 0.891 e = standing 0.052 0.680 0.862 0.760 f = sitting 0.000 1.000 0.997 0.998 g = running 0.063 0.727 0.850 0.783 h = walking ------------------------------------------------------- 0.030 0.832 0.818 0.817 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.812 0.571 0.671 a = climbing down 0.055 0.700 0.740 0.719 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.715 0.833 d = lying 0.023 0.864 0.920 0.891 e = standing 0.052 0.680 0.860 0.760 f = sitting 0.000 1.000 0.997 0.998 g = running 0.062 0.728 0.851 0.785 h = walking ------------------------------------------------------- 0.030 0.833 0.818 0.818 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.028 0.761 0.655 0.704 a = climbing down 0.050 0.716 0.723 0.719 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.713 0.831 d = lying 0.023 0.865 0.935 0.899 e = standing 0.050 0.690 0.860 0.766 f = sitting 0.000 1.000 0.997 0.998 g = running 0.051 0.761 0.834 0.796 h = walking ------------------------------------------------------- 0.028 0.835 0.825 0.825 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.768 0.660 0.710 a = climbing down 0.048 0.723 0.720 0.722 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.713 0.831 d = lying 0.023 0.865 0.935 0.899 e = standing 0.050 0.690 0.860 0.766 f = sitting 0.000 0.998 0.998 0.998 g = running 0.052 0.759 0.842 0.799 h = walking ------------------------------------------------------- 0.028 0.837 0.827 0.826 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.773 0.681 0.724 a = climbing down 0.064 0.689 0.805 0.742 b = climbing up 0.000 0.989 1.000 0.995 c = jumping 0.000 0.997 0.713 0.831 d = lying 0.024 0.864 0.944 0.903 e = standing 0.048 0.695 0.858 0.768 f = sitting 0.000 0.998 0.997 0.998 g = running 0.029 0.844 0.789 0.816 h = walking ------------------------------------------------------- 0.026 0.847 0.834 0.835 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.832 0.773 0.801 a = climbing down 0.048 0.768 0.914 0.835 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.015 0.904 0.907 0.905 e = standing 0.014 0.887 0.883 0.885 f = sitting 0.011 0.941 0.957 0.949 g = running 0.024 0.864 0.795 0.828 h = walking ------------------------------------------------------- 0.019 0.888 0.884 0.884 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.824 0.848 0.836 a = climbing down 0.010 0.870 0.368 0.517 b = climbing up 0.000 1.000 0.611 0.759 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.015 0.904 0.916 0.910 e = standing 0.013 0.897 0.883 0.890 f = sitting 0.011 0.943 0.957 0.950 g = running 0.124 0.588 0.908 0.714 h = walking ------------------------------------------------------- 0.030 0.858 0.832 0.823 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.039 0.759 0.884 0.817 a = climbing down 0.015 0.875 0.600 0.712 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.016 0.903 0.916 0.909 e = standing 0.013 0.897 0.881 0.889 f = sitting 0.011 0.941 0.957 0.949 g = running 0.065 0.725 0.873 0.792 h = walking ------------------------------------------------------- 0.023 0.873 0.865 0.862 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.824 0.829 0.827 a = climbing down 0.047 0.772 0.907 0.834 b = climbing up 0.000 1.000 0.611 0.759 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.016 0.902 0.922 0.912 e = standing 0.012 0.903 0.876 0.889 f = sitting 0.011 0.943 0.964 0.953 g = running 0.019 0.890 0.775 0.829 h = walking ------------------------------------------------------- 0.018 0.893 0.889 0.889 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.800 0.875 a = climbing down 0.041 0.800 0.950 0.869 b = climbing up 0.000 1.000 0.589 0.741 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.016 0.904 0.933 0.918 e = standing 0.010 0.916 0.879 0.897 f = sitting 0.011 0.941 0.977 0.959 g = running 0.018 0.904 0.884 0.894 h = walking ------------------------------------------------------- 0.015 0.918 0.913 0.913 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.951 0.861 0.904 a = climbing down 0.036 0.822 0.952 0.882 b = climbing up 0.000 1.000 0.589 0.741 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.016 0.903 0.935 0.919 e = standing 0.010 0.918 0.876 0.897 f = sitting 0.011 0.941 0.977 0.959 g = running 0.015 0.919 0.872 0.895 h = walking ------------------------------------------------------- 0.014 0.922 0.919 0.918 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.955 0.823 0.884 a = climbing down 0.022 0.853 0.863 0.858 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.007 0.958 0.960 0.959 e = standing 0.007 0.959 0.950 0.955 f = sitting 0.008 0.959 1.000 0.979 g = running 0.030 0.843 0.901 0.871 h = walking ------------------------------------------------------- 0.011 0.933 0.932 0.932 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.825 0.886 a = climbing down 0.022 0.854 0.880 0.867 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.007 0.958 0.963 0.961 e = standing 0.006 0.962 0.950 0.956 f = sitting 0.006 0.965 1.000 0.982 g = running 0.027 0.855 0.901 0.877 h = walking ------------------------------------------------------- 0.011 0.937 0.935 0.935 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.823 0.885 a = climbing down 0.021 0.860 0.884 0.872 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.007 0.958 0.963 0.961 e = standing 0.006 0.962 0.950 0.956 f = sitting 0.007 0.963 1.000 0.981 g = running 0.027 0.857 0.904 0.880 h = walking ------------------------------------------------------- 0.010 0.937 0.936 0.936 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.955 0.821 0.883 a = climbing down 0.039 0.781 0.943 0.854 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.007 0.958 0.963 0.961 e = standing 0.006 0.962 0.950 0.956 f = sitting 0.006 0.968 1.000 0.984 g = running 0.015 0.906 0.820 0.861 h = walking ------------------------------------------------------- 0.011 0.935 0.931 0.931 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.821 0.884 a = climbing down 0.095 0.602 0.971 0.743 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.007 0.958 0.963 0.961 e = standing 0.006 0.962 0.950 0.956 f = sitting 0.006 0.968 1.000 0.984 g = running 0.009 0.913 0.509 0.653 h = walking ------------------------------------------------------- 0.017 0.913 0.888 0.886 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.954 0.819 0.882 a = climbing down 0.035 0.799 0.947 0.867 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.007 0.957 0.965 0.961 e = standing 0.006 0.964 0.949 0.956 f = sitting 0.006 0.966 1.000 0.983 g = running 0.015 0.907 0.841 0.873 h = walking ------------------------------------------------------- 0.010 0.937 0.934 0.934 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.946 0.944 0.945 a = climbing down 0.014 0.897 0.792 0.841 b = climbing up 0.000 1.000 0.284 0.443 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.000 1.000 0.974 0.987 e = standing 0.006 0.962 0.995 0.978 f = sitting 0.020 0.896 0.992 0.942 g = running 0.031 0.842 0.933 0.885 h = walking ------------------------------------------------------- 0.011 0.935 0.932 0.928 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.956 0.930 0.943 a = climbing down 0.022 0.857 0.865 0.861 b = climbing up 0.000 1.000 0.284 0.443 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.000 1.000 0.974 0.987 e = standing 0.006 0.962 0.995 0.978 f = sitting 0.020 0.896 0.992 0.942 g = running 0.021 0.883 0.900 0.891 h = walking ------------------------------------------------------- 0.011 0.937 0.935 0.931 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.958 0.932 0.945 a = climbing down 0.022 0.852 0.869 0.860 b = climbing up 0.000 1.000 0.295 0.455 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.000 1.000 0.977 0.988 e = standing 0.006 0.965 0.995 0.980 f = sitting 0.020 0.898 0.992 0.942 g = running 0.021 0.885 0.895 0.890 h = walking ------------------------------------------------------- 0.011 0.938 0.936 0.932 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.956 0.932 0.944 a = climbing down 0.023 0.850 0.874 0.862 b = climbing up 0.000 1.000 0.305 0.468 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.000 1.000 0.979 0.989 e = standing 0.005 0.967 0.995 0.981 f = sitting 0.019 0.899 0.992 0.943 g = running 0.020 0.889 0.890 0.889 h = walking ------------------------------------------------------- 0.010 0.938 0.936 0.932 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.956 0.932 0.944 a = climbing down 0.024 0.847 0.878 0.862 b = climbing up 0.000 1.000 0.305 0.468 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.000 1.000 0.979 0.989 e = standing 0.005 0.967 0.995 0.981 f = sitting 0.019 0.899 0.992 0.943 g = running 0.019 0.891 0.887 0.889 h = walking ------------------------------------------------------- 0.010 0.938 0.936 0.932 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.956 0.932 0.944 a = climbing down 0.024 0.844 0.884 0.863 b = climbing up 0.000 1.000 0.305 0.468 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.000 1.000 0.979 0.989 e = standing 0.005 0.967 0.995 0.981 f = sitting 0.019 0.899 0.992 0.943 g = running 0.018 0.895 0.882 0.889 h = walking ------------------------------------------------------- 0.010 0.938 0.936 0.932 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.885 0.415 0.565 a = climbing down 0.073 0.655 0.947 0.775 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.155 0.551 0.997 0.710 e = standing 0.001 0.959 0.080 0.147 f = sitting 0.000 0.998 0.997 0.997 g = running 0.033 0.814 0.792 0.803 h = walking ------------------------------------------------------- 0.040 0.838 0.772 0.730 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.914 0.493 0.640 a = climbing down 0.040 0.764 0.885 0.820 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.155 0.551 0.997 0.710 e = standing 0.001 0.959 0.080 0.147 f = sitting 0.000 0.998 0.997 0.997 g = running 0.044 0.794 0.926 0.855 h = walking ------------------------------------------------------- 0.037 0.851 0.792 0.751 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.954 0.454 0.615 a = climbing down 0.040 0.764 0.879 0.818 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.155 0.551 0.997 0.710 e = standing 0.001 0.959 0.080 0.147 f = sitting 0.000 0.998 0.997 0.997 g = running 0.047 0.785 0.953 0.861 h = walking ------------------------------------------------------- 0.038 0.854 0.792 0.749 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.949 0.456 0.616 a = climbing down 0.039 0.766 0.885 0.821 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.155 0.551 0.997 0.710 e = standing 0.001 0.959 0.080 0.147 f = sitting 0.000 0.998 0.997 0.997 g = running 0.046 0.787 0.951 0.862 h = walking ------------------------------------------------------- 0.038 0.854 0.792 0.750 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.962 0.429 0.594 a = climbing down 0.051 0.728 0.932 0.817 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.156 0.551 0.997 0.710 e = standing 0.001 0.958 0.078 0.144 f = sitting 0.000 0.998 0.997 0.997 g = running 0.038 0.815 0.917 0.863 h = walking ------------------------------------------------------- 0.038 0.854 0.790 0.747 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.959 0.454 0.616 a = climbing down 0.049 0.736 0.934 0.823 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.156 0.551 0.997 0.710 e = standing 0.001 0.958 0.078 0.144 f = sitting 0.000 0.998 0.997 0.997 g = running 0.035 0.827 0.923 0.872 h = walking ------------------------------------------------------- 0.037 0.857 0.794 0.751 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.936 0.830 0.880 a = climbing down 0.076 0.612 0.824 0.703 b = climbing up 0.000 1.000 0.925 0.961 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.169 0.529 0.994 0.691 e = standing 0.026 0.124 0.022 0.037 f = sitting 0.014 0.922 0.998 0.958 g = running 0.026 0.798 0.571 0.665 h = walking ------------------------------------------------------- 0.047 0.702 0.729 0.692 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.954 0.823 0.884 a = climbing down 0.068 0.632 0.794 0.704 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.170 0.528 0.994 0.690 e = standing 0.025 0.126 0.022 0.038 f = sitting 0.014 0.923 0.998 0.959 g = running 0.031 0.787 0.634 0.702 h = walking ------------------------------------------------------- 0.047 0.705 0.734 0.699 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.931 0.833 0.879 a = climbing down 0.071 0.620 0.794 0.697 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.170 0.528 0.994 0.690 e = standing 0.025 0.126 0.022 0.038 f = sitting 0.014 0.923 0.998 0.959 g = running 0.029 0.791 0.605 0.686 h = walking ------------------------------------------------------- 0.047 0.701 0.731 0.695 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.893 0.880 0.886 a = climbing down 0.067 0.634 0.796 0.706 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.170 0.528 0.994 0.689 e = standing 0.025 0.119 0.020 0.035 f = sitting 0.014 0.923 0.998 0.959 g = running 0.023 0.821 0.597 0.692 h = walking ------------------------------------------------------- 0.046 0.703 0.734 0.697 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.895 0.943 0.919 a = climbing down 0.059 0.667 0.809 0.731 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.170 0.528 0.994 0.689 e = standing 0.025 0.119 0.020 0.035 f = sitting 0.014 0.923 0.998 0.959 g = running 0.016 0.876 0.629 0.732 h = walking ------------------------------------------------------- 0.044 0.716 0.747 0.710 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.916 0.916 0.916 a = climbing down 0.043 0.728 0.784 0.755 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.170 0.528 0.994 0.689 e = standing 0.025 0.119 0.020 0.035 f = sitting 0.014 0.922 0.998 0.958 g = running 0.024 0.846 0.732 0.785 h = walking ------------------------------------------------------- 0.043 0.721 0.757 0.720 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.053 0.289 0.312 0.300 a = climbing down 0.002 0.848 0.080 0.146 b = climbing up 0.000 1.000 0.576 0.731 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.049 0.791 1.000 0.883 e = standing 0.003 0.976 0.727 0.833 f = sitting 0.124 0.607 1.000 0.755 g = running 0.029 0.870 0.948 0.907 h = walking ------------------------------------------------------- 0.036 0.814 0.777 0.742 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.053 0.336 0.388 0.360 a = climbing down 0.016 0.787 0.408 0.538 b = climbing up 0.000 1.000 0.612 0.759 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.049 0.791 1.000 0.883 e = standing 0.003 0.976 0.727 0.833 f = sitting 0.070 0.731 1.000 0.845 g = running 0.013 0.936 0.939 0.937 h = walking ------------------------------------------------------- 0.027 0.840 0.823 0.815 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.046 0.476 0.604 0.533 a = climbing down 0.010 0.871 0.455 0.598 b = climbing up 0.000 1.000 0.635 0.777 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.044 0.807 1.000 0.893 e = standing 0.003 0.977 0.754 0.851 f = sitting 0.054 0.778 0.998 0.874 g = running 0.011 0.945 0.977 0.961 h = walking ------------------------------------------------------- 0.022 0.872 0.854 0.847 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.052 0.510 0.788 0.619 a = climbing down 0.008 0.888 0.451 0.598 b = climbing up 0.000 1.000 0.694 0.819 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.045 0.805 1.000 0.892 e = standing 0.003 0.977 0.750 0.848 f = sitting 0.037 0.836 0.998 0.910 g = running 0.008 0.961 0.977 0.969 h = walking ------------------------------------------------------- 0.019 0.888 0.866 0.860 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.051 0.514 0.788 0.622 a = climbing down 0.009 0.886 0.461 0.607 b = climbing up 0.000 1.000 0.671 0.803 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.045 0.805 1.000 0.892 e = standing 0.003 0.977 0.750 0.848 f = sitting 0.038 0.835 0.998 0.910 g = running 0.007 0.964 0.977 0.970 h = walking ------------------------------------------------------- 0.019 0.888 0.867 0.861 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.060 0.494 0.856 0.627 a = climbing down 0.008 0.889 0.427 0.577 b = climbing up 0.000 1.000 0.671 0.803 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.046 0.800 1.000 0.889 e = standing 0.002 0.984 0.748 0.850 f = sitting 0.032 0.855 0.997 0.920 g = running 0.004 0.978 0.974 0.976 h = walking ------------------------------------------------------- 0.018 0.893 0.865 0.860 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.037 0.316 0.249 0.279 a = climbing down 0.001 0.987 0.450 0.618 b = climbing up 0.000 1.000 0.388 0.559 c = jumping 0.000 1.000 0.984 0.992 d = lying 0.037 0.832 1.000 0.908 e = standing 0.001 0.991 0.794 0.881 f = sitting 0.090 0.678 1.000 0.808 g = running 0.033 0.855 0.954 0.902 h = walking ------------------------------------------------------- 0.028 0.851 0.829 0.817 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.042 0.368 0.359 0.364 a = climbing down 0.011 0.884 0.562 0.688 b = climbing up 0.000 1.000 0.537 0.699 c = jumping 0.000 1.000 0.984 0.992 d = lying 0.038 0.828 1.000 0.906 e = standing 0.001 0.991 0.786 0.877 f = sitting 0.056 0.773 1.000 0.872 g = running 0.020 0.906 0.962 0.933 h = walking ------------------------------------------------------- 0.023 0.865 0.854 0.848 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.503 0.629 0.559 a = climbing down 0.014 0.867 0.638 0.735 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.000 1.000 0.984 0.992 d = lying 0.037 0.834 1.000 0.910 e = standing 0.002 0.989 0.795 0.882 f = sitting 0.024 0.888 0.995 0.939 g = running 0.013 0.936 0.948 0.942 h = walking ------------------------------------------------------- 0.016 0.895 0.885 0.884 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.606 0.792 0.687 a = climbing down 0.010 0.907 0.675 0.774 b = climbing up 0.000 1.000 0.850 0.919 c = jumping 0.000 1.000 0.984 0.992 d = lying 0.034 0.843 1.000 0.915 e = standing 0.002 0.989 0.808 0.889 f = sitting 0.012 0.939 0.995 0.966 g = running 0.012 0.941 0.977 0.958 h = walking ------------------------------------------------------- 0.013 0.917 0.907 0.907 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.628 0.890 0.736 a = climbing down 0.007 0.934 0.691 0.794 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.000 1.000 0.984 0.992 d = lying 0.034 0.846 1.000 0.917 e = standing 0.002 0.989 0.813 0.893 f = sitting 0.008 0.961 0.992 0.976 g = running 0.010 0.952 0.972 0.962 h = walking ------------------------------------------------------- 0.012 0.928 0.916 0.916 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.771 0.771 0.771 a = climbing down 0.016 0.888 0.873 0.880 b = climbing up 0.000 0.987 0.938 0.962 c = jumping 0.000 1.000 0.984 0.992 d = lying 0.032 0.852 0.998 0.919 e = standing 0.002 0.987 0.822 0.897 f = sitting 0.006 0.967 0.992 0.979 g = running 0.004 0.978 0.972 0.975 h = walking ------------------------------------------------------- 0.010 0.937 0.934 0.933 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.177 0.225 0.351 0.274 a = climbing down 0.214 0.318 0.690 0.436 b = climbing up 0.044 0.000 0.000 0.000 c = jumping 0.017 0.909 0.942 0.925 d = lying 0.141 0.221 0.282 0.248 e = standing 0.108 0.031 0.022 0.026 f = sitting 0.000 1.000 0.020 0.040 g = running 0.045 0.476 0.217 0.298 h = walking ------------------------------------------------------- 0.092 0.470 0.347 0.315 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.841 0.431 0.570 a = climbing down 0.193 0.403 0.900 0.556 b = climbing up 0.000 1.000 0.952 0.975 c = jumping 0.017 0.909 0.942 0.925 d = lying 0.141 0.221 0.282 0.248 e = standing 0.108 0.031 0.022 0.026 f = sitting 0.000 0.998 0.988 0.993 g = running 0.016 0.794 0.334 0.470 h = walking ------------------------------------------------------- 0.063 0.629 0.576 0.567 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.846 0.447 0.584 a = climbing down 0.199 0.398 0.910 0.554 b = climbing up 0.000 1.000 0.952 0.975 c = jumping 0.017 0.906 0.942 0.923 d = lying 0.141 0.230 0.298 0.260 e = standing 0.106 0.026 0.018 0.022 f = sitting 0.000 0.998 0.988 0.993 g = running 0.011 0.837 0.307 0.449 h = walking ------------------------------------------------------- 0.063 0.636 0.577 0.566 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.905 0.427 0.580 a = climbing down 0.262 0.348 0.969 0.512 b = climbing up 0.000 1.000 0.952 0.975 c = jumping 0.017 0.906 0.942 0.923 d = lying 0.140 0.225 0.288 0.253 e = standing 0.107 0.031 0.022 0.026 f = sitting 0.000 0.998 0.988 0.993 g = running 0.002 0.222 0.003 0.006 h = walking ------------------------------------------------------- 0.069 0.541 0.533 0.490 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.916 0.423 0.579 a = climbing down 0.263 0.349 0.973 0.513 b = climbing up 0.000 1.000 0.952 0.975 c = jumping 0.017 0.906 0.942 0.923 d = lying 0.140 0.225 0.288 0.253 e = standing 0.107 0.031 0.022 0.026 f = sitting 0.000 0.998 0.989 0.994 g = running 0.002 0.222 0.003 0.006 h = walking ------------------------------------------------------- 0.069 0.542 0.533 0.490 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.918 0.416 0.572 a = climbing down 0.264 0.348 0.975 0.513 b = climbing up 0.000 1.000 0.952 0.975 c = jumping 0.017 0.906 0.950 0.928 d = lying 0.140 0.233 0.300 0.262 e = standing 0.105 0.026 0.018 0.022 f = sitting 0.000 0.998 0.989 0.994 g = running 0.002 0.250 0.003 0.006 h = walking ------------------------------------------------------- 0.069 0.547 0.535 0.491 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.120 0.470 0.727 0.571 a = climbing down 0.209 0.352 0.792 0.488 b = climbing up 0.041 0.174 0.425 0.247 c = jumping 0.001 0.996 0.835 0.908 d = lying 0.153 0.335 0.545 0.415 e = standing 0.090 0.069 0.042 0.052 f = sitting 0.000 0.800 0.006 0.012 g = running 0.039 0.453 0.174 0.251 h = walking ------------------------------------------------------- 0.080 0.506 0.427 0.375 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 0.996 0.507 0.672 a = climbing down 0.279 0.340 1.000 0.507 b = climbing up 0.001 0.952 0.738 0.831 c = jumping 0.001 0.996 0.835 0.908 d = lying 0.153 0.324 0.519 0.399 e = standing 0.094 0.066 0.042 0.051 f = sitting 0.009 0.942 0.809 0.871 g = running 0.003 0.250 0.005 0.009 h = walking ------------------------------------------------------- 0.069 0.576 0.529 0.498 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.002 0.004 a = climbing down 0.355 0.288 1.000 0.447 b = climbing up 0.002 0.896 0.750 0.816 c = jumping 0.001 0.996 0.835 0.908 d = lying 0.153 0.304 0.475 0.371 e = standing 0.100 0.062 0.042 0.050 f = sitting 0.010 0.940 0.809 0.870 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.079 0.526 0.459 0.400 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.000 0.000 0.000 a = climbing down 0.355 0.288 1.000 0.447 b = climbing up 0.002 0.900 0.787 0.840 c = jumping 0.001 0.996 0.835 0.908 d = lying 0.153 0.282 0.426 0.340 e = standing 0.107 0.058 0.042 0.049 f = sitting 0.009 0.945 0.809 0.872 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.080 0.396 0.453 0.396 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 0.000 0.000 0.000 a = climbing down 0.355 0.288 1.000 0.447 b = climbing up 0.002 0.900 0.787 0.840 c = jumping 0.001 0.996 0.835 0.908 d = lying 0.153 0.269 0.400 0.322 e = standing 0.111 0.057 0.042 0.048 f = sitting 0.009 0.945 0.809 0.872 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.080 0.395 0.450 0.394 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.000 0.000 0.000 a = climbing down 0.356 0.288 1.000 0.447 b = climbing up 0.002 0.912 0.775 0.838 c = jumping 0.001 0.994 0.843 0.913 d = lying 0.151 0.269 0.396 0.321 e = standing 0.111 0.056 0.042 0.048 f = sitting 0.009 0.947 0.809 0.873 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.080 0.395 0.451 0.394 Weighted Avg. >> thighupperarm >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.719 0.560 0.629 a = climbing down 0.041 0.793 0.852 0.821 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.137 0.172 0.245 0.202 e = standing 0.269 0.179 0.288 0.221 f = sitting 0.001 0.996 0.866 0.927 g = running 0.050 0.763 0.933 0.840 h = walking ------------------------------------------------------- 0.077 0.527 0.550 0.533 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.727 0.566 0.636 a = climbing down 0.019 0.849 0.562 0.677 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.137 0.174 0.249 0.205 e = standing 0.269 0.179 0.286 0.220 f = sitting 0.001 0.996 0.868 0.928 g = running 0.114 0.598 0.993 0.747 h = walking ------------------------------------------------------- 0.083 0.513 0.515 0.498 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.737 0.579 0.648 a = climbing down 0.019 0.861 0.639 0.734 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.137 0.176 0.252 0.207 e = standing 0.269 0.180 0.288 0.221 f = sitting 0.001 0.996 0.871 0.930 g = running 0.098 0.634 0.993 0.774 h = walking ------------------------------------------------------- 0.080 0.521 0.529 0.513 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.770 0.564 0.651 a = climbing down 0.032 0.829 0.827 0.828 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.140 0.175 0.256 0.208 e = standing 0.268 0.172 0.272 0.211 f = sitting 0.001 0.996 0.897 0.944 g = running 0.058 0.745 0.977 0.845 h = walking ------------------------------------------------------- 0.076 0.535 0.556 0.538 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.789 0.574 0.665 a = climbing down 0.032 0.828 0.844 0.836 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.143 0.177 0.266 0.213 e = standing 0.266 0.165 0.258 0.201 f = sitting 0.001 0.996 0.912 0.952 g = running 0.053 0.757 0.968 0.850 h = walking ------------------------------------------------------- 0.075 0.538 0.559 0.542 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.802 0.579 0.672 a = climbing down 0.033 0.827 0.847 0.837 b = climbing up 0.000 0.986 1.000 0.993 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.143 0.177 0.266 0.213 e = standing 0.266 0.165 0.258 0.201 f = sitting 0.000 0.998 0.924 0.960 g = running 0.051 0.765 0.968 0.855 h = walking ------------------------------------------------------- 0.075 0.541 0.562 0.545 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.975 0.675 0.798 a = climbing down 0.016 0.911 0.882 0.896 b = climbing up 0.000 1.000 0.537 0.699 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.151 0.283 0.514 0.365 e = standing 0.238 0.149 0.204 0.172 f = sitting 0.009 0.950 0.998 0.974 g = running 0.055 0.749 0.956 0.840 h = walking ------------------------------------------------------- 0.068 0.573 0.597 0.575 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.983 0.724 0.834 a = climbing down 0.024 0.879 0.923 0.901 b = climbing up 0.000 1.000 0.552 0.712 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.155 0.279 0.514 0.362 e = standing 0.238 0.138 0.187 0.159 f = sitting 0.009 0.952 0.998 0.974 g = running 0.039 0.801 0.924 0.858 h = walking ------------------------------------------------------- 0.067 0.574 0.602 0.580 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.643 0.783 a = climbing down 0.059 0.754 0.967 0.848 b = climbing up 0.000 1.000 0.567 0.724 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.158 0.274 0.514 0.358 e = standing 0.238 0.126 0.168 0.144 f = sitting 0.008 0.953 1.000 0.976 g = running 0.025 0.849 0.830 0.839 h = walking ------------------------------------------------------- 0.071 0.562 0.583 0.560 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.643 0.783 a = climbing down 0.032 0.845 0.933 0.887 b = climbing up 0.000 1.000 0.567 0.724 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.158 0.275 0.514 0.358 e = standing 0.238 0.127 0.169 0.145 f = sitting 0.008 0.953 1.000 0.976 g = running 0.039 0.806 0.943 0.869 h = walking ------------------------------------------------------- 0.069 0.570 0.594 0.571 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.650 0.788 a = climbing down 0.032 0.846 0.936 0.888 b = climbing up 0.000 1.000 0.567 0.724 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.160 0.272 0.514 0.356 e = standing 0.238 0.119 0.158 0.136 f = sitting 0.008 0.953 1.000 0.976 g = running 0.037 0.812 0.943 0.872 h = walking ------------------------------------------------------- 0.069 0.569 0.593 0.570 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.994 0.671 0.801 a = climbing down 0.027 0.866 0.929 0.896 b = climbing up 0.000 1.000 0.567 0.724 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.163 0.268 0.514 0.352 e = standing 0.237 0.110 0.143 0.124 f = sitting 0.008 0.953 1.000 0.976 g = running 0.038 0.811 0.955 0.877 h = walking ------------------------------------------------------- 0.068 0.569 0.594 0.572 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.812 0.775 0.793 a = climbing down 0.009 0.884 0.527 0.660 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.000 1.000 0.988 0.994 d = lying 0.025 0.879 1.000 0.935 e = standing 0.002 0.984 0.844 0.909 f = sitting 0.005 0.974 1.000 0.987 g = running 0.068 0.716 0.960 0.820 h = walking ------------------------------------------------------- 0.019 0.896 0.886 0.881 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.915 0.747 0.823 a = climbing down 0.016 0.863 0.770 0.814 b = climbing up 0.000 1.000 0.914 0.955 c = jumping 0.000 1.000 0.988 0.994 d = lying 0.025 0.879 1.000 0.935 e = standing 0.002 0.984 0.844 0.909 f = sitting 0.004 0.977 1.000 0.988 g = running 0.048 0.781 0.951 0.858 h = walking ------------------------------------------------------- 0.015 0.916 0.910 0.909 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.849 0.815 0.831 a = climbing down 0.012 0.898 0.774 0.831 b = climbing up 0.000 1.000 0.914 0.955 c = jumping 0.000 1.000 0.988 0.994 d = lying 0.025 0.879 1.000 0.935 e = standing 0.002 0.984 0.844 0.909 f = sitting 0.004 0.980 1.000 0.990 g = running 0.040 0.804 0.910 0.854 h = walking ------------------------------------------------------- 0.014 0.916 0.913 0.912 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.929 0.802 0.861 a = climbing down 0.015 0.880 0.832 0.855 b = climbing up 0.000 1.000 0.951 0.975 c = jumping 0.000 1.000 0.988 0.994 d = lying 0.025 0.879 1.000 0.935 e = standing 0.002 0.984 0.844 0.909 f = sitting 0.003 0.985 1.000 0.992 g = running 0.035 0.830 0.948 0.885 h = walking ------------------------------------------------------- 0.013 0.929 0.925 0.924 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.819 0.879 a = climbing down 0.026 0.825 0.910 0.865 b = climbing up 0.000 1.000 0.951 0.975 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.025 0.879 1.000 0.935 e = standing 0.001 0.993 0.844 0.913 f = sitting 0.003 0.985 1.000 0.992 g = running 0.020 0.890 0.908 0.899 h = walking ------------------------------------------------------- 0.011 0.935 0.931 0.931 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.930 0.865 0.896 a = climbing down 0.010 0.921 0.830 0.873 b = climbing up 0.000 1.000 0.951 0.975 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.025 0.879 1.000 0.935 e = standing 0.001 0.993 0.844 0.913 f = sitting 0.003 0.985 1.000 0.992 g = running 0.029 0.858 0.965 0.909 h = walking ------------------------------------------------------- 0.011 0.939 0.936 0.935 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.046 0.653 0.627 0.640 a = climbing down 0.017 0.802 0.508 0.622 b = climbing up 0.001 0.952 0.750 0.839 c = jumping 0.000 0.998 0.960 0.979 d = lying 0.002 0.990 1.000 0.995 e = standing 0.005 0.967 0.998 0.982 f = sitting 0.008 0.956 0.995 0.975 g = running 0.068 0.709 0.926 0.803 h = walking ------------------------------------------------------- 0.020 0.877 0.873 0.869 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.754 0.650 0.699 a = climbing down 0.039 0.725 0.775 0.749 b = climbing up 0.002 0.925 0.925 0.925 c = jumping 0.000 0.998 0.963 0.980 d = lying 0.002 0.990 1.000 0.995 e = standing 0.005 0.970 0.998 0.984 f = sitting 0.004 0.978 0.990 0.984 g = running 0.042 0.778 0.812 0.794 h = walking ------------------------------------------------------- 0.016 0.894 0.894 0.893 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.860 0.597 0.705 a = climbing down 0.037 0.742 0.797 0.769 b = climbing up 0.002 0.929 0.975 0.951 c = jumping 0.000 0.998 0.963 0.980 d = lying 0.002 0.990 1.000 0.995 e = standing 0.005 0.970 0.998 0.984 f = sitting 0.003 0.985 0.990 0.987 g = running 0.051 0.758 0.889 0.818 h = walking ------------------------------------------------------- 0.015 0.906 0.903 0.901 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.855 0.600 0.705 a = climbing down 0.037 0.742 0.795 0.767 b = climbing up 0.000 0.987 0.975 0.981 c = jumping 0.000 0.998 0.963 0.980 d = lying 0.002 0.990 1.000 0.995 e = standing 0.005 0.970 0.998 0.984 f = sitting 0.003 0.985 0.998 0.992 g = running 0.051 0.757 0.886 0.816 h = walking ------------------------------------------------------- 0.015 0.907 0.903 0.901 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.833 0.644 0.726 a = climbing down 0.043 0.721 0.832 0.772 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.000 0.998 0.963 0.980 d = lying 0.002 0.990 1.000 0.995 e = standing 0.005 0.970 0.998 0.984 f = sitting 0.002 0.987 0.998 0.992 g = running 0.035 0.814 0.854 0.833 h = walking ------------------------------------------------------- 0.014 0.911 0.909 0.907 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.809 0.680 0.739 a = climbing down 0.040 0.732 0.812 0.770 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.000 0.998 0.970 0.984 d = lying 0.002 0.990 1.000 0.995 e = standing 0.004 0.978 0.998 0.988 f = sitting 0.002 0.990 0.998 0.994 g = running 0.033 0.824 0.849 0.836 h = walking ------------------------------------------------------- 0.013 0.912 0.911 0.910 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.898 0.737 0.810 a = climbing down 0.031 0.783 0.721 0.751 b = climbing up 0.001 0.957 0.989 0.973 c = jumping 0.012 0.932 0.964 0.948 d = lying 0.002 0.987 0.910 0.947 e = standing 0.019 0.885 0.921 0.903 f = sitting 0.001 0.996 0.965 0.980 g = running 0.062 0.720 0.879 0.792 h = walking ------------------------------------------------------- 0.019 0.888 0.882 0.883 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.973 0.715 0.824 a = climbing down 0.026 0.822 0.775 0.798 b = climbing up 0.001 0.957 0.989 0.973 c = jumping 0.011 0.935 0.964 0.949 d = lying 0.002 0.984 0.944 0.964 e = standing 0.013 0.915 0.921 0.918 f = sitting 0.001 0.996 0.961 0.978 g = running 0.062 0.730 0.923 0.815 h = walking ------------------------------------------------------- 0.017 0.907 0.898 0.898 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.976 0.715 0.825 a = climbing down 0.026 0.824 0.791 0.808 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.006 0.964 0.962 0.963 d = lying 0.002 0.984 0.944 0.964 e = standing 0.014 0.916 0.954 0.935 f = sitting 0.001 0.996 0.962 0.979 g = running 0.060 0.739 0.926 0.822 h = walking ------------------------------------------------------- 0.016 0.914 0.905 0.905 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.973 0.722 0.829 a = climbing down 0.023 0.838 0.788 0.812 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.006 0.964 0.962 0.963 d = lying 0.002 0.984 0.944 0.964 e = standing 0.014 0.916 0.954 0.935 f = sitting 0.001 0.996 0.962 0.979 g = running 0.060 0.738 0.932 0.824 h = walking ------------------------------------------------------- 0.016 0.915 0.906 0.907 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.976 0.720 0.828 a = climbing down 0.023 0.840 0.795 0.817 b = climbing up 0.001 0.957 0.989 0.973 c = jumping 0.004 0.977 0.964 0.970 d = lying 0.002 0.984 0.963 0.974 e = standing 0.011 0.936 0.968 0.951 f = sitting 0.001 0.996 0.961 0.978 g = running 0.060 0.741 0.935 0.827 h = walking ------------------------------------------------------- 0.015 0.920 0.912 0.912 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.976 0.720 0.828 a = climbing down 0.022 0.847 0.796 0.821 b = climbing up 0.001 0.957 0.989 0.973 c = jumping 0.003 0.982 0.964 0.973 d = lying 0.002 0.984 0.957 0.970 e = standing 0.012 0.930 0.973 0.951 f = sitting 0.001 0.996 0.961 0.978 g = running 0.060 0.741 0.938 0.828 h = walking ------------------------------------------------------- 0.015 0.921 0.912 0.913 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.929 0.842 0.883 a = climbing down 0.019 0.860 0.767 0.811 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.031 0.842 0.977 0.904 d = lying 0.001 0.995 0.956 0.975 e = standing 0.011 0.923 0.803 0.859 f = sitting 0.000 1.000 0.997 0.999 g = running 0.050 0.766 0.888 0.822 h = walking ------------------------------------------------------- 0.017 0.904 0.899 0.899 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.940 0.869 0.903 a = climbing down 0.013 0.891 0.718 0.795 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.027 0.856 0.977 0.913 d = lying 0.001 0.991 0.967 0.979 e = standing 0.009 0.936 0.820 0.874 f = sitting 0.000 1.000 0.997 0.999 g = running 0.054 0.757 0.924 0.832 h = walking ------------------------------------------------------- 0.016 0.911 0.904 0.904 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.948 0.884 0.915 a = climbing down 0.036 0.792 0.901 0.843 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.010 0.940 0.977 0.958 d = lying 0.005 0.968 1.000 0.984 e = standing 0.003 0.980 0.908 0.942 f = sitting 0.000 1.000 0.997 0.999 g = running 0.023 0.863 0.803 0.832 h = walking ------------------------------------------------------- 0.012 0.930 0.928 0.928 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.967 0.851 0.905 a = climbing down 0.018 0.879 0.859 0.869 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.972 0.977 0.975 d = lying 0.005 0.968 1.000 0.984 e = standing 0.003 0.980 0.943 0.962 f = sitting 0.000 0.999 0.997 0.998 g = running 0.035 0.827 0.912 0.867 h = walking ------------------------------------------------------- 0.010 0.943 0.941 0.941 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.975 0.856 0.911 a = climbing down 0.038 0.796 0.958 0.869 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.972 0.977 0.975 d = lying 0.005 0.968 1.000 0.984 e = standing 0.003 0.980 0.943 0.962 f = sitting 0.001 0.997 0.997 0.997 g = running 0.018 0.893 0.812 0.851 h = walking ------------------------------------------------------- 0.010 0.942 0.939 0.939 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.833 0.900 a = climbing down 0.016 0.896 0.908 0.902 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.977 0.988 d = lying 0.005 0.968 1.000 0.984 e = standing 0.003 0.981 0.971 0.976 f = sitting 0.001 0.997 0.997 0.997 g = running 0.030 0.847 0.923 0.883 h = walking ------------------------------------------------------- 0.008 0.953 0.951 0.951 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.777 0.439 0.561 a = climbing down 0.097 0.651 0.942 0.770 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.010 0.894 0.525 0.662 d = lying 0.025 0.849 0.998 0.918 e = standing 0.065 0.604 0.799 0.688 f = sitting 0.001 0.995 0.875 0.931 g = running 0.025 0.841 0.902 0.871 h = walking ------------------------------------------------------- 0.033 0.817 0.792 0.784 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.766 0.597 0.671 a = climbing down 0.061 0.748 0.942 0.834 b = climbing up 0.000 0.985 0.941 0.962 c = jumping 0.010 0.933 0.869 0.900 d = lying 0.024 0.850 0.998 0.918 e = standing 0.012 0.893 0.799 0.844 f = sitting 0.001 0.994 0.877 0.932 g = running 0.022 0.859 0.933 0.894 h = walking ------------------------------------------------------- 0.022 0.871 0.864 0.862 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.052 0.670 0.710 0.689 a = climbing down 0.037 0.816 0.848 0.832 b = climbing up 0.000 0.985 0.941 0.962 c = jumping 0.010 0.933 0.869 0.900 d = lying 0.024 0.850 0.998 0.918 e = standing 0.012 0.893 0.799 0.844 f = sitting 0.001 0.994 0.869 0.927 g = running 0.022 0.859 0.936 0.896 h = walking ------------------------------------------------------- 0.021 0.869 0.863 0.863 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.044 0.714 0.741 0.727 a = climbing down 0.044 0.798 0.906 0.849 b = climbing up 0.000 0.985 0.941 0.962 c = jumping 0.010 0.933 0.869 0.900 d = lying 0.024 0.850 0.998 0.918 e = standing 0.012 0.893 0.799 0.844 f = sitting 0.002 0.993 0.867 0.926 g = running 0.012 0.917 0.907 0.912 h = walking ------------------------------------------------------- 0.020 0.879 0.872 0.873 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.759 0.756 0.758 a = climbing down 0.048 0.792 0.953 0.865 b = climbing up 0.000 0.985 0.971 0.978 c = jumping 0.010 0.933 0.869 0.900 d = lying 0.024 0.850 0.998 0.918 e = standing 0.012 0.893 0.799 0.844 f = sitting 0.001 0.996 0.868 0.928 g = running 0.007 0.947 0.897 0.921 h = walking ------------------------------------------------------- 0.019 0.888 0.881 0.881 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.050 0.718 0.848 0.777 a = climbing down 0.027 0.863 0.896 0.879 b = climbing up 0.000 0.985 0.971 0.978 c = jumping 0.010 0.933 0.869 0.900 d = lying 0.025 0.849 0.998 0.918 e = standing 0.012 0.895 0.799 0.844 f = sitting 0.001 0.996 0.869 0.928 g = running 0.009 0.939 0.907 0.923 h = walking ------------------------------------------------------- 0.018 0.893 0.885 0.886 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.791 0.398 0.530 a = climbing down 0.093 0.647 0.890 0.749 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.002 0.974 0.407 0.574 d = lying 0.011 0.929 1.000 0.963 e = standing 0.082 0.599 0.985 0.745 f = sitting 0.002 0.990 0.959 0.974 g = running 0.026 0.836 0.915 0.874 h = walking ------------------------------------------------------- 0.031 0.837 0.799 0.785 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.039 0.708 0.632 0.668 a = climbing down 0.050 0.742 0.748 0.745 b = climbing up 0.000 1.000 0.877 0.934 c = jumping 0.002 0.986 0.733 0.841 d = lying 0.011 0.924 1.000 0.961 e = standing 0.031 0.797 0.981 0.879 f = sitting 0.002 0.990 0.962 0.976 g = running 0.030 0.820 0.951 0.881 h = walking ------------------------------------------------------- 0.022 0.862 0.857 0.855 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.821 0.520 0.636 a = climbing down 0.078 0.689 0.902 0.781 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.002 0.989 0.943 0.965 d = lying 0.006 0.957 1.000 0.978 e = standing 0.003 0.975 0.983 0.979 f = sitting 0.002 0.993 0.960 0.976 g = running 0.016 0.893 0.932 0.912 h = walking ------------------------------------------------------- 0.018 0.902 0.895 0.891 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.039 0.746 0.762 0.753 a = climbing down 0.040 0.796 0.819 0.807 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.002 0.989 0.943 0.965 d = lying 0.006 0.957 1.000 0.978 e = standing 0.003 0.975 0.983 0.979 f = sitting 0.002 0.993 0.965 0.979 g = running 0.010 0.930 0.925 0.928 h = walking ------------------------------------------------------- 0.014 0.914 0.913 0.913 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.055 0.701 0.873 0.778 a = climbing down 0.024 0.860 0.756 0.805 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.002 0.989 0.943 0.965 d = lying 0.006 0.957 1.000 0.978 e = standing 0.003 0.975 0.983 0.979 f = sitting 0.002 0.993 0.963 0.978 g = running 0.006 0.956 0.915 0.935 h = walking ------------------------------------------------------- 0.013 0.922 0.916 0.917 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.049 0.728 0.872 0.793 a = climbing down 0.018 0.893 0.772 0.828 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.002 0.989 0.943 0.965 d = lying 0.006 0.957 1.000 0.978 e = standing 0.003 0.975 0.983 0.979 f = sitting 0.003 0.986 0.972 0.979 g = running 0.007 0.949 0.947 0.948 h = walking ------------------------------------------------------- 0.012 0.929 0.924 0.925 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.133 0.367 0.677 0.476 a = climbing down 0.042 0.691 0.682 0.687 b = climbing up 0.000 1.000 0.376 0.547 c = jumping 0.110 0.494 0.740 0.592 d = lying 0.022 0.860 0.980 0.916 e = standing 0.035 0.565 0.261 0.357 f = sitting 0.020 0.934 0.992 0.962 g = running 0.034 0.484 0.190 0.273 h = walking ------------------------------------------------------- 0.049 0.665 0.655 0.631 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.944 0.323 0.481 a = climbing down 0.052 0.654 0.713 0.682 b = climbing up 0.000 1.000 0.459 0.629 c = jumping 0.117 0.478 0.736 0.579 d = lying 0.022 0.861 0.982 0.917 e = standing 0.035 0.523 0.221 0.311 f = sitting 0.017 0.942 0.986 0.963 g = running 0.075 0.679 0.944 0.790 h = walking ------------------------------------------------------- 0.043 0.740 0.724 0.699 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.922 0.355 0.512 a = climbing down 0.063 0.631 0.786 0.700 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.118 0.473 0.731 0.574 d = lying 0.022 0.859 0.984 0.917 e = standing 0.036 0.507 0.211 0.298 f = sitting 0.017 0.943 0.985 0.964 g = running 0.054 0.737 0.909 0.814 h = walking ------------------------------------------------------- 0.042 0.741 0.729 0.705 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.924 0.365 0.524 a = climbing down 0.062 0.634 0.784 0.701 b = climbing up 0.000 1.000 0.459 0.629 c = jumping 0.118 0.473 0.731 0.574 d = lying 0.022 0.859 0.984 0.917 e = standing 0.036 0.507 0.211 0.298 f = sitting 0.017 0.942 0.985 0.963 g = running 0.053 0.741 0.913 0.818 h = walking ------------------------------------------------------- 0.042 0.742 0.731 0.707 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.929 0.361 0.520 a = climbing down 0.062 0.633 0.789 0.703 b = climbing up 0.000 1.000 0.459 0.629 c = jumping 0.119 0.471 0.733 0.574 d = lying 0.022 0.858 0.982 0.916 e = standing 0.035 0.502 0.205 0.291 f = sitting 0.017 0.942 0.985 0.963 g = running 0.053 0.742 0.912 0.818 h = walking ------------------------------------------------------- 0.042 0.741 0.730 0.705 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.930 0.455 0.611 a = climbing down 0.058 0.640 0.760 0.695 b = climbing up 0.000 1.000 0.494 0.661 c = jumping 0.119 0.473 0.736 0.576 d = lying 0.023 0.857 0.986 0.917 e = standing 0.035 0.505 0.203 0.290 f = sitting 0.016 0.945 0.977 0.961 g = running 0.051 0.751 0.915 0.825 h = walking ------------------------------------------------------- 0.041 0.745 0.736 0.715 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.137 0.415 0.856 0.559 a = climbing down 0.014 0.886 0.809 0.846 b = climbing up 0.000 1.000 0.159 0.274 c = jumping 0.140 0.458 0.816 0.586 d = lying 0.025 0.840 0.956 0.895 e = standing 0.031 0.178 0.039 0.063 f = sitting 0.022 0.927 0.981 0.953 g = running 0.030 0.454 0.151 0.227 h = walking ------------------------------------------------------- 0.050 0.623 0.651 0.599 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.842 0.697 0.762 a = climbing down 0.013 0.895 0.793 0.841 b = climbing up 0.000 1.000 0.220 0.360 c = jumping 0.140 0.455 0.803 0.581 d = lying 0.025 0.838 0.958 0.894 e = standing 0.032 0.166 0.037 0.061 f = sitting 0.019 0.934 0.970 0.952 g = running 0.058 0.727 0.913 0.809 h = walking ------------------------------------------------------- 0.041 0.705 0.739 0.702 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.040 0.673 0.731 0.701 a = climbing down 0.032 0.777 0.813 0.795 b = climbing up 0.000 1.000 0.488 0.656 c = jumping 0.140 0.455 0.805 0.581 d = lying 0.025 0.841 0.962 0.897 e = standing 0.032 0.168 0.037 0.061 f = sitting 0.013 0.954 0.967 0.961 g = running 0.030 0.811 0.765 0.787 h = walking ------------------------------------------------------- 0.041 0.691 0.728 0.695 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.710 0.785 0.746 a = climbing down 0.026 0.813 0.836 0.824 b = climbing up 0.000 1.000 0.524 0.688 c = jumping 0.140 0.456 0.809 0.583 d = lying 0.025 0.841 0.969 0.900 e = standing 0.030 0.169 0.036 0.059 f = sitting 0.012 0.957 0.968 0.963 g = running 0.024 0.849 0.800 0.824 h = walking ------------------------------------------------------- 0.038 0.706 0.744 0.710 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.730 0.774 0.752 a = climbing down 0.025 0.823 0.856 0.840 b = climbing up 0.000 1.000 0.524 0.688 c = jumping 0.140 0.457 0.814 0.586 d = lying 0.025 0.841 0.975 0.903 e = standing 0.029 0.176 0.036 0.059 f = sitting 0.012 0.957 0.968 0.963 g = running 0.025 0.845 0.815 0.830 h = walking ------------------------------------------------------- 0.038 0.710 0.748 0.714 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.827 0.856 0.841 a = climbing down 0.028 0.819 0.931 0.871 b = climbing up 0.000 1.000 0.561 0.719 c = jumping 0.142 0.453 0.805 0.579 d = lying 0.024 0.847 0.975 0.906 e = standing 0.030 0.164 0.034 0.056 f = sitting 0.011 0.962 0.973 0.968 g = running 0.015 0.900 0.808 0.851 h = walking ------------------------------------------------------- 0.035 0.726 0.765 0.731 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.070 0.429 0.398 0.413 a = climbing down 0.085 0.500 0.589 0.541 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.030 0.853 0.916 0.884 d = lying 0.019 0.855 0.779 0.815 e = standing 0.048 0.718 0.714 0.716 f = sitting 0.002 0.992 0.995 0.994 g = running 0.095 0.439 0.400 0.418 h = walking ------------------------------------------------------- 0.048 0.697 0.699 0.697 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.055 0.504 0.423 0.460 a = climbing down 0.064 0.634 0.771 0.696 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.028 0.862 0.915 0.888 d = lying 0.019 0.853 0.756 0.801 e = standing 0.051 0.707 0.729 0.718 f = sitting 0.002 0.992 0.995 0.994 g = running 0.070 0.604 0.573 0.588 h = walking ------------------------------------------------------- 0.040 0.748 0.751 0.748 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.051 0.523 0.420 0.466 a = climbing down 0.091 0.583 0.884 0.703 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.027 0.866 0.915 0.890 d = lying 0.019 0.852 0.766 0.807 e = standing 0.050 0.714 0.733 0.723 f = sitting 0.002 0.992 0.995 0.994 g = running 0.042 0.692 0.507 0.585 h = walking ------------------------------------------------------- 0.038 0.760 0.757 0.751 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.051 0.521 0.420 0.465 a = climbing down 0.136 0.494 0.922 0.644 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.025 0.875 0.916 0.895 d = lying 0.019 0.863 0.806 0.834 e = standing 0.043 0.745 0.747 0.746 f = sitting 0.002 0.992 0.995 0.994 g = running 0.012 0.853 0.383 0.529 h = walking ------------------------------------------------------- 0.038 0.780 0.750 0.742 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.051 0.522 0.425 0.469 a = climbing down 0.085 0.605 0.901 0.724 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.025 0.877 0.921 0.898 d = lying 0.018 0.880 0.909 0.894 e = standing 0.027 0.824 0.753 0.787 f = sitting 0.002 0.992 0.995 0.994 g = running 0.032 0.766 0.573 0.656 h = walking ------------------------------------------------------- 0.032 0.795 0.792 0.787 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.055 0.532 0.470 0.499 a = climbing down 0.038 0.759 0.821 0.789 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.024 0.880 0.916 0.898 d = lying 0.018 0.882 0.947 0.914 e = standing 0.023 0.848 0.755 0.798 f = sitting 0.002 0.992 0.995 0.994 g = running 0.056 0.705 0.720 0.712 h = walking ------------------------------------------------------- 0.030 0.810 0.814 0.811 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.758 0.800 0.778 a = climbing down 0.084 0.428 0.436 0.432 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.048 0.772 0.843 0.806 d = lying 0.002 0.987 0.822 0.897 e = standing 0.056 0.685 0.714 0.699 f = sitting 0.001 0.997 1.000 0.998 g = running 0.068 0.609 0.574 0.591 h = walking ------------------------------------------------------- 0.042 0.753 0.749 0.750 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.039 0.736 0.825 0.778 a = climbing down 0.095 0.439 0.514 0.474 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.048 0.773 0.843 0.807 d = lying 0.002 0.988 0.887 0.935 e = standing 0.046 0.725 0.716 0.720 f = sitting 0.001 0.997 1.000 0.998 g = running 0.052 0.639 0.492 0.556 h = walking ------------------------------------------------------- 0.039 0.763 0.758 0.758 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.056 0.674 0.875 0.761 a = climbing down 0.120 0.426 0.617 0.504 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.042 0.793 0.843 0.818 d = lying 0.002 0.989 0.924 0.955 e = standing 0.041 0.757 0.747 0.752 f = sitting 0.000 0.998 1.000 0.999 g = running 0.023 0.704 0.291 0.412 h = walking ------------------------------------------------------- 0.038 0.772 0.754 0.746 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.052 0.699 0.913 0.792 a = climbing down 0.073 0.514 0.537 0.525 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.040 0.801 0.842 0.821 d = lying 0.002 0.989 0.947 0.967 e = standing 0.038 0.773 0.758 0.766 f = sitting 0.000 0.998 1.000 0.999 g = running 0.028 0.793 0.581 0.671 h = walking ------------------------------------------------------- 0.032 0.804 0.798 0.797 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.040 0.752 0.913 0.825 a = climbing down 0.032 0.736 0.626 0.677 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.037 0.816 0.842 0.829 d = lying 0.002 0.989 0.955 0.972 e = standing 0.037 0.784 0.780 0.782 f = sitting 0.000 0.998 1.000 0.999 g = running 0.021 0.885 0.848 0.866 h = walking ------------------------------------------------------- 0.023 0.857 0.856 0.855 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.799 0.850 0.823 a = climbing down 0.028 0.781 0.687 0.731 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.033 0.831 0.842 0.836 d = lying 0.001 0.991 0.962 0.976 e = standing 0.036 0.793 0.802 0.797 f = sitting 0.000 0.998 1.000 0.999 g = running 0.024 0.878 0.920 0.899 h = walking ------------------------------------------------------- 0.021 0.871 0.871 0.870 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.797 0.480 0.599 a = climbing down 0.161 0.496 0.970 0.657 b = climbing up 0.104 0.155 0.988 0.268 c = jumping 0.002 0.962 0.308 0.467 d = lying 0.010 0.887 0.575 0.698 e = standing 0.180 0.447 0.944 0.607 f = sitting 0.000 0.996 0.367 0.536 g = running 0.010 0.846 0.340 0.485 h = walking ------------------------------------------------------- 0.054 0.772 0.568 0.568 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.888 0.802 0.843 a = climbing down 0.037 0.811 0.957 0.878 b = climbing up 0.001 0.964 1.000 0.982 c = jumping 0.002 0.963 0.322 0.483 d = lying 0.010 0.888 0.577 0.699 e = standing 0.177 0.451 0.944 0.610 f = sitting 0.000 0.999 0.994 0.996 g = running 0.008 0.948 0.858 0.901 h = walking ------------------------------------------------------- 0.033 0.858 0.784 0.779 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.876 0.810 0.842 a = climbing down 0.034 0.821 0.950 0.881 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.002 0.966 0.345 0.508 d = lying 0.010 0.889 0.582 0.704 e = standing 0.172 0.458 0.944 0.617 f = sitting 0.000 0.999 0.993 0.996 g = running 0.008 0.948 0.863 0.904 h = walking ------------------------------------------------------- 0.033 0.860 0.789 0.785 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.038 0.776 0.930 0.846 a = climbing down 0.013 0.916 0.895 0.906 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.002 0.967 0.363 0.528 d = lying 0.011 0.886 0.584 0.704 e = standing 0.169 0.463 0.942 0.620 f = sitting 0.000 0.999 0.993 0.996 g = running 0.005 0.963 0.817 0.884 h = walking ------------------------------------------------------- 0.032 0.863 0.792 0.790 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.054 0.714 0.962 0.820 a = climbing down 0.007 0.952 0.858 0.903 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.002 0.967 0.363 0.528 d = lying 0.011 0.886 0.584 0.704 e = standing 0.169 0.463 0.942 0.620 f = sitting 0.000 0.999 0.993 0.996 g = running 0.003 0.977 0.776 0.865 h = walking ------------------------------------------------------- 0.032 0.863 0.785 0.784 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.055 0.713 0.968 0.821 a = climbing down 0.011 0.926 0.882 0.904 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.002 0.968 0.368 0.533 d = lying 0.011 0.888 0.596 0.713 e = standing 0.167 0.466 0.942 0.624 f = sitting 0.001 0.997 0.993 0.995 g = running 0.001 0.991 0.727 0.839 h = walking ------------------------------------------------------- 0.033 0.861 0.784 0.783 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.828 0.505 0.627 a = climbing down 0.103 0.603 0.952 0.738 b = climbing up 0.039 0.328 1.000 0.494 c = jumping 0.003 0.980 0.736 0.841 d = lying 0.001 0.990 0.783 0.875 e = standing 0.078 0.660 0.977 0.788 f = sitting 0.000 1.000 0.766 0.867 g = running 0.020 0.837 0.637 0.723 h = walking ------------------------------------------------------- 0.031 0.837 0.772 0.778 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.070 0.616 0.795 0.694 a = climbing down 0.005 0.938 0.457 0.614 b = climbing up 0.000 1.000 0.375 0.545 c = jumping 0.003 0.980 0.738 0.842 d = lying 0.001 0.991 0.791 0.879 e = standing 0.076 0.664 0.977 0.791 f = sitting 0.014 0.933 1.000 0.966 g = running 0.050 0.757 0.955 0.845 h = walking ------------------------------------------------------- 0.029 0.850 0.811 0.805 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.931 0.698 0.798 a = climbing down 0.025 0.860 0.953 0.904 b = climbing up 0.000 1.000 0.750 0.857 c = jumping 0.003 0.979 0.732 0.838 d = lying 0.001 0.991 0.794 0.882 e = standing 0.077 0.662 0.977 0.789 f = sitting 0.006 0.972 1.000 0.986 g = running 0.028 0.843 0.936 0.887 h = walking ------------------------------------------------------- 0.020 0.896 0.873 0.873 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.901 0.837 0.868 a = climbing down 0.007 0.955 0.891 0.922 b = climbing up 0.000 1.000 0.738 0.849 c = jumping 0.004 0.973 0.776 0.863 d = lying 0.001 0.991 0.791 0.879 e = standing 0.070 0.683 0.970 0.801 f = sitting 0.006 0.971 1.000 0.985 g = running 0.025 0.866 0.978 0.919 h = walking ------------------------------------------------------- 0.017 0.910 0.892 0.894 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.973 0.763 0.855 a = climbing down 0.020 0.890 0.970 0.928 b = climbing up 0.000 1.000 0.738 0.849 c = jumping 0.004 0.975 0.767 0.858 d = lying 0.001 0.991 0.794 0.882 e = standing 0.071 0.680 0.972 0.800 f = sitting 0.006 0.971 1.000 0.985 g = running 0.021 0.885 0.973 0.927 h = walking ------------------------------------------------------- 0.017 0.912 0.893 0.893 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.976 0.763 0.856 a = climbing down 0.019 0.891 0.972 0.930 b = climbing up 0.000 1.000 0.750 0.857 c = jumping 0.004 0.971 0.768 0.858 d = lying 0.001 0.991 0.796 0.883 e = standing 0.070 0.681 0.968 0.799 f = sitting 0.006 0.972 1.000 0.986 g = running 0.021 0.884 0.973 0.926 h = walking ------------------------------------------------------- 0.017 0.912 0.893 0.894 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.170 0.216 0.429 0.287 a = climbing down 0.045 0.747 0.473 0.579 b = climbing up 0.000 1.000 0.100 0.182 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.306 0.327 1.000 0.493 e = standing 0.004 0.059 0.001 0.003 f = sitting 0.115 0.556 0.978 0.709 g = running 0.043 0.011 0.003 0.005 h = walking ------------------------------------------------------- 0.087 0.329 0.404 0.315 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.086 0.544 0.943 0.690 a = climbing down 0.003 0.983 0.561 0.714 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.306 0.327 1.000 0.493 e = standing 0.004 0.059 0.001 0.003 f = sitting 0.009 0.939 0.901 0.920 g = running 0.056 0.714 0.902 0.797 h = walking ------------------------------------------------------- 0.058 0.557 0.594 0.529 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.032 0.756 0.895 0.820 a = climbing down 0.005 0.973 0.633 0.767 b = climbing up 0.000 1.000 0.644 0.784 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.306 0.327 1.000 0.493 e = standing 0.004 0.059 0.001 0.003 f = sitting 0.008 0.947 0.963 0.955 g = running 0.078 0.659 0.973 0.786 h = walking ------------------------------------------------------- 0.056 0.569 0.624 0.557 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.032 0.755 0.904 0.823 a = climbing down 0.005 0.974 0.610 0.750 b = climbing up 0.000 1.000 0.644 0.784 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.306 0.327 1.000 0.493 e = standing 0.004 0.059 0.001 0.003 f = sitting 0.008 0.947 0.963 0.955 g = running 0.082 0.648 0.976 0.779 h = walking ------------------------------------------------------- 0.056 0.567 0.620 0.553 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.763 0.900 0.826 a = climbing down 0.004 0.975 0.616 0.755 b = climbing up 0.000 1.000 0.667 0.800 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.306 0.327 1.000 0.493 e = standing 0.004 0.059 0.001 0.003 f = sitting 0.007 0.950 0.963 0.957 g = running 0.082 0.648 0.979 0.780 h = walking ------------------------------------------------------- 0.056 0.569 0.622 0.555 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.052 0.663 0.930 0.774 a = climbing down 0.010 0.954 0.757 0.844 b = climbing up 0.000 1.000 0.667 0.800 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.306 0.327 1.000 0.493 e = standing 0.004 0.067 0.001 0.003 f = sitting 0.007 0.950 0.963 0.957 g = running 0.024 0.859 0.926 0.891 h = walking ------------------------------------------------------- 0.052 0.584 0.649 0.584 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.141 0.164 0.255 0.199 a = climbing down 0.102 0.499 0.357 0.417 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.989 0.154 0.267 d = lying 0.174 0.462 1.000 0.632 e = standing 0.115 0.000 0.000 0.000 f = sitting 0.073 0.667 1.000 0.800 g = running 0.109 0.029 0.021 0.024 h = walking ------------------------------------------------------- 0.099 0.402 0.385 0.334 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.805 0.851 0.827 a = climbing down 0.013 0.936 0.666 0.778 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.989 0.154 0.267 d = lying 0.174 0.462 1.000 0.632 e = standing 0.115 0.000 0.000 0.000 f = sitting 0.017 0.894 0.983 0.937 g = running 0.083 0.636 0.944 0.760 h = walking ------------------------------------------------------- 0.058 0.671 0.632 0.591 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.820 0.301 0.441 a = climbing down 0.110 0.693 0.874 0.773 b = climbing up 0.000 1.000 0.216 0.355 c = jumping 0.000 0.989 0.153 0.264 d = lying 0.174 0.461 1.000 0.631 e = standing 0.115 0.000 0.000 0.000 f = sitting 0.015 0.904 0.983 0.942 g = running 0.033 0.796 0.844 0.819 h = walking ------------------------------------------------------- 0.071 0.660 0.615 0.567 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.954 0.459 0.620 a = climbing down 0.106 0.722 0.961 0.824 b = climbing up 0.000 1.000 0.966 0.983 c = jumping 0.000 0.989 0.153 0.264 d = lying 0.174 0.461 1.000 0.631 e = standing 0.115 0.000 0.000 0.000 f = sitting 0.001 0.995 0.983 0.989 g = running 0.012 0.906 0.766 0.830 h = walking ------------------------------------------------------- 0.065 0.706 0.654 0.615 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.965 0.488 0.648 a = climbing down 0.084 0.762 0.944 0.843 b = climbing up 0.000 1.000 0.966 0.983 c = jumping 0.000 0.989 0.153 0.264 d = lying 0.174 0.461 1.000 0.631 e = standing 0.115 0.000 0.000 0.000 f = sitting 0.001 0.995 0.983 0.989 g = running 0.020 0.870 0.855 0.862 h = walking ------------------------------------------------------- 0.061 0.711 0.665 0.626 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.949 0.692 0.801 a = climbing down 0.066 0.811 0.998 0.895 b = climbing up 0.000 1.000 0.966 0.983 c = jumping 0.000 0.989 0.153 0.264 d = lying 0.174 0.461 1.000 0.631 e = standing 0.115 0.000 0.000 0.000 f = sitting 0.001 0.995 0.983 0.989 g = running 0.002 0.981 0.815 0.890 h = walking ------------------------------------------------------- 0.055 0.735 0.691 0.656 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.986 0.321 0.485 a = climbing down 0.032 0.773 0.820 0.796 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.007 0.959 0.997 0.978 d = lying 0.023 0.855 0.966 0.907 e = standing 0.006 0.965 0.834 0.895 f = sitting 0.001 0.997 0.967 0.982 g = running 0.086 0.657 0.979 0.786 h = walking ------------------------------------------------------- 0.021 0.893 0.866 0.856 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.544 0.701 a = climbing down 0.062 0.674 0.978 0.798 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.959 0.997 0.978 d = lying 0.022 0.864 0.968 0.913 e = standing 0.005 0.967 0.843 0.901 f = sitting 0.000 0.999 0.965 0.981 g = running 0.029 0.828 0.838 0.833 h = walking ------------------------------------------------------- 0.016 0.908 0.889 0.887 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.988 0.564 0.718 a = climbing down 0.022 0.843 0.910 0.875 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.959 0.997 0.978 d = lying 0.022 0.864 0.968 0.913 e = standing 0.005 0.967 0.843 0.901 f = sitting 0.000 0.999 0.966 0.982 g = running 0.052 0.763 0.988 0.861 h = walking ------------------------------------------------------- 0.015 0.918 0.906 0.902 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.701 0.814 a = climbing down 0.019 0.867 0.914 0.890 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.007 0.959 0.997 0.978 d = lying 0.016 0.896 0.966 0.929 e = standing 0.006 0.967 0.875 0.918 f = sitting 0.000 0.999 0.965 0.981 g = running 0.037 0.817 0.983 0.893 h = walking ------------------------------------------------------- 0.012 0.930 0.924 0.923 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.987 0.690 0.812 a = climbing down 0.037 0.775 0.965 0.860 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.007 0.959 0.997 0.978 d = lying 0.014 0.909 0.966 0.936 e = standing 0.006 0.967 0.887 0.925 f = sitting 0.000 0.999 0.947 0.972 g = running 0.023 0.873 0.952 0.911 h = walking ------------------------------------------------------- 0.011 0.931 0.923 0.923 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.972 0.771 0.860 a = climbing down 0.022 0.852 0.937 0.892 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.007 0.959 0.997 0.978 d = lying 0.013 0.913 0.977 0.944 e = standing 0.004 0.977 0.890 0.931 f = sitting 0.000 1.000 0.961 0.980 g = running 0.025 0.866 0.970 0.915 h = walking ------------------------------------------------------- 0.010 0.940 0.936 0.935 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.987 0.356 0.523 a = climbing down 0.028 0.751 0.647 0.695 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.002 0.986 0.942 0.963 d = lying 0.050 0.734 0.969 0.835 e = standing 0.014 0.904 0.711 0.796 f = sitting 0.016 0.936 0.990 0.962 g = running 0.102 0.618 0.977 0.757 h = walking ------------------------------------------------------- 0.030 0.852 0.817 0.806 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.671 0.802 a = climbing down 0.034 0.770 0.862 0.813 b = climbing up 0.000 0.975 0.459 0.624 c = jumping 0.002 0.986 0.942 0.963 d = lying 0.050 0.736 0.975 0.839 e = standing 0.013 0.910 0.713 0.799 f = sitting 0.016 0.935 0.991 0.962 g = running 0.044 0.772 0.879 0.822 h = walking ------------------------------------------------------- 0.022 0.878 0.862 0.860 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.934 0.803 0.863 a = climbing down 0.005 0.938 0.594 0.727 b = climbing up 0.000 0.974 0.447 0.613 c = jumping 0.002 0.986 0.942 0.963 d = lying 0.051 0.733 0.987 0.841 e = standing 0.012 0.920 0.705 0.798 f = sitting 0.017 0.934 0.996 0.964 g = running 0.067 0.714 0.990 0.830 h = walking ------------------------------------------------------- 0.023 0.883 0.862 0.858 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.920 0.909 0.914 a = climbing down 0.006 0.938 0.715 0.812 b = climbing up 0.000 0.975 0.459 0.624 c = jumping 0.002 0.987 0.942 0.964 d = lying 0.045 0.757 0.983 0.855 e = standing 0.012 0.920 0.741 0.821 f = sitting 0.016 0.937 0.996 0.966 g = running 0.038 0.812 0.967 0.882 h = walking ------------------------------------------------------- 0.018 0.900 0.889 0.886 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.919 0.898 0.908 a = climbing down 0.020 0.853 0.872 0.862 b = climbing up 0.000 0.974 0.447 0.613 c = jumping 0.002 0.987 0.942 0.964 d = lying 0.047 0.750 0.987 0.852 e = standing 0.012 0.922 0.731 0.815 f = sitting 0.016 0.935 0.996 0.965 g = running 0.016 0.903 0.892 0.897 h = walking ------------------------------------------------------- 0.017 0.902 0.894 0.892 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.884 0.922 a = climbing down 0.008 0.926 0.804 0.861 b = climbing up 0.000 0.976 0.482 0.646 c = jumping 0.002 0.987 0.942 0.964 d = lying 0.049 0.744 0.987 0.848 e = standing 0.012 0.921 0.722 0.809 f = sitting 0.015 0.939 0.996 0.967 g = running 0.030 0.846 0.980 0.908 h = walking ------------------------------------------------------- 0.017 0.907 0.897 0.895 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.766 0.640 0.698 a = climbing down 0.010 0.850 0.581 0.690 b = climbing up 0.002 0.898 0.988 0.940 c = jumping 0.002 0.989 0.713 0.828 d = lying 0.036 0.826 0.891 0.857 e = standing 0.051 0.754 0.925 0.831 f = sitting 0.013 0.937 1.000 0.968 g = running 0.052 0.768 0.931 0.842 h = walking ------------------------------------------------------- 0.027 0.848 0.838 0.834 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.883 0.695 0.778 a = climbing down 0.022 0.795 0.840 0.817 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.002 0.989 0.706 0.824 d = lying 0.035 0.831 0.909 0.868 e = standing 0.050 0.760 0.925 0.834 f = sitting 0.009 0.955 1.000 0.977 g = running 0.028 0.857 0.909 0.882 h = walking ------------------------------------------------------- 0.022 0.876 0.866 0.864 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.928 0.710 0.805 a = climbing down 0.033 0.735 0.915 0.815 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.002 0.989 0.706 0.824 d = lying 0.035 0.832 0.900 0.865 e = standing 0.052 0.752 0.925 0.830 f = sitting 0.004 0.978 1.000 0.989 g = running 0.017 0.905 0.898 0.901 h = walking ------------------------------------------------------- 0.020 0.885 0.871 0.870 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.939 0.652 0.770 a = climbing down 0.047 0.670 0.949 0.785 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.621 0.766 d = lying 0.031 0.833 0.817 0.825 e = standing 0.088 0.643 0.930 0.760 f = sitting 0.002 0.987 1.000 0.994 g = running 0.014 0.923 0.876 0.899 h = walking ------------------------------------------------------- 0.025 0.871 0.838 0.839 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.936 0.655 0.771 a = climbing down 0.044 0.680 0.946 0.791 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.637 0.778 d = lying 0.031 0.838 0.839 0.839 e = standing 0.081 0.662 0.930 0.773 f = sitting 0.002 0.987 1.000 0.994 g = running 0.014 0.919 0.883 0.901 h = walking ------------------------------------------------------- 0.024 0.874 0.845 0.845 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.928 0.672 0.780 a = climbing down 0.038 0.714 0.946 0.814 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.621 0.766 d = lying 0.032 0.845 0.899 0.871 e = standing 0.072 0.687 0.930 0.790 f = sitting 0.002 0.987 1.000 0.994 g = running 0.016 0.911 0.894 0.902 h = walking ------------------------------------------------------- 0.023 0.880 0.856 0.854 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.639 0.610 0.624 a = climbing down 0.002 0.924 0.243 0.385 b = climbing up 0.007 0.686 0.766 0.724 c = jumping 0.053 0.777 0.944 0.852 d = lying 0.024 0.886 0.976 0.929 e = standing 0.011 0.903 0.584 0.709 f = sitting 0.023 0.891 1.000 0.942 g = running 0.065 0.736 0.970 0.837 h = walking ------------------------------------------------------- 0.032 0.822 0.808 0.787 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.057 0.617 0.800 0.697 a = climbing down 0.009 0.756 0.274 0.403 b = climbing up 0.001 0.955 0.818 0.881 c = jumping 0.077 0.708 0.965 0.817 d = lying 0.036 0.842 1.000 0.914 e = standing 0.002 0.977 0.379 0.546 f = sitting 0.012 0.938 1.000 0.968 g = running 0.041 0.804 0.907 0.852 h = walking ------------------------------------------------------- 0.034 0.821 0.799 0.774 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.040 0.706 0.833 0.764 a = climbing down 0.003 0.923 0.374 0.533 b = climbing up 0.001 0.970 0.831 0.895 c = jumping 0.077 0.708 0.965 0.817 d = lying 0.036 0.842 1.000 0.914 e = standing 0.002 0.977 0.379 0.546 f = sitting 0.012 0.940 1.000 0.969 g = running 0.040 0.819 0.967 0.887 h = walking ------------------------------------------------------- 0.031 0.848 0.821 0.798 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.038 0.716 0.830 0.769 a = climbing down 0.003 0.925 0.386 0.544 b = climbing up 0.001 0.970 0.844 0.903 c = jumping 0.077 0.708 0.965 0.817 d = lying 0.036 0.842 1.000 0.914 e = standing 0.002 0.977 0.379 0.546 f = sitting 0.012 0.941 1.000 0.970 g = running 0.040 0.818 0.972 0.888 h = walking ------------------------------------------------------- 0.031 0.849 0.823 0.801 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.773 0.861 0.814 a = climbing down 0.004 0.931 0.540 0.684 b = climbing up 0.001 0.971 0.870 0.918 c = jumping 0.078 0.707 0.966 0.816 d = lying 0.035 0.846 1.000 0.916 e = standing 0.002 0.977 0.379 0.546 f = sitting 0.011 0.944 1.000 0.971 g = running 0.031 0.852 0.957 0.901 h = walking ------------------------------------------------------- 0.029 0.862 0.838 0.821 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.029 0.774 0.866 0.817 a = climbing down 0.004 0.932 0.546 0.688 b = climbing up 0.001 0.972 0.896 0.932 c = jumping 0.078 0.707 0.966 0.816 d = lying 0.035 0.846 1.000 0.916 e = standing 0.002 0.977 0.379 0.546 f = sitting 0.011 0.947 1.000 0.973 g = running 0.030 0.854 0.953 0.901 h = walking ------------------------------------------------------- 0.028 0.863 0.839 0.822 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.897 0.313 0.464 a = climbing down 0.055 0.667 0.721 0.693 b = climbing up 0.000 1.000 0.753 0.859 c = jumping 0.049 0.771 0.969 0.859 d = lying 0.081 0.646 0.932 0.763 e = standing 0.008 0.838 0.257 0.393 f = sitting 0.007 0.963 0.995 0.979 g = running 0.090 0.658 0.917 0.766 h = walking ------------------------------------------------------- 0.042 0.780 0.748 0.717 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.888 0.371 0.524 a = climbing down 0.042 0.719 0.704 0.712 b = climbing up 0.000 1.000 0.718 0.836 c = jumping 0.015 0.919 0.964 0.941 d = lying 0.015 0.908 0.906 0.907 e = standing 0.014 0.912 0.867 0.889 f = sitting 0.008 0.958 0.995 0.976 g = running 0.090 0.664 0.951 0.782 h = walking ------------------------------------------------------- 0.028 0.854 0.839 0.830 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.895 0.342 0.495 a = climbing down 0.050 0.707 0.796 0.749 b = climbing up 0.000 1.000 0.718 0.836 c = jumping 0.015 0.917 0.968 0.942 d = lying 0.015 0.908 0.908 0.908 e = standing 0.013 0.917 0.865 0.891 f = sitting 0.008 0.958 0.995 0.976 g = running 0.073 0.707 0.944 0.809 h = walking ------------------------------------------------------- 0.026 0.861 0.847 0.836 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.912 0.347 0.502 a = climbing down 0.061 0.688 0.887 0.775 b = climbing up 0.000 1.000 0.753 0.859 c = jumping 0.015 0.917 0.968 0.942 d = lying 0.015 0.909 0.914 0.911 e = standing 0.012 0.922 0.865 0.893 f = sitting 0.007 0.963 0.997 0.980 g = running 0.053 0.766 0.917 0.835 h = walking ------------------------------------------------------- 0.024 0.871 0.857 0.846 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.891 0.383 0.535 a = climbing down 0.057 0.699 0.878 0.778 b = climbing up 0.000 1.000 0.729 0.844 c = jumping 0.014 0.922 0.968 0.944 d = lying 0.014 0.914 0.930 0.922 e = standing 0.009 0.939 0.874 0.905 f = sitting 0.007 0.960 0.997 0.978 g = running 0.051 0.771 0.919 0.839 h = walking ------------------------------------------------------- 0.023 0.874 0.863 0.854 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.898 0.376 0.530 a = climbing down 0.040 0.754 0.811 0.781 b = climbing up 0.000 0.984 0.706 0.822 c = jumping 0.015 0.919 0.968 0.943 d = lying 0.014 0.914 0.930 0.922 e = standing 0.009 0.939 0.871 0.903 f = sitting 0.008 0.958 0.995 0.976 g = running 0.074 0.707 0.956 0.813 h = walking ------------------------------------------------------- 0.024 0.871 0.858 0.849 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.966 0.571 0.718 a = climbing down 0.040 0.709 0.638 0.672 b = climbing up 0.000 1.000 0.095 0.174 c = jumping 0.018 0.904 0.967 0.935 d = lying 0.129 0.547 0.974 0.701 e = standing 0.010 0.645 0.107 0.184 f = sitting 0.023 0.887 0.995 0.938 g = running 0.094 0.638 0.879 0.739 h = walking ------------------------------------------------------- 0.045 0.757 0.731 0.691 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.925 0.690 0.790 a = climbing down 0.052 0.696 0.792 0.741 b = climbing up 0.000 1.000 0.095 0.174 c = jumping 0.011 0.936 0.959 0.948 d = lying 0.038 0.785 0.864 0.823 e = standing 0.029 0.800 0.702 0.748 f = sitting 0.023 0.887 0.993 0.937 g = running 0.056 0.723 0.775 0.748 h = walking ------------------------------------------------------- 0.031 0.824 0.815 0.808 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.882 0.739 0.804 a = climbing down 0.038 0.754 0.767 0.761 b = climbing up 0.000 1.000 0.119 0.213 c = jumping 0.012 0.935 0.959 0.947 d = lying 0.028 0.832 0.870 0.850 e = standing 0.028 0.817 0.759 0.787 f = sitting 0.022 0.889 0.993 0.938 g = running 0.051 0.754 0.834 0.792 h = walking ------------------------------------------------------- 0.027 0.840 0.836 0.829 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.831 0.849 0.840 a = climbing down 0.054 0.708 0.865 0.779 b = climbing up 0.000 1.000 0.190 0.320 c = jumping 0.001 0.991 0.925 0.957 d = lying 0.014 0.908 0.866 0.886 e = standing 0.034 0.812 0.905 0.856 f = sitting 0.020 0.897 0.993 0.943 g = running 0.021 0.859 0.692 0.767 h = walking ------------------------------------------------------- 0.023 0.864 0.856 0.851 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.028 0.802 0.881 0.839 a = climbing down 0.024 0.827 0.771 0.798 b = climbing up 0.000 1.000 0.214 0.353 c = jumping 0.001 0.994 0.928 0.960 d = lying 0.014 0.908 0.886 0.897 e = standing 0.031 0.830 0.907 0.867 f = sitting 0.020 0.900 0.993 0.944 g = running 0.031 0.831 0.825 0.828 h = walking ------------------------------------------------------- 0.021 0.876 0.872 0.867 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.882 0.827 0.854 a = climbing down 0.022 0.844 0.788 0.815 b = climbing up 0.000 1.000 0.262 0.415 c = jumping 0.001 0.996 0.928 0.961 d = lying 0.013 0.919 0.892 0.905 e = standing 0.030 0.836 0.920 0.876 f = sitting 0.018 0.905 0.993 0.947 g = running 0.043 0.794 0.877 0.833 h = walking ------------------------------------------------------- 0.020 0.884 0.880 0.876 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.086 0.491 0.727 0.586 a = climbing down 0.054 0.678 0.692 0.685 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.004 0.980 0.988 0.984 d = lying 0.032 0.786 0.776 0.781 e = standing 0.036 0.772 0.774 0.773 f = sitting 0.004 0.979 0.997 0.988 g = running 0.018 0.854 0.572 0.685 h = walking ------------------------------------------------------- 0.030 0.813 0.795 0.797 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.749 0.686 0.716 a = climbing down 0.021 0.871 0.864 0.867 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.003 0.985 0.988 0.987 d = lying 0.029 0.807 0.776 0.791 e = standing 0.036 0.779 0.805 0.792 f = sitting 0.004 0.979 0.997 0.988 g = running 0.040 0.798 0.846 0.821 h = walking ------------------------------------------------------- 0.022 0.863 0.863 0.862 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.751 0.686 0.717 a = climbing down 0.022 0.867 0.870 0.868 b = climbing up 0.000 1.000 0.857 0.923 c = jumping 0.002 0.987 0.988 0.988 d = lying 0.021 0.845 0.751 0.795 e = standing 0.039 0.771 0.855 0.811 f = sitting 0.003 0.982 0.997 0.989 g = running 0.039 0.802 0.845 0.823 h = walking ------------------------------------------------------- 0.021 0.868 0.867 0.867 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.803 0.628 0.705 a = climbing down 0.047 0.769 0.945 0.848 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.002 0.987 0.988 0.988 d = lying 0.020 0.854 0.747 0.797 e = standing 0.040 0.771 0.865 0.815 f = sitting 0.003 0.985 0.997 0.991 g = running 0.023 0.867 0.812 0.839 h = walking ------------------------------------------------------- 0.021 0.871 0.868 0.866 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.772 0.618 0.686 a = climbing down 0.055 0.744 0.960 0.838 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.002 0.988 0.988 0.988 d = lying 0.020 0.851 0.753 0.799 e = standing 0.039 0.774 0.863 0.816 f = sitting 0.003 0.985 0.997 0.991 g = running 0.016 0.903 0.785 0.840 h = walking ------------------------------------------------------- 0.021 0.871 0.865 0.864 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.777 0.628 0.695 a = climbing down 0.053 0.750 0.961 0.842 b = climbing up 0.000 1.000 0.905 0.950 c = jumping 0.002 0.988 0.988 0.988 d = lying 0.020 0.851 0.753 0.799 e = standing 0.039 0.774 0.863 0.816 f = sitting 0.002 0.987 0.997 0.992 g = running 0.016 0.903 0.787 0.841 h = walking ------------------------------------------------------- 0.021 0.872 0.867 0.866 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.049 0.651 0.789 0.713 a = climbing down 0.042 0.721 0.653 0.685 b = climbing up 0.000 0.917 0.183 0.306 c = jumping 0.001 0.993 0.975 0.984 d = lying 0.026 0.834 0.857 0.845 e = standing 0.027 0.828 0.823 0.826 f = sitting 0.020 0.903 0.997 0.947 g = running 0.027 0.841 0.776 0.807 h = walking ------------------------------------------------------- 0.026 0.836 0.833 0.829 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.799 0.624 0.701 a = climbing down 0.028 0.819 0.754 0.785 b = climbing up 0.000 1.000 0.167 0.286 c = jumping 0.001 0.993 0.975 0.984 d = lying 0.027 0.831 0.871 0.851 e = standing 0.025 0.839 0.817 0.828 f = sitting 0.020 0.902 0.998 0.947 g = running 0.056 0.750 0.894 0.816 h = walking ------------------------------------------------------- 0.025 0.853 0.850 0.844 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.769 0.675 0.719 a = climbing down 0.015 0.886 0.683 0.771 b = climbing up 0.000 1.000 0.167 0.286 c = jumping 0.001 0.993 0.975 0.984 d = lying 0.015 0.897 0.857 0.877 e = standing 0.027 0.840 0.895 0.867 f = sitting 0.020 0.903 0.998 0.948 g = running 0.063 0.735 0.930 0.821 h = walking ------------------------------------------------------- 0.023 0.866 0.860 0.854 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.836 0.698 0.761 a = climbing down 0.033 0.803 0.809 0.806 b = climbing up 0.000 1.000 0.167 0.286 c = jumping 0.001 0.995 0.975 0.985 d = lying 0.012 0.914 0.859 0.886 e = standing 0.026 0.844 0.915 0.878 f = sitting 0.020 0.904 0.998 0.949 g = running 0.041 0.799 0.864 0.830 h = walking ------------------------------------------------------- 0.021 0.875 0.872 0.868 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.856 0.693 0.766 a = climbing down 0.031 0.813 0.824 0.819 b = climbing up 0.000 1.000 0.167 0.286 c = jumping 0.001 0.995 0.975 0.985 d = lying 0.012 0.914 0.859 0.886 e = standing 0.026 0.844 0.915 0.878 f = sitting 0.020 0.904 0.998 0.949 g = running 0.042 0.796 0.870 0.832 h = walking ------------------------------------------------------- 0.021 0.878 0.875 0.870 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.849 0.645 0.733 a = climbing down 0.013 0.906 0.760 0.826 b = climbing up 0.000 1.000 0.183 0.310 c = jumping 0.001 0.995 0.975 0.985 d = lying 0.002 0.982 0.873 0.924 e = standing 0.024 0.863 0.979 0.917 f = sitting 0.019 0.906 0.998 0.950 g = running 0.064 0.734 0.942 0.825 h = walking ------------------------------------------------------- 0.020 0.893 0.883 0.878 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.709 0.142 0.236 a = climbing down 0.165 0.471 0.960 0.632 b = climbing up 0.018 0.571 0.979 0.722 c = jumping 0.011 0.941 0.980 0.960 d = lying 0.101 0.648 0.989 0.783 e = standing 0.004 0.901 0.259 0.403 f = sitting 0.003 0.983 0.881 0.929 g = running 0.027 0.769 0.484 0.594 h = walking ------------------------------------------------------- 0.046 0.774 0.710 0.677 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.808 0.159 0.266 a = climbing down 0.051 0.638 0.583 0.609 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.004 0.976 0.980 0.978 d = lying 0.071 0.705 0.903 0.792 e = standing 0.020 0.787 0.506 0.616 f = sitting 0.004 0.977 0.998 0.987 g = running 0.127 0.571 0.894 0.696 h = walking ------------------------------------------------------- 0.042 0.784 0.762 0.740 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.855 0.180 0.297 a = climbing down 0.038 0.750 0.748 0.749 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.004 0.976 0.980 0.978 d = lying 0.070 0.707 0.903 0.793 e = standing 0.020 0.789 0.510 0.620 f = sitting 0.002 0.990 0.998 0.994 g = running 0.106 0.625 0.937 0.750 h = walking ------------------------------------------------------- 0.037 0.815 0.793 0.771 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.849 0.228 0.359 a = climbing down 0.035 0.771 0.765 0.768 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.004 0.976 0.980 0.978 d = lying 0.070 0.708 0.903 0.793 e = standing 0.020 0.789 0.512 0.621 f = sitting 0.002 0.990 0.998 0.994 g = running 0.101 0.633 0.929 0.753 h = walking ------------------------------------------------------- 0.035 0.819 0.800 0.781 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.905 0.266 0.411 a = climbing down 0.032 0.793 0.787 0.790 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.004 0.976 0.980 0.978 d = lying 0.070 0.707 0.898 0.791 e = standing 0.020 0.782 0.512 0.619 f = sitting 0.001 0.995 0.998 0.997 g = running 0.098 0.642 0.935 0.762 h = walking ------------------------------------------------------- 0.034 0.828 0.806 0.790 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.948 0.230 0.371 a = climbing down 0.031 0.788 0.744 0.766 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.004 0.980 0.980 0.980 d = lying 0.068 0.713 0.901 0.796 e = standing 0.020 0.792 0.529 0.634 f = sitting 0.001 0.995 0.998 0.997 g = running 0.109 0.622 0.952 0.753 h = walking ------------------------------------------------------- 0.035 0.832 0.802 0.784 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.885 0.486 0.627 a = climbing down 0.167 0.467 0.957 0.628 b = climbing up 0.006 0.802 0.989 0.886 c = jumping 0.017 0.908 0.935 0.921 d = lying 0.068 0.732 0.987 0.841 e = standing 0.009 0.875 0.460 0.603 f = sitting 0.004 0.977 0.962 0.970 g = running 0.023 0.693 0.271 0.389 h = walking ------------------------------------------------------- 0.042 0.789 0.741 0.722 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.663 0.529 0.589 a = climbing down 0.085 0.599 0.826 0.694 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.016 0.910 0.934 0.922 d = lying 0.071 0.724 0.990 0.837 e = standing 0.010 0.867 0.440 0.583 f = sitting 0.001 0.997 1.000 0.998 g = running 0.041 0.729 0.590 0.652 h = walking ------------------------------------------------------- 0.036 0.796 0.782 0.773 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.887 0.537 0.669 a = climbing down 0.081 0.640 0.944 0.763 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.016 0.912 0.934 0.923 d = lying 0.082 0.694 0.990 0.816 e = standing 0.010 0.845 0.368 0.513 f = sitting 0.001 0.997 1.000 0.998 g = running 0.040 0.753 0.642 0.693 h = walking ------------------------------------------------------- 0.034 0.820 0.798 0.784 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.849 0.628 0.722 a = climbing down 0.092 0.617 0.967 0.754 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.917 0.934 0.925 d = lying 0.092 0.668 0.990 0.798 e = standing 0.010 0.819 0.305 0.444 f = sitting 0.001 0.997 1.000 0.998 g = running 0.028 0.786 0.541 0.641 h = walking ------------------------------------------------------- 0.036 0.812 0.787 0.769 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.902 0.676 0.773 a = climbing down 0.066 0.690 0.957 0.802 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.014 0.921 0.934 0.927 d = lying 0.093 0.666 0.990 0.797 e = standing 0.010 0.819 0.305 0.444 f = sitting 0.001 0.997 1.000 0.998 g = running 0.028 0.819 0.682 0.744 h = walking ------------------------------------------------------- 0.032 0.833 0.812 0.797 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.938 0.691 0.796 a = climbing down 0.056 0.722 0.956 0.823 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.927 0.934 0.931 d = lying 0.097 0.656 0.990 0.789 e = standing 0.009 0.826 0.290 0.430 f = sitting 0.001 0.997 1.000 0.998 g = running 0.028 0.835 0.747 0.789 h = walking ------------------------------------------------------- 0.031 0.843 0.822 0.807 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.069 0.399 0.664 0.498 a = climbing down 0.004 0.868 0.165 0.278 b = climbing up 0.002 0.896 0.986 0.939 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.180 0.490 0.998 0.657 e = standing 0.171 0.007 0.008 0.008 f = sitting 0.031 0.861 1.000 0.925 g = running 0.054 0.788 0.946 0.860 h = walking ------------------------------------------------------- 0.069 0.506 0.559 0.484 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.051 0.500 0.740 0.597 a = climbing down 0.077 0.479 0.471 0.475 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.180 0.490 0.998 0.657 e = standing 0.171 0.007 0.008 0.008 f = sitting 0.016 0.923 1.000 0.960 g = running 0.026 0.837 0.639 0.725 h = walking ------------------------------------------------------- 0.070 0.483 0.549 0.499 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.049 0.528 0.804 0.637 a = climbing down 0.008 0.902 0.462 0.611 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.180 0.490 1.000 0.657 e = standing 0.171 0.006 0.006 0.006 f = sitting 0.009 0.955 1.000 0.977 g = running 0.033 0.861 0.972 0.913 h = walking ------------------------------------------------------- 0.061 0.549 0.611 0.555 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.040 0.561 0.745 0.640 a = climbing down 0.014 0.858 0.584 0.695 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.180 0.490 1.000 0.657 e = standing 0.171 0.006 0.006 0.006 f = sitting 0.009 0.955 1.000 0.977 g = running 0.023 0.902 0.971 0.935 h = walking ------------------------------------------------------- 0.060 0.552 0.623 0.570 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.038 0.589 0.791 0.675 a = climbing down 0.017 0.858 0.680 0.758 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.180 0.490 1.000 0.657 e = standing 0.171 0.006 0.006 0.006 f = sitting 0.008 0.958 1.000 0.978 g = running 0.005 0.978 0.967 0.973 h = walking ------------------------------------------------------- 0.057 0.568 0.638 0.588 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.038 0.585 0.787 0.672 a = climbing down 0.017 0.858 0.680 0.758 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.181 0.489 1.000 0.657 e = standing 0.171 0.004 0.004 0.004 f = sitting 0.008 0.959 1.000 0.979 g = running 0.005 0.977 0.967 0.972 h = walking ------------------------------------------------------- 0.057 0.567 0.637 0.587 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.514 0.701 0.593 a = climbing down 0.002 0.963 0.272 0.424 b = climbing up 0.002 0.885 0.831 0.857 c = jumping 0.001 0.818 0.015 0.029 d = lying 0.153 0.528 0.989 0.688 e = standing 0.189 0.043 0.054 0.048 f = sitting 0.020 0.907 1.000 0.951 g = running 0.075 0.732 0.960 0.831 h = walking ------------------------------------------------------- 0.068 0.669 0.582 0.522 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.060 0.423 0.641 0.509 a = climbing down 0.020 0.707 0.320 0.441 b = climbing up 0.001 0.955 0.969 0.962 c = jumping 0.004 0.848 0.111 0.197 d = lying 0.154 0.529 1.000 0.692 e = standing 0.170 0.020 0.022 0.021 f = sitting 0.006 0.970 1.000 0.985 g = running 0.063 0.753 0.893 0.817 h = walking ------------------------------------------------------- 0.065 0.647 0.588 0.548 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.670 0.590 0.627 a = climbing down 0.021 0.695 0.312 0.430 b = climbing up 0.001 0.955 0.969 0.962 c = jumping 0.003 0.985 0.998 0.992 d = lying 0.155 0.527 1.000 0.690 e = standing 0.000 0.900 0.018 0.035 f = sitting 0.006 0.970 1.000 0.985 g = running 0.096 0.685 0.974 0.804 h = walking ------------------------------------------------------- 0.045 0.792 0.744 0.685 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.028 0.671 0.846 0.749 a = climbing down 0.007 0.909 0.465 0.616 b = climbing up 0.000 0.984 0.969 0.977 c = jumping 0.003 0.985 0.998 0.992 d = lying 0.155 0.527 1.000 0.690 e = standing 0.000 0.900 0.018 0.035 f = sitting 0.005 0.974 1.000 0.987 g = running 0.058 0.781 0.970 0.866 h = walking ------------------------------------------------------- 0.037 0.838 0.780 0.728 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.866 0.748 0.803 a = climbing down 0.016 0.877 0.781 0.826 b = climbing up 0.000 0.984 0.969 0.977 c = jumping 0.003 0.985 0.998 0.992 d = lying 0.155 0.527 1.000 0.690 e = standing 0.000 0.900 0.018 0.035 f = sitting 0.005 0.977 1.000 0.988 g = running 0.031 0.871 0.967 0.917 h = walking ------------------------------------------------------- 0.032 0.863 0.814 0.768 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.954 0.705 0.811 a = climbing down 0.031 0.818 0.918 0.865 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.003 0.985 0.998 0.992 d = lying 0.155 0.527 1.000 0.690 e = standing 0.000 0.900 0.018 0.035 f = sitting 0.005 0.977 1.000 0.988 g = running 0.012 0.943 0.930 0.937 h = walking ------------------------------------------------------- 0.030 0.874 0.822 0.777 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.686 0.337 0.452 a = climbing down 0.263 0.323 0.830 0.465 b = climbing up 0.001 0.917 0.550 0.687 c = jumping 0.256 0.398 0.990 0.568 d = lying 0.018 0.692 0.273 0.391 e = standing 0.007 0.111 0.005 0.010 f = sitting 0.010 0.942 0.887 0.914 g = running 0.031 0.118 0.022 0.036 h = walking ------------------------------------------------------- 0.084 0.465 0.478 0.407 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.959 0.607 0.743 a = climbing down 0.251 0.375 0.992 0.544 b = climbing up 0.001 0.963 0.988 0.975 c = jumping 0.081 0.660 0.920 0.769 d = lying 0.119 0.518 0.880 0.652 e = standing 0.000 0.750 0.005 0.010 f = sitting 0.000 0.998 0.889 0.940 g = running 0.003 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.061 0.604 0.603 0.517 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.960 0.626 0.758 a = climbing down 0.248 0.377 0.992 0.546 b = climbing up 0.001 0.963 0.988 0.975 c = jumping 0.085 0.651 0.932 0.767 d = lying 0.114 0.523 0.867 0.652 e = standing 0.000 0.750 0.005 0.010 f = sitting 0.000 0.998 0.889 0.940 g = running 0.003 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.061 0.603 0.605 0.518 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.630 0.762 a = climbing down 0.248 0.377 0.992 0.546 b = climbing up 0.001 0.964 1.000 0.982 c = jumping 0.026 0.845 0.844 0.845 d = lying 0.024 0.825 0.778 0.801 e = standing 0.029 0.839 0.882 0.860 f = sitting 0.000 1.000 0.889 0.941 g = running 0.003 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.045 0.684 0.710 0.674 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.805 0.761 0.782 a = climbing down 0.216 0.405 0.970 0.571 b = climbing up 0.002 0.920 1.000 0.958 c = jumping 0.026 0.845 0.844 0.845 d = lying 0.024 0.825 0.778 0.801 e = standing 0.029 0.839 0.882 0.860 f = sitting 0.000 1.000 0.883 0.938 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.042 0.669 0.721 0.679 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.924 0.772 0.841 a = climbing down 0.214 0.404 0.960 0.569 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.024 0.851 0.812 0.831 d = lying 0.024 0.824 0.769 0.795 e = standing 0.036 0.810 0.894 0.850 f = sitting 0.000 0.998 0.994 0.996 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.041 0.679 0.734 0.691 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.739 0.431 0.545 a = climbing down 0.248 0.338 0.841 0.483 b = climbing up 0.000 1.000 0.835 0.910 c = jumping 0.229 0.427 1.000 0.598 d = lying 0.001 0.975 0.302 0.461 e = standing 0.045 0.000 0.000 0.000 f = sitting 0.004 0.977 0.884 0.928 g = running 0.036 0.084 0.017 0.028 h = walking ------------------------------------------------------- 0.081 0.498 0.499 0.437 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.982 0.233 0.377 a = climbing down 0.285 0.345 0.996 0.513 b = climbing up 0.001 0.939 0.975 0.957 c = jumping 0.236 0.420 1.000 0.591 d = lying 0.001 0.975 0.306 0.466 e = standing 0.038 0.000 0.000 0.000 f = sitting 0.001 0.997 0.994 0.995 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.078 0.514 0.514 0.428 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.163 0.281 a = climbing down 0.295 0.338 1.000 0.505 b = climbing up 0.000 0.987 0.962 0.974 c = jumping 0.236 0.420 1.000 0.591 d = lying 0.001 0.975 0.306 0.466 e = standing 0.038 0.000 0.000 0.000 f = sitting 0.001 0.995 1.000 0.998 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.079 0.516 0.507 0.416 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.017 0.034 a = climbing down 0.315 0.324 1.000 0.490 b = climbing up 0.000 1.000 0.937 0.967 c = jumping 0.236 0.420 1.000 0.591 d = lying 0.001 0.975 0.306 0.466 e = standing 0.038 0.000 0.000 0.000 f = sitting 0.002 0.990 1.000 0.995 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.082 0.514 0.490 0.386 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.007 0.013 a = climbing down 0.316 0.323 1.000 0.488 b = climbing up 0.000 1.000 0.962 0.981 c = jumping 0.236 0.420 1.000 0.591 d = lying 0.001 0.975 0.306 0.466 e = standing 0.038 0.000 0.000 0.000 f = sitting 0.001 0.994 1.000 0.997 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.082 0.514 0.489 0.384 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.007 0.013 a = climbing down 0.316 0.323 1.000 0.488 b = climbing up 0.000 1.000 0.962 0.981 c = jumping 0.240 0.415 1.000 0.587 d = lying 0.001 0.987 0.294 0.453 e = standing 0.036 0.000 0.000 0.000 f = sitting 0.001 0.994 1.000 0.997 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.082 0.515 0.488 0.381 Weighted Avg. >> thighwaist >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.068 0.400 0.349 0.373 a = climbing down 0.080 0.683 0.940 0.791 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.010 0.733 0.233 0.354 e = standing 0.272 0.394 0.944 0.556 f = sitting 0.001 0.989 0.594 0.742 g = running 0.040 0.801 0.876 0.837 h = walking ------------------------------------------------------- 0.071 0.577 0.599 0.546 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.065 0.410 0.349 0.377 a = climbing down 0.076 0.692 0.940 0.797 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.010 0.735 0.235 0.357 e = standing 0.272 0.395 0.944 0.557 f = sitting 0.001 0.989 0.611 0.755 g = running 0.042 0.793 0.882 0.835 h = walking ------------------------------------------------------- 0.070 0.578 0.603 0.549 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.064 0.422 0.357 0.387 a = climbing down 0.049 0.755 0.822 0.787 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.010 0.735 0.235 0.357 e = standing 0.272 0.395 0.944 0.557 f = sitting 0.001 0.987 0.621 0.762 g = running 0.077 0.697 0.954 0.805 h = walking ------------------------------------------------------- 0.071 0.574 0.599 0.545 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.060 0.436 0.357 0.393 a = climbing down 0.051 0.751 0.843 0.794 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.010 0.731 0.231 0.351 e = standing 0.272 0.394 0.944 0.556 f = sitting 0.001 0.990 0.641 0.778 g = running 0.072 0.710 0.951 0.813 h = walking ------------------------------------------------------- 0.070 0.577 0.604 0.550 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.597 0.347 0.439 a = climbing down 0.072 0.706 0.940 0.806 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.010 0.743 0.245 0.368 e = standing 0.271 0.396 0.944 0.558 f = sitting 0.001 0.992 0.822 0.899 g = running 0.041 0.807 0.920 0.859 h = walking ------------------------------------------------------- 0.065 0.605 0.640 0.584 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.030 0.601 0.347 0.440 a = climbing down 0.070 0.711 0.940 0.809 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.010 0.757 0.264 0.391 e = standing 0.268 0.398 0.944 0.560 f = sitting 0.001 0.992 0.826 0.901 g = running 0.041 0.805 0.926 0.862 h = walking ------------------------------------------------------- 0.064 0.608 0.644 0.588 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.767 0.690 0.727 a = climbing down 0.031 0.844 0.908 0.875 b = climbing up 0.000 1.000 0.840 0.913 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.003 0.955 0.594 0.733 e = standing 0.226 0.453 0.995 0.622 f = sitting 0.005 0.963 0.837 0.896 g = running 0.044 0.791 0.902 0.843 h = walking ------------------------------------------------------- 0.051 0.670 0.715 0.671 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.772 0.716 0.743 a = climbing down 0.052 0.771 0.952 0.852 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.003 0.955 0.594 0.733 e = standing 0.226 0.453 0.995 0.622 f = sitting 0.002 0.986 0.836 0.905 g = running 0.032 0.822 0.800 0.811 h = walking ------------------------------------------------------- 0.052 0.668 0.710 0.666 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.876 0.814 0.844 a = climbing down 0.020 0.894 0.906 0.900 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.003 0.955 0.594 0.733 e = standing 0.226 0.453 0.995 0.622 f = sitting 0.002 0.987 0.914 0.949 g = running 0.040 0.807 0.903 0.852 h = walking ------------------------------------------------------- 0.047 0.696 0.742 0.698 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.835 0.865 0.850 a = climbing down 0.026 0.866 0.911 0.888 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.003 0.954 0.590 0.729 e = standing 0.226 0.452 0.995 0.622 f = sitting 0.002 0.988 0.951 0.969 g = running 0.026 0.854 0.825 0.839 h = walking ------------------------------------------------------- 0.047 0.695 0.741 0.697 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.897 0.833 0.864 a = climbing down 0.014 0.922 0.879 0.900 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.003 0.954 0.587 0.727 e = standing 0.226 0.452 0.995 0.621 f = sitting 0.002 0.988 0.969 0.979 g = running 0.038 0.817 0.921 0.866 h = walking ------------------------------------------------------- 0.046 0.705 0.750 0.706 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.923 0.818 0.867 a = climbing down 0.007 0.956 0.827 0.887 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.003 0.954 0.587 0.727 e = standing 0.226 0.452 0.995 0.621 f = sitting 0.002 0.988 0.976 0.982 g = running 0.051 0.775 0.962 0.858 h = walking ------------------------------------------------------- 0.046 0.706 0.748 0.704 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.758 0.641 0.695 a = climbing down 0.007 0.903 0.494 0.639 b = climbing up 0.001 0.962 0.872 0.915 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.024 0.879 1.000 0.935 e = standing 0.000 1.000 0.862 0.926 f = sitting 0.007 0.963 0.995 0.979 g = running 0.090 0.647 0.938 0.766 h = walking ------------------------------------------------------- 0.022 0.883 0.866 0.861 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.957 0.588 0.728 a = climbing down 0.026 0.803 0.843 0.822 b = climbing up 0.001 0.966 0.988 0.977 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.024 0.879 1.000 0.935 e = standing 0.000 1.000 0.862 0.926 f = sitting 0.001 0.993 0.995 0.994 g = running 0.058 0.741 0.943 0.830 h = walking ------------------------------------------------------- 0.016 0.914 0.902 0.899 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.954 0.592 0.730 a = climbing down 0.040 0.744 0.912 0.819 b = climbing up 0.001 0.944 0.988 0.966 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.024 0.879 1.000 0.935 e = standing 0.000 1.000 0.862 0.926 f = sitting 0.001 0.995 0.992 0.993 g = running 0.042 0.789 0.898 0.840 h = walking ------------------------------------------------------- 0.015 0.914 0.903 0.901 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.959 0.571 0.716 a = climbing down 0.060 0.668 0.947 0.784 b = climbing up 0.001 0.944 0.988 0.966 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.024 0.879 1.000 0.935 e = standing 0.000 1.000 0.862 0.926 f = sitting 0.001 0.995 0.992 0.993 g = running 0.033 0.816 0.826 0.821 h = walking ------------------------------------------------------- 0.016 0.910 0.894 0.892 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.524 0.684 a = climbing down 0.048 0.718 0.954 0.819 b = climbing up 0.001 0.944 0.988 0.966 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.024 0.879 1.000 0.935 e = standing 0.000 1.000 0.862 0.926 f = sitting 0.001 0.997 0.992 0.994 g = running 0.031 0.845 0.956 0.897 h = walking ------------------------------------------------------- 0.014 0.923 0.908 0.904 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.984 0.516 0.677 a = climbing down 0.053 0.698 0.958 0.807 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.024 0.879 1.000 0.935 e = standing 0.000 1.000 0.862 0.926 f = sitting 0.001 0.997 0.998 0.997 g = running 0.027 0.861 0.951 0.904 h = walking ------------------------------------------------------- 0.014 0.924 0.908 0.903 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.043 0.740 0.865 0.797 a = climbing down 0.002 0.949 0.331 0.491 b = climbing up 0.000 0.933 0.165 0.280 c = jumping 0.008 0.956 0.982 0.969 d = lying 0.003 0.982 0.998 0.990 e = standing 0.000 0.998 0.954 0.976 f = sitting 0.023 0.883 0.998 0.937 g = running 0.067 0.717 0.961 0.821 h = walking ------------------------------------------------------- 0.021 0.892 0.874 0.857 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.806 0.875 0.839 a = climbing down 0.001 0.980 0.553 0.707 b = climbing up 0.000 0.962 0.294 0.450 c = jumping 0.008 0.956 0.982 0.969 d = lying 0.003 0.982 0.998 0.990 e = standing 0.000 0.998 0.954 0.976 f = sitting 0.019 0.901 0.998 0.947 g = running 0.049 0.778 0.973 0.865 h = walking ------------------------------------------------------- 0.016 0.916 0.905 0.898 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.044 0.743 0.914 0.819 a = climbing down 0.001 0.984 0.540 0.697 b = climbing up 0.000 0.962 0.294 0.450 c = jumping 0.008 0.956 0.982 0.969 d = lying 0.003 0.982 0.998 0.990 e = standing 0.000 0.998 0.954 0.976 f = sitting 0.019 0.901 0.998 0.947 g = running 0.034 0.831 0.950 0.886 h = walking ------------------------------------------------------- 0.015 0.916 0.905 0.897 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.782 0.930 0.850 a = climbing down 0.002 0.975 0.682 0.803 b = climbing up 0.000 0.964 0.318 0.478 c = jumping 0.008 0.956 0.982 0.969 d = lying 0.003 0.982 0.998 0.990 e = standing 0.000 0.998 0.954 0.976 f = sitting 0.019 0.902 0.998 0.948 g = running 0.021 0.887 0.941 0.914 h = walking ------------------------------------------------------- 0.012 0.929 0.922 0.918 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.048 0.736 0.961 0.833 a = climbing down 0.009 0.914 0.751 0.824 b = climbing up 0.000 0.968 0.353 0.517 c = jumping 0.008 0.956 0.982 0.969 d = lying 0.003 0.982 0.998 0.990 e = standing 0.000 0.998 0.954 0.976 f = sitting 0.018 0.906 0.998 0.950 g = running 0.007 0.952 0.830 0.887 h = walking ------------------------------------------------------- 0.012 0.927 0.918 0.915 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.031 0.812 0.945 0.873 a = climbing down 0.003 0.973 0.716 0.825 b = climbing up 0.000 0.970 0.376 0.542 c = jumping 0.008 0.956 0.982 0.969 d = lying 0.003 0.982 0.998 0.990 e = standing 0.000 0.998 0.954 0.976 f = sitting 0.016 0.913 0.998 0.954 g = running 0.017 0.908 0.963 0.935 h = walking ------------------------------------------------------- 0.011 0.937 0.932 0.929 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.901 0.871 0.886 a = climbing down 0.016 0.863 0.689 0.766 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.001 0.992 0.990 0.991 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.985 0.993 0.989 f = sitting 0.002 0.990 0.963 0.977 g = running 0.052 0.770 0.936 0.845 h = walking ------------------------------------------------------- 0.013 0.928 0.924 0.923 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.851 0.904 a = climbing down 0.021 0.864 0.890 0.877 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.001 0.992 0.990 0.991 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.985 0.993 0.989 f = sitting 0.002 0.990 0.963 0.977 g = running 0.029 0.854 0.925 0.888 h = walking ------------------------------------------------------- 0.009 0.948 0.946 0.946 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.851 0.904 a = climbing down 0.021 0.864 0.901 0.882 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.001 0.992 0.990 0.991 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.985 0.993 0.989 f = sitting 0.002 0.990 0.963 0.977 g = running 0.028 0.861 0.924 0.891 h = walking ------------------------------------------------------- 0.009 0.949 0.947 0.948 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.977 0.851 0.909 a = climbing down 0.050 0.743 0.973 0.843 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.002 0.990 0.962 0.976 g = running 0.015 0.908 0.783 0.841 h = walking ------------------------------------------------------- 0.010 0.943 0.935 0.935 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.855 0.909 a = climbing down 0.024 0.857 0.946 0.899 b = climbing up 0.001 0.947 1.000 0.973 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.002 0.990 0.961 0.975 g = running 0.020 0.897 0.919 0.908 h = walking ------------------------------------------------------- 0.008 0.955 0.953 0.953 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.912 0.930 a = climbing down 0.020 0.875 0.935 0.904 b = climbing up 0.002 0.918 1.000 0.957 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.002 0.990 0.962 0.976 g = running 0.014 0.925 0.916 0.920 h = walking ------------------------------------------------------- 0.007 0.958 0.958 0.958 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.934 0.789 0.855 a = climbing down 0.020 0.840 0.708 0.768 b = climbing up 0.000 1.000 0.872 0.932 c = jumping 0.002 0.986 0.961 0.974 d = lying 0.001 0.994 0.989 0.992 e = standing 0.007 0.957 0.986 0.971 f = sitting 0.004 0.982 0.984 0.983 g = running 0.065 0.721 0.908 0.804 h = walking ------------------------------------------------------- 0.016 0.916 0.909 0.909 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.778 0.863 a = climbing down 0.040 0.762 0.858 0.807 b = climbing up 0.000 1.000 0.872 0.932 c = jumping 0.002 0.986 0.961 0.974 d = lying 0.001 0.995 0.998 0.996 e = standing 0.006 0.965 0.986 0.975 f = sitting 0.004 0.982 0.982 0.982 g = running 0.039 0.801 0.845 0.822 h = walking ------------------------------------------------------- 0.014 0.924 0.919 0.919 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.974 0.778 0.865 a = climbing down 0.037 0.776 0.856 0.814 b = climbing up 0.000 1.000 0.872 0.932 c = jumping 0.002 0.986 0.961 0.974 d = lying 0.001 0.995 0.998 0.996 e = standing 0.006 0.965 0.986 0.975 f = sitting 0.003 0.984 0.982 0.983 g = running 0.041 0.795 0.859 0.826 h = walking ------------------------------------------------------- 0.013 0.926 0.920 0.921 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.817 0.885 a = climbing down 0.036 0.781 0.863 0.820 b = climbing up 0.000 1.000 0.872 0.932 c = jumping 0.002 0.986 0.961 0.974 d = lying 0.001 0.995 0.998 0.996 e = standing 0.006 0.965 0.986 0.975 f = sitting 0.003 0.985 0.982 0.984 g = running 0.036 0.816 0.853 0.834 h = walking ------------------------------------------------------- 0.012 0.929 0.925 0.926 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.978 0.811 0.887 a = climbing down 0.080 0.646 0.969 0.775 b = climbing up 0.000 1.000 0.872 0.932 c = jumping 0.002 0.986 0.961 0.974 d = lying 0.001 0.995 0.998 0.996 e = standing 0.006 0.965 0.986 0.975 f = sitting 0.003 0.985 0.992 0.988 g = running 0.011 0.918 0.657 0.766 h = walking ------------------------------------------------------- 0.014 0.928 0.909 0.910 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.982 0.782 0.871 a = climbing down 0.030 0.823 0.924 0.871 b = climbing up 0.000 1.000 0.872 0.932 c = jumping 0.002 0.986 0.961 0.974 d = lying 0.001 0.995 0.998 0.996 e = standing 0.006 0.965 0.986 0.975 f = sitting 0.003 0.985 0.992 0.988 g = running 0.033 0.833 0.880 0.856 h = walking ------------------------------------------------------- 0.011 0.939 0.935 0.935 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.556 0.213 0.308 a = climbing down 0.136 0.560 0.891 0.687 b = climbing up 0.000 1.000 0.920 0.958 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.008 0.942 0.988 0.964 e = standing 0.002 0.983 0.966 0.974 f = sitting 0.002 0.991 0.942 0.966 g = running 0.007 0.952 0.915 0.933 h = walking ------------------------------------------------------- 0.028 0.854 0.848 0.834 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.640 0.162 0.259 a = climbing down 0.143 0.556 0.927 0.695 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.008 0.942 0.988 0.964 e = standing 0.002 0.983 0.966 0.974 f = sitting 0.002 0.993 0.940 0.966 g = running 0.006 0.959 0.964 0.962 h = walking ------------------------------------------------------- 0.027 0.866 0.853 0.833 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.654 0.161 0.258 a = climbing down 0.143 0.555 0.927 0.694 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.009 0.939 0.986 0.962 e = standing 0.002 0.983 0.964 0.974 f = sitting 0.002 0.993 0.940 0.966 g = running 0.006 0.956 0.966 0.961 h = walking ------------------------------------------------------- 0.027 0.867 0.852 0.832 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.650 0.266 0.378 a = climbing down 0.119 0.592 0.892 0.712 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.009 0.939 0.986 0.962 e = standing 0.002 0.983 0.964 0.974 f = sitting 0.002 0.991 0.964 0.978 g = running 0.006 0.956 0.964 0.960 h = walking ------------------------------------------------------- 0.025 0.872 0.865 0.853 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.680 0.261 0.378 a = climbing down 0.118 0.594 0.895 0.714 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.008 0.945 0.984 0.964 e = standing 0.003 0.980 0.969 0.974 f = sitting 0.002 0.992 0.969 0.980 g = running 0.007 0.952 0.979 0.965 h = walking ------------------------------------------------------- 0.024 0.876 0.868 0.855 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.702 0.359 0.475 a = climbing down 0.100 0.628 0.877 0.732 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.011 0.922 0.986 0.953 e = standing 0.002 0.983 0.946 0.964 f = sitting 0.002 0.990 0.979 0.985 g = running 0.006 0.957 0.974 0.965 h = walking ------------------------------------------------------- 0.022 0.882 0.877 0.869 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.707 0.576 0.635 a = climbing down 0.078 0.700 0.941 0.803 b = climbing up 0.000 0.971 0.905 0.937 c = jumping 0.000 1.000 0.767 0.868 d = lying 0.049 0.729 0.983 0.837 e = standing 0.014 0.891 0.821 0.855 f = sitting 0.003 0.988 0.917 0.951 g = running 0.009 0.928 0.803 0.861 h = walking ------------------------------------------------------- 0.026 0.856 0.838 0.838 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.714 0.502 0.589 a = climbing down 0.084 0.676 0.906 0.775 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 1.000 0.767 0.868 d = lying 0.046 0.738 0.977 0.841 e = standing 0.015 0.888 0.838 0.862 f = sitting 0.002 0.992 0.937 0.964 g = running 0.007 0.947 0.907 0.926 h = walking ------------------------------------------------------- 0.026 0.857 0.842 0.840 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.088 0.567 0.772 0.654 a = climbing down 0.038 0.752 0.604 0.670 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 1.000 0.767 0.868 d = lying 0.046 0.738 0.977 0.841 e = standing 0.015 0.888 0.838 0.862 f = sitting 0.002 0.992 0.939 0.965 g = running 0.008 0.945 0.910 0.927 h = walking ------------------------------------------------------- 0.026 0.850 0.829 0.832 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.711 0.595 0.648 a = climbing down 0.068 0.709 0.861 0.777 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 1.000 0.767 0.868 d = lying 0.046 0.738 0.977 0.841 e = standing 0.015 0.888 0.838 0.862 f = sitting 0.002 0.992 0.938 0.964 g = running 0.007 0.948 0.925 0.936 h = walking ------------------------------------------------------- 0.024 0.862 0.849 0.850 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.064 0.650 0.793 0.714 a = climbing down 0.036 0.797 0.725 0.759 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 1.000 0.767 0.868 d = lying 0.046 0.738 0.977 0.841 e = standing 0.015 0.888 0.838 0.862 f = sitting 0.002 0.992 0.938 0.964 g = running 0.007 0.951 0.925 0.938 h = walking ------------------------------------------------------- 0.023 0.869 0.853 0.855 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.060 0.686 0.873 0.768 a = climbing down 0.021 0.875 0.761 0.814 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 1.000 0.767 0.868 d = lying 0.046 0.738 0.977 0.841 e = standing 0.015 0.888 0.838 0.862 f = sitting 0.002 0.991 0.943 0.966 g = running 0.006 0.959 0.921 0.940 h = walking ------------------------------------------------------- 0.020 0.887 0.870 0.872 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.678 0.293 0.409 a = climbing down 0.101 0.535 0.869 0.662 b = climbing up 0.000 1.000 0.580 0.734 c = jumping 0.015 0.905 0.945 0.924 d = lying 0.010 0.929 0.951 0.940 e = standing 0.009 0.944 0.886 0.914 f = sitting 0.015 0.948 0.951 0.949 g = running 0.033 0.799 0.767 0.783 h = walking ------------------------------------------------------- 0.026 0.841 0.827 0.820 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.661 0.489 0.562 a = climbing down 0.070 0.589 0.746 0.659 b = climbing up 0.000 1.000 0.682 0.811 c = jumping 0.006 0.956 0.945 0.951 d = lying 0.008 0.941 0.949 0.945 e = standing 0.009 0.945 0.948 0.946 f = sitting 0.013 0.955 0.954 0.954 g = running 0.035 0.803 0.817 0.810 h = walking ------------------------------------------------------- 0.022 0.856 0.852 0.851 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.048 0.593 0.584 0.589 a = climbing down 0.063 0.607 0.728 0.662 b = climbing up 0.000 1.000 0.750 0.857 c = jumping 0.006 0.956 0.945 0.951 d = lying 0.008 0.941 0.949 0.945 e = standing 0.009 0.945 0.948 0.946 f = sitting 0.011 0.959 0.953 0.956 g = running 0.023 0.854 0.764 0.807 h = walking ------------------------------------------------------- 0.021 0.859 0.853 0.855 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.057 0.560 0.602 0.580 a = climbing down 0.071 0.602 0.796 0.686 b = climbing up 0.000 1.000 0.864 0.927 c = jumping 0.006 0.956 0.945 0.951 d = lying 0.008 0.941 0.949 0.945 e = standing 0.009 0.945 0.948 0.946 f = sitting 0.008 0.971 0.947 0.959 g = running 0.010 0.923 0.685 0.787 h = walking ------------------------------------------------------- 0.021 0.868 0.852 0.855 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.041 0.629 0.582 0.604 a = climbing down 0.069 0.605 0.785 0.683 b = climbing up 0.000 1.000 0.864 0.927 c = jumping 0.006 0.956 0.945 0.951 d = lying 0.008 0.941 0.957 0.949 e = standing 0.008 0.950 0.948 0.949 f = sitting 0.008 0.971 0.946 0.958 g = running 0.017 0.889 0.775 0.828 h = walking ------------------------------------------------------- 0.020 0.871 0.862 0.865 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.041 0.632 0.590 0.610 a = climbing down 0.068 0.610 0.786 0.687 b = climbing up 0.000 1.000 0.864 0.927 c = jumping 0.006 0.956 0.945 0.951 d = lying 0.008 0.941 0.957 0.949 e = standing 0.008 0.950 0.948 0.949 f = sitting 0.008 0.971 0.946 0.958 g = running 0.016 0.894 0.779 0.833 h = walking ------------------------------------------------------- 0.019 0.873 0.864 0.866 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.836 0.362 0.506 a = climbing down 0.035 0.784 0.947 0.858 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.092 0.620 1.000 0.765 d = lying 0.001 0.991 0.989 0.990 e = standing 0.002 0.978 0.422 0.589 f = sitting 0.013 0.955 0.996 0.975 g = running 0.064 0.705 0.882 0.784 h = walking ------------------------------------------------------- 0.030 0.850 0.815 0.797 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.958 0.233 0.375 a = climbing down 0.022 0.849 0.910 0.879 b = climbing up 0.000 0.980 0.588 0.735 c = jumping 0.088 0.629 1.000 0.772 d = lying 0.002 0.984 0.991 0.987 e = standing 0.001 0.983 0.437 0.605 f = sitting 0.011 0.962 0.989 0.975 g = running 0.092 0.645 0.968 0.774 h = walking ------------------------------------------------------- 0.031 0.864 0.813 0.789 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.540 0.235 0.327 a = climbing down 0.050 0.680 0.793 0.732 b = climbing up 0.000 0.970 0.753 0.848 c = jumping 0.087 0.632 1.000 0.775 d = lying 0.002 0.984 0.984 0.984 e = standing 0.002 0.970 0.445 0.610 f = sitting 0.008 0.974 0.991 0.982 g = running 0.067 0.699 0.894 0.785 h = walking ------------------------------------------------------- 0.032 0.808 0.792 0.772 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.059 0.474 0.441 0.457 a = climbing down 0.033 0.704 0.580 0.636 b = climbing up 0.000 0.970 0.753 0.848 c = jumping 0.087 0.632 1.000 0.775 d = lying 0.002 0.984 0.984 0.984 e = standing 0.002 0.970 0.445 0.610 f = sitting 0.008 0.974 0.993 0.983 g = running 0.057 0.726 0.863 0.788 h = walking ------------------------------------------------------- 0.032 0.808 0.785 0.775 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.046 0.671 0.789 0.726 a = climbing down 0.025 0.831 0.910 0.869 b = climbing up 0.000 0.971 0.788 0.870 c = jumping 0.087 0.632 1.000 0.775 d = lying 0.002 0.984 0.984 0.984 e = standing 0.002 0.970 0.445 0.610 f = sitting 0.007 0.977 0.995 0.986 g = running 0.020 0.857 0.678 0.757 h = walking ------------------------------------------------------- 0.024 0.864 0.835 0.828 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.048 0.697 0.911 0.789 a = climbing down 0.008 0.937 0.875 0.905 b = climbing up 0.000 0.971 0.800 0.877 c = jumping 0.087 0.632 1.000 0.774 d = lying 0.002 0.984 0.998 0.991 e = standing 0.000 0.997 0.443 0.614 f = sitting 0.006 0.978 0.995 0.986 g = running 0.010 0.929 0.766 0.840 h = walking ------------------------------------------------------- 0.021 0.894 0.858 0.853 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.040 0.716 0.692 0.703 a = climbing down 0.086 0.441 0.476 0.457 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.868 0.929 d = lying 0.032 0.803 0.912 0.854 e = standing 0.037 0.783 0.808 0.795 f = sitting 0.001 0.994 0.981 0.987 g = running 0.063 0.651 0.637 0.644 h = walking ------------------------------------------------------- 0.035 0.783 0.776 0.778 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.800 0.669 0.729 a = climbing down 0.041 0.685 0.623 0.653 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.868 0.929 d = lying 0.016 0.889 0.912 0.900 e = standing 0.037 0.802 0.903 0.849 f = sitting 0.001 0.994 0.981 0.987 g = running 0.058 0.740 0.905 0.814 h = walking ------------------------------------------------------- 0.025 0.851 0.846 0.845 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.881 0.619 0.727 a = climbing down 0.073 0.630 0.869 0.730 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.868 0.929 d = lying 0.018 0.878 0.912 0.895 e = standing 0.037 0.800 0.892 0.843 f = sitting 0.001 0.994 0.982 0.988 g = running 0.024 0.861 0.820 0.840 h = walking ------------------------------------------------------- 0.022 0.872 0.856 0.857 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.914 0.640 0.752 a = climbing down 0.126 0.512 0.924 0.659 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.868 0.929 d = lying 0.018 0.878 0.912 0.895 e = standing 0.037 0.800 0.892 0.843 f = sitting 0.001 0.994 0.982 0.988 g = running 0.008 0.925 0.566 0.702 h = walking ------------------------------------------------------- 0.026 0.871 0.826 0.830 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.880 0.702 0.781 a = climbing down 0.066 0.646 0.842 0.731 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.868 0.929 d = lying 0.018 0.878 0.912 0.895 e = standing 0.037 0.800 0.892 0.843 f = sitting 0.001 0.994 0.982 0.988 g = running 0.029 0.832 0.780 0.805 h = walking ------------------------------------------------------- 0.022 0.869 0.857 0.859 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.859 0.750 0.801 a = climbing down 0.043 0.724 0.783 0.752 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.868 0.929 d = lying 0.018 0.878 0.912 0.895 e = standing 0.037 0.800 0.892 0.843 f = sitting 0.001 0.994 0.981 0.987 g = running 0.041 0.787 0.831 0.808 h = walking ------------------------------------------------------- 0.022 0.869 0.863 0.864 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.046 0.693 0.720 0.706 a = climbing down 0.121 0.247 0.279 0.262 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.027 0.834 0.958 0.891 e = standing 0.006 0.958 0.831 0.890 f = sitting 0.000 0.998 0.995 0.997 g = running 0.081 0.490 0.424 0.455 h = walking ------------------------------------------------------- 0.038 0.761 0.755 0.756 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.045 0.709 0.752 0.729 a = climbing down 0.147 0.289 0.419 0.342 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.033 0.802 0.955 0.872 e = standing 0.006 0.954 0.793 0.866 f = sitting 0.000 0.998 0.997 0.998 g = running 0.056 0.487 0.288 0.362 h = walking ------------------------------------------------------- 0.038 0.763 0.750 0.749 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.758 0.727 0.742 a = climbing down 0.146 0.328 0.499 0.396 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.033 0.802 0.955 0.872 e = standing 0.006 0.954 0.793 0.866 f = sitting 0.001 0.997 0.997 0.997 g = running 0.054 0.518 0.319 0.395 h = walking ------------------------------------------------------- 0.036 0.779 0.761 0.762 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.028 0.781 0.691 0.733 a = climbing down 0.115 0.398 0.535 0.456 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.003 0.978 0.951 0.964 e = standing 0.007 0.959 0.982 0.970 f = sitting 0.001 0.997 0.995 0.996 g = running 0.058 0.613 0.501 0.551 h = walking ------------------------------------------------------- 0.028 0.828 0.816 0.820 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.841 0.683 0.753 a = climbing down 0.076 0.555 0.668 0.607 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.003 0.978 0.951 0.964 e = standing 0.007 0.959 0.982 0.970 f = sitting 0.001 0.997 0.997 0.997 g = running 0.045 0.752 0.744 0.748 h = walking ------------------------------------------------------- 0.020 0.877 0.870 0.872 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.918 0.653 0.763 a = climbing down 0.049 0.700 0.793 0.743 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.003 0.980 0.951 0.966 e = standing 0.007 0.959 0.983 0.971 f = sitting 0.001 0.997 0.997 0.997 g = running 0.034 0.835 0.942 0.886 h = walking ------------------------------------------------------- 0.014 0.918 0.912 0.911 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.783 0.427 0.552 a = climbing down 0.100 0.594 0.926 0.724 b = climbing up 0.003 0.880 1.000 0.936 c = jumping 0.045 0.769 0.929 0.842 d = lying 0.001 0.983 0.442 0.610 e = standing 0.094 0.563 0.725 0.634 f = sitting 0.001 0.997 0.980 0.988 g = running 0.005 0.963 0.836 0.895 h = walking ------------------------------------------------------- 0.036 0.813 0.771 0.764 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.941 0.547 0.692 a = climbing down 0.066 0.698 0.975 0.814 b = climbing up 0.001 0.964 1.000 0.982 c = jumping 0.045 0.769 0.929 0.842 d = lying 0.001 0.984 0.451 0.619 e = standing 0.093 0.567 0.725 0.636 f = sitting 0.000 0.999 0.991 0.995 g = running 0.005 0.968 0.961 0.965 h = walking ------------------------------------------------------- 0.030 0.850 0.814 0.807 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.873 0.773 0.820 a = climbing down 0.035 0.805 0.904 0.851 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.045 0.769 0.929 0.842 d = lying 0.001 0.984 0.451 0.619 e = standing 0.093 0.567 0.725 0.636 f = sitting 0.000 0.999 0.990 0.994 g = running 0.003 0.980 0.966 0.973 h = walking ------------------------------------------------------- 0.027 0.857 0.833 0.829 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.920 0.815 0.865 a = climbing down 0.031 0.829 0.947 0.885 b = climbing up 0.001 0.942 1.000 0.970 c = jumping 0.045 0.769 0.929 0.842 d = lying 0.001 0.984 0.457 0.624 e = standing 0.092 0.569 0.725 0.638 f = sitting 0.000 0.999 0.989 0.994 g = running 0.002 0.986 0.955 0.970 h = walking ------------------------------------------------------- 0.025 0.868 0.843 0.840 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.921 0.817 0.866 a = climbing down 0.030 0.831 0.947 0.885 b = climbing up 0.001 0.931 1.000 0.964 c = jumping 0.045 0.769 0.929 0.842 d = lying 0.001 0.984 0.457 0.624 e = standing 0.092 0.569 0.725 0.638 f = sitting 0.000 0.999 0.987 0.993 g = running 0.002 0.986 0.955 0.970 h = walking ------------------------------------------------------- 0.025 0.868 0.843 0.840 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.829 0.924 0.874 a = climbing down 0.013 0.913 0.867 0.889 b = climbing up 0.001 0.942 1.000 0.970 c = jumping 0.045 0.769 0.929 0.842 d = lying 0.001 0.984 0.451 0.619 e = standing 0.093 0.567 0.725 0.636 f = sitting 0.001 0.997 0.989 0.993 g = running 0.001 0.993 0.943 0.967 h = walking ------------------------------------------------------- 0.025 0.868 0.843 0.840 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.708 0.306 0.427 a = climbing down 0.109 0.572 0.918 0.704 b = climbing up 0.003 0.870 1.000 0.930 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.000 1.000 0.792 0.884 e = standing 0.033 0.836 1.000 0.910 f = sitting 0.001 0.997 0.981 0.989 g = running 0.004 0.971 0.891 0.929 h = walking ------------------------------------------------------- 0.023 0.874 0.855 0.846 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.934 0.409 0.569 a = climbing down 0.079 0.661 0.979 0.789 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.000 1.000 0.789 0.882 e = standing 0.034 0.833 1.000 0.909 f = sitting 0.003 0.986 0.999 0.992 g = running 0.009 0.948 0.978 0.963 h = walking ------------------------------------------------------- 0.018 0.912 0.889 0.881 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.934 0.405 0.565 a = climbing down 0.080 0.660 0.979 0.788 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.000 1.000 0.789 0.882 e = standing 0.034 0.833 1.000 0.909 f = sitting 0.003 0.987 0.999 0.993 g = running 0.009 0.948 0.978 0.963 h = walking ------------------------------------------------------- 0.018 0.912 0.889 0.880 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.830 0.719 0.770 a = climbing down 0.036 0.792 0.874 0.831 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.000 1.000 0.789 0.882 e = standing 0.034 0.833 1.000 0.909 f = sitting 0.003 0.983 0.999 0.991 g = running 0.006 0.964 0.982 0.973 h = walking ------------------------------------------------------- 0.014 0.918 0.913 0.912 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.904 0.828 0.864 a = climbing down 0.022 0.869 0.933 0.900 b = climbing up 0.000 1.000 0.812 0.897 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.000 1.000 0.792 0.884 e = standing 0.033 0.836 1.000 0.910 f = sitting 0.005 0.978 0.999 0.988 g = running 0.004 0.977 0.980 0.978 h = walking ------------------------------------------------------- 0.011 0.939 0.934 0.934 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.742 0.833 a = climbing down 0.035 0.815 0.975 0.888 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.000 1.000 0.792 0.884 e = standing 0.033 0.836 1.000 0.910 f = sitting 0.005 0.975 0.999 0.987 g = running 0.004 0.975 0.978 0.977 h = walking ------------------------------------------------------- 0.012 0.937 0.929 0.927 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.155 0.213 0.409 0.280 a = climbing down 0.004 0.926 0.166 0.282 b = climbing up 0.000 0.955 0.472 0.632 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.168 0.475 1.000 0.644 e = standing 0.000 1.000 0.002 0.003 f = sitting 0.235 0.382 0.982 0.550 g = running 0.064 0.011 0.005 0.007 h = walking ------------------------------------------------------- 0.076 0.627 0.450 0.370 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.158 0.389 0.982 0.557 a = climbing down 0.005 0.978 0.717 0.828 b = climbing up 0.000 0.988 0.899 0.941 c = jumping 0.014 0.897 0.986 0.939 d = lying 0.148 0.507 1.000 0.673 e = standing 0.000 1.000 0.006 0.012 f = sitting 0.000 0.995 0.633 0.774 g = running 0.018 0.853 0.675 0.754 h = walking ------------------------------------------------------- 0.039 0.841 0.696 0.665 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.786 0.771 0.779 a = climbing down 0.001 0.994 0.586 0.738 b = climbing up 0.000 1.000 0.843 0.915 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.034 0.816 0.989 0.894 e = standing 0.002 0.985 0.798 0.882 f = sitting 0.005 0.968 0.973 0.971 g = running 0.120 0.562 0.998 0.719 h = walking ------------------------------------------------------- 0.024 0.889 0.840 0.841 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.773 0.762 0.767 a = climbing down 0.001 0.994 0.596 0.745 b = climbing up 0.000 1.000 0.843 0.915 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.038 0.799 0.992 0.885 e = standing 0.001 0.988 0.774 0.868 f = sitting 0.004 0.970 0.970 0.970 g = running 0.118 0.567 0.998 0.723 h = walking ------------------------------------------------------- 0.024 0.887 0.838 0.839 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.035 0.732 0.942 0.824 a = climbing down 0.007 0.973 0.753 0.849 b = climbing up 0.000 0.987 0.843 0.909 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.037 0.802 0.994 0.888 e = standing 0.001 0.990 0.779 0.872 f = sitting 0.003 0.976 0.968 0.972 g = running 0.042 0.784 0.973 0.868 h = walking ------------------------------------------------------- 0.016 0.909 0.890 0.890 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.056 0.638 0.972 0.770 a = climbing down 0.006 0.975 0.733 0.837 b = climbing up 0.000 0.987 0.854 0.916 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.037 0.804 0.992 0.888 e = standing 0.001 0.988 0.782 0.873 f = sitting 0.003 0.978 0.965 0.971 g = running 0.025 0.853 0.955 0.901 h = walking ------------------------------------------------------- 0.016 0.910 0.886 0.887 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.185 0.296 0.765 0.427 a = climbing down 0.012 0.846 0.209 0.335 b = climbing up 0.000 0.982 0.647 0.780 c = jumping 0.001 0.986 0.825 0.899 d = lying 0.179 0.460 0.997 0.629 e = standing 0.003 0.071 0.002 0.003 f = sitting 0.043 0.775 0.990 0.869 g = running 0.162 0.009 0.010 0.009 h = walking ------------------------------------------------------- 0.072 0.532 0.485 0.431 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.879 0.644 0.744 a = climbing down 0.021 0.929 0.850 0.888 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 0.995 0.798 0.886 d = lying 0.186 0.450 0.997 0.620 e = standing 0.001 0.200 0.002 0.003 f = sitting 0.000 0.998 0.988 0.993 g = running 0.067 0.678 0.916 0.779 h = walking ------------------------------------------------------- 0.040 0.743 0.755 0.716 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.868 0.609 0.716 a = climbing down 0.070 0.821 0.992 0.898 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.001 0.990 0.806 0.889 d = lying 0.184 0.452 0.997 0.622 e = standing 0.001 0.200 0.002 0.003 f = sitting 0.000 0.998 0.988 0.993 g = running 0.007 0.942 0.787 0.858 h = walking ------------------------------------------------------- 0.044 0.750 0.770 0.727 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.934 0.328 0.485 a = climbing down 0.234 0.580 1.000 0.734 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.990 0.806 0.889 d = lying 0.184 0.452 0.997 0.622 e = standing 0.001 0.200 0.002 0.003 f = sitting 0.000 1.000 0.988 0.994 g = running 0.000 1.000 0.137 0.241 h = walking ------------------------------------------------------- 0.082 0.706 0.659 0.583 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.947 0.581 0.720 a = climbing down 0.073 0.814 0.993 0.895 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.990 0.806 0.889 d = lying 0.184 0.452 0.997 0.622 e = standing 0.001 0.200 0.002 0.003 f = sitting 0.000 1.000 0.988 0.994 g = running 0.011 0.919 0.806 0.859 h = walking ------------------------------------------------------- 0.044 0.753 0.771 0.727 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.937 0.691 0.795 a = climbing down 0.060 0.843 0.991 0.911 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.990 0.806 0.889 d = lying 0.184 0.452 0.997 0.622 e = standing 0.001 0.200 0.002 0.003 f = sitting 0.000 1.000 0.988 0.994 g = running 0.010 0.928 0.808 0.864 h = walking ------------------------------------------------------- 0.041 0.760 0.780 0.738 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.909 0.477 0.626 a = climbing down 0.043 0.667 0.666 0.667 b = climbing up 0.000 1.000 0.956 0.977 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.007 0.955 0.970 0.962 e = standing 0.009 0.950 0.962 0.956 f = sitting 0.001 0.995 0.981 0.988 g = running 0.075 0.687 0.977 0.807 h = walking ------------------------------------------------------- 0.019 0.892 0.878 0.873 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.937 0.529 0.676 a = climbing down 0.092 0.578 0.969 0.724 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.002 0.985 0.970 0.977 e = standing 0.009 0.951 0.987 0.969 f = sitting 0.000 1.000 0.980 0.990 g = running 0.013 0.912 0.772 0.836 h = walking ------------------------------------------------------- 0.015 0.922 0.894 0.894 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.938 0.535 0.681 a = climbing down 0.054 0.695 0.936 0.798 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.002 0.985 0.970 0.977 e = standing 0.009 0.951 0.987 0.969 f = sitting 0.000 1.000 0.981 0.991 g = running 0.027 0.853 0.942 0.896 h = walking ------------------------------------------------------- 0.012 0.927 0.916 0.912 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.912 0.655 0.763 a = climbing down 0.056 0.688 0.944 0.796 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.002 0.985 0.970 0.977 e = standing 0.009 0.951 0.987 0.969 f = sitting 0.000 1.000 0.981 0.991 g = running 0.011 0.933 0.894 0.913 h = walking ------------------------------------------------------- 0.011 0.934 0.924 0.924 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.924 0.651 0.764 a = climbing down 0.070 0.640 0.957 0.767 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.002 0.988 0.968 0.978 e = standing 0.009 0.950 0.990 0.970 f = sitting 0.000 1.000 0.976 0.988 g = running 0.006 0.958 0.840 0.895 h = walking ------------------------------------------------------- 0.011 0.934 0.916 0.918 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.927 0.606 0.733 a = climbing down 0.056 0.689 0.953 0.799 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.002 0.988 0.977 0.983 e = standing 0.008 0.957 0.990 0.974 f = sitting 0.000 1.000 0.976 0.988 g = running 0.017 0.900 0.906 0.903 h = walking ------------------------------------------------------- 0.011 0.932 0.921 0.920 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.000 1.000 0.652 0.789 a = climbing down 0.021 0.799 0.628 0.703 b = climbing up 0.002 0.830 0.459 0.591 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.015 0.900 0.950 0.925 e = standing 0.012 0.933 0.913 0.923 f = sitting 0.013 0.941 0.985 0.963 g = running 0.081 0.673 0.987 0.801 h = walking ------------------------------------------------------- 0.020 0.893 0.877 0.874 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.746 0.847 a = climbing down 0.022 0.822 0.775 0.798 b = climbing up 0.002 0.843 0.506 0.632 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.016 0.894 0.954 0.923 e = standing 0.011 0.936 0.906 0.921 f = sitting 0.014 0.940 0.987 0.963 g = running 0.046 0.777 0.962 0.860 h = walking ------------------------------------------------------- 0.016 0.908 0.902 0.901 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.971 0.864 0.914 a = climbing down 0.037 0.770 0.938 0.845 b = climbing up 0.002 0.843 0.506 0.632 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.016 0.895 0.958 0.925 e = standing 0.010 0.939 0.906 0.922 f = sitting 0.014 0.940 0.985 0.962 g = running 0.013 0.916 0.837 0.875 h = walking ------------------------------------------------------- 0.013 0.922 0.917 0.917 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.981 0.830 0.899 a = climbing down 0.016 0.876 0.894 0.885 b = climbing up 0.002 0.843 0.506 0.632 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.016 0.895 0.958 0.925 e = standing 0.010 0.939 0.906 0.922 f = sitting 0.014 0.940 0.984 0.962 g = running 0.025 0.864 0.958 0.909 h = walking ------------------------------------------------------- 0.012 0.928 0.926 0.924 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.983 0.832 0.901 a = climbing down 0.042 0.746 0.950 0.835 b = climbing up 0.001 0.878 0.506 0.642 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.011 0.929 0.969 0.949 e = standing 0.009 0.950 0.938 0.944 f = sitting 0.013 0.942 0.988 0.964 g = running 0.013 0.912 0.827 0.868 h = walking ------------------------------------------------------- 0.012 0.927 0.920 0.920 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.986 0.826 0.899 a = climbing down 0.021 0.854 0.936 0.893 b = climbing up 0.001 0.872 0.482 0.621 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.007 0.955 0.969 0.962 e = standing 0.009 0.951 0.962 0.957 f = sitting 0.014 0.939 0.988 0.963 g = running 0.020 0.887 0.937 0.911 h = walking ------------------------------------------------------- 0.010 0.939 0.937 0.935 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.718 0.845 0.777 a = climbing down 0.006 0.851 0.266 0.405 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.021 0.899 0.981 0.938 d = lying 0.004 0.976 0.995 0.986 e = standing 0.004 0.974 0.854 0.910 f = sitting 0.014 0.927 1.000 0.962 g = running 0.069 0.703 0.914 0.795 h = walking ------------------------------------------------------- 0.022 0.873 0.863 0.847 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.825 0.908 0.864 a = climbing down 0.010 0.903 0.779 0.836 b = climbing up 0.001 0.975 0.988 0.981 c = jumping 0.021 0.899 0.981 0.938 d = lying 0.004 0.976 0.995 0.986 e = standing 0.004 0.974 0.854 0.910 f = sitting 0.005 0.973 1.000 0.986 g = running 0.019 0.892 0.886 0.889 h = walking ------------------------------------------------------- 0.012 0.926 0.924 0.923 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.890 0.890 0.890 a = climbing down 0.009 0.922 0.879 0.900 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.021 0.899 0.981 0.938 d = lying 0.004 0.976 0.995 0.986 e = standing 0.004 0.974 0.854 0.910 f = sitting 0.004 0.979 1.000 0.990 g = running 0.016 0.910 0.922 0.916 h = walking ------------------------------------------------------- 0.010 0.939 0.938 0.938 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.926 0.872 0.898 a = climbing down 0.024 0.828 0.944 0.882 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.021 0.899 0.981 0.938 d = lying 0.004 0.976 0.995 0.986 e = standing 0.004 0.974 0.854 0.910 f = sitting 0.004 0.979 1.000 0.990 g = running 0.009 0.943 0.871 0.905 h = walking ------------------------------------------------------- 0.010 0.938 0.935 0.935 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.888 0.870 0.879 a = climbing down 0.041 0.737 0.953 0.831 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.021 0.899 0.981 0.938 d = lying 0.004 0.976 0.995 0.986 e = standing 0.004 0.974 0.854 0.910 f = sitting 0.001 0.992 1.000 0.996 g = running 0.004 0.971 0.777 0.863 h = walking ------------------------------------------------------- 0.011 0.930 0.922 0.922 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.905 0.879 0.892 a = climbing down 0.019 0.857 0.937 0.895 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.021 0.899 0.981 0.938 d = lying 0.004 0.976 0.995 0.986 e = standing 0.004 0.974 0.854 0.910 f = sitting 0.001 0.995 1.000 0.998 g = running 0.010 0.941 0.896 0.918 h = walking ------------------------------------------------------- 0.009 0.941 0.939 0.939 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.652 0.569 0.607 a = climbing down 0.004 0.824 0.144 0.244 b = climbing up 0.002 0.700 0.182 0.289 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.009 0.955 1.000 0.977 e = standing 0.013 0.926 0.988 0.956 f = sitting 0.056 0.764 0.997 0.865 g = running 0.092 0.649 0.950 0.771 h = walking ------------------------------------------------------- 0.031 0.829 0.817 0.787 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.704 0.573 0.632 a = climbing down 0.010 0.765 0.275 0.405 b = climbing up 0.002 0.806 0.325 0.463 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.009 0.954 1.000 0.976 e = standing 0.013 0.926 0.986 0.955 f = sitting 0.050 0.785 0.997 0.878 g = running 0.082 0.672 0.935 0.782 h = walking ------------------------------------------------------- 0.028 0.837 0.832 0.813 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.836 0.629 0.718 a = climbing down 0.010 0.847 0.471 0.605 b = climbing up 0.000 0.967 0.377 0.542 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.009 0.954 1.000 0.976 e = standing 0.013 0.926 0.986 0.955 f = sitting 0.043 0.807 0.997 0.892 g = running 0.070 0.709 0.949 0.812 h = walking ------------------------------------------------------- 0.023 0.873 0.862 0.853 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.896 0.602 0.720 a = climbing down 0.013 0.839 0.553 0.667 b = climbing up 0.001 0.882 0.390 0.541 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.009 0.954 1.000 0.976 e = standing 0.013 0.926 0.986 0.955 f = sitting 0.041 0.816 0.997 0.897 g = running 0.066 0.725 0.965 0.828 h = walking ------------------------------------------------------- 0.022 0.881 0.871 0.863 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.897 0.629 0.740 a = climbing down 0.021 0.799 0.694 0.743 b = climbing up 0.001 0.861 0.403 0.549 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.009 0.954 1.000 0.976 e = standing 0.013 0.926 0.986 0.955 f = sitting 0.036 0.834 0.997 0.908 g = running 0.042 0.801 0.949 0.868 h = walking ------------------------------------------------------- 0.019 0.891 0.887 0.881 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.900 0.649 0.755 a = climbing down 0.021 0.798 0.696 0.744 b = climbing up 0.001 0.878 0.468 0.610 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.009 0.954 1.000 0.976 e = standing 0.013 0.926 0.986 0.955 f = sitting 0.033 0.848 0.997 0.916 g = running 0.041 0.804 0.947 0.870 h = walking ------------------------------------------------------- 0.018 0.894 0.890 0.886 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.685 0.610 0.645 a = climbing down 0.055 0.714 0.789 0.749 b = climbing up 0.000 1.000 0.847 0.917 c = jumping 0.000 1.000 0.723 0.839 d = lying 0.016 0.901 0.965 0.932 e = standing 0.051 0.738 0.901 0.812 f = sitting 0.004 0.976 0.997 0.986 g = running 0.040 0.779 0.767 0.773 h = walking ------------------------------------------------------- 0.029 0.833 0.825 0.824 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.794 0.578 0.669 a = climbing down 0.045 0.741 0.748 0.744 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.000 1.000 0.723 0.839 d = lying 0.016 0.902 0.967 0.933 e = standing 0.050 0.739 0.901 0.812 f = sitting 0.004 0.977 0.997 0.987 g = running 0.062 0.719 0.866 0.786 h = walking ------------------------------------------------------- 0.028 0.842 0.830 0.828 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.770 0.602 0.676 a = climbing down 0.048 0.733 0.751 0.742 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.000 1.000 0.723 0.839 d = lying 0.016 0.902 0.967 0.933 e = standing 0.050 0.739 0.901 0.812 f = sitting 0.004 0.979 0.997 0.988 g = running 0.057 0.730 0.836 0.779 h = walking ------------------------------------------------------- 0.028 0.839 0.829 0.828 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.039 0.699 0.667 0.683 a = climbing down 0.046 0.737 0.739 0.738 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.000 1.000 0.723 0.839 d = lying 0.016 0.900 0.967 0.932 e = standing 0.050 0.739 0.899 0.811 f = sitting 0.004 0.979 0.997 0.988 g = running 0.046 0.759 0.784 0.772 h = walking ------------------------------------------------------- 0.028 0.836 0.827 0.827 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.037 0.713 0.669 0.690 a = climbing down 0.051 0.733 0.802 0.766 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.000 1.000 0.723 0.839 d = lying 0.016 0.901 0.972 0.935 e = standing 0.049 0.742 0.899 0.813 f = sitting 0.003 0.980 0.997 0.988 g = running 0.034 0.805 0.772 0.788 h = walking ------------------------------------------------------- 0.027 0.845 0.836 0.835 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.723 0.679 0.700 a = climbing down 0.044 0.742 0.731 0.737 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.000 1.000 0.723 0.839 d = lying 0.016 0.901 0.972 0.935 e = standing 0.049 0.742 0.899 0.813 f = sitting 0.004 0.976 0.997 0.986 g = running 0.045 0.768 0.812 0.790 h = walking ------------------------------------------------------- 0.027 0.841 0.833 0.832 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.791 0.695 0.740 a = climbing down 0.044 0.781 0.893 0.833 b = climbing up 0.000 1.000 0.274 0.430 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.021 0.874 0.985 0.926 e = standing 0.002 0.984 0.864 0.920 f = sitting 0.018 0.905 0.982 0.942 g = running 0.033 0.813 0.790 0.802 h = walking ------------------------------------------------------- 0.020 0.881 0.877 0.873 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.790 0.713 0.749 a = climbing down 0.032 0.813 0.807 0.810 b = climbing up 0.000 1.000 0.274 0.430 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.021 0.875 0.989 0.928 e = standing 0.002 0.988 0.864 0.922 f = sitting 0.017 0.906 0.982 0.942 g = running 0.056 0.724 0.797 0.759 h = walking ------------------------------------------------------- 0.022 0.872 0.868 0.864 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.776 0.735 0.755 a = climbing down 0.047 0.760 0.861 0.807 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.021 0.875 0.989 0.928 e = standing 0.002 0.988 0.864 0.922 f = sitting 0.016 0.912 0.982 0.945 g = running 0.035 0.795 0.739 0.766 h = walking ------------------------------------------------------- 0.021 0.875 0.871 0.867 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.817 0.674 0.739 a = climbing down 0.039 0.792 0.841 0.816 b = climbing up 0.000 1.000 0.381 0.552 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.021 0.875 0.991 0.929 e = standing 0.001 0.990 0.864 0.923 f = sitting 0.015 0.917 0.982 0.948 g = running 0.050 0.753 0.822 0.786 h = walking ------------------------------------------------------- 0.021 0.879 0.875 0.872 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.853 0.627 0.723 a = climbing down 0.055 0.751 0.948 0.838 b = climbing up 0.000 1.000 0.405 0.576 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.021 0.875 0.991 0.929 e = standing 0.001 0.990 0.864 0.923 f = sitting 0.015 0.920 0.982 0.950 g = running 0.031 0.826 0.800 0.812 h = walking ------------------------------------------------------- 0.020 0.889 0.882 0.878 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.843 0.688 0.758 a = climbing down 0.051 0.764 0.946 0.845 b = climbing up 0.000 1.000 0.405 0.576 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.021 0.876 0.996 0.932 e = standing 0.001 0.996 0.864 0.925 f = sitting 0.014 0.922 0.982 0.951 g = running 0.027 0.845 0.787 0.815 h = walking ------------------------------------------------------- 0.019 0.894 0.888 0.884 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.915 0.769 0.836 a = climbing down 0.029 0.823 0.881 0.851 b = climbing up 0.000 1.000 0.756 0.861 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.004 0.966 0.898 0.931 e = standing 0.015 0.920 0.967 0.943 f = sitting 0.014 0.926 1.000 0.962 g = running 0.025 0.857 0.879 0.868 h = walking ------------------------------------------------------- 0.014 0.917 0.915 0.914 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.919 0.771 0.839 a = climbing down 0.027 0.831 0.884 0.857 b = climbing up 0.000 1.000 0.822 0.902 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.004 0.966 0.902 0.933 e = standing 0.015 0.923 0.967 0.944 f = sitting 0.012 0.937 1.000 0.967 g = running 0.026 0.856 0.886 0.871 h = walking ------------------------------------------------------- 0.013 0.920 0.919 0.918 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.933 0.769 0.843 a = climbing down 0.047 0.753 0.943 0.837 b = climbing up 0.000 1.000 0.822 0.902 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.004 0.966 0.902 0.933 e = standing 0.015 0.923 0.967 0.944 f = sitting 0.011 0.938 1.000 0.968 g = running 0.013 0.911 0.800 0.852 h = walking ------------------------------------------------------- 0.014 0.920 0.913 0.913 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.941 0.767 0.846 a = climbing down 0.077 0.656 0.967 0.782 b = climbing up 0.000 1.000 0.833 0.909 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.004 0.967 0.906 0.935 e = standing 0.014 0.926 0.967 0.946 f = sitting 0.011 0.941 1.000 0.970 g = running 0.006 0.947 0.653 0.773 h = walking ------------------------------------------------------- 0.017 0.914 0.895 0.895 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.955 0.767 0.851 a = climbing down 0.032 0.819 0.938 0.874 b = climbing up 0.000 1.000 0.833 0.909 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.004 0.967 0.914 0.940 e = standing 0.013 0.932 0.967 0.949 f = sitting 0.010 0.944 1.000 0.971 g = running 0.020 0.884 0.883 0.883 h = walking ------------------------------------------------------- 0.012 0.929 0.926 0.926 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.956 0.781 0.860 a = climbing down 0.031 0.820 0.936 0.874 b = climbing up 0.000 1.000 0.833 0.909 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.004 0.967 0.916 0.941 e = standing 0.013 0.933 0.967 0.950 f = sitting 0.008 0.956 1.000 0.977 g = running 0.021 0.880 0.883 0.881 h = walking ------------------------------------------------------- 0.012 0.931 0.928 0.927 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.956 0.864 0.908 a = climbing down 0.023 0.851 0.870 0.860 b = climbing up 0.000 1.000 0.116 0.208 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.000 1.000 0.912 0.954 e = standing 0.033 0.847 1.000 0.917 f = sitting 0.024 0.878 0.993 0.932 g = running 0.022 0.880 0.929 0.904 h = walking ------------------------------------------------------- 0.016 0.916 0.908 0.902 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.959 0.842 0.897 a = climbing down 0.023 0.854 0.881 0.867 b = climbing up 0.000 1.000 0.116 0.208 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.000 1.000 0.914 0.955 e = standing 0.033 0.848 1.000 0.918 f = sitting 0.024 0.878 0.993 0.932 g = running 0.027 0.855 0.914 0.884 h = walking ------------------------------------------------------- 0.016 0.913 0.905 0.899 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.944 0.882 0.912 a = climbing down 0.021 0.872 0.910 0.890 b = climbing up 0.000 1.000 0.151 0.263 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.000 1.000 0.916 0.956 e = standing 0.032 0.849 1.000 0.918 f = sitting 0.023 0.882 0.993 0.934 g = running 0.020 0.885 0.894 0.889 h = walking ------------------------------------------------------- 0.015 0.919 0.912 0.906 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.960 0.858 0.906 a = climbing down 0.013 0.912 0.851 0.880 b = climbing up 0.000 1.000 0.174 0.297 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.000 1.000 0.916 0.956 e = standing 0.032 0.849 1.000 0.918 f = sitting 0.022 0.887 0.993 0.937 g = running 0.035 0.822 0.942 0.878 h = walking ------------------------------------------------------- 0.016 0.917 0.909 0.904 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.960 0.860 0.907 a = climbing down 0.012 0.914 0.861 0.887 b = climbing up 0.000 1.000 0.209 0.346 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.000 1.000 0.916 0.956 e = standing 0.032 0.849 1.000 0.918 f = sitting 0.021 0.891 0.993 0.939 g = running 0.034 0.828 0.942 0.881 h = walking ------------------------------------------------------- 0.015 0.919 0.911 0.906 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.959 0.852 0.903 a = climbing down 0.008 0.936 0.778 0.850 b = climbing up 0.000 1.000 0.209 0.346 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.000 1.000 0.924 0.960 e = standing 0.031 0.854 1.000 0.921 f = sitting 0.021 0.892 0.993 0.940 g = running 0.049 0.772 0.962 0.857 h = walking ------------------------------------------------------- 0.017 0.915 0.903 0.898 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.945 0.251 0.397 a = climbing down 0.093 0.599 0.969 0.741 b = climbing up 0.072 0.244 1.000 0.392 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.158 0.547 0.997 0.707 e = standing 0.000 0.984 0.102 0.186 f = sitting 0.000 0.997 0.512 0.676 g = running 0.030 0.823 0.797 0.810 h = walking ------------------------------------------------------- 0.044 0.824 0.687 0.650 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.959 0.285 0.440 a = climbing down 0.046 0.716 0.812 0.761 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.159 0.546 0.997 0.705 e = standing 0.000 0.983 0.096 0.175 f = sitting 0.000 0.998 0.998 0.998 g = running 0.068 0.714 0.966 0.821 h = walking ------------------------------------------------------- 0.042 0.841 0.766 0.717 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.972 0.334 0.497 a = climbing down 0.064 0.680 0.944 0.791 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.160 0.545 0.997 0.705 e = standing 0.000 0.983 0.094 0.172 f = sitting 0.000 0.998 0.998 0.998 g = running 0.033 0.833 0.923 0.875 h = walking ------------------------------------------------------- 0.039 0.855 0.781 0.734 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.993 0.324 0.489 a = climbing down 0.045 0.738 0.888 0.806 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.160 0.545 0.997 0.704 e = standing 0.000 0.983 0.093 0.169 f = sitting 0.000 0.998 0.998 0.998 g = running 0.051 0.772 0.984 0.865 h = walking ------------------------------------------------------- 0.039 0.856 0.781 0.734 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 0.993 0.324 0.489 a = climbing down 0.045 0.740 0.887 0.807 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.160 0.544 0.997 0.704 e = standing 0.000 0.982 0.089 0.164 f = sitting 0.000 0.998 0.998 0.998 g = running 0.052 0.769 0.984 0.863 h = walking ------------------------------------------------------- 0.039 0.855 0.781 0.732 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.283 0.441 a = climbing down 0.037 0.768 0.854 0.809 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.160 0.544 0.997 0.704 e = standing 0.000 0.982 0.089 0.164 f = sitting 0.000 0.998 0.998 0.998 g = running 0.072 0.702 0.969 0.814 h = walking ------------------------------------------------------- 0.041 0.849 0.770 0.721 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.908 0.658 0.764 a = climbing down 0.087 0.593 0.882 0.709 b = climbing up 0.054 0.280 0.944 0.431 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.162 0.541 0.991 0.700 e = standing 0.026 0.418 0.108 0.171 f = sitting 0.012 0.898 0.632 0.742 g = running 0.021 0.830 0.593 0.692 h = walking ------------------------------------------------------- 0.048 0.724 0.678 0.660 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.930 0.681 0.786 a = climbing down 0.071 0.638 0.880 0.740 b = climbing up 0.000 1.000 0.944 0.971 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.162 0.541 0.991 0.700 e = standing 0.026 0.418 0.108 0.171 f = sitting 0.012 0.933 0.997 0.964 g = running 0.023 0.834 0.668 0.742 h = walking ------------------------------------------------------- 0.045 0.753 0.744 0.717 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.931 0.725 0.815 a = climbing down 0.081 0.615 0.901 0.731 b = climbing up 0.000 1.000 0.944 0.971 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.162 0.540 0.991 0.699 e = standing 0.026 0.410 0.104 0.166 f = sitting 0.012 0.933 0.997 0.964 g = running 0.016 0.870 0.606 0.714 h = walking ------------------------------------------------------- 0.045 0.754 0.741 0.714 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.845 0.791 0.817 a = climbing down 0.060 0.673 0.867 0.757 b = climbing up 0.000 1.000 0.944 0.971 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.163 0.538 0.991 0.698 e = standing 0.026 0.399 0.100 0.159 f = sitting 0.012 0.933 0.997 0.964 g = running 0.018 0.865 0.642 0.737 h = walking ------------------------------------------------------- 0.044 0.750 0.748 0.720 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.821 0.867 0.843 a = climbing down 0.059 0.676 0.863 0.758 b = climbing up 0.000 1.000 0.944 0.971 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.164 0.538 0.991 0.697 e = standing 0.026 0.391 0.096 0.154 f = sitting 0.012 0.933 0.997 0.964 g = running 0.011 0.911 0.613 0.733 h = walking ------------------------------------------------------- 0.043 0.754 0.750 0.721 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.838 0.840 0.839 a = climbing down 0.042 0.745 0.857 0.797 b = climbing up 0.000 1.000 0.944 0.971 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.164 0.538 0.991 0.697 e = standing 0.026 0.391 0.096 0.154 f = sitting 0.012 0.933 0.997 0.964 g = running 0.016 0.890 0.724 0.799 h = walking ------------------------------------------------------- 0.041 0.761 0.764 0.735 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.063 0.399 0.556 0.464 a = climbing down 0.003 0.725 0.061 0.112 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.186 0.468 1.000 0.638 e = standing 0.001 0.824 0.023 0.044 f = sitting 0.054 0.771 1.000 0.871 g = running 0.071 0.732 0.948 0.826 h = walking ------------------------------------------------------- 0.051 0.740 0.673 0.591 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.057 0.397 0.493 0.440 a = climbing down 0.044 0.502 0.314 0.386 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.186 0.468 1.000 0.637 e = standing 0.001 0.812 0.021 0.041 f = sitting 0.046 0.799 1.000 0.889 g = running 0.030 0.845 0.803 0.823 h = walking ------------------------------------------------------- 0.048 0.733 0.684 0.630 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.045 0.548 0.715 0.621 a = climbing down 0.011 0.842 0.423 0.563 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.186 0.468 1.000 0.637 e = standing 0.001 0.812 0.021 0.041 f = sitting 0.022 0.890 1.000 0.942 g = running 0.031 0.865 0.978 0.918 h = walking ------------------------------------------------------- 0.040 0.804 0.743 0.689 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.579 0.748 0.653 a = climbing down 0.016 0.825 0.542 0.654 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.187 0.467 1.000 0.637 e = standing 0.001 0.800 0.020 0.038 f = sitting 0.017 0.916 1.000 0.956 g = running 0.015 0.928 0.974 0.950 h = walking ------------------------------------------------------- 0.037 0.816 0.759 0.710 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.041 0.577 0.748 0.652 a = climbing down 0.017 0.819 0.540 0.651 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.187 0.467 1.000 0.637 e = standing 0.001 0.800 0.020 0.038 f = sitting 0.016 0.919 1.000 0.958 g = running 0.015 0.928 0.974 0.950 h = walking ------------------------------------------------------- 0.037 0.816 0.759 0.710 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.053 0.541 0.822 0.653 a = climbing down 0.015 0.819 0.483 0.608 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.187 0.467 1.000 0.636 e = standing 0.001 0.786 0.018 0.035 f = sitting 0.012 0.938 1.000 0.968 g = running 0.011 0.946 0.972 0.959 h = walking ------------------------------------------------------- 0.036 0.817 0.757 0.707 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.047 0.497 0.607 0.547 a = climbing down 0.001 0.966 0.301 0.459 b = climbing up 0.000 1.000 0.438 0.609 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.163 0.500 1.000 0.667 e = standing 0.001 0.963 0.129 0.228 f = sitting 0.029 0.861 1.000 0.925 g = running 0.080 0.709 0.946 0.811 h = walking ------------------------------------------------------- 0.045 0.813 0.723 0.677 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.058 0.480 0.696 0.568 a = climbing down 0.007 0.880 0.341 0.492 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.163 0.500 1.000 0.667 e = standing 0.001 0.963 0.129 0.228 f = sitting 0.009 0.953 0.993 0.973 g = running 0.066 0.738 0.909 0.814 h = walking ------------------------------------------------------- 0.041 0.820 0.737 0.698 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.079 0.422 0.756 0.542 a = climbing down 0.009 0.857 0.392 0.538 b = climbing up 0.000 1.000 0.925 0.961 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.165 0.498 1.000 0.665 e = standing 0.001 0.961 0.121 0.215 f = sitting 0.009 0.954 0.986 0.970 g = running 0.049 0.771 0.807 0.789 h = walking ------------------------------------------------------- 0.040 0.819 0.728 0.695 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.044 0.558 0.733 0.634 a = climbing down 0.011 0.851 0.432 0.573 b = climbing up 0.000 1.000 0.925 0.961 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.166 0.495 1.000 0.663 e = standing 0.001 0.958 0.111 0.199 f = sitting 0.009 0.954 0.986 0.970 g = running 0.051 0.792 0.957 0.867 h = walking ------------------------------------------------------- 0.038 0.830 0.756 0.716 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.023 0.699 0.704 0.701 a = climbing down 0.020 0.832 0.699 0.760 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.166 0.495 1.000 0.663 e = standing 0.001 0.958 0.111 0.199 f = sitting 0.008 0.959 0.986 0.972 g = running 0.029 0.871 0.957 0.912 h = walking ------------------------------------------------------- 0.034 0.852 0.786 0.752 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.725 0.556 0.629 a = climbing down 0.069 0.642 0.874 0.740 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.167 0.495 1.000 0.662 e = standing 0.001 0.957 0.109 0.196 f = sitting 0.008 0.959 0.986 0.972 g = running 0.003 0.981 0.803 0.883 h = walking ------------------------------------------------------- 0.035 0.849 0.771 0.739 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.190 0.188 0.317 0.236 a = climbing down 0.260 0.302 0.782 0.435 b = climbing up 0.011 0.000 0.000 0.000 c = jumping 0.016 0.911 0.955 0.933 d = lying 0.102 0.427 0.544 0.478 e = standing 0.070 0.451 0.327 0.379 f = sitting 0.000 1.000 0.095 0.173 g = running 0.028 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.086 0.468 0.408 0.363 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.887 0.525 0.660 a = climbing down 0.246 0.355 0.945 0.516 b = climbing up 0.000 1.000 0.506 0.672 c = jumping 0.016 0.911 0.955 0.933 d = lying 0.027 0.839 0.998 0.911 e = standing 0.001 0.994 0.790 0.880 f = sitting 0.012 0.938 0.992 0.964 g = running 0.002 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.040 0.703 0.727 0.688 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.891 0.527 0.662 a = climbing down 0.246 0.356 0.947 0.517 b = climbing up 0.000 1.000 0.412 0.583 c = jumping 0.016 0.911 0.955 0.933 d = lying 0.026 0.844 0.998 0.915 e = standing 0.001 0.994 0.797 0.884 f = sitting 0.014 0.926 0.992 0.958 g = running 0.002 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.040 0.703 0.726 0.687 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.902 0.521 0.661 a = climbing down 0.247 0.358 0.957 0.521 b = climbing up 0.000 1.000 0.435 0.607 c = jumping 0.016 0.911 0.955 0.933 d = lying 0.026 0.844 0.998 0.915 e = standing 0.001 0.994 0.797 0.884 f = sitting 0.013 0.931 0.992 0.960 g = running 0.002 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.040 0.705 0.727 0.688 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.903 0.527 0.666 a = climbing down 0.246 0.358 0.957 0.521 b = climbing up 0.000 1.000 0.482 0.651 c = jumping 0.016 0.911 0.955 0.933 d = lying 0.026 0.844 0.998 0.915 e = standing 0.001 0.994 0.797 0.884 f = sitting 0.012 0.936 0.992 0.963 g = running 0.002 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.040 0.706 0.729 0.690 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.911 0.519 0.662 a = climbing down 0.247 0.357 0.959 0.521 b = climbing up 0.000 1.000 0.400 0.571 c = jumping 0.016 0.911 0.955 0.933 d = lying 0.026 0.843 0.998 0.914 e = standing 0.001 0.994 0.795 0.883 f = sitting 0.015 0.924 0.992 0.957 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.040 0.705 0.726 0.686 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.156 0.335 0.564 0.420 a = climbing down 0.259 0.328 0.885 0.478 b = climbing up 0.003 0.714 0.357 0.476 c = jumping 0.000 1.000 0.843 0.915 d = lying 0.102 0.507 0.754 0.607 e = standing 0.060 0.550 0.417 0.474 f = sitting 0.001 0.913 0.068 0.126 g = running 0.014 0.200 0.019 0.034 h = walking ------------------------------------------------------- 0.075 0.561 0.480 0.427 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.448 0.618 a = climbing down 0.282 0.336 1.000 0.503 b = climbing up 0.000 1.000 0.393 0.564 c = jumping 0.000 1.000 0.843 0.915 d = lying 0.099 0.530 0.798 0.637 e = standing 0.053 0.592 0.439 0.504 f = sitting 0.018 0.895 0.839 0.866 g = running 0.002 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.623 0.605 0.572 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.376 0.545 a = climbing down 0.292 0.328 1.000 0.494 b = climbing up 0.000 1.000 0.429 0.600 c = jumping 0.000 1.000 0.843 0.915 d = lying 0.078 0.589 0.798 0.678 e = standing 0.055 0.638 0.551 0.592 f = sitting 0.017 0.899 0.837 0.867 g = running 0.002 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.057 0.636 0.613 0.581 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.994 0.343 0.511 a = climbing down 0.297 0.325 1.000 0.490 b = climbing up 0.000 1.000 0.464 0.634 c = jumping 0.000 1.000 0.843 0.915 d = lying 0.080 0.582 0.798 0.673 e = standing 0.054 0.635 0.540 0.583 f = sitting 0.016 0.906 0.839 0.871 g = running 0.002 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.636 0.608 0.576 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.362 0.530 a = climbing down 0.295 0.326 1.000 0.492 b = climbing up 0.000 1.000 0.536 0.698 c = jumping 0.000 1.000 0.843 0.915 d = lying 0.087 0.560 0.798 0.658 e = standing 0.054 0.617 0.498 0.551 f = sitting 0.014 0.917 0.837 0.875 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.632 0.606 0.573 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.959 0.857 0.905 a = climbing down 0.227 0.384 0.992 0.554 b = climbing up 0.000 1.000 0.571 0.727 c = jumping 0.000 1.000 0.843 0.915 d = lying 0.003 0.978 0.798 0.879 e = standing 0.056 0.753 0.985 0.854 f = sitting 0.012 0.927 0.823 0.872 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.040 0.709 0.736 0.699 Weighted Avg. >> upperarmwaist >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.691 0.445 0.541 a = climbing down 0.069 0.699 0.905 0.789 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.000 0.000 0.000 d = lying 0.009 0.875 0.435 0.581 e = standing 0.244 0.413 0.947 0.576 f = sitting 0.001 0.996 0.841 0.912 g = running 0.035 0.816 0.937 0.872 h = walking ------------------------------------------------------- 0.059 0.641 0.661 0.619 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.693 0.445 0.542 a = climbing down 0.067 0.703 0.905 0.791 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.010 0.000 0.000 0.000 d = lying 0.009 0.875 0.433 0.579 e = standing 0.247 0.410 0.947 0.572 f = sitting 0.001 0.996 0.843 0.913 g = running 0.035 0.820 0.947 0.879 h = walking ------------------------------------------------------- 0.059 0.642 0.663 0.619 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.702 0.451 0.549 a = climbing down 0.065 0.708 0.898 0.792 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.000 0.000 0.000 d = lying 0.009 0.878 0.431 0.578 e = standing 0.245 0.413 0.949 0.575 f = sitting 0.001 0.996 0.848 0.916 g = running 0.036 0.815 0.952 0.878 h = walking ------------------------------------------------------- 0.059 0.643 0.664 0.621 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.742 0.470 0.576 a = climbing down 0.062 0.717 0.897 0.797 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.000 0.000 0.000 d = lying 0.009 0.875 0.431 0.577 e = standing 0.245 0.412 0.947 0.575 f = sitting 0.001 0.994 0.871 0.929 g = running 0.036 0.813 0.952 0.877 h = walking ------------------------------------------------------- 0.058 0.649 0.669 0.626 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.779 0.492 0.603 a = climbing down 0.058 0.730 0.890 0.803 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.011 0.000 0.000 0.000 d = lying 0.009 0.879 0.447 0.593 e = standing 0.244 0.413 0.947 0.576 f = sitting 0.001 0.993 0.893 0.940 g = running 0.038 0.807 0.953 0.874 h = walking ------------------------------------------------------- 0.057 0.655 0.676 0.634 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.898 0.604 0.722 a = climbing down 0.040 0.792 0.865 0.827 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.011 0.000 0.000 0.000 d = lying 0.009 0.886 0.453 0.599 e = standing 0.243 0.415 0.950 0.578 f = sitting 0.001 0.997 0.961 0.979 g = running 0.042 0.790 0.960 0.867 h = walking ------------------------------------------------------- 0.053 0.678 0.698 0.658 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.967 0.745 0.841 a = climbing down 0.033 0.826 0.892 0.858 b = climbing up 0.000 1.000 0.970 0.985 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 0.997 0.595 0.745 e = standing 0.232 0.439 0.998 0.610 f = sitting 0.001 0.993 0.978 0.986 g = running 0.032 0.830 0.938 0.881 h = walking ------------------------------------------------------- 0.046 0.715 0.744 0.703 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.993 0.792 0.881 a = climbing down 0.039 0.809 0.937 0.868 b = climbing up 0.000 1.000 0.970 0.985 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.001 0.994 0.593 0.743 e = standing 0.232 0.438 0.997 0.609 f = sitting 0.001 0.997 1.000 0.998 g = running 0.016 0.901 0.906 0.904 h = walking ------------------------------------------------------- 0.044 0.725 0.754 0.714 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.927 0.855 0.890 a = climbing down 0.030 0.846 0.925 0.884 b = climbing up 0.000 1.000 0.970 0.985 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.001 0.994 0.590 0.740 e = standing 0.233 0.437 0.997 0.608 f = sitting 0.001 0.997 0.998 0.997 g = running 0.015 0.910 0.881 0.895 h = walking ------------------------------------------------------- 0.044 0.724 0.756 0.716 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.958 0.867 0.911 a = climbing down 0.021 0.883 0.913 0.898 b = climbing up 0.000 1.000 0.970 0.985 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.001 0.994 0.592 0.742 e = standing 0.232 0.438 0.997 0.608 f = sitting 0.001 0.997 0.998 0.997 g = running 0.020 0.888 0.929 0.908 h = walking ------------------------------------------------------- 0.043 0.730 0.763 0.723 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.961 0.867 0.912 a = climbing down 0.021 0.886 0.911 0.898 b = climbing up 0.000 1.000 0.970 0.985 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.001 0.994 0.592 0.742 e = standing 0.232 0.438 0.997 0.608 f = sitting 0.001 0.997 0.998 0.997 g = running 0.020 0.887 0.934 0.910 h = walking ------------------------------------------------------- 0.042 0.731 0.763 0.723 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.853 0.916 a = climbing down 0.028 0.853 0.932 0.891 b = climbing up 0.000 1.000 0.955 0.977 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.001 0.994 0.592 0.742 e = standing 0.232 0.438 0.997 0.608 f = sitting 0.001 0.995 0.998 0.997 g = running 0.019 0.890 0.908 0.899 h = walking ------------------------------------------------------- 0.043 0.729 0.761 0.721 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.798 0.792 0.795 a = climbing down 0.006 0.900 0.397 0.551 b = climbing up 0.000 1.000 0.951 0.975 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.064 0.735 0.993 0.845 e = standing 0.001 0.987 0.591 0.740 f = sitting 0.003 0.985 1.000 0.992 g = running 0.084 0.674 0.952 0.789 h = walking ------------------------------------------------------- 0.027 0.869 0.842 0.831 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.921 0.756 0.830 a = climbing down 0.029 0.770 0.746 0.758 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.064 0.735 0.993 0.845 e = standing 0.001 0.987 0.591 0.740 f = sitting 0.001 0.992 1.000 0.996 g = running 0.045 0.788 0.910 0.845 h = walking ------------------------------------------------------- 0.022 0.888 0.872 0.869 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.980 0.827 0.897 a = climbing down 0.050 0.707 0.934 0.805 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.064 0.735 0.993 0.845 e = standing 0.001 0.987 0.591 0.740 f = sitting 0.001 0.992 1.000 0.996 g = running 0.017 0.893 0.782 0.834 h = walking ------------------------------------------------------- 0.019 0.904 0.882 0.880 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.976 0.872 0.921 a = climbing down 0.056 0.688 0.960 0.802 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.064 0.735 0.993 0.845 e = standing 0.001 0.987 0.591 0.740 f = sitting 0.001 0.992 1.000 0.996 g = running 0.012 0.918 0.718 0.806 h = walking ------------------------------------------------------- 0.019 0.905 0.881 0.879 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.995 0.821 0.900 a = climbing down 0.028 0.807 0.916 0.858 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.064 0.735 0.993 0.845 e = standing 0.001 0.987 0.591 0.740 f = sitting 0.001 0.992 1.000 0.996 g = running 0.020 0.892 0.916 0.904 h = walking ------------------------------------------------------- 0.017 0.917 0.900 0.898 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.804 0.890 a = climbing down 0.025 0.824 0.887 0.854 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.065 0.734 0.993 0.844 e = standing 0.001 0.987 0.589 0.738 f = sitting 0.001 0.992 1.000 0.996 g = running 0.024 0.879 0.954 0.915 h = walking ------------------------------------------------------- 0.017 0.917 0.901 0.898 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.714 0.767 0.740 a = climbing down 0.016 0.759 0.384 0.510 b = climbing up 0.001 0.952 0.988 0.969 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.001 0.993 1.000 0.997 e = standing 0.001 0.992 0.992 0.992 f = sitting 0.003 0.983 0.993 0.988 g = running 0.073 0.692 0.896 0.781 h = walking ------------------------------------------------------- 0.019 0.885 0.882 0.874 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.798 0.835 0.816 a = climbing down 0.018 0.813 0.618 0.702 b = climbing up 0.001 0.952 1.000 0.976 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.001 0.993 1.000 0.997 e = standing 0.001 0.992 0.992 0.992 f = sitting 0.003 0.985 0.993 0.989 g = running 0.048 0.765 0.863 0.811 h = walking ------------------------------------------------------- 0.014 0.913 0.912 0.910 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.848 0.860 0.854 a = climbing down 0.029 0.768 0.736 0.751 b = climbing up 0.001 0.952 1.000 0.976 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.001 0.993 1.000 0.997 e = standing 0.001 0.992 0.992 0.992 f = sitting 0.003 0.985 0.993 0.989 g = running 0.033 0.817 0.821 0.819 h = walking ------------------------------------------------------- 0.012 0.922 0.922 0.922 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.873 0.862 0.868 a = climbing down 0.043 0.712 0.813 0.759 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.001 0.993 1.000 0.997 e = standing 0.001 0.992 0.992 0.992 f = sitting 0.003 0.985 0.998 0.992 g = running 0.023 0.857 0.762 0.807 h = walking ------------------------------------------------------- 0.011 0.925 0.923 0.923 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.882 0.869 0.875 a = climbing down 0.061 0.646 0.856 0.736 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.001 0.993 1.000 0.997 e = standing 0.001 0.992 0.992 0.992 f = sitting 0.002 0.987 0.998 0.992 g = running 0.016 0.882 0.668 0.760 h = walking ------------------------------------------------------- 0.012 0.923 0.914 0.914 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.895 0.847 0.871 a = climbing down 0.038 0.740 0.836 0.785 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.001 0.993 1.000 0.997 e = standing 0.001 0.992 0.992 0.992 f = sitting 0.003 0.985 0.998 0.992 g = running 0.022 0.870 0.810 0.839 h = walking ------------------------------------------------------- 0.010 0.933 0.931 0.931 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.955 0.934 0.944 a = climbing down 0.011 0.894 0.619 0.731 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.001 0.993 0.992 0.992 d = lying 0.001 0.994 0.984 0.989 e = standing 0.003 0.984 0.995 0.990 f = sitting 0.000 0.999 0.978 0.988 g = running 0.063 0.736 0.953 0.831 h = walking ------------------------------------------------------- 0.012 0.936 0.928 0.927 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.925 0.947 a = climbing down 0.038 0.782 0.924 0.847 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.001 0.993 0.992 0.992 d = lying 0.001 0.994 0.984 0.989 e = standing 0.003 0.984 0.995 0.990 f = sitting 0.000 0.999 0.980 0.989 g = running 0.015 0.911 0.818 0.862 h = walking ------------------------------------------------------- 0.008 0.950 0.946 0.947 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.967 0.918 0.942 a = climbing down 0.041 0.776 0.939 0.849 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.001 0.993 0.992 0.992 d = lying 0.001 0.994 0.984 0.989 e = standing 0.003 0.984 0.995 0.990 f = sitting 0.001 0.996 0.978 0.987 g = running 0.012 0.926 0.811 0.865 h = walking ------------------------------------------------------- 0.008 0.951 0.946 0.947 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.967 0.918 0.942 a = climbing down 0.047 0.750 0.946 0.837 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.001 0.993 0.992 0.992 d = lying 0.001 0.994 0.984 0.989 e = standing 0.003 0.984 0.995 0.990 f = sitting 0.001 0.996 0.978 0.987 g = running 0.011 0.931 0.776 0.847 h = walking ------------------------------------------------------- 0.009 0.948 0.942 0.942 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.965 0.918 0.941 a = climbing down 0.050 0.740 0.946 0.830 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.001 0.993 0.992 0.992 d = lying 0.001 0.994 0.984 0.989 e = standing 0.003 0.984 0.995 0.990 f = sitting 0.001 0.996 0.978 0.987 g = running 0.011 0.928 0.758 0.834 h = walking ------------------------------------------------------- 0.009 0.946 0.939 0.939 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.925 0.944 a = climbing down 0.040 0.777 0.932 0.847 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.001 0.993 0.992 0.992 d = lying 0.001 0.994 0.984 0.989 e = standing 0.003 0.984 0.995 0.990 f = sitting 0.001 0.996 0.976 0.986 g = running 0.014 0.912 0.803 0.854 h = walking ------------------------------------------------------- 0.009 0.948 0.944 0.945 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.955 0.933 0.944 a = climbing down 0.016 0.874 0.723 0.791 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.929 0.987 0.957 d = lying 0.002 0.987 0.971 0.979 e = standing 0.007 0.960 0.917 0.938 f = sitting 0.000 1.000 0.997 0.999 g = running 0.047 0.780 0.908 0.839 h = walking ------------------------------------------------------- 0.013 0.927 0.924 0.924 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.920 0.948 a = climbing down 0.037 0.780 0.877 0.826 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.929 0.987 0.957 d = lying 0.002 0.987 0.972 0.980 e = standing 0.006 0.962 0.917 0.939 f = sitting 0.000 1.000 0.997 0.999 g = running 0.021 0.877 0.824 0.850 h = walking ------------------------------------------------------- 0.011 0.933 0.930 0.931 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.977 0.929 0.952 a = climbing down 0.035 0.793 0.885 0.836 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.929 0.987 0.957 d = lying 0.002 0.987 0.972 0.980 e = standing 0.006 0.962 0.917 0.939 f = sitting 0.000 1.000 0.997 0.999 g = running 0.020 0.884 0.830 0.856 h = walking ------------------------------------------------------- 0.011 0.935 0.933 0.933 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.977 0.931 0.953 a = climbing down 0.035 0.795 0.901 0.845 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.929 0.987 0.957 d = lying 0.002 0.987 0.972 0.980 e = standing 0.006 0.962 0.917 0.939 f = sitting 0.000 1.000 0.997 0.999 g = running 0.017 0.898 0.829 0.862 h = walking ------------------------------------------------------- 0.010 0.938 0.935 0.936 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.977 0.931 0.953 a = climbing down 0.039 0.777 0.919 0.842 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.929 0.987 0.957 d = lying 0.002 0.987 0.972 0.980 e = standing 0.006 0.962 0.917 0.939 f = sitting 0.000 1.000 0.997 0.999 g = running 0.014 0.911 0.803 0.853 h = walking ------------------------------------------------------- 0.011 0.937 0.934 0.934 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.977 0.931 0.953 a = climbing down 0.040 0.775 0.921 0.842 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.932 0.987 0.958 d = lying 0.002 0.987 0.972 0.980 e = standing 0.006 0.962 0.921 0.941 f = sitting 0.000 1.000 0.997 0.999 g = running 0.014 0.912 0.800 0.852 h = walking ------------------------------------------------------- 0.010 0.938 0.934 0.934 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.762 0.456 0.570 a = climbing down 0.088 0.662 0.918 0.769 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.967 0.967 0.967 e = standing 0.005 0.957 0.989 0.973 f = sitting 0.004 0.982 0.933 0.957 g = running 0.015 0.892 0.906 0.899 h = walking ------------------------------------------------------- 0.021 0.890 0.882 0.878 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.038 0.704 0.621 0.660 a = climbing down 0.054 0.733 0.792 0.761 b = climbing up 0.000 1.000 0.882 0.938 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.967 0.967 0.967 e = standing 0.005 0.957 0.989 0.973 f = sitting 0.004 0.982 0.920 0.950 g = running 0.025 0.842 0.956 0.896 h = walking ------------------------------------------------------- 0.019 0.888 0.886 0.886 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.777 0.452 0.572 a = climbing down 0.085 0.669 0.913 0.772 b = climbing up 0.000 1.000 0.897 0.946 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.967 0.967 0.967 e = standing 0.005 0.957 0.989 0.973 f = sitting 0.004 0.985 0.911 0.946 g = running 0.020 0.873 0.958 0.913 h = walking ------------------------------------------------------- 0.020 0.891 0.883 0.878 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.783 0.443 0.565 a = climbing down 0.086 0.668 0.922 0.775 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.967 0.967 0.967 e = standing 0.005 0.957 0.989 0.973 f = sitting 0.003 0.987 0.911 0.947 g = running 0.019 0.875 0.958 0.915 h = walking ------------------------------------------------------- 0.020 0.893 0.883 0.878 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.767 0.533 0.629 a = climbing down 0.070 0.704 0.887 0.785 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.967 0.968 0.968 e = standing 0.005 0.959 0.989 0.974 f = sitting 0.003 0.986 0.913 0.948 g = running 0.020 0.874 0.971 0.920 h = walking ------------------------------------------------------- 0.018 0.896 0.891 0.889 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.778 0.528 0.629 a = climbing down 0.070 0.706 0.893 0.789 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.002 0.989 0.977 0.983 d = lying 0.005 0.967 0.967 0.967 e = standing 0.004 0.972 0.987 0.979 f = sitting 0.004 0.985 0.916 0.949 g = running 0.020 0.871 0.971 0.919 h = walking ------------------------------------------------------- 0.018 0.897 0.893 0.890 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.842 0.597 0.699 a = climbing down 0.071 0.716 0.946 0.815 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.001 0.992 0.768 0.866 d = lying 0.011 0.923 0.905 0.914 e = standing 0.038 0.765 1.000 0.867 f = sitting 0.003 0.986 0.938 0.961 g = running 0.020 0.857 0.851 0.854 h = walking ------------------------------------------------------- 0.022 0.878 0.862 0.861 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.040 0.730 0.748 0.739 a = climbing down 0.040 0.792 0.804 0.798 b = climbing up 0.000 1.000 0.846 0.917 c = jumping 0.001 0.992 0.768 0.866 d = lying 0.011 0.923 0.905 0.914 e = standing 0.038 0.765 1.000 0.867 f = sitting 0.003 0.989 0.942 0.965 g = running 0.022 0.855 0.900 0.877 h = walking ------------------------------------------------------- 0.020 0.876 0.867 0.867 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.831 0.678 0.746 a = climbing down 0.056 0.753 0.913 0.825 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.001 0.992 0.768 0.866 d = lying 0.012 0.912 0.905 0.908 e = standing 0.036 0.773 1.000 0.872 f = sitting 0.002 0.990 0.940 0.964 g = running 0.019 0.867 0.883 0.875 h = walking ------------------------------------------------------- 0.020 0.884 0.872 0.872 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.843 0.683 0.755 a = climbing down 0.053 0.766 0.918 0.835 b = climbing up 0.000 1.000 0.877 0.934 c = jumping 0.001 0.992 0.768 0.866 d = lying 0.012 0.912 0.905 0.908 e = standing 0.036 0.773 1.000 0.872 f = sitting 0.002 0.992 0.959 0.975 g = running 0.016 0.888 0.897 0.892 h = walking ------------------------------------------------------- 0.019 0.890 0.880 0.879 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.039 0.753 0.822 0.786 a = climbing down 0.028 0.846 0.826 0.836 b = climbing up 0.000 1.000 0.877 0.934 c = jumping 0.001 0.992 0.768 0.866 d = lying 0.012 0.912 0.905 0.908 e = standing 0.036 0.773 1.000 0.872 f = sitting 0.002 0.992 0.959 0.975 g = running 0.014 0.898 0.900 0.899 h = walking ------------------------------------------------------- 0.017 0.893 0.884 0.884 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.057 0.691 0.868 0.770 a = climbing down 0.022 0.866 0.751 0.804 b = climbing up 0.000 1.000 0.877 0.934 c = jumping 0.001 0.992 0.768 0.866 d = lying 0.012 0.912 0.905 0.908 e = standing 0.036 0.773 1.000 0.872 f = sitting 0.002 0.992 0.958 0.974 g = running 0.012 0.913 0.890 0.901 h = walking ------------------------------------------------------- 0.018 0.890 0.876 0.877 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.637 0.502 0.562 a = climbing down 0.068 0.623 0.827 0.711 b = climbing up 0.000 1.000 0.659 0.794 c = jumping 0.030 0.826 0.972 0.893 d = lying 0.005 0.961 0.970 0.965 e = standing 0.007 0.952 0.793 0.865 f = sitting 0.013 0.956 0.954 0.955 g = running 0.033 0.788 0.729 0.757 h = walking ------------------------------------------------------- 0.024 0.844 0.836 0.835 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.048 0.604 0.647 0.625 a = climbing down 0.056 0.666 0.814 0.732 b = climbing up 0.000 1.000 0.718 0.836 c = jumping 0.018 0.888 0.971 0.928 d = lying 0.005 0.963 0.970 0.966 e = standing 0.007 0.953 0.867 0.908 f = sitting 0.011 0.961 0.954 0.958 g = running 0.022 0.840 0.680 0.752 h = walking ------------------------------------------------------- 0.021 0.862 0.854 0.855 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.885 0.410 0.561 a = climbing down 0.083 0.584 0.854 0.694 b = climbing up 0.000 1.000 0.729 0.844 c = jumping 0.009 0.941 0.967 0.954 d = lying 0.005 0.963 0.970 0.966 e = standing 0.008 0.952 0.923 0.937 f = sitting 0.011 0.962 0.950 0.956 g = running 0.036 0.793 0.833 0.812 h = walking ------------------------------------------------------- 0.021 0.881 0.863 0.860 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.889 0.412 0.564 a = climbing down 0.082 0.589 0.859 0.699 b = climbing up 0.000 1.000 0.741 0.851 c = jumping 0.008 0.949 0.967 0.958 d = lying 0.005 0.963 0.970 0.966 e = standing 0.008 0.953 0.931 0.941 f = sitting 0.011 0.963 0.952 0.958 g = running 0.036 0.795 0.834 0.814 h = walking ------------------------------------------------------- 0.021 0.884 0.866 0.863 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.889 0.410 0.561 a = climbing down 0.081 0.589 0.859 0.699 b = climbing up 0.000 1.000 0.741 0.851 c = jumping 0.005 0.965 0.962 0.964 d = lying 0.006 0.960 0.973 0.966 e = standing 0.008 0.950 0.941 0.946 f = sitting 0.011 0.963 0.952 0.958 g = running 0.036 0.797 0.839 0.818 h = walking ------------------------------------------------------- 0.020 0.886 0.868 0.864 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.906 0.412 0.567 a = climbing down 0.081 0.589 0.859 0.699 b = climbing up 0.000 1.000 0.741 0.851 c = jumping 0.005 0.965 0.957 0.961 d = lying 0.007 0.953 0.973 0.963 e = standing 0.008 0.950 0.940 0.945 f = sitting 0.011 0.963 0.955 0.959 g = running 0.035 0.799 0.840 0.819 h = walking ------------------------------------------------------- 0.020 0.887 0.868 0.864 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.828 0.839 0.833 a = climbing down 0.011 0.916 0.881 0.898 b = climbing up 0.000 1.000 0.366 0.536 c = jumping 0.019 0.882 0.997 0.936 d = lying 0.009 0.938 0.971 0.954 e = standing 0.004 0.975 0.831 0.897 f = sitting 0.015 0.951 0.996 0.973 g = running 0.027 0.845 0.869 0.857 h = walking ------------------------------------------------------- 0.015 0.913 0.910 0.907 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.945 0.806 0.870 a = climbing down 0.009 0.922 0.804 0.859 b = climbing up 0.000 1.000 0.500 0.667 c = jumping 0.020 0.878 0.997 0.934 d = lying 0.011 0.925 0.973 0.949 e = standing 0.003 0.976 0.814 0.888 f = sitting 0.012 0.960 0.995 0.977 g = running 0.044 0.786 0.956 0.863 h = walking ------------------------------------------------------- 0.015 0.917 0.910 0.908 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.787 0.867 0.825 a = climbing down 0.021 0.842 0.813 0.827 b = climbing up 0.000 1.000 0.500 0.667 c = jumping 0.016 0.902 0.997 0.947 d = lying 0.011 0.924 0.973 0.948 e = standing 0.003 0.977 0.839 0.902 f = sitting 0.012 0.959 0.995 0.977 g = running 0.016 0.900 0.864 0.882 h = walking ------------------------------------------------------- 0.014 0.911 0.908 0.906 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.776 0.744 0.760 a = climbing down 0.006 0.944 0.767 0.846 b = climbing up 0.000 1.000 0.524 0.688 c = jumping 0.016 0.902 0.997 0.947 d = lying 0.011 0.924 0.973 0.948 e = standing 0.003 0.977 0.839 0.902 f = sitting 0.012 0.961 0.995 0.978 g = running 0.037 0.813 0.966 0.883 h = walking ------------------------------------------------------- 0.015 0.910 0.905 0.903 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.786 0.927 0.851 a = climbing down 0.006 0.946 0.798 0.866 b = climbing up 0.000 1.000 0.537 0.698 c = jumping 0.016 0.902 0.997 0.947 d = lying 0.011 0.924 0.973 0.948 e = standing 0.003 0.977 0.839 0.902 f = sitting 0.011 0.962 0.995 0.978 g = running 0.013 0.924 0.931 0.928 h = walking ------------------------------------------------------- 0.012 0.927 0.923 0.921 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.029 0.788 0.933 0.854 a = climbing down 0.006 0.944 0.798 0.865 b = climbing up 0.000 1.000 0.549 0.709 c = jumping 0.016 0.903 0.997 0.948 d = lying 0.011 0.924 0.975 0.949 e = standing 0.003 0.978 0.840 0.904 f = sitting 0.011 0.963 0.995 0.979 g = running 0.012 0.927 0.928 0.928 h = walking ------------------------------------------------------- 0.012 0.928 0.923 0.922 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.050 0.613 0.664 0.638 a = climbing down 0.069 0.510 0.543 0.526 b = climbing up 0.000 0.983 0.855 0.915 c = jumping 0.004 0.975 0.962 0.969 d = lying 0.076 0.676 0.883 0.766 e = standing 0.026 0.787 0.549 0.647 f = sitting 0.003 0.982 0.988 0.985 g = running 0.054 0.669 0.603 0.634 h = walking ------------------------------------------------------- 0.038 0.763 0.756 0.754 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.692 0.627 0.658 a = climbing down 0.100 0.504 0.775 0.611 b = climbing up 0.000 0.984 0.884 0.931 c = jumping 0.001 0.997 0.949 0.972 d = lying 0.049 0.757 0.851 0.801 e = standing 0.034 0.784 0.721 0.751 f = sitting 0.003 0.985 0.988 0.986 g = running 0.029 0.761 0.506 0.608 h = walking ------------------------------------------------------- 0.033 0.801 0.783 0.784 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.689 0.639 0.663 a = climbing down 0.062 0.607 0.731 0.663 b = climbing up 0.000 0.984 0.884 0.931 c = jumping 0.001 0.997 0.948 0.971 d = lying 0.049 0.756 0.850 0.800 e = standing 0.035 0.781 0.721 0.750 f = sitting 0.003 0.985 0.988 0.986 g = running 0.039 0.763 0.689 0.724 h = walking ------------------------------------------------------- 0.030 0.812 0.807 0.808 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.802 0.598 0.685 a = climbing down 0.109 0.515 0.877 0.649 b = climbing up 0.000 0.984 0.884 0.931 c = jumping 0.001 0.997 0.948 0.971 d = lying 0.048 0.760 0.850 0.802 e = standing 0.035 0.781 0.724 0.751 f = sitting 0.003 0.985 0.988 0.986 g = running 0.018 0.844 0.551 0.667 h = walking ------------------------------------------------------- 0.030 0.827 0.799 0.800 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.801 0.605 0.689 a = climbing down 0.063 0.619 0.781 0.691 b = climbing up 0.000 0.984 0.884 0.931 c = jumping 0.001 0.997 0.948 0.971 d = lying 0.048 0.761 0.848 0.802 e = standing 0.035 0.780 0.727 0.753 f = sitting 0.003 0.985 0.988 0.986 g = running 0.036 0.794 0.779 0.787 h = walking ------------------------------------------------------- 0.028 0.831 0.823 0.824 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.748 0.545 0.631 a = climbing down 0.058 0.629 0.741 0.681 b = climbing up 0.000 0.984 0.884 0.931 c = jumping 0.000 1.000 0.946 0.972 d = lying 0.050 0.753 0.850 0.798 e = standing 0.035 0.778 0.717 0.746 f = sitting 0.003 0.985 0.988 0.986 g = running 0.044 0.771 0.819 0.794 h = walking ------------------------------------------------------- 0.029 0.822 0.817 0.816 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.747 0.852 0.796 a = climbing down 0.071 0.385 0.337 0.359 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.012 0.935 1.000 0.967 d = lying 0.076 0.659 0.817 0.729 e = standing 0.033 0.724 0.495 0.588 f = sitting 0.002 0.989 0.994 0.992 g = running 0.065 0.642 0.643 0.642 h = walking ------------------------------------------------------- 0.040 0.743 0.747 0.740 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.776 0.822 0.799 a = climbing down 0.088 0.369 0.389 0.379 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.015 0.920 1.000 0.958 d = lying 0.073 0.669 0.820 0.737 e = standing 0.032 0.727 0.495 0.589 f = sitting 0.002 0.989 0.994 0.992 g = running 0.063 0.621 0.573 0.596 h = walking ------------------------------------------------------- 0.041 0.741 0.740 0.735 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.791 0.774 0.783 a = climbing down 0.114 0.351 0.469 0.402 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.008 0.957 1.000 0.978 d = lying 0.076 0.659 0.820 0.731 e = standing 0.032 0.736 0.518 0.608 f = sitting 0.002 0.989 0.994 0.992 g = running 0.058 0.579 0.443 0.502 h = walking ------------------------------------------------------- 0.043 0.739 0.728 0.727 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.791 0.777 0.784 a = climbing down 0.096 0.405 0.497 0.447 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.008 0.956 1.000 0.977 d = lying 0.085 0.634 0.820 0.715 e = standing 0.032 0.715 0.465 0.564 f = sitting 0.002 0.989 0.994 0.992 g = running 0.056 0.637 0.541 0.585 h = walking ------------------------------------------------------- 0.041 0.747 0.738 0.736 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.824 0.733 0.776 a = climbing down 0.058 0.550 0.541 0.546 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.003 0.981 1.000 0.990 d = lying 0.042 0.773 0.799 0.786 e = standing 0.036 0.781 0.738 0.759 f = sitting 0.002 0.989 0.994 0.992 g = running 0.054 0.726 0.796 0.760 h = walking ------------------------------------------------------- 0.030 0.816 0.815 0.815 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.849 0.743 0.792 a = climbing down 0.046 0.637 0.621 0.629 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.003 0.981 1.000 0.990 d = lying 0.043 0.769 0.802 0.785 e = standing 0.035 0.782 0.732 0.756 f = sitting 0.002 0.989 0.994 0.992 g = running 0.044 0.782 0.871 0.824 h = walking ------------------------------------------------------- 0.026 0.837 0.836 0.835 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.781 0.730 0.755 a = climbing down 0.030 0.782 0.716 0.747 b = climbing up 0.095 0.176 1.000 0.299 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.014 0.871 0.557 0.679 e = standing 0.085 0.531 0.633 0.578 f = sitting 0.001 0.987 0.419 0.588 g = running 0.036 0.808 0.943 0.870 h = walking ------------------------------------------------------- 0.034 0.786 0.699 0.710 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.893 0.756 0.819 a = climbing down 0.035 0.801 0.926 0.859 b = climbing up 0.114 0.151 1.000 0.263 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.015 0.869 0.557 0.679 e = standing 0.085 0.532 0.633 0.578 f = sitting 0.001 0.991 0.312 0.475 g = running 0.014 0.916 0.935 0.925 h = walking ------------------------------------------------------- 0.030 0.818 0.711 0.720 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.924 0.701 0.797 a = climbing down 0.047 0.762 0.981 0.857 b = climbing up 0.118 0.147 1.000 0.256 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.015 0.870 0.563 0.684 e = standing 0.084 0.535 0.633 0.580 f = sitting 0.001 0.991 0.292 0.451 g = running 0.008 0.950 0.923 0.936 h = walking ------------------------------------------------------- 0.030 0.822 0.707 0.715 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.922 0.701 0.796 a = climbing down 0.046 0.764 0.981 0.859 b = climbing up 0.118 0.147 1.000 0.256 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.015 0.866 0.563 0.682 e = standing 0.083 0.536 0.633 0.581 f = sitting 0.000 1.000 0.292 0.452 g = running 0.008 0.950 0.928 0.939 h = walking ------------------------------------------------------- 0.030 0.823 0.707 0.716 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.923 0.704 0.799 a = climbing down 0.044 0.772 0.982 0.865 b = climbing up 0.112 0.153 1.000 0.265 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.016 0.864 0.563 0.682 e = standing 0.083 0.537 0.633 0.581 f = sitting 0.001 0.992 0.323 0.488 g = running 0.008 0.952 0.935 0.943 h = walking ------------------------------------------------------- 0.029 0.823 0.714 0.724 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.907 0.861 0.883 a = climbing down 0.021 0.876 0.956 0.914 b = climbing up 0.120 0.145 1.000 0.253 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.014 0.879 0.563 0.686 e = standing 0.084 0.535 0.637 0.581 f = sitting 0.001 0.986 0.279 0.435 g = running 0.007 0.957 0.940 0.949 h = walking ------------------------------------------------------- 0.027 0.836 0.724 0.733 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.869 0.687 0.767 a = climbing down 0.031 0.789 0.763 0.776 b = climbing up 0.034 0.373 1.000 0.543 c = jumping 0.013 0.922 0.986 0.953 d = lying 0.011 0.924 0.778 0.845 e = standing 0.027 0.843 0.933 0.886 f = sitting 0.000 0.998 0.801 0.889 g = running 0.037 0.812 0.993 0.893 h = walking ------------------------------------------------------- 0.019 0.874 0.851 0.854 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.676 0.794 a = climbing down 0.041 0.775 0.930 0.845 b = climbing up 0.000 0.982 0.659 0.789 c = jumping 0.013 0.922 0.986 0.953 d = lying 0.012 0.920 0.770 0.838 e = standing 0.028 0.835 0.930 0.880 f = sitting 0.008 0.960 0.996 0.978 g = running 0.015 0.911 0.985 0.947 h = walking ------------------------------------------------------- 0.017 0.902 0.895 0.892 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.935 0.824 0.876 a = climbing down 0.021 0.868 0.900 0.884 b = climbing up 0.000 0.985 0.753 0.853 c = jumping 0.013 0.922 0.986 0.953 d = lying 0.011 0.923 0.769 0.839 e = standing 0.028 0.835 0.933 0.881 f = sitting 0.006 0.971 0.996 0.983 g = running 0.014 0.920 0.988 0.953 h = walking ------------------------------------------------------- 0.014 0.914 0.912 0.911 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.986 0.807 0.888 a = climbing down 0.025 0.856 0.968 0.909 b = climbing up 0.000 0.985 0.765 0.861 c = jumping 0.013 0.922 0.986 0.953 d = lying 0.011 0.923 0.764 0.836 e = standing 0.029 0.831 0.933 0.879 f = sitting 0.006 0.972 0.996 0.984 g = running 0.008 0.952 0.990 0.970 h = walking ------------------------------------------------------- 0.013 0.923 0.919 0.918 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.986 0.809 0.889 a = climbing down 0.025 0.856 0.968 0.909 b = climbing up 0.000 0.983 0.694 0.814 c = jumping 0.013 0.922 0.986 0.953 d = lying 0.011 0.923 0.764 0.836 e = standing 0.029 0.831 0.933 0.879 f = sitting 0.008 0.964 0.996 0.980 g = running 0.008 0.953 0.990 0.971 h = walking ------------------------------------------------------- 0.013 0.922 0.918 0.916 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.986 0.811 0.890 a = climbing down 0.025 0.856 0.970 0.910 b = climbing up 0.000 0.983 0.682 0.806 c = jumping 0.013 0.922 0.986 0.953 d = lying 0.011 0.923 0.764 0.836 e = standing 0.029 0.831 0.933 0.879 f = sitting 0.008 0.963 0.996 0.979 g = running 0.007 0.956 0.990 0.973 h = walking ------------------------------------------------------- 0.013 0.922 0.918 0.916 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.656 0.818 0.728 a = climbing down 0.116 0.550 0.488 0.517 b = climbing up 0.007 0.648 0.640 0.644 c = jumping 0.000 1.000 0.516 0.680 d = lying 0.088 0.480 0.536 0.506 e = standing 0.130 0.387 0.492 0.433 f = sitting 0.008 0.940 0.841 0.888 g = running 0.109 0.413 0.458 0.434 h = walking ------------------------------------------------------- 0.078 0.611 0.574 0.581 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.076 0.556 0.915 0.692 a = climbing down 0.001 0.919 0.033 0.064 b = climbing up 0.000 1.000 0.382 0.553 c = jumping 0.000 1.000 0.631 0.774 d = lying 0.008 0.931 0.691 0.793 e = standing 0.093 0.636 0.969 0.768 f = sitting 0.014 0.912 0.968 0.939 g = running 0.194 0.451 0.956 0.613 h = walking ------------------------------------------------------- 0.051 0.788 0.665 0.602 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.044 0.687 0.917 0.785 a = climbing down 0.003 0.955 0.186 0.312 b = climbing up 0.000 1.000 0.517 0.681 c = jumping 0.000 1.000 0.631 0.774 d = lying 0.008 0.936 0.754 0.835 e = standing 0.083 0.661 0.969 0.786 f = sitting 0.011 0.931 0.973 0.952 g = running 0.186 0.463 0.957 0.624 h = walking ------------------------------------------------------- 0.046 0.817 0.712 0.681 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.699 0.912 0.792 a = climbing down 0.002 0.968 0.177 0.299 b = climbing up 0.000 1.000 0.494 0.662 c = jumping 0.000 1.000 0.633 0.776 d = lying 0.008 0.938 0.769 0.845 e = standing 0.080 0.669 0.971 0.792 f = sitting 0.011 0.928 0.970 0.948 g = running 0.192 0.457 0.965 0.620 h = walking ------------------------------------------------------- 0.046 0.821 0.712 0.679 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.043 0.693 0.924 0.792 a = climbing down 0.001 0.972 0.170 0.289 b = climbing up 0.000 1.000 0.517 0.681 c = jumping 0.000 0.994 0.692 0.816 d = lying 0.006 0.957 0.807 0.875 e = standing 0.069 0.703 0.971 0.815 f = sitting 0.011 0.931 0.970 0.950 g = running 0.191 0.458 0.965 0.621 h = walking ------------------------------------------------------- 0.044 0.829 0.723 0.690 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.832 0.912 0.870 a = climbing down 0.122 0.680 0.889 0.771 b = climbing up 0.000 1.000 0.517 0.681 c = jumping 0.001 0.992 0.700 0.821 d = lying 0.005 0.958 0.755 0.845 e = standing 0.076 0.682 0.971 0.801 f = sitting 0.011 0.931 0.973 0.952 g = running 0.018 0.779 0.371 0.503 h = walking ------------------------------------------------------- 0.045 0.819 0.794 0.783 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.763 0.547 0.637 a = climbing down 0.143 0.387 0.308 0.343 b = climbing up 0.002 0.885 1.000 0.939 c = jumping 0.000 0.997 0.649 0.786 d = lying 0.101 0.394 0.429 0.410 e = standing 0.090 0.545 0.649 0.593 f = sitting 0.000 1.000 0.960 0.979 g = running 0.185 0.276 0.422 0.334 h = walking ------------------------------------------------------- 0.087 0.588 0.548 0.558 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.956 0.300 0.457 a = climbing down 0.100 0.345 0.181 0.237 b = climbing up 0.000 1.000 0.682 0.811 c = jumping 0.000 0.997 0.675 0.805 d = lying 0.098 0.379 0.391 0.385 e = standing 0.096 0.529 0.649 0.583 f = sitting 0.007 0.953 0.998 0.975 g = running 0.241 0.344 0.759 0.474 h = walking ------------------------------------------------------- 0.085 0.598 0.541 0.531 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.917 0.619 0.739 a = climbing down 0.172 0.549 0.717 0.621 b = climbing up 0.000 1.000 0.576 0.731 c = jumping 0.003 0.976 0.953 0.964 d = lying 0.010 0.806 0.262 0.395 e = standing 0.114 0.583 0.960 0.726 f = sitting 0.009 0.943 0.997 0.969 g = running 0.075 0.386 0.284 0.327 h = walking ------------------------------------------------------- 0.069 0.707 0.680 0.661 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.951 0.630 0.758 a = climbing down 0.045 0.792 0.581 0.670 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.003 0.976 0.953 0.964 d = lying 0.009 0.822 0.275 0.412 e = standing 0.112 0.588 0.963 0.730 f = sitting 0.003 0.982 0.997 0.989 g = running 0.123 0.554 0.913 0.689 h = walking ------------------------------------------------------- 0.046 0.797 0.748 0.735 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.970 0.612 0.750 a = climbing down 0.057 0.771 0.655 0.709 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.976 0.951 0.963 d = lying 0.009 0.818 0.275 0.411 e = standing 0.112 0.588 0.963 0.730 f = sitting 0.000 1.000 0.997 0.998 g = running 0.101 0.593 0.880 0.709 h = walking ------------------------------------------------------- 0.045 0.802 0.761 0.748 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.970 0.609 0.749 a = climbing down 0.074 0.797 0.991 0.884 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.976 0.955 0.965 d = lying 0.009 0.820 0.263 0.398 e = standing 0.114 0.585 0.963 0.727 f = sitting 0.000 1.000 0.997 0.998 g = running 0.011 0.922 0.796 0.854 h = walking ------------------------------------------------------- 0.036 0.854 0.824 0.806 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.932 0.429 0.588 a = climbing down 0.032 0.773 0.847 0.808 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.995 0.980 0.987 d = lying 0.012 0.930 0.923 0.926 e = standing 0.017 0.905 0.926 0.915 f = sitting 0.000 0.999 0.979 0.989 g = running 0.063 0.719 0.966 0.824 h = walking ------------------------------------------------------- 0.018 0.901 0.888 0.882 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.939 0.625 0.750 a = climbing down 0.061 0.672 0.973 0.795 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.995 0.980 0.987 d = lying 0.012 0.930 0.923 0.926 e = standing 0.017 0.905 0.926 0.915 f = sitting 0.000 0.999 0.976 0.987 g = running 0.014 0.912 0.838 0.874 h = walking ------------------------------------------------------- 0.014 0.918 0.904 0.904 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.943 0.634 0.758 a = climbing down 0.060 0.679 0.975 0.800 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.995 0.980 0.987 d = lying 0.012 0.930 0.923 0.926 e = standing 0.017 0.905 0.926 0.915 f = sitting 0.000 0.999 0.976 0.987 g = running 0.014 0.911 0.839 0.874 h = walking ------------------------------------------------------- 0.014 0.919 0.906 0.906 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.920 0.728 0.813 a = climbing down 0.061 0.671 0.961 0.790 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.980 0.987 d = lying 0.012 0.930 0.926 0.928 e = standing 0.016 0.908 0.926 0.917 f = sitting 0.000 1.000 0.977 0.989 g = running 0.007 0.951 0.795 0.866 h = walking ------------------------------------------------------- 0.013 0.922 0.908 0.910 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.928 0.724 0.813 a = climbing down 0.042 0.745 0.959 0.839 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.980 0.987 d = lying 0.012 0.929 0.928 0.928 e = standing 0.016 0.910 0.924 0.917 f = sitting 0.000 1.000 0.968 0.984 g = running 0.009 0.944 0.918 0.931 h = walking ------------------------------------------------------- 0.011 0.930 0.924 0.924 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.918 0.755 0.829 a = climbing down 0.022 0.845 0.932 0.886 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.980 0.987 d = lying 0.014 0.922 0.929 0.925 e = standing 0.016 0.910 0.916 0.913 f = sitting 0.000 1.000 0.973 0.987 g = running 0.020 0.888 0.959 0.922 h = walking ------------------------------------------------------- 0.011 0.932 0.930 0.929 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.985 0.594 0.741 a = climbing down 0.023 0.803 0.730 0.765 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.005 0.969 0.957 0.963 e = standing 0.008 0.958 0.970 0.964 f = sitting 0.015 0.934 0.988 0.960 g = running 0.067 0.707 0.960 0.814 h = walking ------------------------------------------------------- 0.017 0.911 0.898 0.895 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.982 0.741 0.845 a = climbing down 0.022 0.829 0.825 0.827 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.005 0.970 0.963 0.967 e = standing 0.006 0.964 0.970 0.967 f = sitting 0.013 0.941 0.987 0.964 g = running 0.038 0.811 0.965 0.882 h = walking ------------------------------------------------------- 0.012 0.931 0.926 0.924 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.912 0.937 0.924 a = climbing down 0.009 0.917 0.809 0.860 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.005 0.970 0.968 0.969 e = standing 0.006 0.968 0.970 0.969 f = sitting 0.014 0.940 0.988 0.964 g = running 0.024 0.865 0.934 0.898 h = walking ------------------------------------------------------- 0.010 0.942 0.941 0.939 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.954 0.900 0.926 a = climbing down 0.009 0.920 0.763 0.834 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.005 0.970 0.983 0.976 e = standing 0.003 0.982 0.970 0.976 f = sitting 0.014 0.937 0.988 0.962 g = running 0.035 0.823 0.969 0.890 h = walking ------------------------------------------------------- 0.010 0.942 0.939 0.937 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.907 0.936 a = climbing down 0.013 0.893 0.869 0.881 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.005 0.970 0.983 0.976 e = standing 0.003 0.982 0.970 0.976 f = sitting 0.014 0.940 0.988 0.964 g = running 0.021 0.884 0.947 0.915 h = walking ------------------------------------------------------- 0.009 0.950 0.949 0.947 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.978 0.912 0.944 a = climbing down 0.010 0.914 0.819 0.864 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.005 0.970 0.983 0.976 e = standing 0.003 0.982 0.970 0.976 f = sitting 0.014 0.939 0.988 0.963 g = running 0.028 0.852 0.967 0.906 h = walking ------------------------------------------------------- 0.009 0.949 0.946 0.945 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.795 0.880 0.835 a = climbing down 0.022 0.698 0.527 0.601 b = climbing up 0.001 0.976 0.883 0.927 c = jumping 0.021 0.893 0.950 0.921 d = lying 0.016 0.875 0.594 0.708 e = standing 0.084 0.653 0.824 0.729 f = sitting 0.015 0.928 1.000 0.963 g = running 0.040 0.777 0.781 0.779 h = walking ------------------------------------------------------- 0.032 0.814 0.808 0.804 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.829 0.870 0.849 a = climbing down 0.033 0.692 0.781 0.734 b = climbing up 0.001 0.965 0.883 0.922 c = jumping 0.021 0.893 0.950 0.921 d = lying 0.016 0.875 0.594 0.708 e = standing 0.084 0.653 0.824 0.729 f = sitting 0.013 0.933 1.000 0.966 g = running 0.018 0.882 0.735 0.802 h = walking ------------------------------------------------------- 0.029 0.834 0.823 0.821 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.887 0.863 0.875 a = climbing down 0.014 0.852 0.818 0.834 b = climbing up 0.001 0.956 0.915 0.935 c = jumping 0.021 0.894 0.958 0.925 d = lying 0.017 0.874 0.597 0.709 e = standing 0.082 0.658 0.822 0.731 f = sitting 0.011 0.945 1.000 0.971 g = running 0.018 0.897 0.886 0.891 h = walking ------------------------------------------------------- 0.026 0.858 0.850 0.848 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.896 0.858 0.876 a = climbing down 0.017 0.832 0.877 0.854 b = climbing up 0.001 0.978 0.926 0.951 c = jumping 0.021 0.894 0.962 0.927 d = lying 0.017 0.876 0.606 0.716 e = standing 0.080 0.665 0.822 0.735 f = sitting 0.010 0.950 1.000 0.974 g = running 0.013 0.926 0.881 0.903 h = walking ------------------------------------------------------- 0.025 0.865 0.857 0.855 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.898 0.858 0.877 a = climbing down 0.017 0.836 0.883 0.859 b = climbing up 0.000 0.989 0.926 0.956 c = jumping 0.021 0.894 0.962 0.927 d = lying 0.017 0.876 0.606 0.716 e = standing 0.080 0.665 0.822 0.735 f = sitting 0.010 0.947 1.000 0.973 g = running 0.012 0.928 0.881 0.904 h = walking ------------------------------------------------------- 0.025 0.865 0.857 0.855 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.909 0.853 0.880 a = climbing down 0.026 0.776 0.926 0.844 b = climbing up 0.000 0.989 0.936 0.962 c = jumping 0.021 0.894 0.962 0.927 d = lying 0.016 0.878 0.611 0.721 e = standing 0.079 0.668 0.824 0.738 f = sitting 0.010 0.950 1.000 0.974 g = running 0.008 0.950 0.840 0.892 h = walking ------------------------------------------------------- 0.025 0.866 0.855 0.854 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.740 0.625 0.678 a = climbing down 0.016 0.635 0.283 0.391 b = climbing up 0.001 0.947 1.000 0.973 c = jumping 0.000 1.000 0.924 0.961 d = lying 0.001 0.991 0.670 0.799 e = standing 0.078 0.711 0.994 0.829 f = sitting 0.039 0.827 0.994 0.903 g = running 0.060 0.723 0.870 0.790 h = walking ------------------------------------------------------- 0.032 0.823 0.813 0.800 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.822 0.620 0.707 a = climbing down 0.009 0.716 0.223 0.340 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.000 1.000 0.924 0.961 d = lying 0.001 0.991 0.659 0.791 e = standing 0.080 0.706 0.994 0.825 f = sitting 0.037 0.832 0.994 0.906 g = running 0.074 0.697 0.941 0.801 h = walking ------------------------------------------------------- 0.033 0.835 0.816 0.799 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.853 0.663 0.746 a = climbing down 0.006 0.846 0.360 0.505 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.924 0.961 d = lying 0.001 0.991 0.659 0.791 e = standing 0.080 0.706 0.994 0.825 f = sitting 0.034 0.845 0.994 0.913 g = running 0.060 0.744 0.961 0.838 h = walking ------------------------------------------------------- 0.030 0.859 0.835 0.825 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.908 0.673 0.773 a = climbing down 0.008 0.868 0.566 0.685 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.924 0.961 d = lying 0.001 0.991 0.659 0.791 e = standing 0.080 0.706 0.994 0.825 f = sitting 0.034 0.846 0.994 0.914 g = running 0.042 0.804 0.956 0.873 h = walking ------------------------------------------------------- 0.026 0.876 0.854 0.849 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.912 0.681 0.780 a = climbing down 0.008 0.877 0.569 0.690 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.924 0.961 d = lying 0.001 0.991 0.670 0.799 e = standing 0.078 0.711 0.994 0.829 f = sitting 0.032 0.851 0.994 0.917 g = running 0.042 0.806 0.961 0.877 h = walking ------------------------------------------------------- 0.026 0.879 0.857 0.852 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.932 0.699 0.799 a = climbing down 0.008 0.904 0.751 0.821 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.924 0.961 d = lying 0.001 0.991 0.653 0.787 e = standing 0.081 0.703 0.994 0.823 f = sitting 0.031 0.858 0.994 0.921 g = running 0.024 0.877 0.961 0.917 h = walking ------------------------------------------------------- 0.023 0.894 0.872 0.870 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.808 0.642 0.716 a = climbing down 0.062 0.650 0.784 0.711 b = climbing up 0.000 1.000 0.955 0.977 c = jumping 0.005 0.969 0.784 0.867 d = lying 0.015 0.903 0.926 0.914 e = standing 0.047 0.770 0.908 0.833 f = sitting 0.002 0.990 1.000 0.995 g = running 0.035 0.804 0.781 0.792 h = walking ------------------------------------------------------- 0.025 0.850 0.841 0.841 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.821 0.647 0.723 a = climbing down 0.063 0.651 0.790 0.714 b = climbing up 0.000 1.000 0.955 0.977 c = jumping 0.005 0.969 0.784 0.867 d = lying 0.015 0.903 0.926 0.914 e = standing 0.047 0.770 0.908 0.833 f = sitting 0.002 0.990 1.000 0.995 g = running 0.033 0.813 0.789 0.801 h = walking ------------------------------------------------------- 0.025 0.853 0.843 0.844 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.856 0.624 0.722 a = climbing down 0.045 0.696 0.689 0.692 b = climbing up 0.000 1.000 0.955 0.977 c = jumping 0.005 0.969 0.784 0.867 d = lying 0.015 0.903 0.926 0.914 e = standing 0.047 0.770 0.908 0.833 f = sitting 0.002 0.990 1.000 0.995 g = running 0.062 0.716 0.857 0.780 h = walking ------------------------------------------------------- 0.027 0.848 0.838 0.838 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.864 0.624 0.725 a = climbing down 0.046 0.691 0.695 0.693 b = climbing up 0.000 1.000 0.955 0.977 c = jumping 0.005 0.969 0.791 0.871 d = lying 0.015 0.903 0.926 0.914 e = standing 0.046 0.774 0.908 0.836 f = sitting 0.002 0.990 1.000 0.995 g = running 0.060 0.725 0.862 0.788 h = walking ------------------------------------------------------- 0.026 0.850 0.841 0.840 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.834 0.718 0.772 a = climbing down 0.040 0.710 0.660 0.684 b = climbing up 0.000 1.000 0.955 0.977 c = jumping 0.005 0.969 0.791 0.871 d = lying 0.015 0.903 0.926 0.914 e = standing 0.046 0.774 0.908 0.836 f = sitting 0.002 0.990 1.000 0.995 g = running 0.054 0.743 0.857 0.796 h = walking ------------------------------------------------------- 0.025 0.852 0.846 0.846 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.839 0.714 0.771 a = climbing down 0.040 0.710 0.658 0.683 b = climbing up 0.000 1.000 0.955 0.977 c = jumping 0.005 0.969 0.791 0.871 d = lying 0.015 0.903 0.926 0.914 e = standing 0.046 0.774 0.908 0.836 f = sitting 0.002 0.990 1.000 0.995 g = running 0.055 0.741 0.862 0.797 h = walking ------------------------------------------------------- 0.025 0.852 0.846 0.845 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.889 0.825 0.855 a = climbing down 0.028 0.828 0.927 0.875 b = climbing up 0.000 1.000 0.259 0.411 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.031 0.830 0.993 0.904 e = standing 0.001 0.992 0.815 0.895 f = sitting 0.018 0.905 0.998 0.949 g = running 0.021 0.878 0.837 0.857 h = walking ------------------------------------------------------- 0.015 0.908 0.902 0.897 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.862 0.845 0.854 a = climbing down 0.030 0.821 0.919 0.868 b = climbing up 0.000 1.000 0.306 0.468 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.031 0.830 0.993 0.904 e = standing 0.001 0.992 0.815 0.895 f = sitting 0.017 0.910 0.998 0.952 g = running 0.018 0.890 0.817 0.852 h = walking ------------------------------------------------------- 0.015 0.907 0.901 0.897 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.818 0.881 0.848 a = climbing down 0.033 0.806 0.929 0.863 b = climbing up 0.000 1.000 0.306 0.468 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.031 0.832 0.993 0.905 e = standing 0.001 0.992 0.817 0.896 f = sitting 0.017 0.910 0.998 0.952 g = running 0.011 0.930 0.764 0.839 h = walking ------------------------------------------------------- 0.015 0.907 0.898 0.894 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.876 0.870 0.873 a = climbing down 0.021 0.863 0.881 0.872 b = climbing up 0.000 1.000 0.329 0.496 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.031 0.832 0.993 0.905 e = standing 0.001 0.992 0.817 0.896 f = sitting 0.017 0.913 0.998 0.954 g = running 0.023 0.873 0.863 0.868 h = walking ------------------------------------------------------- 0.015 0.912 0.907 0.903 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.887 0.861 0.873 a = climbing down 0.032 0.818 0.962 0.884 b = climbing up 0.000 1.000 0.329 0.496 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.031 0.832 0.994 0.906 e = standing 0.001 0.994 0.817 0.897 f = sitting 0.017 0.913 0.998 0.954 g = running 0.012 0.927 0.813 0.867 h = walking ------------------------------------------------------- 0.014 0.916 0.909 0.905 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.892 0.872 0.882 a = climbing down 0.030 0.824 0.963 0.888 b = climbing up 0.000 1.000 0.353 0.522 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.031 0.832 0.994 0.906 e = standing 0.001 0.994 0.817 0.897 f = sitting 0.016 0.916 0.998 0.955 g = running 0.011 0.933 0.818 0.872 h = walking ------------------------------------------------------- 0.014 0.919 0.911 0.908 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.854 0.871 0.862 a = climbing down 0.023 0.854 0.835 0.844 b = climbing up 0.008 0.646 0.841 0.731 c = jumping 0.002 0.992 0.998 0.995 d = lying 0.010 0.945 0.986 0.965 e = standing 0.003 0.982 0.926 0.953 f = sitting 0.008 0.958 0.952 0.955 g = running 0.022 0.882 0.866 0.874 h = walking ------------------------------------------------------- 0.012 0.922 0.921 0.921 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.858 0.868 0.863 a = climbing down 0.023 0.854 0.839 0.846 b = climbing up 0.003 0.828 0.841 0.835 c = jumping 0.002 0.992 0.998 0.995 d = lying 0.010 0.945 0.986 0.965 e = standing 0.003 0.982 0.926 0.953 f = sitting 0.008 0.959 0.982 0.970 g = running 0.022 0.882 0.868 0.875 h = walking ------------------------------------------------------- 0.012 0.926 0.926 0.926 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.926 0.856 0.889 a = climbing down 0.024 0.852 0.848 0.850 b = climbing up 0.002 0.869 0.841 0.855 c = jumping 0.002 0.992 0.998 0.995 d = lying 0.010 0.945 0.986 0.965 e = standing 0.003 0.982 0.926 0.953 f = sitting 0.008 0.959 0.987 0.973 g = running 0.026 0.865 0.890 0.878 h = walking ------------------------------------------------------- 0.011 0.931 0.930 0.930 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.922 0.835 0.876 a = climbing down 0.034 0.811 0.906 0.856 b = climbing up 0.002 0.871 0.857 0.864 c = jumping 0.002 0.992 0.998 0.995 d = lying 0.010 0.945 0.986 0.965 e = standing 0.003 0.982 0.926 0.953 f = sitting 0.007 0.961 0.987 0.974 g = running 0.015 0.912 0.850 0.880 h = walking ------------------------------------------------------- 0.011 0.932 0.930 0.930 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.924 0.833 0.876 a = climbing down 0.035 0.808 0.910 0.856 b = climbing up 0.000 0.982 0.873 0.924 c = jumping 0.002 0.992 0.998 0.995 d = lying 0.010 0.945 0.986 0.965 e = standing 0.003 0.982 0.926 0.953 f = sitting 0.007 0.963 0.998 0.980 g = running 0.015 0.913 0.847 0.879 h = walking ------------------------------------------------------- 0.011 0.934 0.932 0.932 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.937 0.825 0.878 a = climbing down 0.040 0.790 0.938 0.857 b = climbing up 0.000 0.982 0.889 0.933 c = jumping 0.002 0.992 0.998 0.995 d = lying 0.010 0.945 0.986 0.965 e = standing 0.003 0.982 0.926 0.953 f = sitting 0.007 0.965 0.998 0.981 g = running 0.012 0.931 0.826 0.875 h = walking ------------------------------------------------------- 0.011 0.936 0.932 0.932 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.860 0.949 0.902 a = climbing down 0.014 0.903 0.787 0.841 b = climbing up 0.007 0.372 0.267 0.311 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.000 1.000 0.998 0.999 e = standing 0.002 0.987 1.000 0.993 f = sitting 0.015 0.918 0.953 0.935 g = running 0.025 0.872 0.905 0.888 h = walking ------------------------------------------------------- 0.010 0.928 0.930 0.928 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.919 0.952 0.935 a = climbing down 0.036 0.797 0.881 0.837 b = climbing up 0.000 0.941 0.267 0.416 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.000 1.000 0.998 0.999 e = standing 0.002 0.987 1.000 0.993 f = sitting 0.015 0.921 0.997 0.957 g = running 0.016 0.906 0.794 0.846 h = walking ------------------------------------------------------- 0.011 0.934 0.932 0.929 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.923 0.949 0.936 a = climbing down 0.014 0.905 0.837 0.869 b = climbing up 0.000 1.000 0.250 0.400 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.000 1.000 0.998 0.999 e = standing 0.002 0.987 1.000 0.993 f = sitting 0.016 0.920 0.998 0.957 g = running 0.024 0.879 0.913 0.896 h = walking ------------------------------------------------------- 0.009 0.946 0.945 0.941 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.921 0.947 0.934 a = climbing down 0.015 0.902 0.848 0.874 b = climbing up 0.000 1.000 0.250 0.400 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.000 1.000 0.998 0.999 e = standing 0.002 0.987 1.000 0.993 f = sitting 0.016 0.920 0.998 0.957 g = running 0.022 0.888 0.911 0.900 h = walking ------------------------------------------------------- 0.009 0.947 0.946 0.942 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.935 0.949 0.942 a = climbing down 0.022 0.867 0.894 0.880 b = climbing up 0.000 1.000 0.267 0.421 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.000 1.000 0.998 0.999 e = standing 0.002 0.987 1.000 0.993 f = sitting 0.015 0.925 0.998 0.960 g = running 0.015 0.918 0.879 0.898 h = walking ------------------------------------------------------- 0.009 0.948 0.947 0.944 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.933 0.949 0.941 a = climbing down 0.023 0.862 0.895 0.878 b = climbing up 0.000 1.000 0.267 0.421 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.000 1.000 0.998 0.999 e = standing 0.002 0.987 1.000 0.993 f = sitting 0.015 0.925 0.998 0.960 g = running 0.014 0.922 0.876 0.898 h = walking ------------------------------------------------------- 0.009 0.948 0.947 0.944 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.900 0.182 0.303 a = climbing down 0.107 0.574 0.942 0.713 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.139 0.568 0.997 0.724 e = standing 0.001 0.917 0.045 0.086 f = sitting 0.001 0.995 0.998 0.997 g = running 0.044 0.772 0.744 0.758 h = walking ------------------------------------------------------- 0.044 0.817 0.749 0.695 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.930 0.235 0.376 a = climbing down 0.060 0.672 0.806 0.733 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.139 0.568 0.997 0.724 e = standing 0.001 0.917 0.045 0.086 f = sitting 0.001 0.997 0.998 0.997 g = running 0.073 0.717 0.923 0.807 h = walking ------------------------------------------------------- 0.042 0.824 0.766 0.714 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.931 0.238 0.379 a = climbing down 0.083 0.623 0.892 0.734 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.139 0.568 0.997 0.724 e = standing 0.001 0.913 0.043 0.082 f = sitting 0.001 0.997 0.998 0.997 g = running 0.053 0.759 0.835 0.795 h = walking ------------------------------------------------------- 0.042 0.824 0.763 0.711 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.922 0.268 0.416 a = climbing down 0.080 0.631 0.892 0.739 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.139 0.568 0.997 0.724 e = standing 0.001 0.913 0.043 0.082 f = sitting 0.001 0.997 0.998 0.997 g = running 0.050 0.770 0.841 0.804 h = walking ------------------------------------------------------- 0.041 0.826 0.767 0.717 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.958 0.291 0.447 a = climbing down 0.108 0.577 0.958 0.720 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.140 0.567 0.997 0.723 e = standing 0.001 0.905 0.039 0.074 f = sitting 0.001 0.997 0.998 0.997 g = running 0.032 0.820 0.728 0.771 h = walking ------------------------------------------------------- 0.042 0.829 0.759 0.711 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.933 0.316 0.473 a = climbing down 0.099 0.596 0.949 0.732 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.140 0.567 0.997 0.723 e = standing 0.001 0.905 0.039 0.074 f = sitting 0.001 0.997 0.998 0.997 g = running 0.030 0.837 0.771 0.803 h = walking ------------------------------------------------------- 0.040 0.832 0.767 0.721 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.938 0.686 0.792 a = climbing down 0.098 0.570 0.845 0.681 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.003 0.984 0.947 0.965 d = lying 0.149 0.552 1.000 0.711 e = standing 0.000 1.000 0.025 0.048 f = sitting 0.006 0.969 1.000 0.984 g = running 0.043 0.712 0.534 0.610 h = walking ------------------------------------------------------- 0.045 0.812 0.741 0.701 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.930 0.704 0.801 a = climbing down 0.079 0.609 0.794 0.689 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.003 0.984 0.947 0.965 d = lying 0.149 0.552 1.000 0.711 e = standing 0.000 1.000 0.025 0.048 f = sitting 0.005 0.972 1.000 0.986 g = running 0.051 0.712 0.626 0.666 h = walking ------------------------------------------------------- 0.044 0.816 0.751 0.713 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.918 0.742 0.821 a = climbing down 0.087 0.595 0.826 0.691 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.003 0.984 0.947 0.965 d = lying 0.149 0.552 1.000 0.711 e = standing 0.000 1.000 0.025 0.048 f = sitting 0.006 0.967 1.000 0.983 g = running 0.040 0.742 0.576 0.649 h = walking ------------------------------------------------------- 0.044 0.818 0.751 0.712 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.882 0.777 0.826 a = climbing down 0.084 0.593 0.794 0.679 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.003 0.984 0.947 0.965 d = lying 0.150 0.551 1.000 0.711 e = standing 0.000 1.000 0.020 0.040 f = sitting 0.008 0.958 1.000 0.978 g = running 0.039 0.748 0.572 0.648 h = walking ------------------------------------------------------- 0.044 0.813 0.749 0.709 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.868 0.830 0.849 a = climbing down 0.073 0.612 0.747 0.673 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.003 0.984 0.947 0.965 d = lying 0.150 0.551 1.000 0.711 e = standing 0.000 1.000 0.020 0.040 f = sitting 0.008 0.958 1.000 0.978 g = running 0.039 0.759 0.618 0.682 h = walking ------------------------------------------------------- 0.043 0.816 0.756 0.716 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.847 0.868 0.857 a = climbing down 0.059 0.646 0.701 0.673 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.003 0.984 0.947 0.965 d = lying 0.150 0.551 1.000 0.711 e = standing 0.000 1.000 0.020 0.040 f = sitting 0.008 0.956 1.000 0.977 g = running 0.042 0.762 0.670 0.713 h = walking ------------------------------------------------------- 0.042 0.819 0.762 0.722 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.092 0.303 0.604 0.403 a = climbing down 0.005 0.805 0.111 0.195 b = climbing up 0.000 1.000 0.943 0.971 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.151 0.540 0.983 0.697 e = standing 0.004 0.690 0.058 0.107 f = sitting 0.067 0.738 1.000 0.849 g = running 0.033 0.846 0.895 0.870 h = walking ------------------------------------------------------- 0.046 0.749 0.695 0.632 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.048 0.511 0.757 0.611 a = climbing down 0.027 0.743 0.461 0.569 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.151 0.541 0.983 0.698 e = standing 0.004 0.698 0.060 0.110 f = sitting 0.041 0.821 1.000 0.902 g = running 0.015 0.925 0.881 0.902 h = walking ------------------------------------------------------- 0.040 0.781 0.754 0.714 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.045 0.524 0.745 0.615 a = climbing down 0.012 0.861 0.444 0.586 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.151 0.541 0.983 0.698 e = standing 0.004 0.698 0.060 0.110 f = sitting 0.043 0.816 1.000 0.899 g = running 0.019 0.913 0.964 0.938 h = walking ------------------------------------------------------- 0.038 0.796 0.765 0.723 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.046 0.523 0.762 0.620 a = climbing down 0.012 0.864 0.444 0.587 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.151 0.541 0.983 0.698 e = standing 0.004 0.698 0.060 0.110 f = sitting 0.040 0.826 1.000 0.905 g = running 0.019 0.914 0.967 0.940 h = walking ------------------------------------------------------- 0.038 0.798 0.767 0.724 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.048 0.518 0.783 0.624 a = climbing down 0.011 0.874 0.448 0.592 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.151 0.540 0.983 0.697 e = standing 0.004 0.690 0.058 0.107 f = sitting 0.036 0.840 1.000 0.913 g = running 0.018 0.916 0.969 0.942 h = walking ------------------------------------------------------- 0.037 0.801 0.769 0.727 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.039 0.512 0.617 0.560 a = climbing down 0.026 0.783 0.538 0.638 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.151 0.540 0.983 0.697 e = standing 0.004 0.690 0.058 0.107 f = sitting 0.035 0.844 1.000 0.916 g = running 0.013 0.936 0.960 0.948 h = walking ------------------------------------------------------- 0.038 0.791 0.770 0.731 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.058 0.449 0.718 0.553 a = climbing down 0.003 0.971 0.542 0.696 b = climbing up 0.000 1.000 0.785 0.879 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.148 0.551 1.000 0.711 e = standing 0.000 1.000 0.056 0.106 f = sitting 0.027 0.873 1.000 0.932 g = running 0.017 0.922 0.967 0.944 h = walking ------------------------------------------------------- 0.034 0.859 0.781 0.743 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.031 0.366 0.274 0.313 a = climbing down 0.053 0.708 0.748 0.727 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.148 0.550 1.000 0.710 e = standing 0.000 1.000 0.052 0.099 f = sitting 0.007 0.963 1.000 0.981 g = running 0.013 0.938 0.955 0.946 h = walking ------------------------------------------------------- 0.036 0.832 0.783 0.741 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.426 0.209 0.281 a = climbing down 0.057 0.683 0.715 0.699 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.148 0.550 1.000 0.710 e = standing 0.000 1.000 0.052 0.099 f = sitting 0.005 0.976 1.000 0.988 g = running 0.030 0.872 0.981 0.923 h = walking ------------------------------------------------------- 0.038 0.823 0.780 0.732 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.744 0.274 0.400 a = climbing down 0.054 0.746 0.923 0.825 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.150 0.547 1.000 0.707 e = standing 0.000 1.000 0.040 0.077 f = sitting 0.004 0.977 1.000 0.988 g = running 0.007 0.968 0.977 0.972 h = walking ------------------------------------------------------- 0.033 0.868 0.812 0.763 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.872 0.466 0.607 a = climbing down 0.043 0.793 0.962 0.870 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.150 0.547 1.000 0.707 e = standing 0.000 1.000 0.038 0.073 f = sitting 0.004 0.980 1.000 0.990 g = running 0.001 0.994 0.964 0.979 h = walking ------------------------------------------------------- 0.031 0.888 0.827 0.783 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.858 0.594 0.702 a = climbing down 0.034 0.827 0.950 0.884 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.151 0.546 1.000 0.706 e = standing 0.000 1.000 0.034 0.066 f = sitting 0.004 0.980 1.000 0.990 g = running 0.001 0.994 0.963 0.978 h = walking ------------------------------------------------------- 0.029 0.892 0.833 0.790 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.056 0.573 0.578 0.576 a = climbing down 0.141 0.373 0.578 0.453 b = climbing up 0.001 0.500 0.025 0.048 c = jumping 0.017 0.905 0.958 0.931 d = lying 0.051 0.104 0.042 0.060 e = standing 0.147 0.413 0.597 0.488 f = sitting 0.002 0.988 0.902 0.943 g = running 0.052 0.640 0.488 0.554 h = walking ------------------------------------------------------- 0.064 0.590 0.596 0.580 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.825 0.657 0.731 a = climbing down 0.061 0.691 0.939 0.796 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.017 0.905 0.958 0.931 d = lying 0.051 0.104 0.042 0.060 e = standing 0.147 0.413 0.597 0.488 f = sitting 0.000 0.998 0.901 0.947 g = running 0.017 0.905 0.868 0.886 h = walking ------------------------------------------------------- 0.043 0.713 0.731 0.714 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.827 0.657 0.732 a = climbing down 0.057 0.706 0.941 0.807 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.017 0.905 0.958 0.931 d = lying 0.051 0.100 0.040 0.057 e = standing 0.147 0.412 0.597 0.488 f = sitting 0.000 1.000 0.902 0.949 g = running 0.018 0.905 0.887 0.896 h = walking ------------------------------------------------------- 0.043 0.715 0.734 0.717 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.825 0.643 0.723 a = climbing down 0.057 0.709 0.957 0.815 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.017 0.905 0.958 0.931 d = lying 0.051 0.100 0.040 0.057 e = standing 0.147 0.412 0.597 0.488 f = sitting 0.000 1.000 0.899 0.947 g = running 0.015 0.919 0.901 0.910 h = walking ------------------------------------------------------- 0.042 0.717 0.737 0.719 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.845 0.543 0.661 a = climbing down 0.141 0.504 0.990 0.668 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.017 0.905 0.958 0.931 d = lying 0.051 0.100 0.040 0.057 e = standing 0.147 0.412 0.597 0.488 f = sitting 0.000 1.000 0.901 0.948 g = running 0.003 0.974 0.575 0.723 h = walking ------------------------------------------------------- 0.050 0.703 0.678 0.663 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.789 0.546 0.645 a = climbing down 0.139 0.509 0.992 0.673 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.091 0.654 1.000 0.791 d = lying 0.043 0.212 0.082 0.118 e = standing 0.080 0.531 0.528 0.530 f = sitting 0.000 1.000 0.895 0.944 g = running 0.002 0.981 0.563 0.715 h = walking ------------------------------------------------------- 0.051 0.693 0.676 0.654 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.820 0.854 0.837 a = climbing down 0.134 0.461 0.792 0.583 b = climbing up 0.001 0.925 0.468 0.622 c = jumping 0.002 0.989 0.885 0.934 d = lying 0.028 0.446 0.158 0.233 e = standing 0.130 0.544 0.895 0.676 f = sitting 0.005 0.967 0.770 0.857 g = running 0.030 0.762 0.509 0.611 h = walking ------------------------------------------------------- 0.048 0.728 0.694 0.683 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.019 0.861 0.902 0.881 a = climbing down 0.075 0.609 0.804 0.693 b = climbing up 0.000 1.000 0.684 0.812 c = jumping 0.002 0.989 0.885 0.934 d = lying 0.028 0.446 0.158 0.233 e = standing 0.130 0.544 0.895 0.676 f = sitting 0.009 0.951 0.941 0.946 g = running 0.013 0.912 0.696 0.790 h = walking ------------------------------------------------------- 0.038 0.775 0.763 0.749 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.791 0.913 0.847 a = climbing down 0.036 0.723 0.648 0.683 b = climbing up 0.000 1.000 0.709 0.830 c = jumping 0.002 0.989 0.885 0.934 d = lying 0.027 0.448 0.156 0.231 e = standing 0.131 0.542 0.895 0.675 f = sitting 0.008 0.959 0.941 0.950 g = running 0.026 0.869 0.893 0.881 h = walking ------------------------------------------------------- 0.036 0.776 0.776 0.759 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.803 0.913 0.854 a = climbing down 0.035 0.733 0.657 0.693 b = climbing up 0.000 1.000 0.772 0.871 c = jumping 0.002 0.989 0.885 0.934 d = lying 0.027 0.448 0.156 0.231 e = standing 0.131 0.542 0.895 0.675 f = sitting 0.006 0.966 0.941 0.953 g = running 0.026 0.869 0.902 0.885 h = walking ------------------------------------------------------- 0.036 0.779 0.780 0.763 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.822 0.904 0.861 a = climbing down 0.027 0.756 0.576 0.654 b = climbing up 0.000 1.000 0.797 0.887 c = jumping 0.002 0.989 0.885 0.934 d = lying 0.027 0.438 0.149 0.223 e = standing 0.132 0.540 0.895 0.674 f = sitting 0.006 0.969 0.941 0.955 g = running 0.044 0.802 0.938 0.864 h = walking ------------------------------------------------------- 0.037 0.773 0.774 0.755 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.885 0.887 0.886 a = climbing down 0.034 0.759 0.737 0.748 b = climbing up 0.000 1.000 0.797 0.887 c = jumping 0.002 0.989 0.885 0.934 d = lying 0.027 0.438 0.149 0.223 e = standing 0.132 0.540 0.895 0.674 f = sitting 0.006 0.968 0.941 0.954 g = running 0.030 0.855 0.919 0.886 h = walking ------------------------------------------------------- 0.035 0.789 0.789 0.773 Weighted Avg.