>> chestforearm >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.895 0.393 0.546 a = climbing down 0.098 0.548 0.779 0.644 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.008 0.569 0.061 0.110 d = lying 0.056 0.691 0.610 0.648 e = standing 0.231 0.295 0.640 0.404 f = sitting 0.007 0.962 1.000 0.981 g = running 0.035 0.799 0.813 0.806 h = walking ------------------------------------------------------- 0.061 0.684 0.620 0.599 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.911 0.568 0.700 a = climbing down 0.077 0.608 0.785 0.685 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.008 0.578 0.061 0.110 d = lying 0.056 0.691 0.610 0.648 e = standing 0.232 0.295 0.640 0.404 f = sitting 0.006 0.964 1.000 0.982 g = running 0.033 0.811 0.813 0.812 h = walking ------------------------------------------------------- 0.058 0.697 0.640 0.622 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.904 0.674 0.772 a = climbing down 0.062 0.658 0.781 0.715 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.008 0.580 0.066 0.118 d = lying 0.055 0.692 0.609 0.648 e = standing 0.231 0.295 0.638 0.403 f = sitting 0.006 0.964 1.000 0.982 g = running 0.032 0.817 0.824 0.820 h = walking ------------------------------------------------------- 0.056 0.705 0.652 0.636 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.908 0.749 0.821 a = climbing down 0.052 0.693 0.772 0.730 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.008 0.586 0.068 0.121 d = lying 0.055 0.691 0.606 0.645 e = standing 0.231 0.295 0.640 0.404 f = sitting 0.006 0.964 1.000 0.982 g = running 0.033 0.811 0.824 0.817 h = walking ------------------------------------------------------- 0.055 0.710 0.659 0.643 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.915 0.770 0.836 a = climbing down 0.049 0.708 0.781 0.743 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.008 0.586 0.068 0.121 d = lying 0.054 0.695 0.604 0.646 e = standing 0.231 0.298 0.647 0.408 f = sitting 0.006 0.964 1.000 0.982 g = running 0.032 0.816 0.827 0.821 h = walking ------------------------------------------------------- 0.054 0.714 0.664 0.648 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.913 0.793 0.849 a = climbing down 0.046 0.720 0.776 0.747 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.008 0.600 0.064 0.116 d = lying 0.054 0.696 0.604 0.647 e = standing 0.232 0.300 0.655 0.411 f = sitting 0.006 0.964 1.000 0.982 g = running 0.032 0.820 0.834 0.827 h = walking ------------------------------------------------------- 0.053 0.718 0.667 0.650 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.908 0.552 0.687 a = climbing down 0.063 0.637 0.719 0.675 b = climbing up 0.000 1.000 0.722 0.839 c = jumping 0.025 0.000 0.000 0.000 d = lying 0.040 0.772 0.670 0.717 e = standing 0.217 0.334 0.717 0.455 f = sitting 0.006 0.963 0.981 0.972 g = running 0.043 0.789 0.934 0.855 h = walking ------------------------------------------------------- 0.055 0.629 0.654 0.626 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.903 0.499 0.643 a = climbing down 0.069 0.602 0.682 0.639 b = climbing up 0.000 1.000 0.708 0.829 c = jumping 0.027 0.000 0.000 0.000 d = lying 0.041 0.768 0.665 0.713 e = standing 0.216 0.333 0.713 0.454 f = sitting 0.006 0.963 0.981 0.972 g = running 0.049 0.768 0.939 0.845 h = walking ------------------------------------------------------- 0.057 0.620 0.643 0.614 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.912 0.555 0.690 a = climbing down 0.062 0.616 0.652 0.633 b = climbing up 0.000 1.000 0.708 0.829 c = jumping 0.027 0.000 0.000 0.000 d = lying 0.044 0.757 0.668 0.710 e = standing 0.215 0.328 0.694 0.446 f = sitting 0.007 0.961 0.981 0.971 g = running 0.053 0.752 0.939 0.835 h = walking ------------------------------------------------------- 0.057 0.618 0.643 0.615 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.904 0.503 0.647 a = climbing down 0.067 0.606 0.676 0.639 b = climbing up 0.000 1.000 0.708 0.829 c = jumping 0.028 0.000 0.000 0.000 d = lying 0.043 0.758 0.667 0.709 e = standing 0.215 0.329 0.696 0.447 f = sitting 0.007 0.961 0.981 0.971 g = running 0.049 0.767 0.946 0.847 h = walking ------------------------------------------------------- 0.058 0.618 0.642 0.613 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.914 0.568 0.701 a = climbing down 0.060 0.640 0.695 0.666 b = climbing up 0.000 1.000 0.708 0.829 c = jumping 0.028 0.000 0.000 0.000 d = lying 0.044 0.757 0.670 0.711 e = standing 0.214 0.329 0.694 0.447 f = sitting 0.006 0.963 0.981 0.972 g = running 0.047 0.777 0.944 0.853 h = walking ------------------------------------------------------- 0.056 0.626 0.651 0.623 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.926 0.664 0.773 a = climbing down 0.048 0.694 0.713 0.704 b = climbing up 0.000 1.000 0.708 0.829 c = jumping 0.026 0.000 0.000 0.000 d = lying 0.047 0.746 0.677 0.710 e = standing 0.214 0.325 0.679 0.440 f = sitting 0.006 0.963 0.981 0.972 g = running 0.044 0.788 0.944 0.859 h = walking ------------------------------------------------------- 0.054 0.633 0.663 0.636 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.916 0.765 0.834 a = climbing down 0.032 0.312 0.474 0.377 b = climbing up 0.000 1.000 0.949 0.974 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.015 0.927 0.946 0.936 e = standing 0.016 0.921 0.927 0.924 f = sitting 0.002 0.978 1.000 0.989 g = running 0.027 0.876 0.906 0.890 h = walking ------------------------------------------------------- 0.013 0.919 0.909 0.912 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.919 0.763 0.834 a = climbing down 0.029 0.323 0.453 0.377 b = climbing up 0.000 1.000 0.949 0.974 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.009 0.953 0.946 0.949 e = standing 0.016 0.923 0.955 0.939 f = sitting 0.002 0.978 1.000 0.989 g = running 0.030 0.865 0.915 0.889 h = walking ------------------------------------------------------- 0.012 0.922 0.914 0.917 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.929 0.763 0.838 a = climbing down 0.029 0.331 0.463 0.386 b = climbing up 0.000 1.000 0.949 0.974 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.008 0.958 0.946 0.952 e = standing 0.016 0.924 0.960 0.942 f = sitting 0.002 0.978 1.000 0.989 g = running 0.031 0.861 0.917 0.888 h = walking ------------------------------------------------------- 0.012 0.924 0.916 0.918 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.920 0.772 0.839 a = climbing down 0.026 0.328 0.411 0.364 b = climbing up 0.000 1.000 0.949 0.974 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.008 0.958 0.946 0.952 e = standing 0.016 0.924 0.960 0.942 f = sitting 0.002 0.978 1.000 0.989 g = running 0.032 0.859 0.924 0.890 h = walking ------------------------------------------------------- 0.012 0.922 0.917 0.918 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.928 0.774 0.844 a = climbing down 0.026 0.322 0.400 0.357 b = climbing up 0.000 1.000 0.949 0.974 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.007 0.964 0.948 0.956 e = standing 0.016 0.926 0.966 0.946 f = sitting 0.002 0.978 1.000 0.989 g = running 0.033 0.856 0.926 0.889 h = walking ------------------------------------------------------- 0.012 0.924 0.918 0.920 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.925 0.777 0.845 a = climbing down 0.025 0.319 0.379 0.346 b = climbing up 0.000 1.000 0.962 0.980 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.006 0.968 0.948 0.958 e = standing 0.016 0.926 0.970 0.948 f = sitting 0.002 0.981 1.000 0.991 g = running 0.034 0.853 0.928 0.889 h = walking ------------------------------------------------------- 0.012 0.924 0.919 0.920 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.946 0.908 0.927 a = climbing down 0.033 0.237 0.341 0.279 b = climbing up 0.001 0.949 0.987 0.967 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.011 0.947 0.985 0.966 e = standing 0.003 0.984 0.945 0.964 f = sitting 0.000 0.997 0.987 0.992 g = running 0.025 0.875 0.838 0.856 h = walking ------------------------------------------------------- 0.009 0.936 0.927 0.931 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.944 0.913 0.928 a = climbing down 0.034 0.237 0.352 0.283 b = climbing up 0.002 0.925 0.987 0.955 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.005 0.976 0.987 0.981 e = standing 0.003 0.987 0.975 0.981 f = sitting 0.000 0.997 0.981 0.989 g = running 0.024 0.879 0.831 0.854 h = walking ------------------------------------------------------- 0.008 0.941 0.931 0.936 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.947 0.915 0.931 a = climbing down 0.033 0.233 0.341 0.277 b = climbing up 0.002 0.925 0.987 0.955 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.004 0.979 0.987 0.983 e = standing 0.003 0.987 0.979 0.983 f = sitting 0.000 0.997 0.981 0.989 g = running 0.025 0.877 0.833 0.854 h = walking ------------------------------------------------------- 0.008 0.941 0.932 0.936 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.947 0.918 0.932 a = climbing down 0.034 0.241 0.363 0.289 b = climbing up 0.002 0.925 0.987 0.955 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.004 0.979 0.987 0.983 e = standing 0.003 0.987 0.979 0.983 f = sitting 0.000 0.997 0.981 0.989 g = running 0.023 0.882 0.829 0.855 h = walking ------------------------------------------------------- 0.007 0.942 0.933 0.937 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.947 0.918 0.932 a = climbing down 0.034 0.237 0.352 0.283 b = climbing up 0.002 0.925 0.987 0.955 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.004 0.979 0.987 0.983 e = standing 0.003 0.987 0.979 0.983 f = sitting 0.000 0.997 0.981 0.989 g = running 0.023 0.882 0.833 0.857 h = walking ------------------------------------------------------- 0.007 0.942 0.933 0.937 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.949 0.918 0.933 a = climbing down 0.025 0.230 0.253 0.241 b = climbing up 0.001 0.949 0.987 0.967 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 0.000 0.997 0.987 0.992 g = running 0.028 0.867 0.875 0.871 h = walking ------------------------------------------------------- 0.008 0.941 0.939 0.940 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.880 0.901 0.890 a = climbing down 0.031 0.780 0.721 0.749 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.034 0.828 0.980 0.898 d = lying 0.002 0.986 0.755 0.855 e = standing 0.040 0.769 0.798 0.783 f = sitting 0.003 0.987 0.992 0.989 g = running 0.036 0.819 0.857 0.838 h = walking ------------------------------------------------------- 0.022 0.869 0.864 0.863 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.878 0.901 0.889 a = climbing down 0.027 0.801 0.719 0.758 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.024 0.871 0.980 0.922 d = lying 0.002 0.986 0.773 0.867 e = standing 0.037 0.793 0.857 0.824 f = sitting 0.003 0.987 0.992 0.989 g = running 0.036 0.823 0.878 0.849 h = walking ------------------------------------------------------- 0.020 0.882 0.878 0.877 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.899 0.899 0.899 a = climbing down 0.028 0.806 0.762 0.783 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.018 0.898 0.980 0.937 d = lying 0.002 0.987 0.785 0.874 e = standing 0.035 0.808 0.890 0.847 f = sitting 0.003 0.987 0.992 0.989 g = running 0.031 0.840 0.877 0.858 h = walking ------------------------------------------------------- 0.018 0.893 0.890 0.889 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.899 0.899 0.899 a = climbing down 0.024 0.823 0.744 0.781 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.014 0.920 0.980 0.949 d = lying 0.002 0.987 0.789 0.877 e = standing 0.035 0.815 0.915 0.862 f = sitting 0.003 0.987 0.992 0.989 g = running 0.035 0.830 0.895 0.861 h = walking ------------------------------------------------------- 0.017 0.898 0.894 0.893 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.898 0.896 0.897 a = climbing down 0.024 0.827 0.742 0.783 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.009 0.948 0.980 0.964 d = lying 0.004 0.966 0.799 0.875 e = standing 0.033 0.824 0.930 0.874 f = sitting 0.003 0.986 0.992 0.989 g = running 0.035 0.829 0.899 0.863 h = walking ------------------------------------------------------- 0.017 0.901 0.898 0.897 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.910 0.899 0.904 a = climbing down 0.021 0.846 0.741 0.790 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.007 0.956 0.980 0.968 d = lying 0.004 0.970 0.798 0.875 e = standing 0.033 0.825 0.942 0.879 f = sitting 0.003 0.987 0.993 0.990 g = running 0.037 0.825 0.914 0.867 h = walking ------------------------------------------------------- 0.016 0.905 0.902 0.901 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.933 0.990 0.961 a = climbing down 0.035 0.779 0.807 0.793 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.030 0.849 1.000 0.918 d = lying 0.006 0.948 0.752 0.839 e = standing 0.039 0.770 0.783 0.777 f = sitting 0.000 1.000 0.997 0.999 g = running 0.024 0.865 0.807 0.835 h = walking ------------------------------------------------------- 0.020 0.881 0.878 0.877 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.925 0.990 0.956 a = climbing down 0.034 0.782 0.809 0.795 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.035 0.825 1.000 0.904 d = lying 0.006 0.947 0.741 0.832 e = standing 0.041 0.755 0.750 0.752 f = sitting 0.000 1.000 0.997 0.999 g = running 0.023 0.870 0.807 0.837 h = walking ------------------------------------------------------- 0.021 0.876 0.872 0.871 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.940 0.990 0.964 a = climbing down 0.041 0.759 0.845 0.800 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.023 0.877 1.000 0.935 d = lying 0.006 0.948 0.750 0.837 e = standing 0.039 0.777 0.822 0.799 f = sitting 0.000 1.000 0.997 0.999 g = running 0.019 0.884 0.770 0.823 h = walking ------------------------------------------------------- 0.019 0.887 0.883 0.882 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.944 0.990 0.967 a = climbing down 0.039 0.772 0.862 0.814 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.014 0.924 1.000 0.960 d = lying 0.006 0.949 0.764 0.847 e = standing 0.037 0.798 0.879 0.837 f = sitting 0.000 1.000 0.997 0.999 g = running 0.017 0.898 0.784 0.837 h = walking ------------------------------------------------------- 0.016 0.901 0.897 0.896 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.935 0.990 0.962 a = climbing down 0.040 0.764 0.860 0.809 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.012 0.932 1.000 0.965 d = lying 0.005 0.959 0.786 0.864 e = standing 0.034 0.816 0.896 0.854 f = sitting 0.000 1.000 0.997 0.999 g = running 0.017 0.898 0.772 0.830 h = walking ------------------------------------------------------- 0.016 0.904 0.900 0.900 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.944 0.988 0.965 a = climbing down 0.034 0.793 0.855 0.822 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.010 0.941 1.000 0.970 d = lying 0.004 0.965 0.791 0.869 e = standing 0.033 0.822 0.911 0.864 f = sitting 0.000 1.000 0.997 0.999 g = running 0.019 0.890 0.807 0.846 h = walking ------------------------------------------------------- 0.015 0.911 0.908 0.907 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.781 0.592 0.674 a = climbing down 0.118 0.573 0.887 0.697 b = climbing up 0.000 0.969 0.984 0.977 c = jumping 0.017 0.897 0.909 0.903 d = lying 0.060 0.633 0.892 0.740 e = standing 0.015 0.838 0.537 0.655 f = sitting 0.001 0.996 0.934 0.964 g = running 0.010 0.904 0.630 0.742 h = walking ------------------------------------------------------- 0.033 0.820 0.787 0.787 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.784 0.590 0.674 a = climbing down 0.111 0.590 0.890 0.709 b = climbing up 0.000 0.984 0.984 0.984 c = jumping 0.017 0.897 0.909 0.903 d = lying 0.061 0.632 0.898 0.742 e = standing 0.014 0.844 0.532 0.652 f = sitting 0.001 0.994 0.935 0.964 g = running 0.009 0.913 0.681 0.780 h = walking ------------------------------------------------------- 0.032 0.825 0.794 0.794 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.794 0.602 0.685 a = climbing down 0.104 0.606 0.893 0.722 b = climbing up 0.000 0.984 0.984 0.984 c = jumping 0.017 0.898 0.909 0.904 d = lying 0.060 0.634 0.898 0.743 e = standing 0.014 0.845 0.537 0.657 f = sitting 0.001 0.994 0.937 0.965 g = running 0.010 0.908 0.708 0.796 h = walking ------------------------------------------------------- 0.031 0.829 0.800 0.800 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.808 0.608 0.694 a = climbing down 0.099 0.618 0.900 0.733 b = climbing up 0.000 0.984 0.984 0.984 c = jumping 0.018 0.894 0.909 0.902 d = lying 0.060 0.630 0.885 0.736 e = standing 0.015 0.830 0.530 0.647 f = sitting 0.001 0.994 0.939 0.966 g = running 0.011 0.909 0.729 0.809 h = walking ------------------------------------------------------- 0.030 0.829 0.803 0.803 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.813 0.636 0.714 a = climbing down 0.093 0.633 0.899 0.742 b = climbing up 0.000 0.984 0.984 0.984 c = jumping 0.018 0.894 0.909 0.902 d = lying 0.060 0.634 0.898 0.743 e = standing 0.014 0.838 0.528 0.648 f = sitting 0.002 0.993 0.938 0.965 g = running 0.011 0.906 0.737 0.813 h = walking ------------------------------------------------------- 0.029 0.833 0.809 0.808 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.811 0.641 0.716 a = climbing down 0.087 0.647 0.896 0.751 b = climbing up 0.000 0.984 0.984 0.984 c = jumping 0.018 0.894 0.909 0.902 d = lying 0.060 0.635 0.904 0.746 e = standing 0.014 0.846 0.528 0.650 f = sitting 0.002 0.991 0.945 0.967 g = running 0.012 0.904 0.754 0.822 h = walking ------------------------------------------------------- 0.029 0.835 0.813 0.812 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.840 0.768 0.802 a = climbing down 0.067 0.706 0.900 0.791 b = climbing up 0.000 0.984 1.000 0.992 c = jumping 0.002 0.988 0.977 0.982 d = lying 0.022 0.807 0.800 0.803 e = standing 0.025 0.827 0.843 0.835 f = sitting 0.001 0.996 0.966 0.981 g = running 0.008 0.928 0.749 0.829 h = walking ------------------------------------------------------- 0.020 0.881 0.872 0.873 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.845 0.771 0.807 a = climbing down 0.065 0.712 0.906 0.797 b = climbing up 0.000 0.984 1.000 0.992 c = jumping 0.002 0.988 0.977 0.982 d = lying 0.022 0.808 0.806 0.807 e = standing 0.024 0.832 0.843 0.837 f = sitting 0.001 0.996 0.969 0.982 g = running 0.008 0.930 0.752 0.832 h = walking ------------------------------------------------------- 0.020 0.884 0.875 0.876 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.872 0.771 0.818 a = climbing down 0.061 0.732 0.924 0.817 b = climbing up 0.000 0.984 1.000 0.992 c = jumping 0.002 0.986 0.977 0.982 d = lying 0.022 0.808 0.815 0.811 e = standing 0.023 0.837 0.840 0.838 f = sitting 0.001 0.996 0.969 0.982 g = running 0.008 0.938 0.795 0.860 h = walking ------------------------------------------------------- 0.018 0.891 0.884 0.885 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.876 0.776 0.823 a = climbing down 0.054 0.754 0.926 0.831 b = climbing up 0.000 0.984 1.000 0.992 c = jumping 0.002 0.988 0.977 0.982 d = lying 0.023 0.805 0.819 0.812 e = standing 0.022 0.843 0.842 0.842 f = sitting 0.001 0.996 0.971 0.983 g = running 0.008 0.940 0.832 0.883 h = walking ------------------------------------------------------- 0.017 0.896 0.890 0.891 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.906 0.778 0.837 a = climbing down 0.051 0.769 0.944 0.848 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.985 0.977 0.981 d = lying 0.023 0.802 0.817 0.809 e = standing 0.022 0.840 0.835 0.837 f = sitting 0.001 0.996 0.974 0.985 g = running 0.008 0.942 0.858 0.898 h = walking ------------------------------------------------------- 0.016 0.902 0.896 0.897 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.915 0.776 0.840 a = climbing down 0.049 0.775 0.940 0.850 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.989 0.977 0.983 d = lying 0.021 0.817 0.827 0.822 e = standing 0.021 0.853 0.856 0.854 f = sitting 0.001 0.995 0.974 0.984 g = running 0.008 0.938 0.879 0.907 h = walking ------------------------------------------------------- 0.015 0.907 0.902 0.902 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.129 0.450 0.939 0.608 a = climbing down 0.037 0.764 0.811 0.787 b = climbing up 0.000 0.986 0.921 0.952 c = jumping 0.081 0.641 0.844 0.729 d = lying 0.021 0.851 0.895 0.872 e = standing 0.036 0.567 0.329 0.416 f = sitting 0.005 0.983 0.980 0.981 g = running 0.009 0.594 0.087 0.151 h = walking ------------------------------------------------------- 0.039 0.731 0.721 0.686 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.126 0.456 0.937 0.613 a = climbing down 0.038 0.768 0.851 0.807 b = climbing up 0.000 0.986 0.921 0.952 c = jumping 0.078 0.649 0.844 0.734 d = lying 0.021 0.851 0.895 0.872 e = standing 0.036 0.581 0.347 0.435 f = sitting 0.005 0.982 0.980 0.981 g = running 0.007 0.617 0.076 0.135 h = walking ------------------------------------------------------- 0.038 0.738 0.727 0.690 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.128 0.451 0.935 0.609 a = climbing down 0.040 0.760 0.848 0.802 b = climbing up 0.000 0.986 0.921 0.952 c = jumping 0.082 0.637 0.844 0.726 d = lying 0.021 0.851 0.897 0.873 e = standing 0.035 0.561 0.319 0.407 f = sitting 0.006 0.981 0.980 0.981 g = running 0.007 0.544 0.056 0.102 h = walking ------------------------------------------------------- 0.039 0.723 0.721 0.680 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.136 0.438 0.941 0.598 a = climbing down 0.033 0.792 0.848 0.819 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.082 0.637 0.844 0.726 d = lying 0.021 0.851 0.897 0.873 e = standing 0.035 0.561 0.319 0.407 f = sitting 0.005 0.982 0.981 0.981 g = running 0.006 0.526 0.046 0.084 h = walking ------------------------------------------------------- 0.039 0.723 0.720 0.679 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.139 0.430 0.931 0.588 a = climbing down 0.031 0.806 0.869 0.836 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.082 0.637 0.844 0.726 d = lying 0.021 0.851 0.898 0.874 e = standing 0.035 0.563 0.319 0.407 f = sitting 0.005 0.982 0.981 0.981 g = running 0.005 0.500 0.033 0.063 h = walking ------------------------------------------------------- 0.039 0.721 0.720 0.677 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.141 0.428 0.941 0.588 a = climbing down 0.027 0.826 0.872 0.848 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.081 0.640 0.845 0.729 d = lying 0.021 0.851 0.898 0.874 e = standing 0.035 0.570 0.326 0.414 f = sitting 0.005 0.982 0.980 0.981 g = running 0.005 0.488 0.032 0.060 h = walking ------------------------------------------------------- 0.038 0.723 0.722 0.679 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.153 0.409 0.951 0.572 a = climbing down 0.031 0.779 0.734 0.756 b = climbing up 0.000 1.000 0.627 0.770 c = jumping 0.017 0.902 0.942 0.922 d = lying 0.013 0.893 0.846 0.869 e = standing 0.022 0.843 0.840 0.841 f = sitting 0.011 0.964 0.988 0.976 g = running 0.004 0.633 0.047 0.088 h = walking ------------------------------------------------------- 0.029 0.808 0.777 0.746 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.155 0.407 0.951 0.570 a = climbing down 0.030 0.784 0.729 0.756 b = climbing up 0.000 1.000 0.720 0.837 c = jumping 0.018 0.901 0.943 0.922 d = lying 0.013 0.893 0.850 0.871 e = standing 0.022 0.847 0.838 0.843 f = sitting 0.011 0.965 0.988 0.977 g = running 0.004 0.614 0.041 0.077 h = walking ------------------------------------------------------- 0.029 0.806 0.777 0.746 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.161 0.397 0.953 0.561 a = climbing down 0.025 0.812 0.725 0.766 b = climbing up 0.000 1.000 0.747 0.855 c = jumping 0.018 0.900 0.942 0.920 d = lying 0.013 0.893 0.854 0.873 e = standing 0.021 0.848 0.837 0.842 f = sitting 0.010 0.967 0.988 0.978 g = running 0.004 0.526 0.031 0.058 h = walking ------------------------------------------------------- 0.029 0.798 0.776 0.745 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.167 0.391 0.959 0.556 a = climbing down 0.019 0.846 0.728 0.783 b = climbing up 0.000 1.000 0.680 0.810 c = jumping 0.019 0.895 0.943 0.919 d = lying 0.013 0.894 0.855 0.874 e = standing 0.021 0.850 0.830 0.840 f = sitting 0.012 0.961 0.989 0.975 g = running 0.004 0.483 0.021 0.041 h = walking ------------------------------------------------------- 0.029 0.794 0.775 0.742 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.172 0.386 0.971 0.552 a = climbing down 0.015 0.873 0.721 0.790 b = climbing up 0.000 1.000 0.707 0.828 c = jumping 0.021 0.887 0.943 0.914 d = lying 0.013 0.893 0.854 0.873 e = standing 0.021 0.847 0.818 0.832 f = sitting 0.012 0.962 0.989 0.976 g = running 0.003 0.333 0.009 0.018 h = walking ------------------------------------------------------- 0.030 0.775 0.772 0.738 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.173 0.385 0.971 0.551 a = climbing down 0.015 0.875 0.723 0.792 b = climbing up 0.000 1.000 0.733 0.846 c = jumping 0.021 0.883 0.943 0.912 d = lying 0.013 0.893 0.854 0.873 e = standing 0.021 0.846 0.813 0.829 f = sitting 0.011 0.965 0.989 0.977 g = running 0.003 0.267 0.006 0.012 h = walking ------------------------------------------------------- 0.030 0.766 0.772 0.738 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.745 0.702 0.723 a = climbing down 0.076 0.564 0.682 0.617 b = climbing up 0.000 0.983 0.919 0.950 c = jumping 0.000 1.000 0.886 0.940 d = lying 0.031 0.827 0.949 0.884 e = standing 0.017 0.900 0.889 0.894 f = sitting 0.001 0.997 0.998 0.998 g = running 0.040 0.698 0.598 0.644 h = walking ------------------------------------------------------- 0.026 0.836 0.828 0.830 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.742 0.709 0.725 a = climbing down 0.078 0.557 0.676 0.611 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.000 1.000 0.883 0.938 d = lying 0.033 0.823 0.952 0.883 e = standing 0.017 0.901 0.884 0.892 f = sitting 0.001 0.995 1.000 0.998 g = running 0.040 0.690 0.581 0.631 h = walking ------------------------------------------------------- 0.026 0.833 0.825 0.827 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.734 0.715 0.725 a = climbing down 0.074 0.566 0.668 0.613 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.028 0.846 0.958 0.899 e = standing 0.017 0.906 0.904 0.905 f = sitting 0.001 0.995 1.000 0.998 g = running 0.040 0.692 0.593 0.639 h = walking ------------------------------------------------------- 0.025 0.837 0.831 0.832 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.729 0.715 0.722 a = climbing down 0.074 0.565 0.670 0.613 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.000 1.000 0.884 0.939 d = lying 0.031 0.830 0.958 0.889 e = standing 0.016 0.908 0.892 0.900 f = sitting 0.001 0.995 1.000 0.998 g = running 0.039 0.696 0.589 0.638 h = walking ------------------------------------------------------- 0.026 0.835 0.829 0.830 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.726 0.719 0.723 a = climbing down 0.072 0.568 0.654 0.608 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.023 0.868 0.951 0.907 e = standing 0.019 0.893 0.921 0.907 f = sitting 0.001 0.995 1.000 0.998 g = running 0.040 0.699 0.608 0.650 h = walking ------------------------------------------------------- 0.025 0.839 0.834 0.835 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.038 0.719 0.734 0.727 a = climbing down 0.071 0.565 0.644 0.602 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.000 1.000 0.887 0.940 d = lying 0.026 0.854 0.954 0.901 e = standing 0.018 0.900 0.913 0.907 f = sitting 0.001 0.997 1.000 0.998 g = running 0.039 0.698 0.597 0.644 h = walking ------------------------------------------------------- 0.025 0.837 0.832 0.833 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.056 0.662 0.830 0.737 a = climbing down 0.087 0.460 0.514 0.485 b = climbing up 0.006 0.732 1.000 0.845 c = jumping 0.008 0.961 0.977 0.969 d = lying 0.035 0.791 0.835 0.812 e = standing 0.029 0.820 0.765 0.792 f = sitting 0.001 0.995 0.880 0.934 g = running 0.037 0.680 0.518 0.588 h = walking ------------------------------------------------------- 0.033 0.783 0.774 0.775 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.058 0.655 0.832 0.733 a = climbing down 0.085 0.453 0.488 0.470 b = climbing up 0.004 0.779 1.000 0.876 c = jumping 0.006 0.967 0.977 0.972 d = lying 0.041 0.767 0.839 0.801 e = standing 0.029 0.818 0.739 0.777 f = sitting 0.001 0.995 0.887 0.938 g = running 0.038 0.682 0.535 0.600 h = walking ------------------------------------------------------- 0.034 0.780 0.771 0.772 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.056 0.662 0.830 0.737 a = climbing down 0.083 0.456 0.484 0.469 b = climbing up 0.003 0.845 1.000 0.916 c = jumping 0.009 0.956 0.977 0.966 d = lying 0.032 0.809 0.839 0.823 e = standing 0.029 0.826 0.778 0.801 f = sitting 0.001 0.995 0.897 0.943 g = running 0.040 0.675 0.550 0.607 h = walking ------------------------------------------------------- 0.033 0.786 0.780 0.780 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.056 0.664 0.832 0.739 a = climbing down 0.079 0.461 0.468 0.464 b = climbing up 0.004 0.811 1.000 0.896 c = jumping 0.009 0.956 0.977 0.966 d = lying 0.032 0.809 0.839 0.823 e = standing 0.029 0.826 0.778 0.801 f = sitting 0.001 0.995 0.892 0.941 g = running 0.042 0.681 0.585 0.629 h = walking ------------------------------------------------------- 0.032 0.787 0.782 0.782 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.058 0.658 0.841 0.738 a = climbing down 0.067 0.493 0.454 0.473 b = climbing up 0.004 0.779 1.000 0.876 c = jumping 0.008 0.957 0.977 0.967 d = lying 0.030 0.819 0.839 0.829 e = standing 0.029 0.828 0.792 0.810 f = sitting 0.001 0.996 0.887 0.939 g = running 0.043 0.699 0.651 0.675 h = walking ------------------------------------------------------- 0.031 0.795 0.791 0.791 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.059 0.656 0.845 0.739 a = climbing down 0.054 0.550 0.458 0.500 b = climbing up 0.005 0.759 1.000 0.863 c = jumping 0.008 0.961 0.977 0.969 d = lying 0.031 0.811 0.840 0.825 e = standing 0.028 0.829 0.787 0.807 f = sitting 0.001 0.996 0.884 0.937 g = running 0.041 0.731 0.735 0.733 h = walking ------------------------------------------------------- 0.029 0.805 0.802 0.801 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.938 0.660 0.775 a = climbing down 0.050 0.564 0.412 0.476 b = climbing up 0.001 0.938 0.938 0.938 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.051 0.385 0.232 0.289 e = standing 0.267 0.361 0.900 0.516 f = sitting 0.003 0.986 0.994 0.990 g = running 0.112 0.550 0.805 0.653 h = walking ------------------------------------------------------- 0.068 0.534 0.580 0.531 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.938 0.660 0.775 a = climbing down 0.041 0.603 0.398 0.480 b = climbing up 0.001 0.938 0.938 0.938 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.053 0.378 0.234 0.289 e = standing 0.265 0.362 0.897 0.516 f = sitting 0.003 0.986 0.994 0.990 g = running 0.114 0.560 0.858 0.678 h = walking ------------------------------------------------------- 0.067 0.540 0.586 0.534 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.946 0.695 0.802 a = climbing down 0.029 0.668 0.370 0.476 b = climbing up 0.001 0.953 0.938 0.946 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.048 0.390 0.222 0.283 e = standing 0.271 0.358 0.903 0.513 f = sitting 0.003 0.984 0.996 0.990 g = running 0.114 0.580 0.931 0.714 h = walking ------------------------------------------------------- 0.066 0.553 0.596 0.541 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.949 0.695 0.803 a = climbing down 0.029 0.668 0.370 0.476 b = climbing up 0.001 0.953 0.938 0.946 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.046 0.394 0.220 0.282 e = standing 0.272 0.357 0.903 0.512 f = sitting 0.003 0.984 0.996 0.990 g = running 0.114 0.579 0.931 0.714 h = walking ------------------------------------------------------- 0.066 0.554 0.596 0.541 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.949 0.700 0.806 a = climbing down 0.029 0.661 0.359 0.466 b = climbing up 0.001 0.953 0.938 0.946 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.046 0.385 0.208 0.270 e = standing 0.275 0.354 0.900 0.508 f = sitting 0.003 0.984 0.996 0.990 g = running 0.115 0.577 0.931 0.712 h = walking ------------------------------------------------------- 0.067 0.551 0.593 0.538 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.952 0.697 0.805 a = climbing down 0.028 0.659 0.352 0.459 b = climbing up 0.001 0.938 0.938 0.938 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.048 0.394 0.226 0.287 e = standing 0.271 0.358 0.900 0.512 f = sitting 0.003 0.984 0.994 0.989 g = running 0.117 0.575 0.934 0.712 h = walking ------------------------------------------------------- 0.066 0.552 0.594 0.539 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.964 0.536 0.689 a = climbing down 0.058 0.507 0.379 0.434 b = climbing up 0.000 1.000 0.905 0.950 c = jumping 0.001 0.833 0.014 0.028 d = lying 0.047 0.329 0.168 0.223 e = standing 0.293 0.312 0.795 0.448 f = sitting 0.004 0.979 0.996 0.987 g = running 0.130 0.510 0.795 0.621 h = walking ------------------------------------------------------- 0.075 0.648 0.541 0.498 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.965 0.543 0.695 a = climbing down 0.047 0.552 0.368 0.442 b = climbing up 0.000 1.000 0.905 0.950 c = jumping 0.001 0.833 0.014 0.028 d = lying 0.046 0.329 0.166 0.221 e = standing 0.294 0.312 0.797 0.448 f = sitting 0.004 0.979 0.996 0.987 g = running 0.131 0.528 0.860 0.654 h = walking ------------------------------------------------------- 0.074 0.657 0.549 0.504 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.969 0.549 0.701 a = climbing down 0.031 0.640 0.351 0.453 b = climbing up 0.000 1.000 0.905 0.950 c = jumping 0.001 0.833 0.014 0.028 d = lying 0.049 0.326 0.174 0.227 e = standing 0.289 0.316 0.800 0.453 f = sitting 0.004 0.980 0.996 0.988 g = running 0.132 0.553 0.960 0.702 h = walking ------------------------------------------------------- 0.072 0.673 0.564 0.515 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.569 0.715 a = climbing down 0.026 0.658 0.319 0.429 b = climbing up 0.000 1.000 0.905 0.950 c = jumping 0.001 0.833 0.014 0.028 d = lying 0.049 0.325 0.174 0.227 e = standing 0.289 0.317 0.802 0.455 f = sitting 0.004 0.980 0.996 0.988 g = running 0.135 0.555 0.987 0.710 h = walking ------------------------------------------------------- 0.071 0.675 0.566 0.515 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.574 0.719 a = climbing down 0.026 0.661 0.322 0.433 b = climbing up 0.000 1.000 0.905 0.950 c = jumping 0.001 0.833 0.014 0.028 d = lying 0.048 0.323 0.166 0.219 e = standing 0.292 0.315 0.802 0.452 f = sitting 0.004 0.980 0.996 0.988 g = running 0.133 0.559 0.990 0.714 h = walking ------------------------------------------------------- 0.071 0.676 0.566 0.515 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.960 0.587 0.729 a = climbing down 0.025 0.655 0.301 0.412 b = climbing up 0.000 1.000 0.937 0.967 c = jumping 0.001 0.833 0.014 0.028 d = lying 0.048 0.322 0.166 0.219 e = standing 0.291 0.316 0.805 0.454 f = sitting 0.003 0.983 0.996 0.989 g = running 0.135 0.555 0.992 0.712 h = walking ------------------------------------------------------- 0.071 0.675 0.566 0.513 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.057 0.608 0.843 0.706 a = climbing down 0.109 0.538 0.448 0.489 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.813 0.897 d = lying 0.062 0.611 0.977 0.752 e = standing 0.016 0.876 0.714 0.787 f = sitting 0.027 0.833 0.855 0.844 g = running 0.109 0.429 0.477 0.451 h = walking ------------------------------------------------------- 0.057 0.682 0.677 0.670 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.041 0.688 0.848 0.760 a = climbing down 0.085 0.583 0.423 0.490 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.813 0.897 d = lying 0.068 0.590 0.977 0.736 e = standing 0.010 0.913 0.709 0.798 f = sitting 0.029 0.838 0.963 0.896 g = running 0.116 0.464 0.585 0.518 h = walking ------------------------------------------------------- 0.051 0.709 0.702 0.693 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.049 0.668 0.929 0.777 a = climbing down 0.058 0.649 0.377 0.477 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.813 0.897 d = lying 0.068 0.590 0.977 0.736 e = standing 0.010 0.913 0.709 0.798 f = sitting 0.024 0.861 0.960 0.908 g = running 0.124 0.485 0.683 0.567 h = walking ------------------------------------------------------- 0.046 0.728 0.714 0.700 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.733 0.938 0.823 a = climbing down 0.051 0.680 0.381 0.489 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.813 0.897 d = lying 0.068 0.587 0.977 0.734 e = standing 0.010 0.917 0.708 0.799 f = sitting 0.024 0.864 0.960 0.909 g = running 0.133 0.486 0.736 0.586 h = walking ------------------------------------------------------- 0.045 0.742 0.723 0.710 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.806 0.936 0.866 a = climbing down 0.049 0.689 0.389 0.497 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.813 0.897 d = lying 0.068 0.587 0.977 0.734 e = standing 0.010 0.917 0.708 0.799 f = sitting 0.024 0.864 0.953 0.906 g = running 0.144 0.471 0.752 0.579 h = walking ------------------------------------------------------- 0.045 0.748 0.726 0.715 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.806 0.938 0.867 a = climbing down 0.044 0.700 0.368 0.482 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.813 0.897 d = lying 0.068 0.590 0.977 0.736 e = standing 0.010 0.913 0.709 0.798 f = sitting 0.024 0.864 0.957 0.908 g = running 0.149 0.471 0.776 0.587 h = walking ------------------------------------------------------- 0.045 0.751 0.726 0.713 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.661 0.774 0.713 a = climbing down 0.107 0.486 0.356 0.411 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.196 0.328 d = lying 0.199 0.332 1.000 0.499 e = standing 0.018 0.810 0.481 0.604 f = sitting 0.023 0.860 0.919 0.889 g = running 0.152 0.349 0.477 0.403 h = walking ------------------------------------------------------- 0.073 0.634 0.533 0.516 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.040 0.656 0.721 0.687 a = climbing down 0.108 0.485 0.357 0.411 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.195 0.326 d = lying 0.198 0.333 1.000 0.499 e = standing 0.018 0.803 0.481 0.602 f = sitting 0.023 0.852 0.857 0.855 g = running 0.159 0.364 0.533 0.432 h = walking ------------------------------------------------------- 0.074 0.634 0.527 0.513 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.075 0.523 0.779 0.626 a = climbing down 0.061 0.611 0.337 0.435 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.195 0.326 d = lying 0.201 0.330 1.000 0.496 e = standing 0.017 0.818 0.476 0.602 f = sitting 0.023 0.824 0.690 0.751 g = running 0.160 0.430 0.709 0.536 h = walking ------------------------------------------------------- 0.067 0.657 0.531 0.513 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.039 0.681 0.788 0.731 a = climbing down 0.041 0.703 0.343 0.461 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.195 0.326 d = lying 0.201 0.330 1.000 0.496 e = standing 0.017 0.818 0.476 0.602 f = sitting 0.023 0.871 0.993 0.928 g = running 0.155 0.458 0.769 0.574 h = walking ------------------------------------------------------- 0.059 0.702 0.583 0.559 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.038 0.692 0.814 0.748 a = climbing down 0.013 0.840 0.248 0.383 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.195 0.326 d = lying 0.201 0.330 1.000 0.496 e = standing 0.017 0.818 0.476 0.602 f = sitting 0.023 0.869 0.993 0.927 g = running 0.182 0.455 0.891 0.603 h = walking ------------------------------------------------------- 0.057 0.733 0.582 0.547 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.777 0.838 0.806 a = climbing down 0.008 0.897 0.241 0.380 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.195 0.326 d = lying 0.201 0.330 1.000 0.496 e = standing 0.017 0.818 0.476 0.602 f = sitting 0.023 0.869 0.993 0.927 g = running 0.195 0.447 0.920 0.601 h = walking ------------------------------------------------------- 0.056 0.752 0.587 0.552 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.982 0.467 0.633 a = climbing down 0.049 0.659 0.646 0.653 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.992 0.994 0.993 d = lying 0.047 0.733 0.790 0.760 e = standing 0.035 0.766 0.704 0.734 f = sitting 0.003 0.988 0.976 0.982 g = running 0.073 0.683 0.987 0.807 h = walking ------------------------------------------------------- 0.029 0.837 0.819 0.814 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.982 0.472 0.637 a = climbing down 0.050 0.666 0.677 0.671 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.992 0.994 0.993 d = lying 0.046 0.745 0.818 0.780 e = standing 0.030 0.793 0.713 0.750 f = sitting 0.003 0.988 0.976 0.982 g = running 0.068 0.700 0.985 0.818 h = walking ------------------------------------------------------- 0.027 0.846 0.829 0.824 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.974 0.480 0.643 a = climbing down 0.050 0.676 0.700 0.688 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.992 0.994 0.993 d = lying 0.046 0.749 0.846 0.795 e = standing 0.025 0.818 0.709 0.760 f = sitting 0.002 0.990 0.976 0.983 g = running 0.063 0.714 0.985 0.828 h = walking ------------------------------------------------------- 0.026 0.852 0.836 0.831 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.974 0.498 0.659 a = climbing down 0.047 0.682 0.679 0.681 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.992 0.994 0.993 d = lying 0.046 0.750 0.849 0.797 e = standing 0.025 0.821 0.709 0.761 f = sitting 0.002 0.990 0.976 0.983 g = running 0.067 0.703 0.988 0.822 h = walking ------------------------------------------------------- 0.026 0.852 0.836 0.832 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.975 0.502 0.663 a = climbing down 0.046 0.690 0.695 0.692 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.992 0.994 0.993 d = lying 0.046 0.754 0.861 0.804 e = standing 0.023 0.833 0.711 0.767 f = sitting 0.002 0.990 0.976 0.983 g = running 0.064 0.712 0.990 0.828 h = walking ------------------------------------------------------- 0.025 0.857 0.841 0.836 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.970 0.500 0.660 a = climbing down 0.047 0.690 0.715 0.702 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.992 0.994 0.993 d = lying 0.045 0.758 0.861 0.806 e = standing 0.023 0.834 0.718 0.771 f = sitting 0.003 0.987 0.981 0.984 g = running 0.059 0.730 0.988 0.840 h = walking ------------------------------------------------------- 0.025 0.859 0.845 0.840 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.992 0.534 0.694 a = climbing down 0.056 0.618 0.611 0.614 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.977 0.989 d = lying 0.009 0.926 0.707 0.802 e = standing 0.050 0.752 0.949 0.839 f = sitting 0.002 0.991 0.995 0.993 g = running 0.064 0.707 0.961 0.815 h = walking ------------------------------------------------------- 0.025 0.863 0.843 0.839 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.538 0.698 a = climbing down 0.056 0.617 0.609 0.613 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.977 0.989 d = lying 0.005 0.961 0.705 0.813 e = standing 0.051 0.757 0.978 0.853 f = sitting 0.001 0.994 0.995 0.994 g = running 0.065 0.703 0.958 0.811 h = walking ------------------------------------------------------- 0.024 0.868 0.846 0.843 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.549 0.707 a = climbing down 0.053 0.626 0.605 0.616 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.977 0.989 d = lying 0.004 0.969 0.737 0.837 e = standing 0.046 0.777 0.983 0.868 f = sitting 0.001 0.994 0.995 0.994 g = running 0.066 0.701 0.961 0.811 h = walking ------------------------------------------------------- 0.023 0.873 0.853 0.849 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.554 0.711 a = climbing down 0.053 0.629 0.613 0.621 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.977 0.989 d = lying 0.004 0.972 0.758 0.852 e = standing 0.042 0.791 0.985 0.877 f = sitting 0.002 0.992 0.995 0.994 g = running 0.064 0.706 0.959 0.813 h = walking ------------------------------------------------------- 0.022 0.876 0.857 0.854 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.580 0.731 a = climbing down 0.051 0.652 0.644 0.648 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.977 0.989 d = lying 0.004 0.973 0.775 0.863 e = standing 0.039 0.801 0.985 0.884 f = sitting 0.002 0.991 0.995 0.993 g = running 0.058 0.728 0.965 0.830 h = walking ------------------------------------------------------- 0.021 0.883 0.867 0.864 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.596 0.743 a = climbing down 0.050 0.666 0.675 0.670 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.977 0.989 d = lying 0.003 0.979 0.790 0.875 e = standing 0.037 0.812 0.990 0.892 f = sitting 0.002 0.991 0.995 0.993 g = running 0.052 0.747 0.963 0.841 h = walking ------------------------------------------------------- 0.020 0.890 0.875 0.873 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.799 0.666 0.726 a = climbing down 0.025 0.700 0.471 0.563 b = climbing up 0.000 1.000 0.118 0.212 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.151 0.150 0.140 0.145 e = standing 0.165 0.127 0.150 0.138 f = sitting 0.034 0.851 0.995 0.917 g = running 0.063 0.736 0.934 0.824 h = walking ------------------------------------------------------- 0.066 0.628 0.614 0.606 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.794 0.669 0.726 a = climbing down 0.023 0.704 0.448 0.547 b = climbing up 0.000 1.000 0.151 0.262 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.151 0.150 0.140 0.145 e = standing 0.165 0.127 0.150 0.138 f = sitting 0.033 0.854 0.995 0.919 g = running 0.066 0.728 0.939 0.820 h = walking ------------------------------------------------------- 0.067 0.628 0.613 0.606 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.785 0.669 0.722 a = climbing down 0.022 0.711 0.445 0.548 b = climbing up 0.000 1.000 0.215 0.354 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.151 0.143 0.132 0.137 e = standing 0.166 0.127 0.152 0.138 f = sitting 0.031 0.861 0.995 0.924 g = running 0.066 0.731 0.944 0.824 h = walking ------------------------------------------------------- 0.066 0.628 0.614 0.608 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.795 0.685 0.736 a = climbing down 0.021 0.727 0.450 0.556 b = climbing up 0.000 1.000 0.247 0.397 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.150 0.130 0.117 0.123 e = standing 0.169 0.126 0.154 0.139 f = sitting 0.030 0.865 0.995 0.926 g = running 0.066 0.731 0.944 0.824 h = walking ------------------------------------------------------- 0.066 0.629 0.614 0.609 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.789 0.689 0.736 a = climbing down 0.021 0.728 0.452 0.558 b = climbing up 0.000 1.000 0.258 0.410 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.150 0.127 0.114 0.120 e = standing 0.170 0.126 0.154 0.139 f = sitting 0.030 0.868 0.995 0.927 g = running 0.065 0.734 0.944 0.826 h = walking ------------------------------------------------------- 0.066 0.629 0.615 0.609 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.782 0.682 0.729 a = climbing down 0.021 0.730 0.450 0.557 b = climbing up 0.000 1.000 0.312 0.475 c = jumping 0.000 1.000 0.914 0.955 d = lying 0.150 0.125 0.112 0.118 e = standing 0.170 0.126 0.154 0.138 f = sitting 0.028 0.874 0.995 0.930 g = running 0.065 0.736 0.949 0.829 h = walking ------------------------------------------------------- 0.066 0.630 0.616 0.611 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.887 0.822 0.853 a = climbing down 0.022 0.747 0.532 0.622 b = climbing up 0.000 1.000 0.667 0.800 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.160 0.117 0.111 0.114 e = standing 0.165 0.020 0.021 0.020 f = sitting 0.016 0.925 0.997 0.960 g = running 0.052 0.774 0.931 0.845 h = walking ------------------------------------------------------- 0.062 0.639 0.638 0.634 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.880 0.822 0.850 a = climbing down 0.021 0.758 0.525 0.620 b = climbing up 0.000 1.000 0.678 0.808 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.160 0.092 0.085 0.089 e = standing 0.170 0.019 0.021 0.020 f = sitting 0.015 0.927 0.997 0.960 g = running 0.052 0.774 0.939 0.849 h = walking ------------------------------------------------------- 0.063 0.635 0.635 0.631 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.878 0.826 0.851 a = climbing down 0.020 0.763 0.518 0.617 b = climbing up 0.000 1.000 0.644 0.784 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.160 0.082 0.075 0.079 e = standing 0.172 0.019 0.021 0.020 f = sitting 0.016 0.923 0.997 0.958 g = running 0.053 0.773 0.943 0.849 h = walking ------------------------------------------------------- 0.063 0.633 0.633 0.628 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.873 0.836 0.854 a = climbing down 0.017 0.783 0.501 0.611 b = climbing up 0.000 1.000 0.444 0.615 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.160 0.082 0.075 0.079 e = standing 0.172 0.019 0.021 0.020 f = sitting 0.022 0.899 0.997 0.945 g = running 0.055 0.768 0.951 0.850 h = walking ------------------------------------------------------- 0.064 0.630 0.628 0.621 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.876 0.836 0.855 a = climbing down 0.017 0.792 0.530 0.635 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 0.082 0.075 0.079 e = standing 0.172 0.019 0.021 0.020 f = sitting 0.021 0.904 0.997 0.948 g = running 0.051 0.780 0.951 0.857 h = walking ------------------------------------------------------- 0.064 0.634 0.632 0.627 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.873 0.836 0.854 a = climbing down 0.017 0.792 0.530 0.635 b = climbing up 0.000 1.000 0.556 0.714 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.160 0.103 0.097 0.100 e = standing 0.168 0.020 0.021 0.020 f = sitting 0.019 0.912 0.997 0.952 g = running 0.051 0.781 0.951 0.857 h = walking ------------------------------------------------------- 0.063 0.639 0.637 0.632 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.913 0.447 0.600 a = climbing down 0.069 0.607 0.656 0.631 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.066 0.610 0.551 0.579 d = lying 0.074 0.499 0.539 0.518 e = standing 0.083 0.600 0.620 0.610 f = sitting 0.009 0.952 0.997 0.974 g = running 0.079 0.617 0.807 0.699 h = walking ------------------------------------------------------- 0.055 0.687 0.671 0.668 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.912 0.466 0.617 a = climbing down 0.067 0.614 0.658 0.635 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.066 0.605 0.543 0.573 d = lying 0.076 0.492 0.535 0.513 e = standing 0.083 0.600 0.620 0.610 f = sitting 0.009 0.952 0.997 0.974 g = running 0.078 0.621 0.807 0.702 h = walking ------------------------------------------------------- 0.055 0.687 0.671 0.669 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.918 0.476 0.627 a = climbing down 0.066 0.621 0.668 0.644 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.066 0.605 0.542 0.571 d = lying 0.076 0.491 0.539 0.514 e = standing 0.082 0.602 0.619 0.610 f = sitting 0.008 0.954 0.997 0.975 g = running 0.075 0.632 0.814 0.711 h = walking ------------------------------------------------------- 0.055 0.691 0.675 0.673 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.924 0.491 0.642 a = climbing down 0.061 0.619 0.613 0.616 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.067 0.602 0.540 0.569 d = lying 0.078 0.485 0.539 0.511 e = standing 0.081 0.605 0.616 0.611 f = sitting 0.008 0.954 0.997 0.975 g = running 0.085 0.606 0.829 0.700 h = walking ------------------------------------------------------- 0.055 0.687 0.670 0.668 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.908 0.509 0.652 a = climbing down 0.055 0.638 0.597 0.617 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.069 0.597 0.542 0.568 d = lying 0.079 0.483 0.539 0.510 e = standing 0.080 0.605 0.607 0.606 f = sitting 0.008 0.955 0.997 0.976 g = running 0.086 0.610 0.854 0.711 h = walking ------------------------------------------------------- 0.055 0.688 0.672 0.670 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.909 0.511 0.654 a = climbing down 0.054 0.635 0.586 0.610 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.068 0.602 0.546 0.573 d = lying 0.080 0.481 0.539 0.509 e = standing 0.078 0.612 0.612 0.612 f = sitting 0.008 0.955 0.997 0.976 g = running 0.088 0.604 0.852 0.707 h = walking ------------------------------------------------------- 0.055 0.688 0.672 0.670 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.761 0.295 0.425 a = climbing down 0.098 0.512 0.639 0.568 b = climbing up 0.000 1.000 0.750 0.857 c = jumping 0.007 0.890 0.315 0.465 d = lying 0.114 0.451 0.690 0.546 e = standing 0.085 0.659 0.810 0.727 f = sitting 0.009 0.952 0.998 0.975 g = running 0.089 0.546 0.678 0.605 h = walking ------------------------------------------------------- 0.057 0.696 0.644 0.630 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.789 0.314 0.449 a = climbing down 0.100 0.509 0.644 0.569 b = climbing up 0.000 1.000 0.762 0.865 c = jumping 0.007 0.883 0.268 0.411 d = lying 0.132 0.415 0.692 0.519 e = standing 0.075 0.683 0.806 0.740 f = sitting 0.008 0.954 0.998 0.976 g = running 0.086 0.549 0.667 0.602 h = walking ------------------------------------------------------- 0.058 0.698 0.638 0.623 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.781 0.323 0.457 a = climbing down 0.102 0.510 0.658 0.574 b = climbing up 0.000 1.000 0.750 0.857 c = jumping 0.007 0.879 0.271 0.415 d = lying 0.132 0.415 0.692 0.519 e = standing 0.075 0.686 0.806 0.741 f = sitting 0.009 0.952 0.998 0.975 g = running 0.082 0.557 0.655 0.602 h = walking ------------------------------------------------------- 0.057 0.698 0.639 0.625 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.791 0.333 0.469 a = climbing down 0.100 0.522 0.677 0.589 b = climbing up 0.000 1.000 0.750 0.857 c = jumping 0.006 0.892 0.270 0.414 d = lying 0.133 0.415 0.692 0.519 e = standing 0.075 0.686 0.808 0.742 f = sitting 0.008 0.954 0.998 0.976 g = running 0.079 0.567 0.660 0.610 h = walking ------------------------------------------------------- 0.057 0.704 0.644 0.630 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.762 0.338 0.468 a = climbing down 0.101 0.521 0.679 0.589 b = climbing up 0.000 1.000 0.762 0.865 c = jumping 0.006 0.889 0.273 0.418 d = lying 0.136 0.409 0.692 0.514 e = standing 0.071 0.698 0.808 0.749 f = sitting 0.008 0.955 0.998 0.976 g = running 0.078 0.566 0.646 0.603 h = walking ------------------------------------------------------- 0.056 0.702 0.643 0.630 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.773 0.359 0.490 a = climbing down 0.104 0.532 0.728 0.615 b = climbing up 0.000 1.000 0.762 0.865 c = jumping 0.007 0.876 0.264 0.405 d = lying 0.146 0.392 0.694 0.501 e = standing 0.061 0.727 0.804 0.764 f = sitting 0.008 0.955 0.998 0.976 g = running 0.067 0.598 0.631 0.614 h = walking ------------------------------------------------------- 0.055 0.710 0.649 0.637 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.690 0.647 0.667 a = climbing down 0.208 0.355 0.757 0.483 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.942 0.968 d = lying 0.037 0.793 0.948 0.864 e = standing 0.014 0.904 0.795 0.846 f = sitting 0.005 0.974 0.998 0.986 g = running 0.008 0.265 0.015 0.028 h = walking ------------------------------------------------------- 0.041 0.721 0.730 0.697 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.037 0.696 0.651 0.673 a = climbing down 0.208 0.357 0.763 0.486 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.942 0.968 d = lying 0.037 0.793 0.948 0.864 e = standing 0.014 0.904 0.795 0.846 f = sitting 0.005 0.974 0.998 0.986 g = running 0.008 0.219 0.012 0.022 h = walking ------------------------------------------------------- 0.041 0.714 0.731 0.697 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.706 0.651 0.677 a = climbing down 0.208 0.360 0.775 0.492 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.942 0.968 d = lying 0.037 0.794 0.951 0.866 e = standing 0.014 0.908 0.795 0.848 f = sitting 0.005 0.974 0.998 0.986 g = running 0.008 0.242 0.013 0.025 h = walking ------------------------------------------------------- 0.040 0.720 0.733 0.699 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.037 0.697 0.656 0.676 a = climbing down 0.208 0.357 0.763 0.486 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.942 0.968 d = lying 0.038 0.789 0.951 0.863 e = standing 0.014 0.907 0.788 0.843 f = sitting 0.005 0.974 0.998 0.986 g = running 0.007 0.200 0.010 0.019 h = walking ------------------------------------------------------- 0.041 0.712 0.731 0.696 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.040 0.683 0.667 0.675 a = climbing down 0.207 0.351 0.742 0.476 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.942 0.968 d = lying 0.038 0.789 0.951 0.863 e = standing 0.014 0.907 0.788 0.843 f = sitting 0.005 0.974 0.998 0.986 g = running 0.007 0.185 0.008 0.016 h = walking ------------------------------------------------------- 0.041 0.707 0.729 0.694 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.039 0.688 0.656 0.671 a = climbing down 0.210 0.351 0.753 0.479 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.942 0.968 d = lying 0.039 0.785 0.951 0.860 e = standing 0.014 0.907 0.783 0.840 f = sitting 0.005 0.974 0.998 0.986 g = running 0.005 0.227 0.008 0.016 h = walking ------------------------------------------------------- 0.041 0.713 0.728 0.694 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.752 0.853 0.799 a = climbing down 0.184 0.378 0.741 0.501 b = climbing up 0.001 0.971 0.795 0.874 c = jumping 0.007 0.961 1.000 0.980 d = lying 0.030 0.833 0.996 0.907 e = standing 0.001 0.996 0.779 0.874 f = sitting 0.007 0.961 0.997 0.979 g = running 0.006 0.568 0.042 0.077 h = walking ------------------------------------------------------- 0.035 0.788 0.764 0.730 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.036 0.752 0.855 0.800 a = climbing down 0.184 0.378 0.739 0.500 b = climbing up 0.001 0.971 0.795 0.874 c = jumping 0.006 0.967 1.000 0.983 d = lying 0.031 0.828 0.998 0.905 e = standing 0.000 0.998 0.779 0.875 f = sitting 0.007 0.961 0.997 0.979 g = running 0.006 0.556 0.042 0.077 h = walking ------------------------------------------------------- 0.035 0.787 0.764 0.730 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.040 0.736 0.857 0.792 a = climbing down 0.182 0.378 0.731 0.498 b = climbing up 0.001 0.971 0.795 0.874 c = jumping 0.006 0.967 1.000 0.983 d = lying 0.031 0.828 0.998 0.905 e = standing 0.000 0.998 0.779 0.875 f = sitting 0.007 0.961 0.997 0.979 g = running 0.005 0.585 0.040 0.075 h = walking ------------------------------------------------------- 0.035 0.790 0.763 0.728 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.042 0.726 0.868 0.791 a = climbing down 0.184 0.369 0.712 0.486 b = climbing up 0.001 0.971 0.795 0.874 c = jumping 0.006 0.965 1.000 0.982 d = lying 0.031 0.828 0.998 0.905 e = standing 0.000 0.998 0.777 0.874 f = sitting 0.007 0.963 0.997 0.979 g = running 0.005 0.455 0.025 0.047 h = walking ------------------------------------------------------- 0.036 0.767 0.759 0.722 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.044 0.718 0.864 0.784 a = climbing down 0.184 0.366 0.704 0.482 b = climbing up 0.001 0.971 0.795 0.874 c = jumping 0.006 0.965 1.000 0.982 d = lying 0.031 0.828 0.998 0.905 e = standing 0.000 0.998 0.777 0.874 f = sitting 0.007 0.963 0.997 0.979 g = running 0.005 0.469 0.025 0.047 h = walking ------------------------------------------------------- 0.036 0.768 0.758 0.721 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.044 0.720 0.868 0.787 a = climbing down 0.184 0.369 0.713 0.487 b = climbing up 0.001 0.971 0.795 0.874 c = jumping 0.006 0.965 1.000 0.982 d = lying 0.031 0.828 0.998 0.905 e = standing 0.000 0.998 0.777 0.874 f = sitting 0.007 0.963 0.997 0.979 g = running 0.004 0.538 0.023 0.045 h = walking ------------------------------------------------------- 0.036 0.780 0.759 0.722 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.895 0.553 0.684 a = climbing down 0.143 0.513 0.820 0.631 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.771 0.871 d = lying 0.018 0.799 0.617 0.696 e = standing 0.094 0.662 0.903 0.764 f = sitting 0.004 0.977 1.000 0.988 g = running 0.033 0.631 0.359 0.458 h = walking ------------------------------------------------------- 0.046 0.782 0.747 0.743 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.907 0.558 0.691 a = climbing down 0.145 0.511 0.831 0.633 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.771 0.871 d = lying 0.019 0.796 0.612 0.692 e = standing 0.094 0.660 0.902 0.762 f = sitting 0.004 0.977 1.000 0.988 g = running 0.032 0.633 0.343 0.445 h = walking ------------------------------------------------------- 0.046 0.783 0.746 0.742 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.924 0.571 0.706 a = climbing down 0.144 0.515 0.836 0.637 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.771 0.871 d = lying 0.019 0.796 0.612 0.692 e = standing 0.094 0.660 0.902 0.762 f = sitting 0.004 0.977 1.000 0.988 g = running 0.031 0.636 0.345 0.447 h = walking ------------------------------------------------------- 0.046 0.785 0.748 0.744 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.924 0.571 0.706 a = climbing down 0.144 0.517 0.844 0.642 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.771 0.871 d = lying 0.018 0.797 0.600 0.685 e = standing 0.096 0.657 0.905 0.761 f = sitting 0.004 0.977 1.000 0.988 g = running 0.030 0.647 0.345 0.450 h = walking ------------------------------------------------------- 0.046 0.787 0.749 0.744 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.912 0.569 0.701 a = climbing down 0.142 0.520 0.840 0.642 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.771 0.871 d = lying 0.019 0.797 0.617 0.695 e = standing 0.094 0.662 0.902 0.763 f = sitting 0.004 0.977 1.000 0.988 g = running 0.031 0.651 0.358 0.462 h = walking ------------------------------------------------------- 0.045 0.787 0.751 0.747 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.928 0.571 0.707 a = climbing down 0.144 0.518 0.844 0.642 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.769 0.870 d = lying 0.018 0.800 0.619 0.698 e = standing 0.094 0.662 0.903 0.764 f = sitting 0.004 0.977 1.000 0.988 g = running 0.030 0.650 0.349 0.454 h = walking ------------------------------------------------------- 0.045 0.789 0.751 0.746 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.795 0.710 0.750 a = climbing down 0.155 0.484 0.795 0.602 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.017 0.835 0.712 0.769 e = standing 0.037 0.834 0.910 0.871 f = sitting 0.007 0.963 1.000 0.981 g = running 0.021 0.587 0.185 0.282 h = walking ------------------------------------------------------- 0.038 0.792 0.782 0.766 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.019 0.802 0.710 0.753 a = climbing down 0.159 0.483 0.808 0.605 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.016 0.840 0.712 0.771 e = standing 0.037 0.835 0.912 0.872 f = sitting 0.007 0.963 1.000 0.981 g = running 0.019 0.577 0.165 0.257 h = walking ------------------------------------------------------- 0.038 0.792 0.781 0.763 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.791 0.700 0.742 a = climbing down 0.157 0.485 0.805 0.605 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.017 0.830 0.710 0.765 e = standing 0.037 0.833 0.906 0.868 f = sitting 0.007 0.963 1.000 0.981 g = running 0.020 0.591 0.178 0.274 h = walking ------------------------------------------------------- 0.038 0.791 0.780 0.763 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.798 0.700 0.745 a = climbing down 0.158 0.485 0.811 0.607 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.010 0.893 0.676 0.770 e = standing 0.041 0.823 0.946 0.881 f = sitting 0.007 0.961 1.000 0.980 g = running 0.019 0.595 0.172 0.267 h = walking ------------------------------------------------------- 0.038 0.798 0.784 0.766 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.805 0.700 0.749 a = climbing down 0.158 0.486 0.818 0.610 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.008 0.906 0.664 0.766 e = standing 0.043 0.819 0.954 0.881 f = sitting 0.007 0.963 1.000 0.981 g = running 0.019 0.592 0.171 0.265 h = walking ------------------------------------------------------- 0.038 0.799 0.785 0.766 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.806 0.705 0.752 a = climbing down 0.158 0.487 0.821 0.612 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.007 0.918 0.667 0.772 e = standing 0.042 0.821 0.960 0.885 f = sitting 0.007 0.963 1.000 0.981 g = running 0.018 0.608 0.171 0.266 h = walking ------------------------------------------------------- 0.038 0.803 0.787 0.768 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.043 0.460 0.545 0.499 a = climbing down 0.186 0.299 0.517 0.379 b = climbing up 0.001 0.944 0.944 0.944 c = jumping 0.000 1.000 0.010 0.020 d = lying 0.091 0.645 0.932 0.762 e = standing 0.193 0.321 0.510 0.394 f = sitting 0.032 0.845 0.998 0.915 g = running 0.033 0.250 0.053 0.088 h = walking ------------------------------------------------------- 0.081 0.563 0.501 0.432 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.043 0.485 0.599 0.536 a = climbing down 0.186 0.298 0.515 0.378 b = climbing up 0.001 0.955 0.944 0.950 c = jumping 0.000 1.000 0.010 0.020 d = lying 0.090 0.647 0.929 0.763 e = standing 0.194 0.324 0.519 0.399 f = sitting 0.028 0.862 0.998 0.925 g = running 0.034 0.252 0.055 0.090 h = walking ------------------------------------------------------- 0.080 0.568 0.505 0.437 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.040 0.525 0.661 0.585 a = climbing down 0.191 0.296 0.523 0.378 b = climbing up 0.001 0.966 0.944 0.955 c = jumping 0.000 1.000 0.010 0.020 d = lying 0.086 0.655 0.925 0.767 e = standing 0.195 0.330 0.536 0.409 f = sitting 0.023 0.881 0.998 0.936 g = running 0.033 0.211 0.043 0.071 h = walking ------------------------------------------------------- 0.080 0.568 0.510 0.441 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.558 0.773 0.648 a = climbing down 0.190 0.297 0.525 0.380 b = climbing up 0.001 0.955 0.944 0.950 c = jumping 0.000 1.000 0.010 0.020 d = lying 0.087 0.654 0.927 0.767 e = standing 0.194 0.329 0.533 0.407 f = sitting 0.015 0.918 0.996 0.956 g = running 0.032 0.217 0.043 0.071 h = walking ------------------------------------------------------- 0.078 0.577 0.517 0.447 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.040 0.568 0.781 0.657 a = climbing down 0.191 0.300 0.534 0.384 b = climbing up 0.001 0.955 0.944 0.950 c = jumping 0.000 1.000 0.010 0.020 d = lying 0.094 0.639 0.937 0.760 e = standing 0.191 0.321 0.503 0.392 f = sitting 0.014 0.923 0.996 0.958 g = running 0.032 0.206 0.040 0.066 h = walking ------------------------------------------------------- 0.079 0.573 0.516 0.445 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.041 0.591 0.884 0.709 a = climbing down 0.192 0.301 0.538 0.386 b = climbing up 0.001 0.977 0.956 0.966 c = jumping 0.000 1.000 0.010 0.020 d = lying 0.097 0.633 0.944 0.758 e = standing 0.189 0.316 0.488 0.383 f = sitting 0.008 0.956 0.996 0.976 g = running 0.029 0.209 0.036 0.062 h = walking ------------------------------------------------------- 0.078 0.579 0.521 0.449 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.053 0.420 0.567 0.482 a = climbing down 0.197 0.184 0.291 0.226 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.000 1.000 0.005 0.010 d = lying 0.075 0.697 0.981 0.815 e = standing 0.190 0.355 0.581 0.441 f = sitting 0.061 0.739 1.000 0.850 g = running 0.023 0.077 0.009 0.016 h = walking ------------------------------------------------------- 0.083 0.513 0.483 0.402 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.052 0.420 0.554 0.478 a = climbing down 0.198 0.183 0.289 0.224 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 1.000 0.005 0.010 d = lying 0.076 0.696 0.984 0.815 e = standing 0.190 0.354 0.578 0.439 f = sitting 0.064 0.731 1.000 0.845 g = running 0.023 0.076 0.009 0.016 h = walking ------------------------------------------------------- 0.083 0.512 0.481 0.401 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.048 0.418 0.508 0.459 a = climbing down 0.201 0.188 0.303 0.232 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.000 1.000 0.005 0.010 d = lying 0.077 0.692 0.986 0.813 e = standing 0.189 0.351 0.569 0.434 f = sitting 0.067 0.721 1.000 0.838 g = running 0.023 0.040 0.005 0.008 h = walking ------------------------------------------------------- 0.084 0.504 0.479 0.397 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.047 0.421 0.512 0.462 a = climbing down 0.201 0.184 0.297 0.227 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.000 1.000 0.005 0.010 d = lying 0.081 0.684 0.989 0.809 e = standing 0.189 0.344 0.550 0.423 f = sitting 0.067 0.720 1.000 0.837 g = running 0.023 0.039 0.005 0.008 h = walking ------------------------------------------------------- 0.084 0.501 0.476 0.394 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.047 0.425 0.517 0.466 a = climbing down 0.201 0.185 0.297 0.228 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.000 1.000 0.005 0.010 d = lying 0.081 0.684 0.989 0.809 e = standing 0.189 0.344 0.550 0.423 f = sitting 0.067 0.720 1.000 0.837 g = running 0.024 0.039 0.005 0.008 h = walking ------------------------------------------------------- 0.084 0.501 0.476 0.395 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.047 0.428 0.521 0.470 a = climbing down 0.201 0.198 0.323 0.245 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.000 1.000 0.005 0.010 d = lying 0.080 0.684 0.989 0.809 e = standing 0.189 0.345 0.552 0.424 f = sitting 0.066 0.723 1.000 0.839 g = running 0.020 0.030 0.003 0.006 h = walking ------------------------------------------------------- 0.084 0.502 0.480 0.397 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.585 0.271 0.371 a = climbing down 0.285 0.343 0.941 0.503 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.160 0.533 0.949 0.683 d = lying 0.001 0.818 0.015 0.030 e = standing 0.169 0.137 0.145 0.141 f = sitting 0.002 0.987 0.808 0.888 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.094 0.475 0.456 0.377 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.669 0.245 0.359 a = climbing down 0.286 0.353 0.988 0.520 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.163 0.528 0.952 0.680 d = lying 0.001 0.818 0.015 0.030 e = standing 0.167 0.127 0.131 0.129 f = sitting 0.004 0.970 0.809 0.883 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.094 0.480 0.458 0.375 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.780 0.279 0.411 a = climbing down 0.291 0.349 0.986 0.516 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.164 0.527 0.952 0.678 d = lying 0.001 0.818 0.015 0.030 e = standing 0.167 0.126 0.130 0.128 f = sitting 0.001 0.991 0.809 0.891 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.093 0.493 0.461 0.380 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.755 0.331 0.460 a = climbing down 0.280 0.358 0.984 0.525 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.164 0.527 0.952 0.678 d = lying 0.001 0.818 0.015 0.030 e = standing 0.167 0.126 0.130 0.128 f = sitting 0.003 0.978 0.809 0.885 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.092 0.489 0.466 0.385 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.791 0.343 0.478 a = climbing down 0.280 0.357 0.984 0.524 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.147 0.552 0.942 0.696 d = lying 0.001 0.818 0.015 0.030 e = standing 0.171 0.184 0.208 0.195 f = sitting 0.003 0.979 0.809 0.886 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.090 0.506 0.478 0.400 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.804 0.381 0.517 a = climbing down 0.274 0.363 0.986 0.531 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.159 0.534 0.946 0.683 d = lying 0.001 0.818 0.015 0.030 e = standing 0.170 0.138 0.148 0.143 f = sitting 0.004 0.970 0.812 0.884 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.091 0.497 0.474 0.395 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.862 0.619 0.721 a = climbing down 0.222 0.411 0.977 0.579 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.130 0.583 0.941 0.720 d = lying 0.000 1.000 0.003 0.007 e = standing 0.174 0.246 0.306 0.273 f = sitting 0.013 0.927 0.908 0.917 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.081 0.552 0.532 0.449 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.959 0.564 0.710 a = climbing down 0.228 0.408 0.993 0.578 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.128 0.588 0.947 0.726 d = lying 0.000 1.000 0.003 0.007 e = standing 0.173 0.253 0.317 0.281 f = sitting 0.013 0.927 0.938 0.932 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.081 0.563 0.536 0.452 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.981 0.489 0.653 a = climbing down 0.237 0.399 0.995 0.570 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.145 0.561 0.959 0.708 d = lying 0.000 1.000 0.003 0.007 e = standing 0.171 0.198 0.227 0.212 f = sitting 0.014 0.923 0.941 0.932 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.085 0.551 0.518 0.432 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.990 0.458 0.626 a = climbing down 0.243 0.393 0.997 0.564 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.162 0.537 0.972 0.692 d = lying 0.000 1.000 0.003 0.007 e = standing 0.165 0.145 0.152 0.148 f = sitting 0.012 0.933 0.936 0.934 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.087 0.540 0.504 0.416 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.990 0.480 0.646 a = climbing down 0.240 0.396 0.997 0.567 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.159 0.540 0.968 0.694 d = lying 0.000 1.000 0.003 0.007 e = standing 0.169 0.144 0.153 0.148 f = sitting 0.012 0.933 0.941 0.937 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.087 0.541 0.507 0.419 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.410 0.581 a = climbing down 0.247 0.390 1.000 0.561 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.159 0.540 0.968 0.694 d = lying 0.000 1.000 0.003 0.007 e = standing 0.169 0.144 0.153 0.148 f = sitting 0.013 0.931 0.942 0.936 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.088 0.541 0.500 0.412 Weighted Avg. >> chesthead >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.718 0.680 0.699 a = climbing down 0.028 0.825 0.815 0.820 b = climbing up 0.000 1.000 0.307 0.469 c = jumping 0.006 0.966 0.998 0.982 d = lying 0.125 0.471 0.563 0.513 e = standing 0.082 0.395 0.299 0.340 f = sitting 0.017 0.893 0.852 0.872 g = running 0.043 0.777 0.919 0.842 h = walking ------------------------------------------------------- 0.049 0.717 0.718 0.712 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.721 0.671 0.695 a = climbing down 0.027 0.830 0.826 0.828 b = climbing up 0.000 1.000 0.827 0.905 c = jumping 0.007 0.960 0.998 0.979 d = lying 0.128 0.467 0.571 0.514 e = standing 0.080 0.383 0.277 0.321 f = sitting 0.006 0.958 0.852 0.902 g = running 0.043 0.778 0.924 0.845 h = walking ------------------------------------------------------- 0.048 0.724 0.727 0.721 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.751 0.802 0.776 a = climbing down 0.022 0.857 0.821 0.838 b = climbing up 0.000 1.000 0.880 0.936 c = jumping 0.007 0.962 0.998 0.980 d = lying 0.130 0.464 0.572 0.512 e = standing 0.080 0.373 0.266 0.311 f = sitting 0.005 0.964 0.852 0.905 g = running 0.032 0.828 0.929 0.876 h = walking ------------------------------------------------------- 0.046 0.736 0.740 0.735 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.761 0.798 0.779 a = climbing down 0.020 0.871 0.834 0.852 b = climbing up 0.000 1.000 0.893 0.944 c = jumping 0.007 0.962 0.998 0.980 d = lying 0.131 0.465 0.581 0.517 e = standing 0.078 0.373 0.260 0.306 f = sitting 0.005 0.966 0.862 0.911 g = running 0.031 0.830 0.936 0.880 h = walking ------------------------------------------------------- 0.045 0.740 0.744 0.739 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.769 0.795 0.782 a = climbing down 0.021 0.864 0.850 0.857 b = climbing up 0.000 1.000 0.893 0.944 c = jumping 0.006 0.965 0.998 0.981 d = lying 0.132 0.470 0.594 0.525 e = standing 0.076 0.380 0.260 0.309 f = sitting 0.005 0.968 0.864 0.913 g = running 0.029 0.838 0.933 0.883 h = walking ------------------------------------------------------- 0.045 0.744 0.748 0.742 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.775 0.807 0.791 a = climbing down 0.019 0.876 0.855 0.865 b = climbing up 0.000 1.000 0.880 0.936 c = jumping 0.006 0.965 0.998 0.981 d = lying 0.130 0.471 0.588 0.523 e = standing 0.077 0.387 0.271 0.318 f = sitting 0.005 0.966 0.871 0.916 g = running 0.029 0.842 0.933 0.885 h = walking ------------------------------------------------------- 0.044 0.748 0.751 0.746 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.763 0.747 0.755 a = climbing down 0.031 0.803 0.787 0.795 b = climbing up 0.000 1.000 0.583 0.737 c = jumping 0.010 0.939 0.947 0.943 d = lying 0.120 0.512 0.639 0.568 e = standing 0.068 0.475 0.344 0.399 f = sitting 0.010 0.935 0.840 0.885 g = running 0.043 0.778 0.924 0.845 h = walking ------------------------------------------------------- 0.046 0.739 0.737 0.733 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.727 0.617 0.668 a = climbing down 0.044 0.740 0.778 0.758 b = climbing up 0.000 1.000 0.556 0.714 c = jumping 0.011 0.937 0.948 0.943 d = lying 0.121 0.509 0.639 0.567 e = standing 0.067 0.481 0.344 0.401 f = sitting 0.009 0.936 0.837 0.884 g = running 0.045 0.773 0.942 0.849 h = walking ------------------------------------------------------- 0.048 0.726 0.725 0.719 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.793 0.800 0.797 a = climbing down 0.023 0.837 0.754 0.793 b = climbing up 0.000 1.000 0.500 0.667 c = jumping 0.011 0.937 0.945 0.941 d = lying 0.126 0.508 0.659 0.574 e = standing 0.062 0.485 0.325 0.389 f = sitting 0.011 0.930 0.854 0.890 g = running 0.045 0.777 0.959 0.858 h = walking ------------------------------------------------------- 0.045 0.747 0.744 0.738 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.801 0.824 0.812 a = climbing down 0.020 0.855 0.754 0.801 b = climbing up 0.000 1.000 0.500 0.667 c = jumping 0.011 0.937 0.947 0.942 d = lying 0.127 0.504 0.659 0.572 e = standing 0.061 0.486 0.320 0.386 f = sitting 0.011 0.931 0.857 0.892 g = running 0.044 0.781 0.966 0.864 h = walking ------------------------------------------------------- 0.045 0.750 0.747 0.741 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.023 0.807 0.842 0.824 a = climbing down 0.018 0.874 0.790 0.830 b = climbing up 0.000 1.000 0.458 0.629 c = jumping 0.011 0.937 0.945 0.941 d = lying 0.127 0.509 0.668 0.578 e = standing 0.059 0.501 0.328 0.397 f = sitting 0.012 0.922 0.857 0.889 g = running 0.038 0.807 0.968 0.880 h = walking ------------------------------------------------------- 0.043 0.759 0.756 0.750 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.806 0.847 0.826 a = climbing down 0.018 0.874 0.773 0.820 b = climbing up 0.000 1.000 0.458 0.629 c = jumping 0.011 0.937 0.945 0.941 d = lying 0.122 0.519 0.668 0.584 e = standing 0.058 0.524 0.358 0.425 f = sitting 0.012 0.922 0.857 0.889 g = running 0.040 0.799 0.970 0.876 h = walking ------------------------------------------------------- 0.043 0.763 0.759 0.753 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.826 0.741 0.781 a = climbing down 0.079 0.491 0.556 0.522 b = climbing up 0.004 0.840 0.929 0.883 c = jumping 0.015 0.912 0.964 0.937 d = lying 0.003 0.975 0.665 0.791 e = standing 0.058 0.754 0.920 0.829 f = sitting 0.003 0.985 0.975 0.980 g = running 0.066 0.620 0.602 0.611 h = walking ------------------------------------------------------- 0.034 0.800 0.787 0.787 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.848 0.741 0.791 a = climbing down 0.075 0.520 0.592 0.553 b = climbing up 0.003 0.878 0.929 0.903 c = jumping 0.011 0.935 0.964 0.949 d = lying 0.003 0.978 0.738 0.841 e = standing 0.046 0.798 0.942 0.864 f = sitting 0.003 0.985 0.981 0.983 g = running 0.062 0.647 0.636 0.642 h = walking ------------------------------------------------------- 0.030 0.821 0.811 0.812 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.858 0.748 0.799 a = climbing down 0.068 0.554 0.615 0.583 b = climbing up 0.002 0.919 0.929 0.924 c = jumping 0.010 0.938 0.964 0.951 d = lying 0.003 0.978 0.751 0.850 e = standing 0.044 0.806 0.945 0.870 f = sitting 0.003 0.985 0.988 0.986 g = running 0.059 0.672 0.677 0.675 h = walking ------------------------------------------------------- 0.028 0.833 0.824 0.825 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.866 0.748 0.803 a = climbing down 0.056 0.597 0.611 0.604 b = climbing up 0.002 0.929 0.929 0.929 c = jumping 0.007 0.955 0.964 0.960 d = lying 0.003 0.978 0.761 0.856 e = standing 0.043 0.814 0.961 0.881 f = sitting 0.003 0.985 0.990 0.987 g = running 0.059 0.694 0.752 0.722 h = walking ------------------------------------------------------- 0.026 0.846 0.839 0.839 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.873 0.746 0.804 a = climbing down 0.041 0.663 0.585 0.622 b = climbing up 0.001 0.975 0.929 0.952 c = jumping 0.007 0.957 0.964 0.961 d = lying 0.003 0.979 0.785 0.871 e = standing 0.039 0.829 0.962 0.891 f = sitting 0.003 0.985 0.997 0.991 g = running 0.064 0.702 0.844 0.766 h = walking ------------------------------------------------------- 0.024 0.860 0.854 0.853 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.872 0.757 0.810 a = climbing down 0.035 0.701 0.596 0.644 b = climbing up 0.001 0.975 0.929 0.952 c = jumping 0.005 0.968 0.964 0.966 d = lying 0.002 0.982 0.821 0.894 e = standing 0.033 0.849 0.970 0.906 f = sitting 0.003 0.985 0.997 0.991 g = running 0.061 0.716 0.872 0.787 h = walking ------------------------------------------------------- 0.022 0.872 0.867 0.866 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.888 0.871 0.879 a = climbing down 0.088 0.516 0.690 0.591 b = climbing up 0.002 0.901 0.976 0.937 c = jumping 0.014 0.919 1.000 0.958 d = lying 0.001 0.995 0.716 0.832 e = standing 0.047 0.794 0.922 0.853 f = sitting 0.001 0.997 0.981 0.989 g = running 0.043 0.677 0.508 0.580 h = walking ------------------------------------------------------- 0.029 0.832 0.818 0.817 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.900 0.871 0.885 a = climbing down 0.093 0.502 0.686 0.580 b = climbing up 0.001 0.943 0.976 0.959 c = jumping 0.013 0.922 1.000 0.959 d = lying 0.001 0.995 0.757 0.860 e = standing 0.040 0.819 0.925 0.869 f = sitting 0.001 0.997 0.988 0.992 g = running 0.044 0.664 0.491 0.564 h = walking ------------------------------------------------------- 0.028 0.835 0.822 0.822 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.906 0.871 0.888 a = climbing down 0.099 0.501 0.729 0.594 b = climbing up 0.001 0.943 0.976 0.959 c = jumping 0.013 0.922 1.000 0.959 d = lying 0.001 0.995 0.780 0.874 e = standing 0.036 0.833 0.925 0.877 f = sitting 0.001 0.997 0.988 0.992 g = running 0.039 0.674 0.453 0.542 h = walking ------------------------------------------------------- 0.027 0.839 0.825 0.824 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.919 0.875 0.897 a = climbing down 0.085 0.551 0.763 0.640 b = climbing up 0.001 0.965 0.976 0.970 c = jumping 0.012 0.928 1.000 0.963 d = lying 0.001 0.996 0.836 0.909 e = standing 0.027 0.871 0.932 0.900 f = sitting 0.001 0.997 0.992 0.994 g = running 0.035 0.735 0.540 0.623 h = walking ------------------------------------------------------- 0.023 0.864 0.852 0.852 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.924 0.882 0.902 a = climbing down 0.068 0.619 0.806 0.700 b = climbing up 0.001 0.976 0.976 0.976 c = jumping 0.011 0.933 1.000 0.965 d = lying 0.001 0.996 0.846 0.914 e = standing 0.025 0.878 0.937 0.906 f = sitting 0.001 0.997 0.993 0.995 g = running 0.029 0.794 0.634 0.705 h = walking ------------------------------------------------------- 0.020 0.884 0.874 0.875 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.927 0.890 0.908 a = climbing down 0.058 0.662 0.839 0.740 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.011 0.933 1.000 0.965 d = lying 0.001 0.996 0.864 0.925 e = standing 0.022 0.891 0.937 0.913 f = sitting 0.001 0.997 0.997 0.997 g = running 0.024 0.834 0.685 0.752 h = walking ------------------------------------------------------- 0.017 0.898 0.890 0.891 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.686 0.710 0.698 a = climbing down 0.064 0.646 0.766 0.701 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.995 0.975 0.985 d = lying 0.008 0.939 0.769 0.845 e = standing 0.038 0.770 0.952 0.851 f = sitting 0.004 0.979 0.825 0.895 g = running 0.038 0.794 0.789 0.792 h = walking ------------------------------------------------------- 0.026 0.844 0.830 0.833 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.040 0.698 0.713 0.705 a = climbing down 0.062 0.667 0.804 0.729 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.997 0.975 0.986 d = lying 0.003 0.976 0.769 0.860 e = standing 0.038 0.777 0.990 0.870 f = sitting 0.004 0.979 0.825 0.895 g = running 0.032 0.824 0.814 0.819 h = walking ------------------------------------------------------- 0.024 0.859 0.844 0.846 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.041 0.696 0.731 0.713 a = climbing down 0.058 0.680 0.800 0.735 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.997 0.975 0.986 d = lying 0.003 0.976 0.769 0.860 e = standing 0.038 0.777 0.990 0.870 f = sitting 0.003 0.980 0.825 0.896 g = running 0.028 0.849 0.843 0.846 h = walking ------------------------------------------------------- 0.022 0.865 0.850 0.852 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.701 0.744 0.722 a = climbing down 0.045 0.733 0.802 0.766 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.997 0.975 0.986 d = lying 0.003 0.976 0.767 0.859 e = standing 0.039 0.775 0.990 0.870 f = sitting 0.003 0.980 0.825 0.896 g = running 0.027 0.861 0.908 0.884 h = walking ------------------------------------------------------- 0.021 0.874 0.862 0.863 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.041 0.705 0.756 0.730 a = climbing down 0.044 0.741 0.814 0.776 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 0.998 0.975 0.986 d = lying 0.003 0.978 0.767 0.860 e = standing 0.039 0.776 0.994 0.872 f = sitting 0.003 0.982 0.825 0.897 g = running 0.024 0.878 0.916 0.897 h = walking ------------------------------------------------------- 0.020 0.879 0.866 0.868 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.039 0.719 0.769 0.743 a = climbing down 0.040 0.756 0.798 0.777 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 0.998 0.975 0.986 d = lying 0.002 0.982 0.767 0.861 e = standing 0.039 0.777 0.998 0.874 f = sitting 0.003 0.982 0.825 0.897 g = running 0.026 0.872 0.944 0.906 h = walking ------------------------------------------------------- 0.019 0.883 0.871 0.872 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.897 0.897 0.897 a = climbing down 0.048 0.724 0.815 0.766 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.004 0.977 1.000 0.988 d = lying 0.013 0.891 0.666 0.762 e = standing 0.053 0.692 0.876 0.773 f = sitting 0.000 0.999 0.954 0.976 g = running 0.032 0.816 0.766 0.790 h = walking ------------------------------------------------------- 0.022 0.867 0.858 0.858 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.878 0.897 0.887 a = climbing down 0.053 0.706 0.835 0.765 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.004 0.977 1.000 0.988 d = lying 0.004 0.967 0.666 0.789 e = standing 0.053 0.708 0.945 0.809 f = sitting 0.001 0.997 0.953 0.974 g = running 0.024 0.853 0.751 0.799 h = walking ------------------------------------------------------- 0.020 0.881 0.866 0.866 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.879 0.903 0.891 a = climbing down 0.044 0.742 0.825 0.781 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.987 1.000 0.993 d = lying 0.000 0.997 0.668 0.800 e = standing 0.052 0.717 0.982 0.828 f = sitting 0.001 0.997 0.953 0.974 g = running 0.025 0.857 0.800 0.827 h = walking ------------------------------------------------------- 0.018 0.893 0.878 0.878 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.879 0.903 0.891 a = climbing down 0.035 0.780 0.816 0.798 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.990 1.000 0.995 d = lying 0.000 1.000 0.668 0.801 e = standing 0.052 0.718 0.988 0.831 f = sitting 0.000 0.999 0.953 0.975 g = running 0.027 0.852 0.845 0.849 h = walking ------------------------------------------------------- 0.017 0.899 0.884 0.884 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.878 0.909 0.893 a = climbing down 0.024 0.835 0.807 0.821 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.988 1.000 0.994 d = lying 0.000 1.000 0.671 0.803 e = standing 0.052 0.720 0.986 0.832 f = sitting 0.000 0.999 0.953 0.975 g = running 0.029 0.854 0.898 0.876 h = walking ------------------------------------------------------- 0.016 0.906 0.893 0.892 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.880 0.912 0.896 a = climbing down 0.026 0.831 0.829 0.830 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.988 1.000 0.994 d = lying 0.000 1.000 0.671 0.803 e = standing 0.052 0.720 0.986 0.832 f = sitting 0.000 0.999 0.953 0.975 g = running 0.024 0.873 0.895 0.884 h = walking ------------------------------------------------------- 0.016 0.909 0.895 0.895 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.765 0.539 0.632 a = climbing down 0.179 0.486 0.961 0.645 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.899 0.927 0.913 d = lying 0.090 0.494 0.783 0.606 e = standing 0.028 0.575 0.275 0.372 f = sitting 0.002 0.991 0.898 0.943 g = running 0.004 0.916 0.283 0.432 h = walking ------------------------------------------------------- 0.046 0.763 0.701 0.686 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.777 0.555 0.647 a = climbing down 0.177 0.489 0.960 0.648 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.902 0.927 0.914 d = lying 0.089 0.499 0.787 0.611 e = standing 0.028 0.583 0.284 0.382 f = sitting 0.002 0.991 0.899 0.943 g = running 0.004 0.913 0.288 0.438 h = walking ------------------------------------------------------- 0.045 0.766 0.705 0.691 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.791 0.552 0.650 a = climbing down 0.180 0.486 0.967 0.647 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.903 0.927 0.915 d = lying 0.088 0.506 0.800 0.620 e = standing 0.027 0.604 0.295 0.396 f = sitting 0.002 0.991 0.902 0.945 g = running 0.003 0.925 0.278 0.427 h = walking ------------------------------------------------------- 0.045 0.773 0.707 0.693 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.800 0.577 0.670 a = climbing down 0.170 0.502 0.976 0.663 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.903 0.927 0.915 d = lying 0.086 0.509 0.796 0.621 e = standing 0.027 0.610 0.307 0.408 f = sitting 0.002 0.990 0.903 0.945 g = running 0.002 0.952 0.310 0.468 h = walking ------------------------------------------------------- 0.043 0.781 0.718 0.705 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.807 0.594 0.684 a = climbing down 0.165 0.511 0.980 0.672 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.903 0.927 0.915 d = lying 0.086 0.512 0.798 0.624 e = standing 0.027 0.616 0.312 0.414 f = sitting 0.002 0.990 0.902 0.944 g = running 0.003 0.944 0.321 0.479 h = walking ------------------------------------------------------- 0.042 0.783 0.722 0.711 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.817 0.616 0.702 a = climbing down 0.158 0.522 0.980 0.682 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.903 0.927 0.915 d = lying 0.088 0.505 0.798 0.618 e = standing 0.027 0.597 0.291 0.392 f = sitting 0.002 0.990 0.903 0.945 g = running 0.003 0.940 0.348 0.508 h = walking ------------------------------------------------------- 0.042 0.782 0.726 0.715 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.850 0.667 0.747 a = climbing down 0.151 0.526 0.951 0.678 b = climbing up 0.000 0.984 0.787 0.875 c = jumping 0.004 0.974 1.000 0.987 d = lying 0.111 0.416 0.699 0.521 e = standing 0.031 0.443 0.178 0.254 f = sitting 0.005 0.980 0.949 0.964 g = running 0.005 0.888 0.303 0.452 h = walking ------------------------------------------------------- 0.043 0.759 0.716 0.698 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.865 0.673 0.757 a = climbing down 0.156 0.521 0.963 0.676 b = climbing up 0.000 0.984 0.787 0.875 c = jumping 0.003 0.982 1.000 0.991 d = lying 0.111 0.420 0.709 0.527 e = standing 0.031 0.445 0.180 0.256 f = sitting 0.005 0.980 0.947 0.963 g = running 0.005 0.891 0.270 0.415 h = walking ------------------------------------------------------- 0.043 0.763 0.715 0.696 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.892 0.676 0.769 a = climbing down 0.160 0.517 0.974 0.676 b = climbing up 0.000 0.984 0.787 0.875 c = jumping 0.003 0.980 1.000 0.990 d = lying 0.108 0.425 0.707 0.531 e = standing 0.031 0.471 0.199 0.280 f = sitting 0.005 0.980 0.947 0.963 g = running 0.004 0.902 0.256 0.399 h = walking ------------------------------------------------------- 0.043 0.771 0.717 0.699 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.898 0.681 0.775 a = climbing down 0.151 0.532 0.971 0.687 b = climbing up 0.000 0.984 0.787 0.875 c = jumping 0.003 0.982 1.000 0.991 d = lying 0.113 0.415 0.707 0.523 e = standing 0.031 0.423 0.165 0.238 f = sitting 0.005 0.980 0.947 0.963 g = running 0.004 0.926 0.326 0.482 h = walking ------------------------------------------------------- 0.042 0.770 0.722 0.706 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.905 0.686 0.780 a = climbing down 0.151 0.532 0.971 0.687 b = climbing up 0.000 0.984 0.787 0.875 c = jumping 0.003 0.982 1.000 0.991 d = lying 0.113 0.415 0.705 0.522 e = standing 0.031 0.424 0.167 0.240 f = sitting 0.005 0.980 0.947 0.963 g = running 0.004 0.926 0.326 0.482 h = walking ------------------------------------------------------- 0.041 0.771 0.723 0.707 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.915 0.692 0.788 a = climbing down 0.149 0.536 0.974 0.691 b = climbing up 0.000 0.984 0.787 0.875 c = jumping 0.002 0.984 1.000 0.992 d = lying 0.113 0.424 0.733 0.537 e = standing 0.029 0.448 0.167 0.244 f = sitting 0.005 0.980 0.947 0.963 g = running 0.004 0.924 0.336 0.493 h = walking ------------------------------------------------------- 0.041 0.777 0.728 0.712 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.148 0.411 0.930 0.571 a = climbing down 0.045 0.727 0.806 0.764 b = climbing up 0.003 0.548 0.191 0.283 c = jumping 0.031 0.804 0.849 0.826 d = lying 0.039 0.764 0.883 0.819 e = standing 0.034 0.692 0.542 0.608 f = sitting 0.020 0.935 0.944 0.939 g = running 0.006 0.316 0.018 0.034 h = walking ------------------------------------------------------- 0.039 0.694 0.713 0.671 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.155 0.401 0.934 0.561 a = climbing down 0.038 0.759 0.814 0.786 b = climbing up 0.002 0.625 0.169 0.265 c = jumping 0.031 0.805 0.849 0.827 d = lying 0.039 0.767 0.905 0.830 e = standing 0.031 0.716 0.545 0.619 f = sitting 0.021 0.933 0.950 0.941 g = running 0.004 0.250 0.009 0.017 h = walking ------------------------------------------------------- 0.039 0.692 0.717 0.674 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.160 0.394 0.934 0.554 a = climbing down 0.036 0.767 0.803 0.785 b = climbing up 0.001 0.700 0.157 0.257 c = jumping 0.031 0.806 0.848 0.826 d = lying 0.039 0.772 0.911 0.836 e = standing 0.030 0.719 0.548 0.622 f = sitting 0.022 0.931 0.952 0.941 g = running 0.004 0.167 0.004 0.009 h = walking ------------------------------------------------------- 0.039 0.683 0.716 0.672 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.165 0.387 0.934 0.547 a = climbing down 0.033 0.783 0.803 0.793 b = climbing up 0.002 0.600 0.169 0.263 c = jumping 0.030 0.811 0.846 0.828 d = lying 0.038 0.775 0.916 0.839 e = standing 0.030 0.726 0.558 0.631 f = sitting 0.021 0.931 0.947 0.939 g = running 0.003 0.071 0.001 0.003 h = walking ------------------------------------------------------- 0.039 0.671 0.716 0.673 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.166 0.385 0.932 0.545 a = climbing down 0.030 0.801 0.821 0.811 b = climbing up 0.003 0.739 0.382 0.504 c = jumping 0.030 0.811 0.849 0.830 d = lying 0.038 0.778 0.916 0.841 e = standing 0.030 0.728 0.561 0.634 f = sitting 0.015 0.949 0.948 0.948 g = running 0.002 0.100 0.001 0.003 h = walking ------------------------------------------------------- 0.037 0.685 0.723 0.683 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.164 0.386 0.930 0.546 a = climbing down 0.028 0.820 0.849 0.835 b = climbing up 0.003 0.819 0.764 0.791 c = jumping 0.031 0.806 0.849 0.827 d = lying 0.038 0.777 0.926 0.845 e = standing 0.028 0.736 0.551 0.631 f = sitting 0.007 0.976 0.944 0.960 g = running 0.002 0.111 0.001 0.003 h = walking ------------------------------------------------------- 0.034 0.697 0.733 0.694 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.161 0.393 0.936 0.554 a = climbing down 0.044 0.696 0.681 0.688 b = climbing up 0.000 1.000 0.318 0.482 c = jumping 0.001 0.992 0.969 0.980 d = lying 0.030 0.792 0.795 0.794 e = standing 0.030 0.791 0.808 0.800 f = sitting 0.018 0.942 0.981 0.961 g = running 0.005 0.240 0.009 0.017 h = walking ------------------------------------------------------- 0.034 0.728 0.745 0.708 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.167 0.387 0.944 0.549 a = climbing down 0.040 0.711 0.661 0.685 b = climbing up 0.000 1.000 0.388 0.559 c = jumping 0.001 0.994 0.970 0.982 d = lying 0.031 0.793 0.817 0.805 e = standing 0.027 0.809 0.805 0.807 f = sitting 0.017 0.947 0.981 0.964 g = running 0.005 0.240 0.009 0.017 h = walking ------------------------------------------------------- 0.034 0.733 0.747 0.711 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.162 0.393 0.942 0.555 a = climbing down 0.042 0.710 0.692 0.701 b = climbing up 0.000 1.000 0.141 0.247 c = jumping 0.001 0.994 0.970 0.982 d = lying 0.031 0.794 0.843 0.818 e = standing 0.023 0.830 0.800 0.815 f = sitting 0.022 0.930 0.982 0.955 g = running 0.004 0.167 0.004 0.009 h = walking ------------------------------------------------------- 0.034 0.723 0.749 0.708 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.171 0.381 0.946 0.544 a = climbing down 0.032 0.760 0.694 0.725 b = climbing up 0.000 1.000 0.094 0.172 c = jumping 0.001 0.995 0.969 0.982 d = lying 0.031 0.796 0.845 0.820 e = standing 0.023 0.831 0.803 0.817 f = sitting 0.024 0.926 0.982 0.953 g = running 0.003 0.067 0.001 0.003 h = walking ------------------------------------------------------- 0.034 0.713 0.749 0.708 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.181 0.369 0.948 0.531 a = climbing down 0.024 0.807 0.689 0.743 b = climbing up 0.000 1.000 0.082 0.152 c = jumping 0.001 0.995 0.972 0.983 d = lying 0.031 0.798 0.850 0.823 e = standing 0.022 0.839 0.805 0.821 f = sitting 0.024 0.926 0.982 0.953 g = running 0.002 0.100 0.001 0.003 h = walking ------------------------------------------------------- 0.034 0.724 0.749 0.710 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.180 0.370 0.946 0.532 a = climbing down 0.023 0.818 0.705 0.757 b = climbing up 0.000 1.000 0.082 0.152 c = jumping 0.001 0.995 0.972 0.983 d = lying 0.030 0.805 0.855 0.829 e = standing 0.021 0.844 0.813 0.829 f = sitting 0.024 0.926 0.982 0.953 g = running 0.002 0.100 0.001 0.003 h = walking ------------------------------------------------------- 0.033 0.727 0.753 0.713 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.775 0.644 0.703 a = climbing down 0.079 0.602 0.848 0.704 b = climbing up 0.002 0.919 0.929 0.924 c = jumping 0.029 0.828 0.865 0.846 d = lying 0.105 0.543 0.842 0.660 e = standing 0.040 0.648 0.356 0.459 f = sitting 0.002 0.987 0.962 0.974 g = running 0.023 0.844 0.690 0.760 h = walking ------------------------------------------------------- 0.041 0.755 0.738 0.730 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.780 0.663 0.717 a = climbing down 0.068 0.638 0.856 0.731 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.029 0.828 0.865 0.846 d = lying 0.113 0.525 0.839 0.646 e = standing 0.040 0.621 0.319 0.421 f = sitting 0.002 0.988 0.972 0.980 g = running 0.023 0.851 0.730 0.786 h = walking ------------------------------------------------------- 0.040 0.756 0.741 0.732 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.780 0.665 0.718 a = climbing down 0.062 0.661 0.858 0.746 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.040 0.794 0.949 0.864 d = lying 0.144 0.466 0.842 0.600 e = standing 0.026 0.456 0.106 0.172 f = sitting 0.002 0.988 0.972 0.980 g = running 0.022 0.862 0.769 0.813 h = walking ------------------------------------------------------- 0.042 0.720 0.723 0.692 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.791 0.669 0.725 a = climbing down 0.059 0.673 0.865 0.757 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.035 0.811 0.942 0.872 d = lying 0.159 0.439 0.835 0.575 e = standing 0.027 0.319 0.061 0.102 f = sitting 0.002 0.989 0.972 0.981 g = running 0.023 0.860 0.780 0.818 h = walking ------------------------------------------------------- 0.044 0.698 0.717 0.681 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.808 0.674 0.735 a = climbing down 0.059 0.679 0.881 0.767 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.032 0.827 0.942 0.881 d = lying 0.162 0.433 0.835 0.571 e = standing 0.027 0.319 0.061 0.102 f = sitting 0.003 0.986 0.972 0.979 g = running 0.021 0.866 0.783 0.822 h = walking ------------------------------------------------------- 0.043 0.702 0.720 0.684 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.808 0.657 0.725 a = climbing down 0.059 0.677 0.881 0.765 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.015 0.907 0.901 0.904 d = lying 0.188 0.398 0.835 0.539 e = standing 0.025 0.310 0.055 0.094 f = sitting 0.003 0.986 0.978 0.982 g = running 0.021 0.869 0.791 0.828 h = walking ------------------------------------------------------- 0.044 0.707 0.713 0.682 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.808 0.810 0.809 a = climbing down 0.079 0.550 0.687 0.611 b = climbing up 0.016 0.524 0.926 0.670 c = jumping 0.018 0.892 0.947 0.918 d = lying 0.128 0.499 0.857 0.631 e = standing 0.022 0.735 0.300 0.426 f = sitting 0.002 0.989 0.831 0.903 g = running 0.031 0.801 0.691 0.742 h = walking ------------------------------------------------------- 0.041 0.757 0.720 0.713 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.805 0.810 0.808 a = climbing down 0.078 0.546 0.667 0.601 b = climbing up 0.011 0.615 0.926 0.739 c = jumping 0.010 0.940 0.942 0.941 d = lying 0.125 0.506 0.857 0.636 e = standing 0.022 0.772 0.366 0.497 f = sitting 0.002 0.989 0.868 0.925 g = running 0.032 0.793 0.694 0.741 h = walking ------------------------------------------------------- 0.039 0.771 0.734 0.732 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.824 0.810 0.817 a = climbing down 0.077 0.549 0.671 0.604 b = climbing up 0.006 0.765 0.926 0.838 c = jumping 0.007 0.958 0.942 0.950 d = lying 0.127 0.503 0.862 0.636 e = standing 0.022 0.781 0.370 0.502 f = sitting 0.002 0.990 0.898 0.942 g = running 0.035 0.783 0.704 0.741 h = walking ------------------------------------------------------- 0.039 0.778 0.743 0.740 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.829 0.808 0.818 a = climbing down 0.070 0.575 0.675 0.621 b = climbing up 0.007 0.735 0.926 0.820 c = jumping 0.005 0.970 0.935 0.952 d = lying 0.126 0.505 0.864 0.637 e = standing 0.021 0.791 0.388 0.521 f = sitting 0.002 0.990 0.891 0.938 g = running 0.035 0.792 0.750 0.770 h = walking ------------------------------------------------------- 0.037 0.786 0.751 0.749 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.840 0.810 0.825 a = climbing down 0.058 0.618 0.673 0.644 b = climbing up 0.004 0.824 0.926 0.872 c = jumping 0.003 0.982 0.930 0.955 d = lying 0.120 0.516 0.864 0.647 e = standing 0.021 0.808 0.431 0.562 f = sitting 0.002 0.990 0.915 0.951 g = running 0.036 0.800 0.813 0.806 h = walking ------------------------------------------------------- 0.035 0.802 0.771 0.770 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.850 0.814 0.832 a = climbing down 0.051 0.658 0.698 0.677 b = climbing up 0.002 0.893 0.926 0.909 c = jumping 0.002 0.985 0.926 0.955 d = lying 0.150 0.462 0.864 0.602 e = standing 0.021 0.737 0.287 0.413 f = sitting 0.002 0.990 0.926 0.957 g = running 0.034 0.819 0.854 0.836 h = walking ------------------------------------------------------- 0.037 0.793 0.757 0.750 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.951 0.704 0.809 a = climbing down 0.024 0.603 0.248 0.351 b = climbing up 0.000 1.000 0.888 0.941 c = jumping 0.009 0.911 0.708 0.797 d = lying 0.120 0.550 0.658 0.599 e = standing 0.089 0.403 0.372 0.386 f = sitting 0.006 0.973 0.999 0.986 g = running 0.125 0.540 0.970 0.694 h = walking ------------------------------------------------------- 0.056 0.703 0.679 0.668 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.949 0.706 0.810 a = climbing down 0.024 0.601 0.242 0.346 b = climbing up 0.000 1.000 0.908 0.952 c = jumping 0.010 0.905 0.718 0.801 d = lying 0.120 0.549 0.657 0.598 e = standing 0.088 0.400 0.363 0.381 f = sitting 0.005 0.976 0.999 0.987 g = running 0.126 0.539 0.970 0.693 h = walking ------------------------------------------------------- 0.056 0.701 0.679 0.668 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.950 0.726 0.823 a = climbing down 0.023 0.616 0.244 0.350 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.010 0.903 0.722 0.803 d = lying 0.124 0.545 0.666 0.599 e = standing 0.085 0.390 0.340 0.363 f = sitting 0.004 0.978 0.999 0.988 g = running 0.124 0.542 0.970 0.696 h = walking ------------------------------------------------------- 0.056 0.702 0.681 0.669 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.948 0.734 0.828 a = climbing down 0.022 0.620 0.242 0.349 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.010 0.905 0.735 0.811 d = lying 0.124 0.546 0.666 0.600 e = standing 0.084 0.398 0.343 0.369 f = sitting 0.004 0.978 0.999 0.988 g = running 0.124 0.543 0.970 0.696 h = walking ------------------------------------------------------- 0.056 0.704 0.683 0.671 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.948 0.764 0.846 a = climbing down 0.019 0.647 0.234 0.343 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.010 0.907 0.741 0.816 d = lying 0.126 0.549 0.686 0.610 e = standing 0.078 0.404 0.332 0.364 f = sitting 0.004 0.978 0.999 0.988 g = running 0.124 0.543 0.970 0.696 h = walking ------------------------------------------------------- 0.055 0.709 0.688 0.674 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.952 0.760 0.845 a = climbing down 0.018 0.653 0.230 0.340 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.010 0.903 0.739 0.813 d = lying 0.129 0.544 0.692 0.609 e = standing 0.076 0.402 0.317 0.354 f = sitting 0.004 0.978 0.999 0.988 g = running 0.126 0.538 0.970 0.692 h = walking ------------------------------------------------------- 0.056 0.708 0.686 0.671 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.961 0.598 0.737 a = climbing down 0.021 0.641 0.251 0.361 b = climbing up 0.000 1.000 0.411 0.582 c = jumping 0.002 0.975 0.646 0.777 d = lying 0.136 0.587 0.869 0.701 e = standing 0.053 0.483 0.310 0.378 f = sitting 0.018 0.918 0.996 0.955 g = running 0.141 0.518 0.996 0.682 h = walking ------------------------------------------------------- 0.057 0.722 0.683 0.662 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.962 0.602 0.740 a = climbing down 0.021 0.633 0.246 0.354 b = climbing up 0.000 1.000 0.411 0.582 c = jumping 0.005 0.946 0.642 0.765 d = lying 0.137 0.587 0.876 0.703 e = standing 0.052 0.473 0.290 0.360 f = sitting 0.018 0.918 0.996 0.955 g = running 0.141 0.518 0.996 0.682 h = walking ------------------------------------------------------- 0.057 0.716 0.681 0.658 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.962 0.614 0.750 a = climbing down 0.020 0.632 0.235 0.342 b = climbing up 0.000 1.000 0.453 0.623 c = jumping 0.005 0.940 0.642 0.763 d = lying 0.142 0.579 0.874 0.696 e = standing 0.051 0.457 0.267 0.337 f = sitting 0.017 0.923 0.996 0.958 g = running 0.142 0.517 0.996 0.681 h = walking ------------------------------------------------------- 0.058 0.713 0.678 0.654 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.632 0.763 a = climbing down 0.019 0.654 0.238 0.349 b = climbing up 0.000 0.957 0.463 0.624 c = jumping 0.005 0.938 0.644 0.764 d = lying 0.139 0.584 0.874 0.701 e = standing 0.052 0.461 0.277 0.346 f = sitting 0.016 0.924 0.993 0.957 g = running 0.140 0.520 0.998 0.684 h = walking ------------------------------------------------------- 0.057 0.716 0.682 0.659 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.960 0.626 0.758 a = climbing down 0.020 0.638 0.235 0.343 b = climbing up 0.000 0.960 0.505 0.662 c = jumping 0.006 0.935 0.644 0.763 d = lying 0.140 0.581 0.868 0.696 e = standing 0.053 0.446 0.268 0.335 f = sitting 0.015 0.929 0.993 0.960 g = running 0.140 0.520 0.998 0.684 h = walking ------------------------------------------------------- 0.058 0.712 0.680 0.657 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.961 0.644 0.771 a = climbing down 0.019 0.631 0.219 0.325 b = climbing up 0.000 0.961 0.516 0.671 c = jumping 0.006 0.929 0.644 0.761 d = lying 0.139 0.583 0.874 0.700 e = standing 0.052 0.453 0.268 0.337 f = sitting 0.015 0.930 0.993 0.960 g = running 0.141 0.519 0.998 0.683 h = walking ------------------------------------------------------- 0.057 0.712 0.681 0.657 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.103 0.437 0.874 0.583 a = climbing down 0.123 0.429 0.299 0.353 b = climbing up 0.000 1.000 0.022 0.043 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.172 0.373 0.982 0.540 e = standing 0.003 0.143 0.003 0.006 f = sitting 0.025 0.816 0.658 0.729 g = running 0.147 0.298 0.370 0.330 h = walking ------------------------------------------------------- 0.079 0.506 0.506 0.462 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.062 0.571 0.902 0.699 a = climbing down 0.138 0.399 0.297 0.341 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.172 0.373 0.982 0.541 e = standing 0.004 0.188 0.005 0.009 f = sitting 0.025 0.862 0.958 0.908 g = running 0.142 0.243 0.270 0.256 h = walking ------------------------------------------------------- 0.079 0.494 0.535 0.484 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.047 0.613 0.815 0.700 a = climbing down 0.166 0.376 0.325 0.348 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.172 0.371 0.972 0.537 e = standing 0.004 0.200 0.006 0.013 f = sitting 0.025 0.862 0.960 0.909 g = running 0.144 0.200 0.213 0.206 h = walking ------------------------------------------------------- 0.084 0.488 0.526 0.479 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.050 0.608 0.848 0.708 a = climbing down 0.177 0.319 0.270 0.293 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.173 0.371 0.977 0.538 e = standing 0.004 0.067 0.002 0.003 f = sitting 0.025 0.862 0.960 0.909 g = running 0.155 0.129 0.136 0.132 h = walking ------------------------------------------------------- 0.089 0.444 0.504 0.454 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.047 0.612 0.806 0.696 a = climbing down 0.193 0.314 0.286 0.299 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.173 0.371 0.977 0.538 e = standing 0.004 0.067 0.002 0.003 f = sitting 0.025 0.862 0.960 0.909 g = running 0.154 0.079 0.079 0.079 h = walking ------------------------------------------------------- 0.092 0.436 0.496 0.447 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.052 0.597 0.831 0.695 a = climbing down 0.199 0.296 0.272 0.284 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.916 0.956 d = lying 0.173 0.373 0.987 0.542 e = standing 0.002 0.200 0.003 0.006 f = sitting 0.026 0.861 0.960 0.908 g = running 0.152 0.032 0.030 0.031 h = walking ------------------------------------------------------- 0.093 0.443 0.489 0.437 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.069 0.522 0.820 0.638 a = climbing down 0.128 0.467 0.364 0.409 b = climbing up 0.000 1.000 0.046 0.088 c = jumping 0.000 1.000 0.083 0.153 d = lying 0.164 0.388 1.000 0.559 e = standing 0.123 0.122 0.099 0.109 f = sitting 0.024 0.836 0.733 0.781 g = running 0.154 0.291 0.373 0.327 h = walking ------------------------------------------------------- 0.095 0.522 0.433 0.399 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.158 0.323 0.817 0.463 a = climbing down 0.124 0.483 0.377 0.423 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.083 0.153 d = lying 0.197 0.345 1.000 0.513 e = standing 0.092 0.125 0.076 0.095 f = sitting 0.025 0.534 0.171 0.259 g = running 0.150 0.302 0.385 0.339 h = walking ------------------------------------------------------- 0.100 0.443 0.354 0.307 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.182 0.299 0.839 0.441 a = climbing down 0.141 0.470 0.406 0.436 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.083 0.153 d = lying 0.197 0.345 1.000 0.513 e = standing 0.092 0.125 0.076 0.095 f = sitting 0.025 0.127 0.022 0.037 g = running 0.142 0.254 0.285 0.268 h = walking ------------------------------------------------------- 0.105 0.374 0.327 0.266 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.184 0.293 0.828 0.433 a = climbing down 0.154 0.450 0.410 0.429 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.083 0.153 d = lying 0.197 0.345 1.000 0.513 e = standing 0.092 0.125 0.076 0.095 f = sitting 0.025 0.063 0.010 0.017 g = running 0.140 0.209 0.219 0.214 h = walking ------------------------------------------------------- 0.108 0.353 0.316 0.253 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.188 0.294 0.848 0.437 a = climbing down 0.146 0.430 0.358 0.390 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.083 0.153 d = lying 0.197 0.345 1.000 0.513 e = standing 0.092 0.125 0.076 0.095 f = sitting 0.025 0.053 0.008 0.014 g = running 0.155 0.199 0.227 0.212 h = walking ------------------------------------------------------- 0.108 0.345 0.306 0.244 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.193 0.299 0.896 0.449 a = climbing down 0.154 0.419 0.360 0.387 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.083 0.153 d = lying 0.197 0.345 1.000 0.513 e = standing 0.092 0.125 0.076 0.095 f = sitting 0.025 0.053 0.008 0.014 g = running 0.148 0.156 0.161 0.158 h = walking ------------------------------------------------------- 0.109 0.337 0.301 0.236 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.964 0.539 0.691 a = climbing down 0.028 0.795 0.754 0.774 b = climbing up 0.007 0.738 0.947 0.829 c = jumping 0.013 0.921 0.997 0.958 d = lying 0.148 0.463 0.764 0.577 e = standing 0.039 0.261 0.079 0.121 f = sitting 0.004 0.982 0.925 0.952 g = running 0.070 0.689 0.989 0.812 h = walking ------------------------------------------------------- 0.043 0.722 0.732 0.704 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.964 0.547 0.698 a = climbing down 0.027 0.803 0.773 0.788 b = climbing up 0.004 0.848 0.937 0.890 c = jumping 0.013 0.921 0.997 0.958 d = lying 0.151 0.456 0.758 0.569 e = standing 0.040 0.206 0.060 0.092 f = sitting 0.004 0.981 0.945 0.963 g = running 0.067 0.699 0.989 0.819 h = walking ------------------------------------------------------- 0.043 0.718 0.735 0.705 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.961 0.559 0.707 a = climbing down 0.025 0.812 0.765 0.788 b = climbing up 0.004 0.846 0.926 0.884 c = jumping 0.013 0.921 0.997 0.958 d = lying 0.151 0.471 0.808 0.595 e = standing 0.032 0.237 0.057 0.091 f = sitting 0.004 0.980 0.946 0.963 g = running 0.068 0.696 0.989 0.817 h = walking ------------------------------------------------------- 0.042 0.725 0.742 0.709 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.969 0.582 0.727 a = climbing down 0.023 0.829 0.763 0.794 b = climbing up 0.003 0.880 0.926 0.903 c = jumping 0.013 0.921 0.997 0.958 d = lying 0.151 0.469 0.800 0.591 e = standing 0.033 0.240 0.060 0.095 f = sitting 0.004 0.980 0.953 0.967 g = running 0.068 0.696 0.990 0.818 h = walking ------------------------------------------------------- 0.041 0.729 0.745 0.713 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.970 0.598 0.740 a = climbing down 0.022 0.836 0.768 0.801 b = climbing up 0.002 0.907 0.926 0.917 c = jumping 0.013 0.921 0.997 0.958 d = lying 0.152 0.465 0.795 0.587 e = standing 0.034 0.207 0.051 0.081 f = sitting 0.004 0.980 0.958 0.969 g = running 0.066 0.703 0.990 0.822 h = walking ------------------------------------------------------- 0.041 0.726 0.746 0.714 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.967 0.606 0.745 a = climbing down 0.022 0.836 0.773 0.803 b = climbing up 0.002 0.889 0.926 0.907 c = jumping 0.013 0.921 0.997 0.958 d = lying 0.153 0.468 0.811 0.594 e = standing 0.031 0.200 0.045 0.073 f = sitting 0.005 0.979 0.969 0.974 g = running 0.060 0.720 0.990 0.834 h = walking ------------------------------------------------------- 0.040 0.726 0.751 0.717 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.954 0.511 0.666 a = climbing down 0.045 0.678 0.661 0.669 b = climbing up 0.001 0.948 1.000 0.973 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.153 0.417 0.657 0.510 e = standing 0.058 0.267 0.119 0.165 f = sitting 0.004 0.980 0.951 0.965 g = running 0.072 0.679 0.969 0.799 h = walking ------------------------------------------------------- 0.047 0.714 0.711 0.693 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.952 0.534 0.684 a = climbing down 0.042 0.695 0.668 0.681 b = climbing up 0.001 0.947 0.989 0.968 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.153 0.420 0.663 0.514 e = standing 0.057 0.273 0.121 0.168 f = sitting 0.005 0.979 0.953 0.966 g = running 0.071 0.683 0.967 0.801 h = walking ------------------------------------------------------- 0.046 0.717 0.715 0.698 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.949 0.540 0.688 a = climbing down 0.043 0.689 0.670 0.679 b = climbing up 0.001 0.967 0.978 0.973 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.154 0.425 0.685 0.525 e = standing 0.053 0.273 0.113 0.160 f = sitting 0.005 0.978 0.956 0.967 g = running 0.068 0.690 0.966 0.805 h = walking ------------------------------------------------------- 0.046 0.718 0.718 0.700 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.957 0.554 0.702 a = climbing down 0.041 0.708 0.705 0.707 b = climbing up 0.001 0.967 0.978 0.973 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.155 0.421 0.677 0.519 e = standing 0.054 0.258 0.107 0.152 f = sitting 0.005 0.977 0.960 0.968 g = running 0.063 0.706 0.961 0.814 h = walking ------------------------------------------------------- 0.045 0.720 0.722 0.704 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.958 0.606 0.742 a = climbing down 0.039 0.729 0.743 0.736 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.155 0.423 0.683 0.523 e = standing 0.053 0.262 0.107 0.152 f = sitting 0.005 0.978 0.965 0.972 g = running 0.055 0.732 0.949 0.827 h = walking ------------------------------------------------------- 0.044 0.728 0.733 0.715 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.966 0.634 0.766 a = climbing down 0.035 0.752 0.746 0.749 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.156 0.422 0.682 0.521 e = standing 0.053 0.255 0.104 0.148 f = sitting 0.005 0.978 0.966 0.972 g = running 0.055 0.731 0.951 0.827 h = walking ------------------------------------------------------- 0.043 0.731 0.736 0.719 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.907 0.600 0.722 a = climbing down 0.059 0.637 0.888 0.742 b = climbing up 0.000 1.000 0.368 0.538 c = jumping 0.000 1.000 0.923 0.960 d = lying 0.172 0.101 0.107 0.104 e = standing 0.163 0.157 0.159 0.158 f = sitting 0.026 0.877 0.997 0.933 g = running 0.011 0.937 0.865 0.899 h = walking ------------------------------------------------------- 0.065 0.651 0.628 0.630 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.910 0.616 0.735 a = climbing down 0.056 0.648 0.888 0.749 b = climbing up 0.000 1.000 0.421 0.593 c = jumping 0.000 1.000 0.923 0.960 d = lying 0.172 0.101 0.107 0.104 e = standing 0.163 0.157 0.159 0.158 f = sitting 0.024 0.883 0.997 0.936 g = running 0.011 0.934 0.866 0.899 h = walking ------------------------------------------------------- 0.064 0.653 0.631 0.634 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.909 0.633 0.746 a = climbing down 0.053 0.661 0.886 0.757 b = climbing up 0.000 1.000 0.579 0.733 c = jumping 0.000 1.000 0.923 0.960 d = lying 0.172 0.101 0.107 0.104 e = standing 0.163 0.157 0.159 0.158 f = sitting 0.020 0.902 0.997 0.947 g = running 0.011 0.933 0.873 0.902 h = walking ------------------------------------------------------- 0.063 0.657 0.637 0.641 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.918 0.633 0.749 a = climbing down 0.052 0.664 0.888 0.760 b = climbing up 0.000 1.000 0.653 0.790 c = jumping 0.000 1.000 0.923 0.960 d = lying 0.172 0.101 0.107 0.104 e = standing 0.163 0.157 0.159 0.158 f = sitting 0.018 0.911 0.997 0.952 g = running 0.012 0.928 0.874 0.900 h = walking ------------------------------------------------------- 0.063 0.659 0.640 0.643 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.918 0.631 0.748 a = climbing down 0.051 0.668 0.886 0.762 b = climbing up 0.000 1.000 0.705 0.827 c = jumping 0.000 1.000 0.923 0.960 d = lying 0.172 0.101 0.107 0.104 e = standing 0.163 0.157 0.159 0.158 f = sitting 0.016 0.918 0.997 0.956 g = running 0.012 0.929 0.884 0.906 h = walking ------------------------------------------------------- 0.063 0.661 0.642 0.646 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.918 0.628 0.746 a = climbing down 0.051 0.667 0.888 0.762 b = climbing up 0.000 1.000 0.705 0.827 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.171 0.101 0.107 0.104 e = standing 0.163 0.157 0.159 0.158 f = sitting 0.016 0.918 0.997 0.956 g = running 0.012 0.931 0.884 0.907 h = walking ------------------------------------------------------- 0.063 0.661 0.642 0.646 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.917 0.707 0.798 a = climbing down 0.054 0.668 0.935 0.779 b = climbing up 0.000 1.000 0.830 0.907 c = jumping 0.008 0.954 1.000 0.976 d = lying 0.176 0.058 0.061 0.059 e = standing 0.169 0.039 0.036 0.037 f = sitting 0.016 0.919 0.997 0.956 g = running 0.002 0.984 0.815 0.891 h = walking ------------------------------------------------------- 0.064 0.638 0.632 0.629 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.930 0.693 0.794 a = climbing down 0.056 0.660 0.945 0.777 b = climbing up 0.000 1.000 0.840 0.913 c = jumping 0.008 0.954 1.000 0.976 d = lying 0.176 0.058 0.061 0.059 e = standing 0.169 0.039 0.036 0.037 f = sitting 0.016 0.920 0.997 0.957 g = running 0.002 0.986 0.813 0.891 h = walking ------------------------------------------------------- 0.064 0.639 0.631 0.629 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.924 0.716 0.807 a = climbing down 0.052 0.676 0.938 0.786 b = climbing up 0.000 1.000 0.872 0.932 c = jumping 0.008 0.954 1.000 0.976 d = lying 0.176 0.058 0.061 0.059 e = standing 0.169 0.039 0.036 0.037 f = sitting 0.014 0.931 0.997 0.963 g = running 0.002 0.987 0.831 0.902 h = walking ------------------------------------------------------- 0.064 0.641 0.636 0.634 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.936 0.728 0.819 a = climbing down 0.046 0.705 0.945 0.807 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.008 0.954 1.000 0.976 d = lying 0.176 0.058 0.061 0.059 e = standing 0.169 0.039 0.036 0.037 f = sitting 0.012 0.941 0.997 0.968 g = running 0.003 0.983 0.865 0.920 h = walking ------------------------------------------------------- 0.063 0.647 0.644 0.641 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.936 0.728 0.819 a = climbing down 0.045 0.709 0.945 0.810 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 0.058 0.061 0.059 e = standing 0.169 0.039 0.036 0.037 f = sitting 0.011 0.943 0.997 0.969 g = running 0.003 0.984 0.869 0.923 h = walking ------------------------------------------------------- 0.062 0.647 0.645 0.642 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.936 0.730 0.821 a = climbing down 0.048 0.698 0.947 0.804 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 0.058 0.061 0.059 e = standing 0.169 0.039 0.036 0.037 f = sitting 0.009 0.951 0.997 0.973 g = running 0.002 0.987 0.858 0.918 h = walking ------------------------------------------------------- 0.062 0.648 0.645 0.642 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.811 0.224 0.351 a = climbing down 0.033 0.639 0.327 0.433 b = climbing up 0.000 1.000 0.311 0.475 c = jumping 0.024 0.814 0.638 0.716 d = lying 0.021 0.631 0.197 0.300 e = standing 0.187 0.408 0.807 0.542 f = sitting 0.022 0.879 0.975 0.925 g = running 0.186 0.483 0.937 0.637 h = walking ------------------------------------------------------- 0.070 0.665 0.593 0.561 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.817 0.233 0.363 a = climbing down 0.027 0.661 0.302 0.415 b = climbing up 0.000 1.000 0.389 0.560 c = jumping 0.025 0.802 0.630 0.706 d = lying 0.019 0.682 0.234 0.348 e = standing 0.183 0.408 0.793 0.539 f = sitting 0.020 0.889 0.975 0.930 g = running 0.192 0.477 0.948 0.634 h = walking ------------------------------------------------------- 0.069 0.676 0.596 0.567 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.846 0.235 0.368 a = climbing down 0.023 0.663 0.259 0.372 b = climbing up 0.000 1.000 0.411 0.583 c = jumping 0.026 0.807 0.667 0.730 d = lying 0.021 0.653 0.217 0.326 e = standing 0.179 0.414 0.792 0.543 f = sitting 0.020 0.892 0.982 0.935 g = running 0.203 0.464 0.952 0.624 h = walking ------------------------------------------------------- 0.070 0.674 0.594 0.562 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.872 0.231 0.365 a = climbing down 0.019 0.679 0.229 0.343 b = climbing up 0.000 1.000 0.400 0.571 c = jumping 0.027 0.812 0.700 0.752 d = lying 0.021 0.664 0.237 0.349 e = standing 0.169 0.425 0.786 0.552 f = sitting 0.020 0.891 0.982 0.934 g = running 0.213 0.454 0.958 0.616 h = walking ------------------------------------------------------- 0.070 0.682 0.597 0.563 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.846 0.224 0.354 a = climbing down 0.017 0.693 0.214 0.327 b = climbing up 0.000 1.000 0.411 0.583 c = jumping 0.027 0.812 0.715 0.760 d = lying 0.022 0.667 0.249 0.363 e = standing 0.165 0.428 0.776 0.552 f = sitting 0.020 0.891 0.977 0.932 g = running 0.218 0.449 0.963 0.613 h = walking ------------------------------------------------------- 0.070 0.682 0.596 0.562 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.856 0.229 0.361 a = climbing down 0.016 0.689 0.203 0.314 b = climbing up 0.000 1.000 0.422 0.594 c = jumping 0.026 0.818 0.715 0.763 d = lying 0.024 0.652 0.251 0.362 e = standing 0.164 0.431 0.778 0.554 f = sitting 0.019 0.893 0.979 0.934 g = running 0.220 0.448 0.964 0.611 h = walking ------------------------------------------------------- 0.070 0.681 0.596 0.562 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.911 0.209 0.340 a = climbing down 0.033 0.555 0.235 0.330 b = climbing up 0.000 1.000 0.721 0.838 c = jumping 0.019 0.850 0.640 0.730 d = lying 0.069 0.407 0.266 0.321 e = standing 0.162 0.379 0.618 0.470 f = sitting 0.013 0.924 0.990 0.956 g = running 0.200 0.467 0.952 0.626 h = walking ------------------------------------------------------- 0.074 0.634 0.575 0.550 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.929 0.209 0.341 a = climbing down 0.028 0.573 0.215 0.312 b = climbing up 0.000 1.000 0.698 0.822 c = jumping 0.019 0.849 0.655 0.739 d = lying 0.066 0.362 0.210 0.266 e = standing 0.168 0.377 0.639 0.474 f = sitting 0.014 0.920 0.990 0.954 g = running 0.209 0.458 0.956 0.620 h = walking ------------------------------------------------------- 0.075 0.629 0.568 0.539 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.930 0.211 0.344 a = climbing down 0.028 0.578 0.213 0.311 b = climbing up 0.000 1.000 0.709 0.830 c = jumping 0.020 0.845 0.657 0.739 d = lying 0.067 0.385 0.236 0.293 e = standing 0.163 0.381 0.630 0.475 f = sitting 0.014 0.921 0.990 0.954 g = running 0.209 0.457 0.956 0.619 h = walking ------------------------------------------------------- 0.074 0.634 0.572 0.544 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.928 0.205 0.335 a = climbing down 0.029 0.567 0.212 0.308 b = climbing up 0.000 1.000 0.733 0.846 c = jumping 0.020 0.844 0.668 0.746 d = lying 0.067 0.392 0.241 0.299 e = standing 0.160 0.386 0.632 0.479 f = sitting 0.013 0.924 0.990 0.956 g = running 0.209 0.458 0.958 0.620 h = walking ------------------------------------------------------- 0.074 0.634 0.574 0.545 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.929 0.207 0.338 a = climbing down 0.026 0.591 0.212 0.312 b = climbing up 0.000 1.000 0.779 0.876 c = jumping 0.020 0.853 0.697 0.767 d = lying 0.066 0.414 0.261 0.320 e = standing 0.154 0.393 0.627 0.483 f = sitting 0.012 0.930 0.990 0.959 g = running 0.211 0.456 0.961 0.619 h = walking ------------------------------------------------------- 0.073 0.644 0.582 0.554 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.930 0.211 0.344 a = climbing down 0.023 0.599 0.198 0.297 b = climbing up 0.000 1.000 0.791 0.883 c = jumping 0.021 0.851 0.725 0.783 d = lying 0.071 0.385 0.249 0.302 e = standing 0.146 0.404 0.624 0.491 f = sitting 0.012 0.931 0.990 0.960 g = running 0.215 0.453 0.964 0.616 h = walking ------------------------------------------------------- 0.073 0.642 0.583 0.553 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.853 0.690 0.763 a = climbing down 0.193 0.407 0.890 0.559 b = climbing up 0.008 0.744 1.000 0.853 c = jumping 0.005 0.971 0.964 0.968 d = lying 0.141 0.571 0.966 0.718 e = standing 0.009 0.689 0.129 0.218 f = sitting 0.006 0.966 0.947 0.956 g = running 0.009 0.312 0.024 0.045 h = walking ------------------------------------------------------- 0.054 0.677 0.668 0.607 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.871 0.743 0.802 a = climbing down 0.193 0.411 0.901 0.564 b = climbing up 0.006 0.788 1.000 0.882 c = jumping 0.004 0.976 0.964 0.970 d = lying 0.142 0.569 0.967 0.716 e = standing 0.009 0.689 0.126 0.213 f = sitting 0.003 0.983 0.958 0.970 g = running 0.007 0.242 0.013 0.025 h = walking ------------------------------------------------------- 0.053 0.673 0.675 0.611 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.896 0.754 0.819 a = climbing down 0.194 0.413 0.916 0.569 b = climbing up 0.006 0.802 1.000 0.890 c = jumping 0.004 0.976 0.964 0.970 d = lying 0.142 0.569 0.967 0.716 e = standing 0.009 0.689 0.126 0.213 f = sitting 0.001 0.993 0.962 0.977 g = running 0.007 0.258 0.013 0.025 h = walking ------------------------------------------------------- 0.053 0.680 0.679 0.614 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.893 0.807 0.848 a = climbing down 0.188 0.420 0.912 0.575 b = climbing up 0.001 0.939 1.000 0.969 c = jumping 0.004 0.978 0.964 0.971 d = lying 0.146 0.566 0.979 0.717 e = standing 0.007 0.711 0.104 0.182 f = sitting 0.001 0.993 0.990 0.992 g = running 0.006 0.276 0.013 0.025 h = walking ------------------------------------------------------- 0.052 0.689 0.687 0.618 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.900 0.796 0.845 a = climbing down 0.189 0.420 0.918 0.576 b = climbing up 0.001 0.939 1.000 0.969 c = jumping 0.003 0.981 0.964 0.973 d = lying 0.147 0.564 0.981 0.716 e = standing 0.006 0.716 0.103 0.180 f = sitting 0.001 0.993 0.990 0.992 g = running 0.006 0.276 0.013 0.025 h = walking ------------------------------------------------------- 0.052 0.691 0.687 0.618 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.910 0.796 0.849 a = climbing down 0.192 0.420 0.933 0.579 b = climbing up 0.001 0.949 1.000 0.974 c = jumping 0.003 0.984 0.964 0.974 d = lying 0.152 0.557 0.987 0.712 e = standing 0.004 0.733 0.078 0.141 f = sitting 0.000 0.998 0.992 0.995 g = running 0.004 0.235 0.007 0.013 h = walking ------------------------------------------------------- 0.052 0.688 0.686 0.612 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.814 0.830 0.822 a = climbing down 0.175 0.418 0.839 0.558 b = climbing up 0.001 0.943 0.911 0.927 c = jumping 0.005 0.970 1.000 0.985 d = lying 0.151 0.553 0.965 0.703 e = standing 0.005 0.660 0.059 0.107 f = sitting 0.012 0.934 0.992 0.962 g = running 0.005 0.515 0.028 0.053 h = walking ------------------------------------------------------- 0.054 0.697 0.676 0.601 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.848 0.749 0.795 a = climbing down 0.188 0.416 0.891 0.567 b = climbing up 0.000 0.988 0.944 0.966 c = jumping 0.005 0.970 1.000 0.985 d = lying 0.151 0.553 0.967 0.704 e = standing 0.005 0.667 0.057 0.105 f = sitting 0.010 0.943 0.998 0.970 g = running 0.003 0.560 0.023 0.044 h = walking ------------------------------------------------------- 0.054 0.710 0.675 0.599 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.855 0.791 0.822 a = climbing down 0.185 0.419 0.893 0.571 b = climbing up 0.000 0.988 0.933 0.960 c = jumping 0.005 0.970 1.000 0.985 d = lying 0.153 0.552 0.971 0.704 e = standing 0.004 0.675 0.048 0.089 f = sitting 0.008 0.957 0.998 0.977 g = running 0.003 0.565 0.021 0.041 h = walking ------------------------------------------------------- 0.054 0.715 0.679 0.601 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.858 0.815 0.836 a = climbing down 0.183 0.422 0.893 0.574 b = climbing up 0.000 0.988 0.933 0.960 c = jumping 0.005 0.972 1.000 0.986 d = lying 0.153 0.551 0.971 0.703 e = standing 0.004 0.675 0.048 0.089 f = sitting 0.007 0.958 0.998 0.978 g = running 0.003 0.545 0.020 0.038 h = walking ------------------------------------------------------- 0.053 0.713 0.682 0.603 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.872 0.868 0.870 a = climbing down 0.181 0.425 0.895 0.577 b = climbing up 0.000 0.988 0.933 0.960 c = jumping 0.005 0.972 1.000 0.986 d = lying 0.154 0.550 0.971 0.703 e = standing 0.004 0.658 0.044 0.083 f = sitting 0.003 0.980 0.998 0.989 g = running 0.003 0.500 0.016 0.032 h = walking ------------------------------------------------------- 0.052 0.709 0.687 0.607 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.881 0.896 0.889 a = climbing down 0.179 0.428 0.897 0.580 b = climbing up 0.000 0.988 0.933 0.960 c = jumping 0.005 0.972 1.000 0.986 d = lying 0.154 0.550 0.973 0.702 e = standing 0.003 0.657 0.041 0.077 f = sitting 0.002 0.987 0.998 0.992 g = running 0.003 0.500 0.016 0.032 h = walking ------------------------------------------------------- 0.052 0.711 0.690 0.609 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.881 0.444 0.591 a = climbing down 0.138 0.498 0.830 0.622 b = climbing up 0.000 0.977 0.860 0.915 c = jumping 0.002 0.984 0.956 0.970 d = lying 0.087 0.639 0.782 0.703 e = standing 0.042 0.711 0.561 0.627 f = sitting 0.008 0.955 0.997 0.975 g = running 0.041 0.631 0.403 0.492 h = walking ------------------------------------------------------- 0.049 0.750 0.724 0.718 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.898 0.460 0.608 a = climbing down 0.139 0.498 0.833 0.623 b = climbing up 0.001 0.967 0.880 0.921 c = jumping 0.002 0.984 0.956 0.970 d = lying 0.089 0.635 0.787 0.703 e = standing 0.041 0.712 0.551 0.621 f = sitting 0.007 0.958 0.995 0.976 g = running 0.040 0.635 0.398 0.489 h = walking ------------------------------------------------------- 0.048 0.752 0.724 0.719 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.895 0.465 0.612 a = climbing down 0.141 0.497 0.841 0.625 b = climbing up 0.001 0.968 0.900 0.933 c = jumping 0.002 0.984 0.956 0.970 d = lying 0.094 0.629 0.812 0.709 e = standing 0.036 0.727 0.522 0.608 f = sitting 0.006 0.961 0.992 0.976 g = running 0.038 0.638 0.387 0.482 h = walking ------------------------------------------------------- 0.049 0.754 0.724 0.717 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.897 0.475 0.621 a = climbing down 0.136 0.506 0.843 0.632 b = climbing up 0.001 0.968 0.900 0.933 c = jumping 0.002 0.984 0.956 0.970 d = lying 0.106 0.603 0.819 0.695 e = standing 0.035 0.708 0.458 0.556 f = sitting 0.006 0.961 0.992 0.976 g = running 0.038 0.646 0.404 0.498 h = walking ------------------------------------------------------- 0.050 0.749 0.719 0.711 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.898 0.481 0.626 a = climbing down 0.143 0.495 0.848 0.625 b = climbing up 0.001 0.967 0.890 0.927 c = jumping 0.002 0.984 0.956 0.970 d = lying 0.118 0.580 0.828 0.682 e = standing 0.033 0.687 0.394 0.501 f = sitting 0.007 0.959 0.992 0.975 g = running 0.035 0.647 0.373 0.473 h = walking ------------------------------------------------------- 0.052 0.740 0.707 0.696 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.897 0.475 0.621 a = climbing down 0.145 0.492 0.852 0.624 b = climbing up 0.001 0.966 0.850 0.904 c = jumping 0.002 0.984 0.956 0.970 d = lying 0.120 0.578 0.831 0.681 e = standing 0.033 0.689 0.388 0.497 f = sitting 0.008 0.953 0.992 0.972 g = running 0.034 0.646 0.363 0.465 h = walking ------------------------------------------------------- 0.052 0.739 0.704 0.692 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.848 0.715 0.776 a = climbing down 0.127 0.501 0.770 0.607 b = climbing up 0.001 0.967 0.908 0.937 c = jumping 0.001 0.995 1.000 0.997 d = lying 0.099 0.569 0.661 0.612 e = standing 0.066 0.570 0.470 0.515 f = sitting 0.008 0.952 0.995 0.973 g = running 0.031 0.669 0.362 0.470 h = walking ------------------------------------------------------- 0.052 0.720 0.706 0.701 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.852 0.708 0.773 a = climbing down 0.132 0.496 0.782 0.607 b = climbing up 0.000 1.000 0.888 0.941 c = jumping 0.001 0.995 1.000 0.997 d = lying 0.088 0.588 0.638 0.612 e = standing 0.070 0.582 0.527 0.553 f = sitting 0.009 0.949 1.000 0.974 g = running 0.030 0.666 0.341 0.451 h = walking ------------------------------------------------------- 0.051 0.725 0.710 0.704 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.854 0.705 0.773 a = climbing down 0.127 0.504 0.780 0.613 b = climbing up 0.000 1.000 0.878 0.935 c = jumping 0.001 0.995 1.000 0.997 d = lying 0.085 0.594 0.631 0.612 e = standing 0.072 0.584 0.543 0.563 f = sitting 0.009 0.947 1.000 0.973 g = running 0.030 0.678 0.368 0.477 h = walking ------------------------------------------------------- 0.050 0.729 0.714 0.710 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.852 0.705 0.771 a = climbing down 0.131 0.498 0.782 0.609 b = climbing up 0.000 1.000 0.867 0.929 c = jumping 0.001 0.995 1.000 0.997 d = lying 0.084 0.597 0.630 0.613 e = standing 0.072 0.586 0.549 0.567 f = sitting 0.009 0.946 1.000 0.972 g = running 0.028 0.686 0.357 0.470 h = walking ------------------------------------------------------- 0.050 0.730 0.713 0.708 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.846 0.702 0.767 a = climbing down 0.129 0.503 0.785 0.613 b = climbing up 0.000 1.000 0.867 0.929 c = jumping 0.001 0.995 1.000 0.997 d = lying 0.078 0.614 0.627 0.620 e = standing 0.073 0.598 0.582 0.590 f = sitting 0.009 0.946 1.000 0.972 g = running 0.028 0.686 0.360 0.472 h = walking ------------------------------------------------------- 0.049 0.734 0.719 0.714 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.849 0.702 0.769 a = climbing down 0.131 0.496 0.775 0.605 b = climbing up 0.000 1.000 0.878 0.935 c = jumping 0.001 0.995 1.000 0.997 d = lying 0.070 0.627 0.596 0.611 e = standing 0.079 0.595 0.624 0.609 f = sitting 0.009 0.947 1.000 0.973 g = running 0.029 0.680 0.357 0.468 h = walking ------------------------------------------------------- 0.049 0.735 0.719 0.714 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.671 0.392 0.495 a = climbing down 0.197 0.384 0.829 0.525 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 1.000 0.012 0.023 d = lying 0.113 0.618 0.971 0.755 e = standing 0.180 0.287 0.401 0.334 f = sitting 0.034 0.846 1.000 0.916 g = running 0.015 0.127 0.011 0.020 h = walking ------------------------------------------------------- 0.079 0.563 0.527 0.442 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.675 0.400 0.502 a = climbing down 0.198 0.385 0.835 0.527 b = climbing up 0.000 0.988 0.929 0.958 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.116 0.614 0.978 0.754 e = standing 0.181 0.278 0.386 0.323 f = sitting 0.032 0.850 1.000 0.919 g = running 0.013 0.120 0.009 0.017 h = walking ------------------------------------------------------- 0.080 0.408 0.525 0.437 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.697 0.400 0.508 a = climbing down 0.198 0.385 0.839 0.528 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.118 0.608 0.976 0.749 e = standing 0.181 0.271 0.373 0.314 f = sitting 0.032 0.850 1.000 0.919 g = running 0.014 0.113 0.009 0.017 h = walking ------------------------------------------------------- 0.080 0.406 0.524 0.435 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.697 0.400 0.508 a = climbing down 0.198 0.385 0.839 0.528 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.125 0.597 0.986 0.744 e = standing 0.178 0.256 0.340 0.292 f = sitting 0.032 0.850 1.000 0.919 g = running 0.014 0.113 0.009 0.017 h = walking ------------------------------------------------------- 0.081 0.402 0.520 0.431 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.697 0.400 0.508 a = climbing down 0.198 0.386 0.839 0.528 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.133 0.582 0.986 0.732 e = standing 0.176 0.238 0.305 0.267 f = sitting 0.032 0.850 1.000 0.919 g = running 0.014 0.130 0.011 0.020 h = walking ------------------------------------------------------- 0.082 0.400 0.515 0.426 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.702 0.400 0.510 a = climbing down 0.198 0.386 0.841 0.529 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.135 0.579 0.986 0.729 e = standing 0.176 0.233 0.297 0.261 f = sitting 0.032 0.850 1.000 0.919 g = running 0.014 0.113 0.009 0.017 h = walking ------------------------------------------------------- 0.082 0.396 0.514 0.424 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.525 0.515 0.520 a = climbing down 0.197 0.275 0.507 0.356 b = climbing up 0.000 0.982 0.659 0.789 c = jumping 0.000 1.000 0.374 0.544 d = lying 0.131 0.581 0.965 0.725 e = standing 0.120 0.293 0.277 0.284 f = sitting 0.063 0.746 1.000 0.854 g = running 0.011 0.079 0.005 0.009 h = walking ------------------------------------------------------- 0.078 0.511 0.522 0.474 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.545 0.534 0.539 a = climbing down 0.199 0.282 0.529 0.368 b = climbing up 0.000 0.982 0.659 0.789 c = jumping 0.000 1.000 0.040 0.076 d = lying 0.132 0.581 0.970 0.726 e = standing 0.180 0.215 0.273 0.240 f = sitting 0.060 0.755 1.000 0.860 g = running 0.009 0.091 0.005 0.009 h = walking ------------------------------------------------------- 0.087 0.505 0.475 0.399 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.554 0.546 0.550 a = climbing down 0.199 0.282 0.529 0.368 b = climbing up 0.000 0.984 0.706 0.822 c = jumping 0.000 1.000 0.008 0.016 d = lying 0.130 0.585 0.970 0.729 e = standing 0.186 0.216 0.285 0.246 f = sitting 0.058 0.761 1.000 0.864 g = running 0.009 0.088 0.005 0.009 h = walking ------------------------------------------------------- 0.087 0.507 0.474 0.393 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.031 0.565 0.565 0.565 a = climbing down 0.198 0.284 0.533 0.371 b = climbing up 0.000 0.984 0.729 0.838 c = jumping 0.000 1.000 0.005 0.010 d = lying 0.134 0.579 0.978 0.727 e = standing 0.185 0.203 0.262 0.229 f = sitting 0.057 0.764 1.000 0.866 g = running 0.009 0.091 0.005 0.009 h = walking ------------------------------------------------------- 0.087 0.506 0.474 0.391 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.572 0.592 0.582 a = climbing down 0.198 0.285 0.535 0.371 b = climbing up 0.000 0.984 0.729 0.838 c = jumping 0.000 1.000 0.005 0.010 d = lying 0.132 0.582 0.978 0.729 e = standing 0.185 0.208 0.270 0.235 f = sitting 0.053 0.776 1.000 0.874 g = running 0.009 0.091 0.005 0.009 h = walking ------------------------------------------------------- 0.087 0.509 0.477 0.395 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.030 0.578 0.580 0.579 a = climbing down 0.200 0.290 0.554 0.381 b = climbing up 0.000 0.984 0.741 0.846 c = jumping 0.000 1.000 0.005 0.010 d = lying 0.133 0.581 0.978 0.729 e = standing 0.185 0.207 0.268 0.234 f = sitting 0.053 0.776 1.000 0.874 g = running 0.006 0.125 0.005 0.009 h = walking ------------------------------------------------------- 0.086 0.516 0.479 0.396 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.800 0.095 0.170 a = climbing down 0.338 0.322 0.993 0.486 b = climbing up 0.004 0.484 0.169 0.250 c = jumping 0.000 0.998 0.954 0.976 d = lying 0.001 0.818 0.015 0.030 e = standing 0.165 0.483 0.998 0.651 f = sitting 0.001 0.994 0.837 0.909 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.070 0.629 0.558 0.469 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.026 0.050 a = climbing down 0.342 0.321 1.000 0.486 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.998 0.954 0.976 d = lying 0.001 0.818 0.015 0.030 e = standing 0.165 0.483 0.998 0.651 f = sitting 0.009 0.949 0.885 0.916 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.071 0.635 0.555 0.450 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.004 0.008 a = climbing down 0.336 0.325 1.000 0.490 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.998 0.954 0.976 d = lying 0.001 0.818 0.015 0.030 e = standing 0.165 0.483 0.998 0.651 f = sitting 0.012 0.932 0.919 0.926 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.071 0.634 0.558 0.447 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.002 0.004 a = climbing down 0.345 0.318 1.000 0.483 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.998 0.954 0.976 d = lying 0.001 0.818 0.015 0.030 e = standing 0.165 0.483 0.998 0.651 f = sitting 0.012 0.930 0.867 0.897 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.072 0.632 0.549 0.441 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.002 0.004 a = climbing down 0.345 0.318 1.000 0.483 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 0.998 0.954 0.976 d = lying 0.001 0.818 0.015 0.030 e = standing 0.165 0.483 0.998 0.651 f = sitting 0.012 0.930 0.867 0.897 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.072 0.632 0.549 0.441 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.002 0.004 a = climbing down 0.347 0.317 1.000 0.482 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.997 0.951 0.973 d = lying 0.001 0.818 0.015 0.030 e = standing 0.165 0.482 0.996 0.650 f = sitting 0.011 0.933 0.862 0.896 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.072 0.632 0.548 0.440 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.874 0.180 0.299 a = climbing down 0.335 0.325 0.998 0.491 b = climbing up 0.003 0.814 0.565 0.667 c = jumping 0.012 0.934 0.987 0.960 d = lying 0.000 0.667 0.003 0.007 e = standing 0.162 0.470 0.924 0.623 f = sitting 0.001 0.991 0.727 0.839 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.071 0.612 0.555 0.473 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.897 0.052 0.098 a = climbing down 0.357 0.312 1.000 0.475 b = climbing up 0.000 0.900 0.212 0.343 c = jumping 0.014 0.925 0.987 0.955 d = lying 0.000 0.667 0.003 0.007 e = standing 0.162 0.467 0.913 0.618 f = sitting 0.010 0.930 0.727 0.816 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.075 0.604 0.531 0.436 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.034 0.066 a = climbing down 0.356 0.312 1.000 0.476 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.004 0.978 0.987 0.983 d = lying 0.000 0.667 0.003 0.007 e = standing 0.162 0.482 0.973 0.645 f = sitting 0.019 0.877 0.734 0.799 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.075 0.599 0.534 0.430 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.018 0.035 a = climbing down 0.357 0.312 1.000 0.475 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.004 0.978 0.987 0.983 d = lying 0.000 0.667 0.003 0.007 e = standing 0.162 0.482 0.973 0.645 f = sitting 0.020 0.869 0.736 0.797 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.075 0.598 0.532 0.426 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.012 0.024 a = climbing down 0.358 0.311 1.000 0.475 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.004 0.978 0.987 0.983 d = lying 0.000 0.667 0.003 0.007 e = standing 0.162 0.482 0.973 0.645 f = sitting 0.018 0.882 0.745 0.808 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.075 0.600 0.533 0.426 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.006 0.012 a = climbing down 0.358 0.311 1.000 0.475 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.004 0.978 0.987 0.983 d = lying 0.000 0.667 0.003 0.007 e = standing 0.162 0.482 0.973 0.645 f = sitting 0.017 0.892 0.758 0.819 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.075 0.602 0.534 0.427 Weighted Avg. >> chestshin >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.051 0.658 0.823 0.731 a = climbing down 0.037 0.785 0.807 0.796 b = climbing up 0.013 0.597 0.987 0.744 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.070 0.555 0.442 0.492 e = standing 0.272 0.219 0.538 0.311 f = sitting 0.004 0.968 0.701 0.813 g = running 0.023 0.862 0.847 0.854 h = walking ------------------------------------------------------- 0.060 0.730 0.590 0.572 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.042 0.711 0.860 0.778 a = climbing down 0.021 0.868 0.824 0.846 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.071 0.547 0.438 0.486 e = standing 0.273 0.215 0.528 0.306 f = sitting 0.004 0.973 0.841 0.902 g = running 0.021 0.885 0.916 0.900 h = walking ------------------------------------------------------- 0.057 0.757 0.625 0.607 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.714 0.871 0.785 a = climbing down 0.016 0.895 0.812 0.851 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.075 0.544 0.456 0.496 e = standing 0.270 0.209 0.502 0.295 f = sitting 0.004 0.975 0.849 0.908 g = running 0.022 0.881 0.934 0.907 h = walking ------------------------------------------------------- 0.056 0.760 0.628 0.610 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.040 0.724 0.876 0.793 a = climbing down 0.014 0.905 0.810 0.855 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.076 0.543 0.459 0.497 e = standing 0.269 0.208 0.498 0.294 f = sitting 0.004 0.973 0.861 0.914 g = running 0.021 0.888 0.948 0.917 h = walking ------------------------------------------------------- 0.056 0.763 0.632 0.614 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.040 0.725 0.878 0.794 a = climbing down 0.013 0.913 0.826 0.867 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.079 0.546 0.484 0.513 e = standing 0.264 0.204 0.476 0.285 f = sitting 0.004 0.972 0.862 0.914 g = running 0.017 0.904 0.953 0.928 h = walking ------------------------------------------------------- 0.055 0.766 0.637 0.619 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.740 0.876 0.802 a = climbing down 0.014 0.910 0.829 0.868 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.081 0.536 0.480 0.506 e = standing 0.265 0.198 0.460 0.277 f = sitting 0.004 0.976 0.879 0.925 g = running 0.018 0.903 0.951 0.926 h = walking ------------------------------------------------------- 0.055 0.765 0.637 0.619 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.041 0.716 0.865 0.784 a = climbing down 0.039 0.785 0.835 0.809 b = climbing up 0.014 0.505 0.764 0.608 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.074 0.605 0.580 0.592 e = standing 0.248 0.222 0.500 0.308 f = sitting 0.010 0.925 0.684 0.786 g = running 0.027 0.842 0.829 0.835 h = walking ------------------------------------------------------- 0.059 0.586 0.607 0.586 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.699 0.858 0.771 a = climbing down 0.029 0.823 0.790 0.806 b = climbing up 0.001 0.949 0.778 0.855 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.073 0.608 0.579 0.593 e = standing 0.248 0.225 0.508 0.312 f = sitting 0.009 0.935 0.746 0.830 g = running 0.037 0.804 0.883 0.842 h = walking ------------------------------------------------------- 0.058 0.594 0.618 0.596 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.037 0.746 0.898 0.815 a = climbing down 0.010 0.926 0.778 0.846 b = climbing up 0.000 0.982 0.778 0.868 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.074 0.605 0.579 0.592 e = standing 0.248 0.223 0.502 0.309 f = sitting 0.009 0.940 0.787 0.856 g = running 0.040 0.805 0.964 0.878 h = walking ------------------------------------------------------- 0.056 0.615 0.637 0.615 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.749 0.905 0.819 a = climbing down 0.008 0.942 0.761 0.842 b = climbing up 0.000 1.000 0.764 0.866 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.074 0.612 0.592 0.602 e = standing 0.246 0.225 0.504 0.311 f = sitting 0.010 0.935 0.792 0.857 g = running 0.042 0.802 0.978 0.881 h = walking ------------------------------------------------------- 0.055 0.618 0.640 0.618 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.033 0.770 0.907 0.833 a = climbing down 0.008 0.948 0.811 0.874 b = climbing up 0.000 1.000 0.778 0.875 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.075 0.614 0.605 0.609 e = standing 0.243 0.225 0.498 0.310 f = sitting 0.008 0.943 0.808 0.871 g = running 0.035 0.827 0.978 0.896 h = walking ------------------------------------------------------- 0.053 0.626 0.652 0.629 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.773 0.910 0.836 a = climbing down 0.008 0.945 0.804 0.869 b = climbing up 0.000 1.000 0.764 0.866 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.075 0.611 0.605 0.608 e = standing 0.243 0.223 0.492 0.307 f = sitting 0.009 0.942 0.813 0.873 g = running 0.036 0.821 0.973 0.891 h = walking ------------------------------------------------------- 0.054 0.625 0.650 0.628 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.927 0.717 0.809 a = climbing down 0.039 0.745 0.834 0.787 b = climbing up 0.005 0.814 0.929 0.868 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.001 0.993 1.000 0.996 e = standing 0.001 0.995 0.993 0.994 f = sitting 0.002 0.986 0.969 0.978 g = running 0.034 0.822 0.886 0.853 h = walking ------------------------------------------------------- 0.011 0.926 0.922 0.922 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.927 0.717 0.809 a = climbing down 0.038 0.747 0.837 0.789 b = climbing up 0.002 0.918 0.918 0.918 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.001 0.993 1.000 0.996 e = standing 0.001 0.995 0.993 0.994 f = sitting 0.003 0.985 0.988 0.986 g = running 0.033 0.825 0.889 0.856 h = walking ------------------------------------------------------- 0.011 0.929 0.925 0.925 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.925 0.722 0.811 a = climbing down 0.036 0.759 0.832 0.794 b = climbing up 0.001 0.963 0.918 0.940 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.001 0.993 1.000 0.996 e = standing 0.001 0.995 0.993 0.994 f = sitting 0.003 0.985 0.995 0.990 g = running 0.034 0.822 0.898 0.859 h = walking ------------------------------------------------------- 0.011 0.931 0.928 0.927 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.927 0.722 0.812 a = climbing down 0.033 0.769 0.822 0.794 b = climbing up 0.000 0.987 0.918 0.951 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.001 0.993 1.000 0.996 e = standing 0.001 0.995 0.993 0.994 f = sitting 0.003 0.985 0.998 0.992 g = running 0.037 0.814 0.908 0.859 h = walking ------------------------------------------------------- 0.011 0.932 0.928 0.928 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.923 0.726 0.813 a = climbing down 0.033 0.768 0.811 0.789 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.001 0.993 1.000 0.996 e = standing 0.001 0.995 0.993 0.994 f = sitting 0.003 0.985 1.000 0.992 g = running 0.037 0.812 0.908 0.857 h = walking ------------------------------------------------------- 0.011 0.931 0.928 0.927 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.925 0.726 0.814 a = climbing down 0.030 0.784 0.804 0.794 b = climbing up 0.000 1.000 0.906 0.951 c = jumping 0.000 1.000 0.972 0.986 d = lying 0.001 0.993 1.000 0.996 e = standing 0.005 0.971 0.993 0.982 f = sitting 0.003 0.983 1.000 0.992 g = running 0.040 0.804 0.920 0.858 h = walking ------------------------------------------------------- 0.012 0.928 0.925 0.924 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.964 0.877 0.918 a = climbing down 0.025 0.812 0.811 0.812 b = climbing up 0.010 0.664 0.963 0.786 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.998 0.999 e = standing 0.000 0.998 1.000 0.999 f = sitting 0.001 0.996 0.930 0.962 g = running 0.032 0.830 0.894 0.861 h = walking ------------------------------------------------------- 0.009 0.940 0.935 0.937 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.877 0.918 a = climbing down 0.025 0.816 0.802 0.809 b = climbing up 0.009 0.688 0.963 0.802 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.998 0.999 e = standing 0.000 0.998 1.000 0.999 f = sitting 0.001 0.996 0.937 0.966 g = running 0.033 0.827 0.901 0.863 h = walking ------------------------------------------------------- 0.009 0.941 0.936 0.937 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.877 0.920 a = climbing down 0.025 0.818 0.824 0.821 b = climbing up 0.007 0.743 0.975 0.843 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.998 0.999 e = standing 0.000 0.998 1.000 0.999 f = sitting 0.000 0.998 0.951 0.974 g = running 0.031 0.839 0.899 0.868 h = walking ------------------------------------------------------- 0.008 0.944 0.941 0.942 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.962 0.882 0.920 a = climbing down 0.026 0.814 0.830 0.822 b = climbing up 0.005 0.804 0.975 0.881 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.998 0.999 e = standing 0.000 0.998 1.000 0.999 f = sitting 0.000 0.998 0.964 0.981 g = running 0.028 0.851 0.897 0.874 h = walking ------------------------------------------------------- 0.008 0.946 0.944 0.945 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.962 0.882 0.920 a = climbing down 0.024 0.827 0.834 0.831 b = climbing up 0.004 0.839 0.975 0.902 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.998 0.999 e = standing 0.000 0.998 1.000 0.999 f = sitting 0.000 0.998 0.971 0.985 g = running 0.028 0.852 0.906 0.878 h = walking ------------------------------------------------------- 0.008 0.949 0.947 0.947 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.962 0.882 0.920 a = climbing down 0.023 0.829 0.834 0.832 b = climbing up 0.003 0.857 0.975 0.912 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.998 0.999 e = standing 0.000 0.998 1.000 0.999 f = sitting 0.000 0.998 0.975 0.986 g = running 0.028 0.854 0.909 0.881 h = walking ------------------------------------------------------- 0.008 0.950 0.948 0.948 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.777 0.790 0.783 a = climbing down 0.031 0.742 0.606 0.667 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.962 0.980 0.971 d = lying 0.008 0.944 0.902 0.922 e = standing 0.016 0.902 0.925 0.914 f = sitting 0.001 0.994 0.960 0.977 g = running 0.052 0.757 0.892 0.819 h = walking ------------------------------------------------------- 0.020 0.877 0.876 0.875 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.810 0.792 0.801 a = climbing down 0.027 0.764 0.607 0.677 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.005 0.972 0.980 0.976 d = lying 0.004 0.972 0.905 0.937 e = standing 0.016 0.909 0.963 0.935 f = sitting 0.001 0.994 0.971 0.983 g = running 0.054 0.753 0.913 0.826 h = walking ------------------------------------------------------- 0.018 0.889 0.887 0.886 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.822 0.787 0.804 a = climbing down 0.027 0.771 0.631 0.694 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.003 0.981 0.980 0.981 d = lying 0.004 0.974 0.907 0.939 e = standing 0.015 0.911 0.975 0.942 f = sitting 0.001 0.994 0.971 0.983 g = running 0.053 0.760 0.916 0.831 h = walking ------------------------------------------------------- 0.017 0.894 0.892 0.891 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.824 0.790 0.806 a = climbing down 0.026 0.787 0.664 0.720 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.005 0.968 0.980 0.974 d = lying 0.004 0.976 0.905 0.939 e = standing 0.016 0.909 0.963 0.935 f = sitting 0.001 0.994 0.971 0.983 g = running 0.047 0.780 0.924 0.846 h = walking ------------------------------------------------------- 0.017 0.898 0.896 0.895 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.827 0.785 0.806 a = climbing down 0.026 0.798 0.688 0.739 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.002 0.988 0.980 0.984 d = lying 0.004 0.976 0.917 0.946 e = standing 0.013 0.922 0.985 0.952 f = sitting 0.001 0.994 0.971 0.983 g = running 0.044 0.795 0.934 0.859 h = walking ------------------------------------------------------- 0.015 0.906 0.905 0.904 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.844 0.798 0.820 a = climbing down 0.023 0.817 0.712 0.761 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.985 0.980 0.982 d = lying 0.003 0.979 0.896 0.936 e = standing 0.017 0.905 0.985 0.943 f = sitting 0.001 0.994 0.975 0.985 g = running 0.041 0.805 0.941 0.868 h = walking ------------------------------------------------------- 0.015 0.910 0.908 0.907 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.930 0.952 0.941 a = climbing down 0.027 0.807 0.777 0.792 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.907 1.000 0.951 d = lying 0.009 0.933 0.819 0.872 e = standing 0.028 0.827 0.839 0.833 f = sitting 0.000 1.000 0.985 0.992 g = running 0.033 0.827 0.852 0.839 h = walking ------------------------------------------------------- 0.017 0.895 0.894 0.893 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.922 0.952 0.937 a = climbing down 0.026 0.812 0.762 0.786 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.914 1.000 0.955 d = lying 0.007 0.948 0.798 0.867 e = standing 0.031 0.815 0.863 0.838 f = sitting 0.000 1.000 0.978 0.989 g = running 0.035 0.817 0.860 0.838 h = walking ------------------------------------------------------- 0.017 0.894 0.893 0.892 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.910 0.954 0.931 a = climbing down 0.027 0.803 0.751 0.776 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.931 1.000 0.964 d = lying 0.004 0.973 0.824 0.893 e = standing 0.027 0.841 0.904 0.871 f = sitting 0.000 1.000 0.978 0.989 g = running 0.035 0.817 0.852 0.834 h = walking ------------------------------------------------------- 0.016 0.901 0.899 0.899 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.921 0.956 0.938 a = climbing down 0.022 0.837 0.785 0.810 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.934 1.000 0.966 d = lying 0.003 0.976 0.831 0.898 e = standing 0.026 0.847 0.909 0.877 f = sitting 0.000 1.000 0.978 0.989 g = running 0.031 0.840 0.881 0.860 h = walking ------------------------------------------------------- 0.014 0.912 0.910 0.910 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.917 0.956 0.936 a = climbing down 0.020 0.852 0.773 0.811 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.011 0.935 1.000 0.967 d = lying 0.003 0.980 0.859 0.916 e = standing 0.022 0.870 0.915 0.892 f = sitting 0.000 1.000 0.978 0.989 g = running 0.032 0.837 0.896 0.866 h = walking ------------------------------------------------------- 0.014 0.917 0.915 0.915 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.917 0.958 0.937 a = climbing down 0.018 0.865 0.792 0.827 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.011 0.938 1.000 0.968 d = lying 0.003 0.980 0.868 0.921 e = standing 0.020 0.877 0.918 0.897 f = sitting 0.000 1.000 0.978 0.989 g = running 0.029 0.849 0.902 0.875 h = walking ------------------------------------------------------- 0.013 0.922 0.921 0.920 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.812 0.667 0.732 a = climbing down 0.155 0.520 0.973 0.678 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.016 0.904 0.955 0.929 d = lying 0.024 0.849 0.925 0.885 e = standing 0.010 0.912 0.767 0.833 f = sitting 0.002 0.989 0.879 0.931 g = running 0.002 0.957 0.332 0.493 h = walking ------------------------------------------------------- 0.033 0.854 0.800 0.795 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.809 0.681 0.740 a = climbing down 0.153 0.523 0.970 0.680 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.016 0.904 0.955 0.929 d = lying 0.025 0.845 0.927 0.884 e = standing 0.010 0.914 0.761 0.831 f = sitting 0.002 0.989 0.879 0.931 g = running 0.002 0.957 0.331 0.491 h = walking ------------------------------------------------------- 0.033 0.854 0.800 0.795 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.826 0.684 0.748 a = climbing down 0.153 0.523 0.974 0.681 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.016 0.904 0.955 0.929 d = lying 0.024 0.849 0.927 0.886 e = standing 0.010 0.914 0.767 0.834 f = sitting 0.002 0.989 0.883 0.933 g = running 0.002 0.957 0.329 0.490 h = walking ------------------------------------------------------- 0.033 0.856 0.803 0.798 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.832 0.686 0.752 a = climbing down 0.153 0.525 0.974 0.682 b = climbing up 0.000 0.987 0.987 0.987 c = jumping 0.016 0.904 0.955 0.929 d = lying 0.024 0.849 0.927 0.886 e = standing 0.010 0.914 0.767 0.834 f = sitting 0.002 0.989 0.884 0.934 g = running 0.002 0.958 0.336 0.497 h = walking ------------------------------------------------------- 0.032 0.857 0.804 0.799 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.836 0.703 0.764 a = climbing down 0.149 0.531 0.979 0.688 b = climbing up 0.000 0.987 0.987 0.987 c = jumping 0.016 0.904 0.955 0.929 d = lying 0.024 0.849 0.927 0.886 e = standing 0.010 0.914 0.767 0.834 f = sitting 0.002 0.989 0.883 0.933 g = running 0.002 0.958 0.336 0.497 h = walking ------------------------------------------------------- 0.032 0.859 0.807 0.802 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.849 0.697 0.765 a = climbing down 0.153 0.526 0.980 0.684 b = climbing up 0.000 0.974 0.987 0.980 c = jumping 0.016 0.904 0.955 0.929 d = lying 0.024 0.849 0.927 0.886 e = standing 0.010 0.914 0.767 0.834 f = sitting 0.002 0.989 0.882 0.932 g = running 0.002 0.957 0.332 0.493 h = walking ------------------------------------------------------- 0.032 0.859 0.806 0.800 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.868 0.701 0.776 a = climbing down 0.161 0.511 0.970 0.670 b = climbing up 0.000 1.000 0.893 0.944 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.031 0.819 0.985 0.894 e = standing 0.005 0.959 0.780 0.860 f = sitting 0.002 0.991 0.943 0.966 g = running 0.000 0.993 0.242 0.389 h = walking ------------------------------------------------------- 0.031 0.880 0.816 0.805 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.860 0.708 0.777 a = climbing down 0.159 0.514 0.969 0.671 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.031 0.819 0.985 0.894 e = standing 0.005 0.959 0.780 0.860 f = sitting 0.002 0.992 0.939 0.965 g = running 0.000 0.993 0.247 0.396 h = walking ------------------------------------------------------- 0.031 0.880 0.816 0.806 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.886 0.722 0.796 a = climbing down 0.155 0.523 0.980 0.682 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.032 0.818 0.985 0.894 e = standing 0.005 0.959 0.778 0.859 f = sitting 0.002 0.992 0.939 0.965 g = running 0.000 0.994 0.269 0.423 h = walking ------------------------------------------------------- 0.030 0.884 0.822 0.813 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.886 0.719 0.794 a = climbing down 0.155 0.522 0.980 0.682 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.032 0.818 0.985 0.894 e = standing 0.005 0.959 0.778 0.859 f = sitting 0.002 0.992 0.937 0.963 g = running 0.000 0.994 0.274 0.429 h = walking ------------------------------------------------------- 0.030 0.884 0.822 0.813 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.884 0.720 0.794 a = climbing down 0.155 0.522 0.980 0.682 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.032 0.818 0.985 0.894 e = standing 0.005 0.959 0.778 0.859 f = sitting 0.002 0.992 0.936 0.963 g = running 0.000 0.994 0.272 0.427 h = walking ------------------------------------------------------- 0.030 0.884 0.822 0.813 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.879 0.711 0.786 a = climbing down 0.154 0.523 0.979 0.682 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.031 0.819 0.985 0.894 e = standing 0.005 0.959 0.780 0.860 f = sitting 0.002 0.992 0.936 0.963 g = running 0.000 0.994 0.285 0.443 h = walking ------------------------------------------------------- 0.030 0.884 0.822 0.814 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 0.039 0.713 0.711 0.712 b = climbing up 0.000 0.985 0.882 0.931 c = jumping 0.019 0.876 0.822 0.848 d = lying 0.044 0.727 0.920 0.812 e = standing 0.029 0.755 0.624 0.683 f = sitting 0.005 0.983 0.944 0.963 g = running 0.027 0.271 0.057 0.094 h = walking ------------------------------------------------------- 0.038 0.711 0.722 0.693 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.164 0.412 0.935 0.572 a = climbing down 0.031 0.759 0.720 0.739 b = climbing up 0.000 0.986 0.895 0.938 c = jumping 0.019 0.878 0.822 0.849 d = lying 0.044 0.731 0.925 0.817 e = standing 0.028 0.757 0.626 0.685 f = sitting 0.005 0.984 0.947 0.965 g = running 0.025 0.221 0.040 0.068 h = walking ------------------------------------------------------- 0.038 0.708 0.722 0.692 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.165 0.410 0.937 0.571 a = climbing down 0.029 0.779 0.735 0.756 b = climbing up 0.000 0.986 0.895 0.938 c = jumping 0.019 0.876 0.822 0.848 d = lying 0.042 0.739 0.929 0.824 e = standing 0.029 0.757 0.631 0.688 f = sitting 0.005 0.984 0.947 0.965 g = running 0.023 0.239 0.042 0.071 h = walking ------------------------------------------------------- 0.037 0.714 0.725 0.696 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.168 0.408 0.941 0.569 a = climbing down 0.026 0.795 0.729 0.761 b = climbing up 0.000 0.986 0.895 0.938 c = jumping 0.019 0.876 0.822 0.848 d = lying 0.041 0.743 0.929 0.826 e = standing 0.029 0.754 0.633 0.688 f = sitting 0.005 0.982 0.947 0.964 g = running 0.024 0.229 0.040 0.069 h = walking ------------------------------------------------------- 0.037 0.714 0.725 0.696 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.174 0.399 0.941 0.560 a = climbing down 0.021 0.827 0.733 0.777 b = climbing up 0.000 0.986 0.908 0.945 c = jumping 0.019 0.876 0.821 0.848 d = lying 0.040 0.748 0.931 0.830 e = standing 0.030 0.752 0.637 0.690 f = sitting 0.005 0.982 0.950 0.965 g = running 0.023 0.170 0.027 0.046 h = walking ------------------------------------------------------- 0.037 0.708 0.725 0.695 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.177 0.392 0.931 0.551 a = climbing down 0.018 0.852 0.761 0.804 b = climbing up 0.001 0.960 0.947 0.954 c = jumping 0.019 0.877 0.824 0.849 d = lying 0.043 0.738 0.945 0.829 e = standing 0.026 0.775 0.627 0.693 f = sitting 0.004 0.985 0.948 0.966 g = running 0.021 0.129 0.018 0.031 h = walking ------------------------------------------------------- 0.036 0.706 0.727 0.695 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.160 0.416 0.932 0.575 a = climbing down 0.030 0.779 0.757 0.768 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.986 0.990 d = lying 0.031 0.786 0.876 0.829 e = standing 0.017 0.867 0.784 0.823 f = sitting 0.002 0.994 0.991 0.993 g = running 0.014 0.329 0.040 0.072 h = walking ------------------------------------------------------- 0.029 0.766 0.775 0.742 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.170 0.405 0.943 0.566 a = climbing down 0.024 0.806 0.741 0.772 b = climbing up 0.000 0.987 1.000 0.993 c = jumping 0.001 0.997 0.984 0.990 d = lying 0.032 0.782 0.880 0.828 e = standing 0.017 0.868 0.780 0.822 f = sitting 0.002 0.994 0.991 0.993 g = running 0.013 0.254 0.025 0.046 h = walking ------------------------------------------------------- 0.030 0.757 0.771 0.738 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.174 0.400 0.947 0.563 a = climbing down 0.024 0.809 0.735 0.770 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.984 0.990 d = lying 0.032 0.785 0.894 0.836 e = standing 0.015 0.881 0.780 0.827 f = sitting 0.002 0.994 0.992 0.993 g = running 0.011 0.218 0.018 0.033 h = walking ------------------------------------------------------- 0.029 0.753 0.772 0.737 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.176 0.399 0.953 0.563 a = climbing down 0.021 0.829 0.735 0.779 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.984 0.990 d = lying 0.032 0.786 0.900 0.839 e = standing 0.014 0.886 0.780 0.830 f = sitting 0.002 0.994 0.992 0.993 g = running 0.012 0.214 0.018 0.033 h = walking ------------------------------------------------------- 0.029 0.756 0.773 0.738 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.181 0.395 0.963 0.561 a = climbing down 0.014 0.883 0.756 0.814 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.984 0.991 d = lying 0.032 0.792 0.931 0.856 e = standing 0.010 0.915 0.780 0.842 f = sitting 0.002 0.994 0.992 0.993 g = running 0.010 0.224 0.016 0.031 h = walking ------------------------------------------------------- 0.028 0.768 0.780 0.746 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.187 0.387 0.963 0.553 a = climbing down 0.010 0.908 0.752 0.823 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.986 0.992 d = lying 0.031 0.797 0.933 0.860 e = standing 0.010 0.917 0.785 0.846 f = sitting 0.001 0.995 0.992 0.994 g = running 0.009 0.171 0.010 0.020 h = walking ------------------------------------------------------- 0.028 0.763 0.780 0.745 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.853 0.627 0.723 a = climbing down 0.089 0.541 0.752 0.629 b = climbing up 0.002 0.918 0.918 0.918 c = jumping 0.003 0.984 0.950 0.967 d = lying 0.063 0.702 0.947 0.807 e = standing 0.014 0.885 0.629 0.735 f = sitting 0.001 0.992 0.956 0.974 g = running 0.039 0.758 0.704 0.730 h = walking ------------------------------------------------------- 0.030 0.828 0.804 0.806 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.849 0.633 0.726 a = climbing down 0.082 0.561 0.747 0.641 b = climbing up 0.001 0.975 0.918 0.945 c = jumping 0.003 0.984 0.950 0.967 d = lying 0.061 0.709 0.947 0.811 e = standing 0.014 0.884 0.639 0.742 f = sitting 0.001 0.992 0.966 0.979 g = running 0.040 0.763 0.736 0.749 h = walking ------------------------------------------------------- 0.029 0.833 0.812 0.813 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.844 0.644 0.730 a = climbing down 0.078 0.574 0.747 0.649 b = climbing up 0.001 0.975 0.918 0.945 c = jumping 0.003 0.984 0.950 0.967 d = lying 0.058 0.719 0.947 0.817 e = standing 0.014 0.887 0.656 0.754 f = sitting 0.001 0.992 0.966 0.979 g = running 0.039 0.768 0.750 0.759 h = walking ------------------------------------------------------- 0.028 0.836 0.818 0.819 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.856 0.671 0.752 a = climbing down 0.076 0.587 0.768 0.665 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.002 0.986 0.950 0.968 d = lying 0.058 0.721 0.951 0.820 e = standing 0.014 0.891 0.660 0.758 f = sitting 0.001 0.992 0.969 0.980 g = running 0.036 0.782 0.748 0.765 h = walking ------------------------------------------------------- 0.027 0.843 0.825 0.826 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.858 0.667 0.750 a = climbing down 0.067 0.615 0.760 0.680 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.002 0.988 0.950 0.969 d = lying 0.053 0.738 0.952 0.831 e = standing 0.013 0.900 0.691 0.781 f = sitting 0.002 0.990 0.969 0.979 g = running 0.038 0.786 0.802 0.794 h = walking ------------------------------------------------------- 0.025 0.851 0.836 0.837 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.865 0.669 0.754 a = climbing down 0.064 0.624 0.760 0.685 b = climbing up 0.000 1.000 0.918 0.957 c = jumping 0.002 0.988 0.950 0.969 d = lying 0.052 0.741 0.952 0.833 e = standing 0.013 0.900 0.696 0.785 f = sitting 0.002 0.989 0.969 0.979 g = running 0.038 0.787 0.815 0.801 h = walking ------------------------------------------------------- 0.025 0.853 0.839 0.840 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.804 0.827 0.815 a = climbing down 0.094 0.511 0.702 0.591 b = climbing up 0.013 0.600 0.918 0.726 c = jumping 0.003 0.982 0.982 0.982 d = lying 0.042 0.786 0.982 0.873 e = standing 0.003 0.975 0.747 0.846 f = sitting 0.002 0.987 0.808 0.889 g = running 0.037 0.731 0.573 0.643 h = walking ------------------------------------------------------- 0.028 0.831 0.806 0.809 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.792 0.825 0.808 a = climbing down 0.092 0.513 0.694 0.590 b = climbing up 0.012 0.622 0.929 0.745 c = jumping 0.004 0.975 0.980 0.977 d = lying 0.035 0.815 0.983 0.891 e = standing 0.003 0.976 0.781 0.868 f = sitting 0.002 0.988 0.802 0.886 g = running 0.038 0.730 0.587 0.650 h = walking ------------------------------------------------------- 0.027 0.833 0.811 0.814 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.809 0.823 0.816 a = climbing down 0.092 0.514 0.694 0.591 b = climbing up 0.010 0.661 0.918 0.768 c = jumping 0.004 0.975 0.978 0.977 d = lying 0.025 0.862 0.983 0.919 e = standing 0.003 0.976 0.843 0.905 f = sitting 0.002 0.987 0.824 0.898 g = running 0.039 0.722 0.590 0.649 h = walking ------------------------------------------------------- 0.025 0.841 0.823 0.826 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.811 0.823 0.817 a = climbing down 0.085 0.533 0.694 0.603 b = climbing up 0.009 0.678 0.918 0.780 c = jumping 0.004 0.975 0.982 0.978 d = lying 0.022 0.876 0.983 0.927 e = standing 0.003 0.980 0.860 0.916 f = sitting 0.002 0.987 0.826 0.899 g = running 0.041 0.726 0.626 0.672 h = walking ------------------------------------------------------- 0.024 0.847 0.831 0.835 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.817 0.838 0.827 a = climbing down 0.071 0.575 0.690 0.627 b = climbing up 0.007 0.731 0.929 0.819 c = jumping 0.004 0.977 0.982 0.979 d = lying 0.022 0.876 0.983 0.927 e = standing 0.003 0.980 0.862 0.917 f = sitting 0.002 0.989 0.841 0.909 g = running 0.040 0.751 0.703 0.726 h = walking ------------------------------------------------------- 0.022 0.859 0.847 0.850 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.821 0.831 0.826 a = climbing down 0.056 0.638 0.704 0.669 b = climbing up 0.004 0.840 0.929 0.883 c = jumping 0.004 0.977 0.978 0.977 d = lying 0.022 0.877 0.983 0.927 e = standing 0.003 0.977 0.864 0.917 f = sitting 0.002 0.989 0.868 0.925 g = running 0.040 0.775 0.791 0.783 h = walking ------------------------------------------------------- 0.020 0.872 0.865 0.867 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.958 0.866 0.910 a = climbing down 0.018 0.835 0.589 0.691 b = climbing up 0.000 0.988 0.888 0.935 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.080 0.614 0.884 0.725 e = standing 0.189 0.309 0.512 0.385 f = sitting 0.005 0.975 0.997 0.986 g = running 0.066 0.703 0.945 0.806 h = walking ------------------------------------------------------- 0.050 0.631 0.686 0.647 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.956 0.870 0.911 a = climbing down 0.018 0.832 0.588 0.689 b = climbing up 0.000 0.988 0.888 0.935 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.081 0.615 0.892 0.728 e = standing 0.188 0.310 0.510 0.386 f = sitting 0.005 0.975 0.997 0.986 g = running 0.066 0.704 0.943 0.806 h = walking ------------------------------------------------------- 0.050 0.631 0.687 0.647 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.954 0.876 0.913 a = climbing down 0.017 0.847 0.618 0.714 b = climbing up 0.000 0.988 0.899 0.941 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.081 0.615 0.892 0.728 e = standing 0.188 0.310 0.510 0.386 f = sitting 0.005 0.977 0.997 0.987 g = running 0.061 0.720 0.945 0.818 h = walking ------------------------------------------------------- 0.049 0.635 0.692 0.652 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.955 0.884 0.918 a = climbing down 0.016 0.855 0.616 0.716 b = climbing up 0.000 0.988 0.899 0.941 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.087 0.597 0.892 0.715 e = standing 0.188 0.293 0.470 0.361 f = sitting 0.005 0.978 0.997 0.988 g = running 0.061 0.720 0.947 0.818 h = walking ------------------------------------------------------- 0.050 0.632 0.688 0.648 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.955 0.884 0.918 a = climbing down 0.016 0.866 0.650 0.742 b = climbing up 0.000 0.988 0.899 0.941 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.087 0.598 0.892 0.716 e = standing 0.188 0.293 0.472 0.362 f = sitting 0.005 0.978 0.997 0.988 g = running 0.056 0.738 0.950 0.831 h = walking ------------------------------------------------------- 0.049 0.636 0.693 0.654 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.961 0.884 0.921 a = climbing down 0.016 0.869 0.680 0.763 b = climbing up 0.000 0.988 0.899 0.941 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.087 0.599 0.893 0.717 e = standing 0.187 0.295 0.475 0.364 f = sitting 0.005 0.978 0.997 0.988 g = running 0.052 0.752 0.948 0.839 h = walking ------------------------------------------------------- 0.048 0.640 0.697 0.658 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.950 0.640 0.765 a = climbing down 0.037 0.735 0.671 0.701 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.054 0.718 0.949 0.817 e = standing 0.177 0.387 0.677 0.492 f = sitting 0.014 0.937 0.993 0.964 g = running 0.064 0.715 0.971 0.824 h = walking ------------------------------------------------------- 0.049 0.637 0.697 0.651 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.945 0.652 0.772 a = climbing down 0.035 0.744 0.665 0.702 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.055 0.713 0.953 0.816 e = standing 0.176 0.386 0.671 0.490 f = sitting 0.014 0.937 0.993 0.964 g = running 0.064 0.713 0.971 0.822 h = walking ------------------------------------------------------- 0.049 0.636 0.697 0.651 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.945 0.654 0.773 a = climbing down 0.036 0.750 0.701 0.725 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.054 0.718 0.955 0.820 e = standing 0.176 0.388 0.677 0.494 f = sitting 0.014 0.937 0.993 0.964 g = running 0.059 0.730 0.966 0.832 h = walking ------------------------------------------------------- 0.048 0.641 0.703 0.656 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.966 0.674 0.794 a = climbing down 0.034 0.786 0.802 0.794 b = climbing up 0.000 1.000 0.506 0.672 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.055 0.717 0.955 0.819 e = standing 0.176 0.388 0.676 0.493 f = sitting 0.013 0.940 0.993 0.966 g = running 0.043 0.787 0.973 0.870 h = walking ------------------------------------------------------- 0.045 0.656 0.720 0.674 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.966 0.688 0.804 a = climbing down 0.032 0.794 0.808 0.801 b = climbing up 0.000 1.000 0.529 0.692 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.057 0.710 0.955 0.814 e = standing 0.176 0.383 0.664 0.486 f = sitting 0.012 0.943 0.993 0.967 g = running 0.042 0.791 0.971 0.872 h = walking ------------------------------------------------------- 0.045 0.657 0.721 0.676 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.962 0.706 0.814 a = climbing down 0.031 0.798 0.802 0.800 b = climbing up 0.000 1.000 0.529 0.692 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.056 0.713 0.955 0.816 e = standing 0.176 0.385 0.669 0.489 f = sitting 0.012 0.943 0.993 0.967 g = running 0.040 0.799 0.977 0.879 h = walking ------------------------------------------------------- 0.045 0.659 0.724 0.678 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.181 0.334 0.863 0.482 a = climbing down 0.144 0.512 0.501 0.506 b = climbing up 0.000 1.000 0.011 0.022 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 0.027 0.579 0.232 0.332 g = running 0.079 0.374 0.269 0.313 h = walking ------------------------------------------------------- 0.082 0.470 0.480 0.429 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.215 0.304 0.890 0.454 a = climbing down 0.066 0.639 0.388 0.483 b = climbing up 0.000 0.000 0.000 0.000 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 0.022 0.266 0.048 0.082 g = running 0.115 0.487 0.625 0.548 h = walking ------------------------------------------------------- 0.072 0.449 0.484 0.421 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.218 0.308 0.920 0.461 a = climbing down 0.043 0.712 0.350 0.469 b = climbing up 0.000 0.000 0.000 0.000 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 0.025 0.021 0.003 0.006 g = running 0.121 0.519 0.748 0.613 h = walking ------------------------------------------------------- 0.068 0.437 0.490 0.417 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.210 0.317 0.927 0.473 a = climbing down 0.028 0.781 0.326 0.460 b = climbing up 0.000 0.000 0.000 0.000 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 0.029 0.027 0.005 0.008 g = running 0.130 0.531 0.839 0.651 h = walking ------------------------------------------------------- 0.066 0.457 0.499 0.422 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.193 0.331 0.907 0.485 a = climbing down 0.022 0.816 0.322 0.461 b = climbing up 0.000 0.000 0.000 0.000 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 0.028 0.019 0.003 0.006 g = running 0.144 0.528 0.917 0.670 h = walking ------------------------------------------------------- 0.065 0.465 0.507 0.427 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.199 0.317 0.873 0.465 a = climbing down 0.018 0.835 0.295 0.437 b = climbing up 0.000 0.000 0.000 0.000 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 0.015 0.000 0.000 0.000 g = running 0.162 0.505 0.944 0.658 h = walking ------------------------------------------------------- 0.065 0.462 0.502 0.416 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.153 0.373 0.858 0.520 a = climbing down 0.096 0.502 0.322 0.393 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.092 0.168 d = lying 0.284 0.264 1.000 0.418 e = standing 0.002 0.000 0.000 0.000 f = sitting 0.149 0.235 0.282 0.256 g = running 0.039 0.667 0.448 0.536 h = walking ------------------------------------------------------- 0.090 0.437 0.367 0.316 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.170 0.334 0.804 0.472 a = climbing down 0.103 0.506 0.349 0.413 b = climbing up 0.000 0.000 0.000 0.000 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 0.139 0.122 0.119 0.121 g = running 0.042 0.674 0.497 0.572 h = walking ------------------------------------------------------- 0.092 0.419 0.354 0.305 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.200 0.309 0.848 0.453 a = climbing down 0.084 0.571 0.372 0.450 b = climbing up 0.000 0.000 0.000 0.000 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 0.124 0.017 0.013 0.015 g = running 0.040 0.705 0.546 0.615 h = walking ------------------------------------------------------- 0.088 0.422 0.356 0.304 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.195 0.320 0.870 0.468 a = climbing down 0.085 0.573 0.380 0.457 b = climbing up 0.000 0.000 0.000 0.000 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 0.116 0.007 0.005 0.006 g = running 0.047 0.676 0.558 0.612 h = walking ------------------------------------------------------- 0.088 0.417 0.361 0.305 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.194 0.332 0.912 0.486 a = climbing down 0.089 0.539 0.345 0.421 b = climbing up 0.000 0.000 0.000 0.000 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 0.102 0.000 0.000 0.000 g = running 0.071 0.562 0.519 0.540 h = walking ------------------------------------------------------- 0.090 0.393 0.350 0.287 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.196 0.332 0.922 0.488 a = climbing down 0.087 0.533 0.330 0.408 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.081 0.149 d = lying 0.284 0.264 1.000 0.418 e = standing 0.003 0.000 0.000 0.000 f = sitting 0.105 0.000 0.000 0.000 g = running 0.070 0.568 0.525 0.546 h = walking ------------------------------------------------------- 0.091 0.392 0.346 0.280 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.876 0.661 0.753 a = climbing down 0.036 0.734 0.717 0.725 b = climbing up 0.005 0.806 0.965 0.878 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.019 0.897 0.902 0.900 e = standing 0.018 0.860 0.856 0.858 f = sitting 0.004 0.979 0.939 0.959 g = running 0.046 0.784 0.963 0.864 h = walking ------------------------------------------------------- 0.018 0.883 0.879 0.877 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.873 0.672 0.759 a = climbing down 0.035 0.739 0.725 0.732 b = climbing up 0.006 0.783 0.965 0.865 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.019 0.897 0.915 0.906 e = standing 0.015 0.874 0.854 0.864 f = sitting 0.005 0.978 0.936 0.956 g = running 0.044 0.792 0.959 0.867 h = walking ------------------------------------------------------- 0.018 0.885 0.881 0.880 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.874 0.678 0.764 a = climbing down 0.035 0.739 0.725 0.732 b = climbing up 0.006 0.783 0.965 0.865 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.019 0.899 0.921 0.910 e = standing 0.014 0.882 0.856 0.869 f = sitting 0.005 0.978 0.936 0.956 g = running 0.043 0.794 0.958 0.868 h = walking ------------------------------------------------------- 0.018 0.887 0.883 0.882 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.869 0.695 0.773 a = climbing down 0.033 0.751 0.729 0.740 b = climbing up 0.006 0.783 0.965 0.865 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.017 0.908 0.936 0.922 e = standing 0.011 0.908 0.873 0.890 f = sitting 0.005 0.978 0.936 0.956 g = running 0.042 0.799 0.956 0.870 h = walking ------------------------------------------------------- 0.017 0.893 0.890 0.889 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.872 0.699 0.776 a = climbing down 0.032 0.752 0.715 0.733 b = climbing up 0.006 0.778 0.977 0.866 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.019 0.900 0.947 0.923 e = standing 0.009 0.921 0.858 0.889 f = sitting 0.004 0.981 0.934 0.957 g = running 0.045 0.788 0.956 0.864 h = walking ------------------------------------------------------- 0.017 0.892 0.888 0.887 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.889 0.701 0.784 a = climbing down 0.029 0.773 0.715 0.743 b = climbing up 0.006 0.778 0.977 0.866 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.020 0.896 0.952 0.923 e = standing 0.008 0.927 0.852 0.888 f = sitting 0.004 0.979 0.938 0.958 g = running 0.046 0.784 0.971 0.868 h = walking ------------------------------------------------------- 0.017 0.896 0.892 0.890 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.967 0.699 0.811 a = climbing down 0.031 0.761 0.721 0.741 b = climbing up 0.000 1.000 0.729 0.844 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.026 0.857 0.861 0.859 e = standing 0.024 0.807 0.800 0.803 f = sitting 0.011 0.953 0.992 0.972 g = running 0.046 0.783 0.972 0.868 h = walking ------------------------------------------------------- 0.020 0.883 0.878 0.876 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.703 0.815 a = climbing down 0.030 0.768 0.735 0.751 b = climbing up 0.000 1.000 0.718 0.836 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.030 0.847 0.900 0.873 e = standing 0.017 0.849 0.774 0.810 f = sitting 0.011 0.952 0.992 0.972 g = running 0.045 0.790 0.972 0.871 h = walking ------------------------------------------------------- 0.019 0.888 0.883 0.881 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.975 0.684 0.804 a = climbing down 0.032 0.757 0.735 0.746 b = climbing up 0.000 1.000 0.718 0.836 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.030 0.848 0.911 0.878 e = standing 0.016 0.863 0.772 0.815 f = sitting 0.011 0.952 0.992 0.972 g = running 0.045 0.789 0.977 0.873 h = walking ------------------------------------------------------- 0.019 0.889 0.883 0.881 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.975 0.684 0.804 a = climbing down 0.032 0.757 0.743 0.750 b = climbing up 0.000 1.000 0.729 0.844 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.030 0.849 0.913 0.880 e = standing 0.015 0.865 0.774 0.817 f = sitting 0.011 0.953 0.992 0.972 g = running 0.044 0.795 0.977 0.876 h = walking ------------------------------------------------------- 0.019 0.891 0.884 0.882 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.690 0.810 a = climbing down 0.032 0.761 0.747 0.754 b = climbing up 0.000 1.000 0.741 0.851 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.030 0.848 0.924 0.884 e = standing 0.013 0.880 0.770 0.821 f = sitting 0.011 0.952 0.992 0.972 g = running 0.043 0.796 0.974 0.876 h = walking ------------------------------------------------------- 0.019 0.893 0.887 0.885 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.974 0.727 0.833 a = climbing down 0.027 0.794 0.764 0.779 b = climbing up 0.000 1.000 0.718 0.836 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.031 0.847 0.941 0.891 e = standing 0.010 0.903 0.763 0.828 f = sitting 0.012 0.950 0.992 0.970 g = running 0.040 0.809 0.977 0.885 h = walking ------------------------------------------------------- 0.018 0.900 0.895 0.893 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.837 0.707 0.766 a = climbing down 0.022 0.734 0.512 0.603 b = climbing up 0.000 1.000 0.440 0.611 c = jumping 0.000 1.000 0.907 0.951 d = lying 0.145 0.315 0.356 0.334 e = standing 0.128 0.143 0.136 0.139 f = sitting 0.024 0.886 0.995 0.937 g = running 0.061 0.745 0.945 0.833 h = walking ------------------------------------------------------- 0.058 0.671 0.661 0.658 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.832 0.710 0.766 a = climbing down 0.022 0.731 0.505 0.597 b = climbing up 0.000 1.000 0.473 0.642 c = jumping 0.000 1.000 0.907 0.951 d = lying 0.144 0.318 0.359 0.338 e = standing 0.128 0.144 0.138 0.141 f = sitting 0.023 0.890 0.995 0.939 g = running 0.061 0.744 0.943 0.832 h = walking ------------------------------------------------------- 0.058 0.672 0.662 0.659 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.830 0.710 0.765 a = climbing down 0.022 0.742 0.529 0.618 b = climbing up 0.000 1.000 0.582 0.736 c = jumping 0.000 1.000 0.907 0.951 d = lying 0.144 0.311 0.348 0.329 e = standing 0.130 0.142 0.138 0.140 f = sitting 0.020 0.904 0.995 0.947 g = running 0.058 0.754 0.945 0.839 h = walking ------------------------------------------------------- 0.057 0.675 0.665 0.664 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.827 0.717 0.768 a = climbing down 0.022 0.743 0.517 0.610 b = climbing up 0.000 1.000 0.582 0.736 c = jumping 0.000 1.000 0.907 0.951 d = lying 0.144 0.311 0.348 0.329 e = standing 0.130 0.142 0.138 0.140 f = sitting 0.020 0.904 0.995 0.947 g = running 0.059 0.752 0.945 0.838 h = walking ------------------------------------------------------- 0.057 0.674 0.665 0.663 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.830 0.719 0.770 a = climbing down 0.021 0.752 0.526 0.619 b = climbing up 0.000 1.000 0.593 0.745 c = jumping 0.000 1.000 0.907 0.951 d = lying 0.148 0.302 0.343 0.321 e = standing 0.128 0.141 0.134 0.138 f = sitting 0.020 0.905 0.995 0.948 g = running 0.058 0.755 0.947 0.840 h = walking ------------------------------------------------------- 0.057 0.675 0.665 0.664 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.845 0.714 0.774 a = climbing down 0.022 0.757 0.557 0.642 b = climbing up 0.000 1.000 0.593 0.745 c = jumping 0.000 1.000 0.907 0.951 d = lying 0.148 0.297 0.335 0.315 e = standing 0.129 0.140 0.134 0.137 f = sitting 0.020 0.904 0.995 0.947 g = running 0.056 0.762 0.947 0.844 h = walking ------------------------------------------------------- 0.057 0.677 0.667 0.666 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.912 0.875 0.893 a = climbing down 0.013 0.824 0.516 0.634 b = climbing up 0.000 1.000 0.856 0.922 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.153 0.294 0.343 0.316 e = standing 0.120 0.063 0.051 0.056 f = sitting 0.012 0.940 0.994 0.966 g = running 0.057 0.757 0.943 0.840 h = walking ------------------------------------------------------- 0.054 0.685 0.688 0.681 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.910 0.872 0.891 a = climbing down 0.014 0.819 0.511 0.629 b = climbing up 0.000 1.000 0.867 0.929 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.152 0.289 0.331 0.309 e = standing 0.122 0.075 0.062 0.068 f = sitting 0.012 0.942 0.994 0.967 g = running 0.057 0.756 0.943 0.839 h = walking ------------------------------------------------------- 0.054 0.685 0.688 0.680 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.918 0.860 0.888 a = climbing down 0.014 0.808 0.506 0.622 b = climbing up 0.000 1.000 0.878 0.935 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.152 0.289 0.331 0.309 e = standing 0.122 0.075 0.062 0.068 f = sitting 0.011 0.943 0.994 0.968 g = running 0.059 0.751 0.946 0.837 h = walking ------------------------------------------------------- 0.054 0.684 0.687 0.679 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.914 0.872 0.893 a = climbing down 0.012 0.826 0.480 0.607 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.157 0.273 0.316 0.293 e = standing 0.124 0.032 0.026 0.029 f = sitting 0.010 0.951 0.994 0.972 g = running 0.063 0.740 0.946 0.830 h = walking ------------------------------------------------------- 0.056 0.677 0.679 0.671 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.914 0.872 0.893 a = climbing down 0.012 0.826 0.480 0.607 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.158 0.259 0.297 0.277 e = standing 0.128 0.027 0.023 0.025 f = sitting 0.010 0.951 0.994 0.972 g = running 0.063 0.740 0.946 0.830 h = walking ------------------------------------------------------- 0.056 0.674 0.676 0.667 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.922 0.877 0.899 a = climbing down 0.012 0.839 0.501 0.628 b = climbing up 0.000 1.000 0.956 0.977 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.158 0.260 0.298 0.278 e = standing 0.128 0.027 0.023 0.025 f = sitting 0.009 0.954 0.994 0.973 g = running 0.061 0.746 0.948 0.835 h = walking ------------------------------------------------------- 0.056 0.678 0.679 0.672 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.624 0.376 0.469 a = climbing down 0.082 0.661 0.932 0.773 b = climbing up 0.000 1.000 0.911 0.953 c = jumping 0.022 0.870 0.948 0.907 d = lying 0.029 0.748 0.498 0.598 e = standing 0.091 0.463 0.616 0.529 f = sitting 0.007 0.958 0.840 0.895 g = running 0.043 0.789 0.828 0.808 h = walking ------------------------------------------------------- 0.041 0.749 0.736 0.730 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.679 0.382 0.489 a = climbing down 0.079 0.672 0.933 0.781 b = climbing up 0.000 1.000 0.911 0.953 c = jumping 0.022 0.871 0.948 0.908 d = lying 0.029 0.742 0.481 0.584 e = standing 0.094 0.456 0.618 0.525 f = sitting 0.007 0.960 0.876 0.916 g = running 0.041 0.799 0.850 0.823 h = walking ------------------------------------------------------- 0.040 0.758 0.744 0.737 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.790 0.395 0.527 a = climbing down 0.074 0.686 0.940 0.793 b = climbing up 0.000 1.000 0.922 0.960 c = jumping 0.021 0.879 0.948 0.912 d = lying 0.029 0.751 0.512 0.609 e = standing 0.089 0.474 0.627 0.540 f = sitting 0.006 0.966 0.934 0.950 g = running 0.038 0.818 0.879 0.848 h = walking ------------------------------------------------------- 0.037 0.781 0.766 0.758 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.812 0.418 0.552 a = climbing down 0.069 0.702 0.940 0.804 b = climbing up 0.000 1.000 0.922 0.960 c = jumping 0.021 0.877 0.948 0.912 d = lying 0.030 0.746 0.507 0.603 e = standing 0.089 0.469 0.620 0.534 f = sitting 0.006 0.966 0.936 0.950 g = running 0.040 0.812 0.885 0.847 h = walking ------------------------------------------------------- 0.036 0.784 0.769 0.761 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.823 0.431 0.566 a = climbing down 0.064 0.714 0.933 0.809 b = climbing up 0.000 1.000 0.922 0.960 c = jumping 0.021 0.877 0.948 0.912 d = lying 0.031 0.742 0.517 0.609 e = standing 0.088 0.470 0.611 0.531 f = sitting 0.006 0.966 0.939 0.952 g = running 0.041 0.810 0.899 0.852 h = walking ------------------------------------------------------- 0.036 0.786 0.772 0.765 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.818 0.424 0.559 a = climbing down 0.065 0.712 0.933 0.808 b = climbing up 0.000 1.000 0.922 0.960 c = jumping 0.021 0.878 0.950 0.912 d = lying 0.031 0.737 0.503 0.598 e = standing 0.090 0.465 0.611 0.528 f = sitting 0.006 0.968 0.939 0.953 g = running 0.041 0.809 0.899 0.852 h = walking ------------------------------------------------------- 0.036 0.784 0.770 0.762 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.845 0.472 0.605 a = climbing down 0.065 0.706 0.902 0.792 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.022 0.870 0.939 0.903 d = lying 0.021 0.812 0.523 0.636 e = standing 0.086 0.503 0.690 0.582 f = sitting 0.004 0.978 0.944 0.960 g = running 0.060 0.722 0.808 0.763 h = walking ------------------------------------------------------- 0.037 0.788 0.767 0.763 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.912 0.459 0.611 a = climbing down 0.055 0.736 0.895 0.808 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.022 0.871 0.941 0.905 d = lying 0.020 0.819 0.525 0.640 e = standing 0.086 0.508 0.699 0.588 f = sitting 0.004 0.975 0.968 0.972 g = running 0.064 0.720 0.858 0.783 h = walking ------------------------------------------------------- 0.036 0.802 0.778 0.772 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.974 0.467 0.632 a = climbing down 0.044 0.769 0.852 0.808 b = climbing up 0.000 1.000 0.930 0.964 c = jumping 0.021 0.877 0.941 0.908 d = lying 0.021 0.815 0.533 0.645 e = standing 0.084 0.513 0.701 0.593 f = sitting 0.004 0.979 0.990 0.984 g = running 0.072 0.711 0.914 0.800 h = walking ------------------------------------------------------- 0.034 0.814 0.787 0.781 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.966 0.474 0.636 a = climbing down 0.043 0.773 0.849 0.809 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.021 0.878 0.943 0.909 d = lying 0.020 0.822 0.537 0.649 e = standing 0.084 0.513 0.701 0.593 f = sitting 0.004 0.977 0.990 0.984 g = running 0.072 0.709 0.912 0.798 h = walking ------------------------------------------------------- 0.034 0.814 0.787 0.782 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.979 0.480 0.644 a = climbing down 0.042 0.778 0.863 0.818 b = climbing up 0.000 1.000 0.930 0.964 c = jumping 0.021 0.878 0.943 0.909 d = lying 0.020 0.830 0.550 0.662 e = standing 0.082 0.522 0.706 0.600 f = sitting 0.004 0.979 0.990 0.984 g = running 0.070 0.715 0.914 0.802 h = walking ------------------------------------------------------- 0.033 0.820 0.793 0.788 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.983 0.480 0.645 a = climbing down 0.043 0.776 0.868 0.819 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.021 0.875 0.948 0.910 d = lying 0.020 0.827 0.556 0.665 e = standing 0.079 0.529 0.703 0.604 f = sitting 0.004 0.975 0.990 0.983 g = running 0.069 0.717 0.911 0.802 h = walking ------------------------------------------------------- 0.033 0.820 0.794 0.789 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.924 0.716 0.807 a = climbing down 0.153 0.474 0.926 0.627 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.011 0.937 0.954 0.945 d = lying 0.087 0.659 0.981 0.789 e = standing 0.005 0.932 0.437 0.595 f = sitting 0.001 0.995 0.998 0.997 g = running 0.014 0.779 0.270 0.401 h = walking ------------------------------------------------------- 0.038 0.820 0.759 0.743 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.924 0.719 0.808 a = climbing down 0.186 0.430 0.935 0.589 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.011 0.938 0.954 0.946 d = lying 0.089 0.654 0.983 0.785 e = standing 0.005 0.934 0.425 0.584 f = sitting 0.001 0.995 0.998 0.997 g = running 0.010 0.638 0.098 0.169 h = walking ------------------------------------------------------- 0.042 0.792 0.733 0.701 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.924 0.719 0.808 a = climbing down 0.186 0.429 0.937 0.589 b = climbing up 0.001 0.980 1.000 0.990 c = jumping 0.011 0.938 0.954 0.946 d = lying 0.095 0.640 0.983 0.775 e = standing 0.005 0.928 0.389 0.549 f = sitting 0.001 0.995 0.997 0.996 g = running 0.010 0.633 0.093 0.162 h = walking ------------------------------------------------------- 0.043 0.788 0.727 0.693 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.924 0.723 0.811 a = climbing down 0.197 0.416 0.941 0.577 b = climbing up 0.001 0.980 1.000 0.990 c = jumping 0.011 0.938 0.954 0.946 d = lying 0.092 0.647 0.980 0.779 e = standing 0.006 0.916 0.405 0.562 f = sitting 0.001 0.995 0.997 0.996 g = running 0.008 0.438 0.034 0.063 h = walking ------------------------------------------------------- 0.044 0.756 0.721 0.679 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.925 0.727 0.814 a = climbing down 0.199 0.413 0.939 0.574 b = climbing up 0.001 0.980 1.000 0.990 c = jumping 0.011 0.938 0.954 0.946 d = lying 0.096 0.637 0.980 0.772 e = standing 0.006 0.911 0.381 0.537 f = sitting 0.001 0.995 0.997 0.996 g = running 0.007 0.375 0.024 0.046 h = walking ------------------------------------------------------- 0.044 0.744 0.717 0.672 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.927 0.725 0.814 a = climbing down 0.201 0.413 0.947 0.575 b = climbing up 0.001 0.980 1.000 0.990 c = jumping 0.010 0.941 0.957 0.949 d = lying 0.104 0.618 0.981 0.758 e = standing 0.006 0.903 0.331 0.484 f = sitting 0.001 0.997 0.997 0.997 g = running 0.006 0.355 0.018 0.034 h = walking ------------------------------------------------------- 0.045 0.738 0.710 0.662 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.927 0.892 0.909 a = climbing down 0.112 0.547 0.905 0.682 b = climbing up 0.000 1.000 0.680 0.810 c = jumping 0.003 0.985 1.000 0.992 d = lying 0.133 0.559 0.980 0.712 e = standing 0.003 0.890 0.173 0.289 f = sitting 0.009 0.949 0.993 0.971 g = running 0.010 0.882 0.415 0.564 h = walking ------------------------------------------------------- 0.039 0.825 0.760 0.731 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.921 0.896 0.908 a = climbing down 0.132 0.506 0.903 0.649 b = climbing up 0.000 0.985 0.691 0.812 c = jumping 0.003 0.985 1.000 0.992 d = lying 0.133 0.559 0.980 0.712 e = standing 0.003 0.890 0.173 0.289 f = sitting 0.009 0.951 0.992 0.971 g = running 0.010 0.841 0.295 0.437 h = walking ------------------------------------------------------- 0.041 0.813 0.742 0.707 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.925 0.896 0.911 a = climbing down 0.109 0.555 0.903 0.687 b = climbing up 0.000 1.000 0.680 0.810 c = jumping 0.003 0.985 1.000 0.992 d = lying 0.129 0.564 0.973 0.714 e = standing 0.005 0.873 0.196 0.320 f = sitting 0.009 0.949 0.993 0.971 g = running 0.010 0.883 0.431 0.579 h = walking ------------------------------------------------------- 0.038 0.824 0.765 0.739 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.921 0.896 0.908 a = climbing down 0.074 0.645 0.891 0.748 b = climbing up 0.000 1.000 0.680 0.810 c = jumping 0.003 0.985 1.000 0.992 d = lying 0.131 0.561 0.973 0.712 e = standing 0.005 0.867 0.185 0.305 f = sitting 0.009 0.949 0.993 0.971 g = running 0.012 0.903 0.628 0.741 h = walking ------------------------------------------------------- 0.034 0.837 0.791 0.768 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.909 0.901 0.905 a = climbing down 0.049 0.729 0.874 0.795 b = climbing up 0.000 1.000 0.691 0.817 c = jumping 0.003 0.985 1.000 0.992 d = lying 0.132 0.557 0.966 0.706 e = standing 0.006 0.832 0.176 0.291 f = sitting 0.009 0.951 0.993 0.972 g = running 0.014 0.908 0.762 0.829 h = walking ------------------------------------------------------- 0.032 0.842 0.808 0.785 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.909 0.899 0.904 a = climbing down 0.037 0.778 0.867 0.820 b = climbing up 0.000 1.000 0.691 0.817 c = jumping 0.003 0.985 1.000 0.992 d = lying 0.132 0.556 0.959 0.704 e = standing 0.007 0.808 0.180 0.294 f = sitting 0.009 0.951 0.993 0.972 g = running 0.016 0.903 0.826 0.863 h = walking ------------------------------------------------------- 0.031 0.845 0.816 0.793 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.740 0.548 0.630 a = climbing down 0.112 0.533 0.828 0.648 b = climbing up 0.000 0.989 0.969 0.979 c = jumping 0.001 0.997 0.958 0.977 d = lying 0.077 0.715 0.988 0.829 e = standing 0.010 0.904 0.542 0.678 f = sitting 0.004 0.974 0.997 0.985 g = running 0.028 0.760 0.494 0.599 h = walking ------------------------------------------------------- 0.036 0.812 0.784 0.778 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.761 0.553 0.641 a = climbing down 0.113 0.533 0.837 0.651 b = climbing up 0.000 0.989 0.969 0.979 c = jumping 0.001 0.997 0.955 0.976 d = lying 0.082 0.703 0.990 0.822 e = standing 0.010 0.897 0.515 0.654 f = sitting 0.004 0.974 0.997 0.985 g = running 0.028 0.760 0.490 0.596 h = walking ------------------------------------------------------- 0.037 0.811 0.781 0.774 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.766 0.553 0.643 a = climbing down 0.111 0.541 0.846 0.660 b = climbing up 0.000 0.979 0.969 0.974 c = jumping 0.001 0.997 0.957 0.976 d = lying 0.080 0.706 0.990 0.824 e = standing 0.010 0.901 0.522 0.661 f = sitting 0.004 0.974 0.995 0.984 g = running 0.027 0.770 0.502 0.608 h = walking ------------------------------------------------------- 0.036 0.815 0.785 0.779 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.777 0.561 0.652 a = climbing down 0.112 0.543 0.855 0.664 b = climbing up 0.000 0.979 0.969 0.974 c = jumping 0.001 0.997 0.957 0.976 d = lying 0.081 0.704 0.990 0.823 e = standing 0.010 0.900 0.517 0.657 f = sitting 0.004 0.974 0.995 0.984 g = running 0.026 0.774 0.498 0.606 h = walking ------------------------------------------------------- 0.036 0.816 0.785 0.779 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.779 0.558 0.651 a = climbing down 0.111 0.545 0.857 0.666 b = climbing up 0.000 0.979 0.969 0.974 c = jumping 0.001 0.997 0.958 0.977 d = lying 0.084 0.697 0.991 0.819 e = standing 0.009 0.902 0.502 0.645 f = sitting 0.004 0.974 0.995 0.984 g = running 0.026 0.776 0.504 0.611 h = walking ------------------------------------------------------- 0.036 0.817 0.785 0.778 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.785 0.558 0.653 a = climbing down 0.109 0.552 0.866 0.674 b = climbing up 0.000 0.979 0.969 0.974 c = jumping 0.001 0.997 0.960 0.978 d = lying 0.086 0.692 0.993 0.815 e = standing 0.008 0.906 0.488 0.634 f = sitting 0.004 0.974 0.995 0.984 g = running 0.025 0.786 0.515 0.622 h = walking ------------------------------------------------------- 0.036 0.819 0.786 0.779 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.807 0.820 0.813 a = climbing down 0.109 0.548 0.858 0.669 b = climbing up 0.001 0.938 0.958 0.948 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.103 0.646 0.961 0.773 e = standing 0.007 0.900 0.397 0.551 f = sitting 0.002 0.987 0.990 0.988 g = running 0.016 0.810 0.394 0.530 h = walking ------------------------------------------------------- 0.037 0.818 0.778 0.763 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.811 0.828 0.819 a = climbing down 0.106 0.555 0.859 0.675 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 0.967 0.775 e = standing 0.006 0.914 0.395 0.551 f = sitting 0.002 0.987 0.998 0.992 g = running 0.016 0.815 0.406 0.542 h = walking ------------------------------------------------------- 0.036 0.823 0.783 0.768 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.816 0.820 0.818 a = climbing down 0.105 0.557 0.859 0.676 b = climbing up 0.000 0.989 0.958 0.973 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.105 0.642 0.970 0.772 e = standing 0.006 0.918 0.380 0.537 f = sitting 0.002 0.987 0.998 0.992 g = running 0.017 0.814 0.417 0.552 h = walking ------------------------------------------------------- 0.037 0.823 0.782 0.767 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.818 0.822 0.820 a = climbing down 0.104 0.563 0.867 0.682 b = climbing up 0.000 0.989 0.968 0.979 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.105 0.641 0.964 0.770 e = standing 0.007 0.904 0.383 0.538 f = sitting 0.002 0.990 0.998 0.994 g = running 0.016 0.822 0.424 0.559 h = walking ------------------------------------------------------- 0.036 0.824 0.784 0.770 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.822 0.833 0.827 a = climbing down 0.101 0.572 0.870 0.690 b = climbing up 0.000 0.989 0.968 0.979 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.106 0.641 0.972 0.772 e = standing 0.005 0.921 0.376 0.534 f = sitting 0.002 0.990 0.998 0.994 g = running 0.016 0.831 0.438 0.574 h = walking ------------------------------------------------------- 0.036 0.829 0.788 0.773 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.825 0.836 0.830 a = climbing down 0.099 0.577 0.876 0.696 b = climbing up 0.000 0.989 0.968 0.979 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.107 0.637 0.969 0.769 e = standing 0.006 0.912 0.368 0.524 f = sitting 0.001 0.992 0.998 0.995 g = running 0.015 0.839 0.448 0.584 h = walking ------------------------------------------------------- 0.036 0.830 0.788 0.774 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.445 0.244 0.315 a = climbing down 0.161 0.350 0.596 0.441 b = climbing up 0.001 0.978 0.967 0.973 c = jumping 0.000 1.000 0.812 0.896 d = lying 0.019 0.903 0.975 0.938 e = standing 0.037 0.805 0.900 0.850 f = sitting 0.084 0.693 1.000 0.818 g = running 0.010 0.784 0.178 0.290 h = walking ------------------------------------------------------- 0.045 0.752 0.713 0.688 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.442 0.244 0.314 a = climbing down 0.159 0.353 0.596 0.443 b = climbing up 0.001 0.978 0.967 0.973 c = jumping 0.000 1.000 0.818 0.900 d = lying 0.018 0.907 0.975 0.940 e = standing 0.036 0.811 0.905 0.856 f = sitting 0.084 0.692 1.000 0.818 g = running 0.010 0.791 0.186 0.301 h = walking ------------------------------------------------------- 0.045 0.755 0.716 0.692 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.460 0.252 0.326 a = climbing down 0.163 0.349 0.602 0.442 b = climbing up 0.001 0.967 0.967 0.967 c = jumping 0.000 1.000 0.820 0.901 d = lying 0.018 0.907 0.975 0.940 e = standing 0.035 0.812 0.905 0.856 f = sitting 0.083 0.695 1.000 0.820 g = running 0.010 0.770 0.164 0.271 h = walking ------------------------------------------------------- 0.045 0.753 0.714 0.688 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.456 0.228 0.304 a = climbing down 0.165 0.348 0.606 0.442 b = climbing up 0.001 0.958 0.989 0.973 c = jumping 0.000 1.000 0.826 0.905 d = lying 0.019 0.906 0.975 0.939 e = standing 0.034 0.819 0.905 0.860 f = sitting 0.085 0.691 1.000 0.817 g = running 0.010 0.763 0.158 0.262 h = walking ------------------------------------------------------- 0.045 0.751 0.713 0.686 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.459 0.224 0.301 a = climbing down 0.164 0.351 0.610 0.445 b = climbing up 0.002 0.938 0.989 0.963 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.019 0.906 0.975 0.939 e = standing 0.031 0.830 0.905 0.866 f = sitting 0.084 0.692 1.000 0.818 g = running 0.010 0.766 0.161 0.266 h = walking ------------------------------------------------------- 0.045 0.753 0.716 0.688 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.438 0.212 0.286 a = climbing down 0.164 0.349 0.604 0.442 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.000 1.000 0.873 0.932 d = lying 0.019 0.906 0.975 0.939 e = standing 0.025 0.858 0.905 0.881 f = sitting 0.087 0.684 1.000 0.812 g = running 0.010 0.766 0.161 0.266 h = walking ------------------------------------------------------- 0.044 0.756 0.720 0.692 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.363 0.200 0.258 a = climbing down 0.195 0.258 0.464 0.332 b = climbing up 0.003 0.812 0.622 0.704 c = jumping 0.000 1.000 0.891 0.942 d = lying 0.019 0.904 0.985 0.943 e = standing 0.022 0.870 0.889 0.879 f = sitting 0.110 0.632 1.000 0.775 g = running 0.009 0.200 0.011 0.020 h = walking ------------------------------------------------------- 0.052 0.633 0.669 0.624 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.351 0.188 0.245 a = climbing down 0.192 0.259 0.462 0.332 b = climbing up 0.003 0.812 0.622 0.704 c = jumping 0.000 1.000 0.871 0.931 d = lying 0.020 0.902 0.992 0.944 e = standing 0.025 0.857 0.885 0.871 f = sitting 0.111 0.629 1.000 0.772 g = running 0.009 0.310 0.020 0.038 h = walking ------------------------------------------------------- 0.052 0.648 0.667 0.623 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.352 0.176 0.234 a = climbing down 0.186 0.271 0.474 0.345 b = climbing up 0.003 0.814 0.633 0.713 c = jumping 0.000 1.000 0.917 0.957 d = lying 0.018 0.908 0.992 0.948 e = standing 0.016 0.902 0.894 0.898 f = sitting 0.111 0.629 1.000 0.772 g = running 0.010 0.530 0.054 0.098 h = walking ------------------------------------------------------- 0.050 0.695 0.683 0.643 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.350 0.176 0.234 a = climbing down 0.194 0.265 0.479 0.341 b = climbing up 0.005 0.770 0.633 0.695 c = jumping 0.000 1.000 0.921 0.959 d = lying 0.018 0.909 0.995 0.950 e = standing 0.015 0.909 0.894 0.901 f = sitting 0.109 0.633 1.000 0.776 g = running 0.009 0.275 0.017 0.032 h = walking ------------------------------------------------------- 0.050 0.652 0.678 0.632 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.355 0.180 0.238 a = climbing down 0.193 0.263 0.474 0.339 b = climbing up 0.004 0.792 0.633 0.704 c = jumping 0.000 1.000 0.937 0.968 d = lying 0.018 0.910 0.995 0.951 e = standing 0.012 0.926 0.896 0.911 f = sitting 0.110 0.631 1.000 0.774 g = running 0.009 0.293 0.018 0.035 h = walking ------------------------------------------------------- 0.050 0.658 0.681 0.636 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.358 0.180 0.239 a = climbing down 0.194 0.262 0.472 0.337 b = climbing up 0.003 0.838 0.633 0.722 c = jumping 0.000 1.000 0.940 0.969 d = lying 0.018 0.913 0.992 0.950 e = standing 0.012 0.926 0.899 0.913 f = sitting 0.112 0.626 1.000 0.770 g = running 0.009 0.216 0.012 0.023 h = walking ------------------------------------------------------- 0.050 0.645 0.680 0.634 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.662 0.259 0.373 a = climbing down 0.290 0.323 0.914 0.477 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.107 0.607 0.957 0.743 d = lying 0.044 0.340 0.138 0.196 e = standing 0.143 0.059 0.058 0.058 f = sitting 0.010 0.948 0.964 0.956 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.416 0.470 0.402 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.720 0.214 0.330 a = climbing down 0.295 0.330 0.958 0.491 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.120 0.582 0.964 0.726 d = lying 0.036 0.417 0.157 0.228 e = standing 0.138 0.035 0.033 0.034 f = sitting 0.012 0.937 0.969 0.953 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.426 0.471 0.397 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.760 0.182 0.294 a = climbing down 0.300 0.328 0.965 0.490 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.137 0.548 0.966 0.700 d = lying 0.020 0.561 0.158 0.247 e = standing 0.137 0.026 0.024 0.025 f = sitting 0.014 0.929 0.969 0.948 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.084 0.444 0.468 0.389 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.803 0.194 0.313 a = climbing down 0.299 0.330 0.974 0.493 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.137 0.549 0.964 0.699 d = lying 0.019 0.517 0.127 0.204 e = standing 0.142 0.032 0.031 0.032 f = sitting 0.013 0.934 0.969 0.951 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.084 0.445 0.467 0.387 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.806 0.198 0.318 a = climbing down 0.298 0.332 0.976 0.495 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.136 0.549 0.961 0.699 d = lying 0.019 0.504 0.120 0.194 e = standing 0.144 0.037 0.036 0.037 f = sitting 0.013 0.931 0.969 0.950 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.084 0.444 0.467 0.387 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.832 0.216 0.343 a = climbing down 0.294 0.338 0.987 0.503 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.137 0.549 0.962 0.699 d = lying 0.019 0.514 0.126 0.202 e = standing 0.143 0.036 0.034 0.035 f = sitting 0.014 0.929 0.969 0.948 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.448 0.471 0.392 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.910 0.704 0.794 a = climbing down 0.245 0.375 0.969 0.540 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.109 0.611 0.987 0.755 d = lying 0.009 0.114 0.007 0.013 e = standing 0.159 0.210 0.275 0.238 f = sitting 0.017 0.899 0.822 0.859 g = running 0.001 0.250 0.002 0.003 h = walking ------------------------------------------------------- 0.075 0.471 0.525 0.447 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.968 0.360 0.525 a = climbing down 0.282 0.348 0.993 0.516 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.071 0.707 0.989 0.824 d = lying 0.009 0.225 0.016 0.029 e = standing 0.157 0.336 0.518 0.408 f = sitting 0.034 0.818 0.827 0.822 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.075 0.472 0.521 0.440 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.946 0.212 0.346 a = climbing down 0.301 0.333 0.991 0.498 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.997 0.975 0.986 d = lying 0.001 0.429 0.005 0.010 e = standing 0.165 0.481 0.993 0.648 f = sitting 0.035 0.811 0.827 0.819 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.068 0.557 0.562 0.469 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.912 0.062 0.116 a = climbing down 0.324 0.318 0.994 0.482 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.997 0.975 0.986 d = lying 0.001 0.429 0.005 0.010 e = standing 0.165 0.481 0.993 0.648 f = sitting 0.034 0.818 0.827 0.822 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.070 0.552 0.545 0.439 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.929 0.052 0.098 a = climbing down 0.324 0.318 0.996 0.482 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.997 0.974 0.985 d = lying 0.001 0.400 0.003 0.007 e = standing 0.166 0.480 0.995 0.648 f = sitting 0.035 0.811 0.827 0.819 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.071 0.549 0.543 0.436 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.917 0.044 0.084 a = climbing down 0.329 0.315 0.996 0.479 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.997 0.974 0.985 d = lying 0.001 0.400 0.003 0.007 e = standing 0.166 0.480 0.995 0.648 f = sitting 0.031 0.829 0.827 0.828 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.071 0.550 0.542 0.435 Weighted Avg. >> chestthigh >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.626 0.623 0.624 a = climbing down 0.041 0.776 0.829 0.802 b = climbing up 0.000 1.000 0.200 0.333 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.078 0.380 0.402 0.391 e = standing 0.258 0.335 0.611 0.433 f = sitting 0.017 0.885 0.780 0.829 g = running 0.042 0.789 0.911 0.846 h = walking ------------------------------------------------------- 0.073 0.545 0.591 0.555 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.045 0.648 0.676 0.661 a = climbing down 0.033 0.809 0.832 0.821 b = climbing up 0.000 1.000 0.200 0.333 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.077 0.366 0.376 0.371 e = standing 0.262 0.334 0.614 0.432 f = sitting 0.017 0.887 0.785 0.833 g = running 0.041 0.796 0.919 0.853 h = walking ------------------------------------------------------- 0.072 0.552 0.597 0.561 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.046 0.667 0.756 0.709 a = climbing down 0.025 0.848 0.822 0.835 b = climbing up 0.000 1.000 0.173 0.295 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.077 0.366 0.376 0.371 e = standing 0.262 0.334 0.614 0.432 f = sitting 0.018 0.884 0.785 0.832 g = running 0.037 0.814 0.934 0.870 h = walking ------------------------------------------------------- 0.071 0.562 0.606 0.570 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.045 0.677 0.779 0.724 a = climbing down 0.026 0.843 0.819 0.831 b = climbing up 0.000 1.000 0.293 0.454 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.075 0.359 0.355 0.357 e = standing 0.264 0.335 0.624 0.436 f = sitting 0.015 0.899 0.787 0.839 g = running 0.035 0.822 0.929 0.872 h = walking ------------------------------------------------------- 0.071 0.565 0.609 0.575 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.045 0.675 0.775 0.722 a = climbing down 0.026 0.843 0.815 0.829 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.071 0.366 0.346 0.356 e = standing 0.266 0.341 0.644 0.445 f = sitting 0.014 0.904 0.785 0.841 g = running 0.036 0.819 0.933 0.872 h = walking ------------------------------------------------------- 0.070 0.567 0.612 0.577 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.044 0.685 0.793 0.735 a = climbing down 0.026 0.844 0.814 0.829 b = climbing up 0.000 1.000 0.453 0.624 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.070 0.369 0.346 0.357 e = standing 0.266 0.343 0.649 0.448 f = sitting 0.012 0.921 0.794 0.853 g = running 0.034 0.828 0.933 0.877 h = walking ------------------------------------------------------- 0.069 0.573 0.618 0.584 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.771 0.729 0.749 a = climbing down 0.025 0.857 0.869 0.863 b = climbing up 0.000 1.000 0.194 0.326 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.048 0.650 0.757 0.699 e = standing 0.212 0.437 0.769 0.558 f = sitting 0.017 0.896 0.859 0.877 g = running 0.044 0.784 0.914 0.844 h = walking ------------------------------------------------------- 0.058 0.620 0.686 0.639 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.704 0.469 0.563 a = climbing down 0.045 0.765 0.867 0.813 b = climbing up 0.000 1.000 0.194 0.326 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.059 0.593 0.726 0.653 e = standing 0.216 0.415 0.715 0.525 f = sitting 0.017 0.897 0.871 0.884 g = running 0.057 0.736 0.912 0.815 h = walking ------------------------------------------------------- 0.064 0.582 0.646 0.597 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.643 0.313 0.421 a = climbing down 0.060 0.711 0.864 0.780 b = climbing up 0.000 1.000 0.097 0.177 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.067 0.576 0.769 0.659 e = standing 0.210 0.407 0.674 0.507 f = sitting 0.019 0.887 0.876 0.882 g = running 0.059 0.736 0.946 0.828 h = walking ------------------------------------------------------- 0.067 0.563 0.630 0.574 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.651 0.325 0.433 a = climbing down 0.062 0.703 0.862 0.774 b = climbing up 0.000 1.000 0.097 0.177 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.074 0.472 0.559 0.512 e = standing 0.237 0.365 0.638 0.465 f = sitting 0.019 0.887 0.875 0.881 g = running 0.056 0.745 0.942 0.832 h = walking ------------------------------------------------------- 0.072 0.546 0.602 0.551 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.680 0.364 0.474 a = climbing down 0.063 0.701 0.864 0.774 b = climbing up 0.000 1.000 0.097 0.177 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.073 0.477 0.561 0.516 e = standing 0.237 0.368 0.644 0.468 f = sitting 0.019 0.887 0.878 0.882 g = running 0.049 0.772 0.949 0.851 h = walking ------------------------------------------------------- 0.071 0.553 0.609 0.560 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.651 0.316 0.425 a = climbing down 0.059 0.712 0.854 0.776 b = climbing up 0.000 1.000 0.097 0.177 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.071 0.485 0.566 0.522 e = standing 0.236 0.371 0.652 0.473 f = sitting 0.019 0.887 0.878 0.882 g = running 0.054 0.760 0.988 0.859 h = walking ------------------------------------------------------- 0.071 0.552 0.610 0.558 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.896 0.728 0.803 a = climbing down 0.015 0.815 0.463 0.590 b = climbing up 0.001 0.960 0.837 0.894 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 0.013 0.929 0.995 0.961 g = running 0.091 0.641 0.929 0.758 h = walking ------------------------------------------------------- 0.023 0.879 0.864 0.859 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.896 0.730 0.805 a = climbing down 0.015 0.817 0.479 0.604 b = climbing up 0.001 0.961 0.849 0.901 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 0.011 0.941 0.995 0.967 g = running 0.089 0.648 0.935 0.765 h = walking ------------------------------------------------------- 0.022 0.882 0.867 0.863 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.903 0.730 0.808 a = climbing down 0.015 0.827 0.502 0.625 b = climbing up 0.001 0.963 0.907 0.934 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 0.008 0.956 0.995 0.975 g = running 0.087 0.655 0.944 0.774 h = walking ------------------------------------------------------- 0.021 0.887 0.873 0.869 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.903 0.730 0.808 a = climbing down 0.014 0.840 0.543 0.660 b = climbing up 0.001 0.962 0.884 0.921 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 0.009 0.953 0.995 0.973 g = running 0.081 0.670 0.944 0.784 h = walking ------------------------------------------------------- 0.020 0.891 0.877 0.874 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.901 0.730 0.807 a = climbing down 0.014 0.837 0.531 0.650 b = climbing up 0.001 0.974 0.884 0.927 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 0.009 0.953 0.997 0.974 g = running 0.083 0.666 0.944 0.781 h = walking ------------------------------------------------------- 0.020 0.890 0.876 0.873 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.901 0.730 0.807 a = climbing down 0.014 0.839 0.537 0.655 b = climbing up 0.001 0.974 0.872 0.920 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 0.009 0.951 0.997 0.974 g = running 0.082 0.669 0.944 0.783 h = walking ------------------------------------------------------- 0.020 0.890 0.877 0.874 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.945 0.873 0.908 a = climbing down 0.005 0.941 0.602 0.734 b = climbing up 0.000 0.941 0.188 0.314 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 0.030 0.856 0.998 0.922 g = running 0.065 0.718 0.937 0.813 h = walking ------------------------------------------------------- 0.016 0.921 0.909 0.902 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.945 0.875 0.909 a = climbing down 0.005 0.941 0.596 0.730 b = climbing up 0.000 0.958 0.271 0.422 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 0.027 0.869 0.998 0.929 g = running 0.065 0.717 0.942 0.814 h = walking ------------------------------------------------------- 0.015 0.924 0.911 0.905 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.950 0.875 0.911 a = climbing down 0.005 0.937 0.556 0.698 b = climbing up 0.000 0.960 0.282 0.436 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 0.026 0.871 0.998 0.930 g = running 0.072 0.697 0.942 0.801 h = walking ------------------------------------------------------- 0.016 0.921 0.907 0.900 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.877 0.918 a = climbing down 0.005 0.941 0.569 0.709 b = climbing up 0.000 0.963 0.306 0.464 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 0.024 0.879 0.998 0.935 g = running 0.071 0.700 0.950 0.806 h = walking ------------------------------------------------------- 0.015 0.925 0.910 0.905 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.875 0.917 a = climbing down 0.005 0.941 0.567 0.707 b = climbing up 0.000 0.968 0.353 0.517 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 0.021 0.892 0.998 0.942 g = running 0.072 0.701 0.961 0.810 h = walking ------------------------------------------------------- 0.015 0.927 0.912 0.907 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.877 0.918 a = climbing down 0.005 0.945 0.606 0.739 b = climbing up 0.000 0.976 0.482 0.646 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 0.017 0.914 0.998 0.955 g = running 0.066 0.720 0.969 0.827 h = walking ------------------------------------------------------- 0.013 0.934 0.921 0.918 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.800 0.865 0.831 a = climbing down 0.033 0.744 0.656 0.697 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.024 0.868 0.980 0.920 d = lying 0.001 0.992 0.841 0.910 e = standing 0.027 0.832 0.848 0.840 f = sitting 0.002 0.990 0.956 0.973 g = running 0.044 0.781 0.841 0.810 h = walking ------------------------------------------------------- 0.022 0.866 0.863 0.863 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.832 0.858 0.845 a = climbing down 0.032 0.758 0.670 0.711 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.024 0.869 0.980 0.921 d = lying 0.001 0.992 0.827 0.902 e = standing 0.029 0.821 0.850 0.835 f = sitting 0.002 0.990 0.957 0.973 g = running 0.045 0.779 0.864 0.819 h = walking ------------------------------------------------------- 0.021 0.870 0.866 0.866 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.854 0.856 0.855 a = climbing down 0.032 0.776 0.742 0.759 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.019 0.890 0.980 0.933 d = lying 0.001 0.992 0.827 0.902 e = standing 0.029 0.826 0.877 0.851 f = sitting 0.002 0.990 0.957 0.973 g = running 0.037 0.811 0.868 0.839 h = walking ------------------------------------------------------- 0.019 0.883 0.880 0.880 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.873 0.860 0.867 a = climbing down 0.028 0.802 0.757 0.778 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.025 0.861 0.980 0.917 d = lying 0.001 0.992 0.827 0.902 e = standing 0.029 0.820 0.839 0.829 f = sitting 0.001 0.993 0.956 0.974 g = running 0.038 0.815 0.893 0.852 h = walking ------------------------------------------------------- 0.019 0.885 0.881 0.881 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.877 0.863 0.870 a = climbing down 0.025 0.824 0.786 0.804 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.025 0.864 0.980 0.918 d = lying 0.001 0.992 0.827 0.902 e = standing 0.029 0.820 0.843 0.831 f = sitting 0.001 0.993 0.954 0.973 g = running 0.033 0.837 0.912 0.873 h = walking ------------------------------------------------------- 0.018 0.892 0.888 0.888 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.880 0.856 0.868 a = climbing down 0.026 0.823 0.802 0.812 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.014 0.918 0.980 0.948 d = lying 0.001 0.992 0.843 0.911 e = standing 0.027 0.843 0.911 0.876 f = sitting 0.002 0.992 0.954 0.973 g = running 0.032 0.842 0.908 0.874 h = walking ------------------------------------------------------- 0.016 0.903 0.900 0.900 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.944 0.952 0.948 a = climbing down 0.033 0.788 0.840 0.813 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.037 0.813 1.000 0.897 d = lying 0.001 0.996 0.803 0.889 e = standing 0.030 0.799 0.764 0.781 f = sitting 0.001 0.997 0.984 0.991 g = running 0.025 0.856 0.818 0.837 h = walking ------------------------------------------------------- 0.019 0.890 0.884 0.884 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.936 0.952 0.944 a = climbing down 0.031 0.798 0.833 0.815 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.035 0.822 1.000 0.902 d = lying 0.001 0.996 0.809 0.893 e = standing 0.030 0.806 0.777 0.792 f = sitting 0.001 0.997 0.984 0.991 g = running 0.026 0.855 0.827 0.841 h = walking ------------------------------------------------------- 0.018 0.892 0.887 0.887 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.919 0.956 0.937 a = climbing down 0.028 0.814 0.827 0.821 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.027 0.855 1.000 0.922 d = lying 0.001 0.996 0.843 0.913 e = standing 0.024 0.844 0.825 0.835 f = sitting 0.000 0.999 0.984 0.991 g = running 0.025 0.861 0.839 0.850 h = walking ------------------------------------------------------- 0.016 0.903 0.900 0.900 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.928 0.956 0.942 a = climbing down 0.028 0.816 0.831 0.823 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.023 0.874 1.000 0.932 d = lying 0.001 0.996 0.826 0.903 e = standing 0.027 0.834 0.851 0.842 f = sitting 0.000 0.999 0.984 0.991 g = running 0.025 0.860 0.843 0.852 h = walking ------------------------------------------------------- 0.016 0.905 0.902 0.902 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.936 0.958 0.947 a = climbing down 0.026 0.829 0.855 0.842 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.022 0.879 1.000 0.935 d = lying 0.001 0.996 0.819 0.899 e = standing 0.028 0.829 0.858 0.843 f = sitting 0.000 0.999 0.984 0.991 g = running 0.023 0.874 0.852 0.863 h = walking ------------------------------------------------------- 0.015 0.910 0.907 0.907 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.940 0.960 0.950 a = climbing down 0.023 0.848 0.862 0.855 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.903 1.000 0.949 d = lying 0.001 0.996 0.856 0.920 e = standing 0.022 0.864 0.889 0.876 f = sitting 0.000 0.999 0.984 0.991 g = running 0.022 0.882 0.872 0.877 h = walking ------------------------------------------------------- 0.013 0.922 0.920 0.920 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.842 0.619 0.713 a = climbing down 0.085 0.653 0.929 0.767 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.013 0.918 0.908 0.913 d = lying 0.014 0.908 0.977 0.941 e = standing 0.010 0.925 0.865 0.894 f = sitting 0.002 0.993 0.956 0.974 g = running 0.005 0.962 0.818 0.884 h = walking ------------------------------------------------------- 0.021 0.890 0.875 0.875 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.853 0.631 0.726 a = climbing down 0.081 0.664 0.932 0.776 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.918 0.908 0.913 d = lying 0.014 0.908 0.977 0.941 e = standing 0.010 0.925 0.865 0.894 f = sitting 0.002 0.993 0.957 0.975 g = running 0.005 0.962 0.833 0.893 h = walking ------------------------------------------------------- 0.020 0.893 0.879 0.880 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.877 0.628 0.732 a = climbing down 0.080 0.670 0.942 0.783 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.918 0.908 0.913 d = lying 0.014 0.908 0.977 0.941 e = standing 0.010 0.925 0.865 0.894 f = sitting 0.002 0.993 0.958 0.975 g = running 0.005 0.960 0.849 0.901 h = walking ------------------------------------------------------- 0.019 0.897 0.882 0.883 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.910 0.624 0.740 a = climbing down 0.077 0.684 0.959 0.798 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.918 0.908 0.913 d = lying 0.014 0.908 0.977 0.941 e = standing 0.010 0.925 0.865 0.894 f = sitting 0.002 0.993 0.958 0.975 g = running 0.006 0.959 0.883 0.920 h = walking ------------------------------------------------------- 0.018 0.903 0.889 0.889 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.928 0.633 0.753 a = climbing down 0.074 0.693 0.966 0.807 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.918 0.908 0.913 d = lying 0.014 0.908 0.977 0.941 e = standing 0.010 0.925 0.865 0.894 f = sitting 0.002 0.992 0.958 0.975 g = running 0.006 0.958 0.893 0.924 h = walking ------------------------------------------------------- 0.018 0.907 0.892 0.892 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.938 0.643 0.763 a = climbing down 0.072 0.700 0.967 0.812 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.918 0.908 0.913 d = lying 0.014 0.908 0.977 0.941 e = standing 0.010 0.925 0.865 0.894 f = sitting 0.002 0.992 0.957 0.974 g = running 0.006 0.955 0.902 0.928 h = walking ------------------------------------------------------- 0.017 0.909 0.895 0.895 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.873 0.695 0.774 a = climbing down 0.070 0.697 0.929 0.796 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 0.883 1.000 0.938 e = standing 0.000 0.996 0.868 0.928 f = sitting 0.002 0.993 0.976 0.985 g = running 0.004 0.970 0.838 0.899 h = walking ------------------------------------------------------- 0.016 0.918 0.906 0.907 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.881 0.682 0.769 a = climbing down 0.072 0.693 0.933 0.795 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.019 0.882 1.000 0.937 e = standing 0.001 0.994 0.866 0.926 f = sitting 0.002 0.993 0.977 0.985 g = running 0.004 0.968 0.843 0.901 h = walking ------------------------------------------------------- 0.016 0.918 0.905 0.906 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.896 0.706 0.789 a = climbing down 0.065 0.714 0.936 0.810 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.019 0.882 1.000 0.937 e = standing 0.001 0.994 0.866 0.926 f = sitting 0.001 0.996 0.976 0.986 g = running 0.005 0.962 0.864 0.910 h = walking ------------------------------------------------------- 0.014 0.923 0.911 0.912 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.907 0.710 0.797 a = climbing down 0.061 0.726 0.940 0.819 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.019 0.882 1.000 0.937 e = standing 0.001 0.994 0.866 0.926 f = sitting 0.001 0.996 0.977 0.986 g = running 0.005 0.963 0.885 0.922 h = walking ------------------------------------------------------- 0.014 0.926 0.916 0.916 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.919 0.715 0.804 a = climbing down 0.060 0.732 0.944 0.825 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.019 0.882 1.000 0.937 e = standing 0.001 0.994 0.866 0.926 f = sitting 0.001 0.996 0.976 0.986 g = running 0.005 0.963 0.897 0.929 h = walking ------------------------------------------------------- 0.013 0.929 0.918 0.919 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.929 0.688 0.791 a = climbing down 0.061 0.730 0.953 0.827 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.019 0.882 1.000 0.937 e = standing 0.001 0.994 0.866 0.926 f = sitting 0.002 0.993 0.976 0.985 g = running 0.005 0.964 0.918 0.940 h = walking ------------------------------------------------------- 0.013 0.930 0.918 0.918 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.150 0.426 0.929 0.584 a = climbing down 0.020 0.838 0.704 0.765 b = climbing up 0.000 1.000 0.477 0.646 c = jumping 0.028 0.815 0.817 0.816 d = lying 0.039 0.774 0.989 0.868 e = standing 0.017 0.843 0.625 0.718 f = sitting 0.016 0.942 0.950 0.946 g = running 0.023 0.613 0.206 0.309 h = walking ------------------------------------------------------- 0.036 0.777 0.743 0.728 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.148 0.426 0.921 0.583 a = climbing down 0.022 0.831 0.721 0.772 b = climbing up 0.000 1.000 0.545 0.706 c = jumping 0.028 0.816 0.817 0.817 d = lying 0.039 0.773 0.989 0.868 e = standing 0.017 0.843 0.625 0.718 f = sitting 0.014 0.951 0.954 0.952 g = running 0.022 0.616 0.202 0.304 h = walking ------------------------------------------------------- 0.035 0.778 0.745 0.731 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.151 0.424 0.927 0.582 a = climbing down 0.020 0.840 0.723 0.777 b = climbing up 0.000 1.000 0.580 0.734 c = jumping 0.028 0.816 0.817 0.817 d = lying 0.039 0.773 0.989 0.868 e = standing 0.017 0.843 0.625 0.718 f = sitting 0.013 0.954 0.954 0.954 g = running 0.021 0.623 0.196 0.298 h = walking ------------------------------------------------------- 0.035 0.781 0.746 0.732 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.150 0.425 0.927 0.583 a = climbing down 0.021 0.838 0.731 0.781 b = climbing up 0.000 1.000 0.852 0.920 c = jumping 0.028 0.815 0.817 0.816 d = lying 0.039 0.773 0.989 0.868 e = standing 0.017 0.843 0.623 0.716 f = sitting 0.006 0.977 0.956 0.966 g = running 0.021 0.614 0.189 0.289 h = walking ------------------------------------------------------- 0.034 0.784 0.751 0.737 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.149 0.426 0.921 0.582 a = climbing down 0.022 0.832 0.733 0.779 b = climbing up 0.000 1.000 0.909 0.952 c = jumping 0.028 0.812 0.817 0.815 d = lying 0.039 0.774 0.989 0.868 e = standing 0.017 0.842 0.621 0.715 f = sitting 0.005 0.981 0.956 0.968 g = running 0.021 0.618 0.192 0.293 h = walking ------------------------------------------------------- 0.033 0.785 0.752 0.738 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.156 0.414 0.925 0.573 a = climbing down 0.022 0.831 0.729 0.777 b = climbing up 0.000 1.000 0.909 0.952 c = jumping 0.030 0.804 0.817 0.811 d = lying 0.039 0.773 0.989 0.868 e = standing 0.017 0.840 0.610 0.706 f = sitting 0.005 0.982 0.955 0.968 g = running 0.019 0.582 0.155 0.245 h = walking ------------------------------------------------------- 0.034 0.777 0.745 0.728 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.157 0.408 0.899 0.561 a = climbing down 0.012 0.902 0.776 0.834 b = climbing up 0.000 1.000 0.741 0.851 c = jumping 0.069 0.683 0.995 0.810 d = lying 0.011 0.921 0.976 0.948 e = standing 0.003 0.956 0.467 0.627 f = sitting 0.009 0.969 0.992 0.980 g = running 0.013 0.685 0.166 0.267 h = walking ------------------------------------------------------- 0.033 0.814 0.758 0.737 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.161 0.401 0.899 0.555 a = climbing down 0.012 0.902 0.763 0.827 b = climbing up 0.000 1.000 0.835 0.910 c = jumping 0.069 0.684 0.995 0.811 d = lying 0.010 0.929 0.975 0.951 e = standing 0.003 0.953 0.477 0.636 f = sitting 0.007 0.975 0.992 0.983 g = running 0.013 0.654 0.147 0.240 h = walking ------------------------------------------------------- 0.033 0.811 0.756 0.735 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.162 0.400 0.899 0.554 a = climbing down 0.011 0.911 0.761 0.829 b = climbing up 0.000 1.000 0.906 0.951 c = jumping 0.069 0.683 0.995 0.810 d = lying 0.012 0.918 0.975 0.945 e = standing 0.003 0.952 0.463 0.623 f = sitting 0.006 0.979 0.993 0.986 g = running 0.014 0.649 0.147 0.240 h = walking ------------------------------------------------------- 0.033 0.811 0.756 0.734 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.169 0.389 0.897 0.542 a = climbing down 0.011 0.912 0.768 0.834 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.069 0.684 0.995 0.811 d = lying 0.012 0.915 0.976 0.945 e = standing 0.003 0.955 0.462 0.622 f = sitting 0.005 0.983 0.993 0.988 g = running 0.013 0.567 0.100 0.170 h = walking ------------------------------------------------------- 0.033 0.798 0.751 0.724 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.172 0.387 0.901 0.541 a = climbing down 0.010 0.918 0.768 0.836 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.069 0.684 0.995 0.811 d = lying 0.012 0.915 0.976 0.945 e = standing 0.003 0.955 0.462 0.622 f = sitting 0.005 0.983 0.993 0.988 g = running 0.013 0.554 0.091 0.157 h = walking ------------------------------------------------------- 0.033 0.797 0.750 0.722 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.174 0.386 0.909 0.542 a = climbing down 0.010 0.921 0.768 0.837 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.069 0.684 0.995 0.811 d = lying 0.012 0.915 0.976 0.945 e = standing 0.003 0.955 0.462 0.622 f = sitting 0.005 0.983 0.994 0.989 g = running 0.011 0.551 0.079 0.139 h = walking ------------------------------------------------------- 0.033 0.797 0.749 0.720 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.649 0.577 0.611 a = climbing down 0.081 0.467 0.497 0.482 b = climbing up 0.003 0.000 0.000 0.000 c = jumping 0.076 0.682 0.855 0.759 d = lying 0.051 0.683 0.777 0.727 e = standing 0.055 0.445 0.266 0.333 f = sitting 0.004 0.981 0.968 0.974 g = running 0.075 0.604 0.627 0.615 h = walking ------------------------------------------------------- 0.055 0.654 0.664 0.653 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.047 0.644 0.583 0.612 a = climbing down 0.082 0.462 0.493 0.477 b = climbing up 0.002 0.000 0.000 0.000 c = jumping 0.076 0.683 0.858 0.761 d = lying 0.054 0.673 0.779 0.722 e = standing 0.055 0.433 0.249 0.316 f = sitting 0.004 0.981 0.971 0.976 g = running 0.074 0.607 0.620 0.614 h = walking ------------------------------------------------------- 0.055 0.650 0.662 0.650 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.047 0.648 0.594 0.620 a = climbing down 0.082 0.459 0.486 0.472 b = climbing up 0.002 0.000 0.000 0.000 c = jumping 0.083 0.667 0.861 0.752 d = lying 0.056 0.666 0.781 0.719 e = standing 0.054 0.386 0.201 0.265 f = sitting 0.004 0.981 0.974 0.978 g = running 0.075 0.601 0.614 0.607 h = walking ------------------------------------------------------- 0.056 0.639 0.656 0.641 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.047 0.646 0.598 0.621 a = climbing down 0.086 0.445 0.484 0.464 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.082 0.670 0.865 0.755 d = lying 0.055 0.675 0.796 0.730 e = standing 0.051 0.413 0.214 0.282 f = sitting 0.004 0.981 0.979 0.980 g = running 0.073 0.598 0.592 0.595 h = walking ------------------------------------------------------- 0.056 0.642 0.658 0.643 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.047 0.647 0.604 0.625 a = climbing down 0.084 0.451 0.486 0.468 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.082 0.672 0.871 0.759 d = lying 0.054 0.677 0.798 0.732 e = standing 0.050 0.419 0.214 0.284 f = sitting 0.004 0.981 0.978 0.979 g = running 0.072 0.603 0.598 0.601 h = walking ------------------------------------------------------- 0.055 0.645 0.661 0.645 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.047 0.647 0.602 0.624 a = climbing down 0.083 0.451 0.480 0.465 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.081 0.673 0.873 0.760 d = lying 0.053 0.683 0.802 0.738 e = standing 0.049 0.431 0.222 0.293 f = sitting 0.004 0.981 0.978 0.979 g = running 0.073 0.601 0.603 0.602 h = walking ------------------------------------------------------- 0.055 0.647 0.662 0.647 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.061 0.635 0.729 0.679 a = climbing down 0.105 0.329 0.362 0.345 b = climbing up 0.017 0.000 0.000 0.000 c = jumping 0.112 0.613 0.923 0.736 d = lying 0.043 0.741 0.875 0.802 e = standing 0.032 0.305 0.084 0.132 f = sitting 0.000 0.998 0.883 0.937 g = running 0.061 0.589 0.479 0.528 h = walking ------------------------------------------------------- 0.058 0.612 0.626 0.602 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.058 0.641 0.715 0.676 a = climbing down 0.108 0.319 0.355 0.336 b = climbing up 0.013 0.000 0.000 0.000 c = jumping 0.107 0.623 0.925 0.745 d = lying 0.054 0.696 0.864 0.771 e = standing 0.034 0.199 0.050 0.079 f = sitting 0.000 1.000 0.909 0.952 g = running 0.067 0.559 0.463 0.507 h = walking ------------------------------------------------------- 0.060 0.588 0.620 0.590 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.055 0.649 0.706 0.677 a = climbing down 0.107 0.321 0.355 0.337 b = climbing up 0.011 0.000 0.000 0.000 c = jumping 0.110 0.615 0.915 0.735 d = lying 0.051 0.704 0.860 0.774 e = standing 0.036 0.182 0.048 0.076 f = sitting 0.000 1.000 0.920 0.958 g = running 0.072 0.543 0.465 0.501 h = walking ------------------------------------------------------- 0.061 0.584 0.618 0.589 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.053 0.663 0.713 0.687 a = climbing down 0.100 0.333 0.351 0.342 b = climbing up 0.011 0.000 0.000 0.000 c = jumping 0.108 0.619 0.918 0.739 d = lying 0.052 0.703 0.860 0.774 e = standing 0.035 0.207 0.055 0.087 f = sitting 0.000 1.000 0.923 0.960 g = running 0.073 0.559 0.508 0.532 h = walking ------------------------------------------------------- 0.059 0.594 0.627 0.598 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.054 0.656 0.715 0.684 a = climbing down 0.092 0.345 0.340 0.343 b = climbing up 0.008 0.000 0.000 0.000 c = jumping 0.115 0.604 0.918 0.729 d = lying 0.045 0.732 0.858 0.790 e = standing 0.036 0.211 0.057 0.090 f = sitting 0.000 0.998 0.938 0.967 g = running 0.074 0.575 0.545 0.559 h = walking ------------------------------------------------------- 0.059 0.598 0.634 0.604 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.054 0.660 0.723 0.690 a = climbing down 0.096 0.340 0.347 0.343 b = climbing up 0.006 0.000 0.000 0.000 c = jumping 0.123 0.588 0.911 0.715 d = lying 0.037 0.767 0.858 0.810 e = standing 0.037 0.216 0.061 0.095 f = sitting 0.000 0.998 0.950 0.974 g = running 0.073 0.568 0.521 0.544 h = walking ------------------------------------------------------- 0.060 0.599 0.634 0.604 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.926 0.798 0.857 a = climbing down 0.138 0.516 0.959 0.671 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.015 0.850 0.584 0.693 e = standing 0.239 0.389 0.922 0.547 f = sitting 0.003 0.986 1.000 0.993 g = running 0.002 0.949 0.280 0.432 h = walking ------------------------------------------------------- 0.056 0.657 0.650 0.600 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.929 0.808 0.864 a = climbing down 0.136 0.521 0.959 0.675 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.015 0.847 0.582 0.690 e = standing 0.239 0.388 0.920 0.546 f = sitting 0.003 0.986 1.000 0.993 g = running 0.002 0.951 0.290 0.444 h = walking ------------------------------------------------------- 0.056 0.658 0.652 0.602 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.940 0.814 0.872 a = climbing down 0.124 0.546 0.968 0.698 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.014 0.862 0.584 0.696 e = standing 0.239 0.391 0.930 0.551 f = sitting 0.003 0.986 1.000 0.993 g = running 0.002 0.959 0.357 0.520 h = walking ------------------------------------------------------- 0.054 0.666 0.665 0.618 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.814 0.876 a = climbing down 0.112 0.573 0.973 0.721 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.014 0.863 0.588 0.699 e = standing 0.238 0.392 0.932 0.552 f = sitting 0.003 0.986 1.000 0.993 g = running 0.002 0.966 0.434 0.599 h = walking ------------------------------------------------------- 0.052 0.672 0.677 0.634 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.822 0.881 a = climbing down 0.099 0.602 0.970 0.743 b = climbing up 0.000 0.987 0.951 0.969 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.012 0.875 0.588 0.703 e = standing 0.238 0.394 0.940 0.556 f = sitting 0.003 0.987 0.999 0.993 g = running 0.002 0.978 0.514 0.674 h = walking ------------------------------------------------------- 0.050 0.679 0.690 0.649 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.951 0.820 0.881 a = climbing down 0.091 0.623 0.975 0.760 b = climbing up 0.000 0.987 0.951 0.969 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.011 0.885 0.592 0.709 e = standing 0.238 0.396 0.945 0.558 f = sitting 0.003 0.987 0.999 0.993 g = running 0.002 0.982 0.561 0.714 h = walking ------------------------------------------------------- 0.049 0.684 0.698 0.658 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.909 0.642 0.753 a = climbing down 0.123 0.547 0.963 0.698 b = climbing up 0.000 1.000 0.738 0.849 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.010 0.920 0.781 0.845 e = standing 0.205 0.441 0.982 0.608 f = sitting 0.007 0.964 1.000 0.982 g = running 0.006 0.935 0.487 0.641 h = walking ------------------------------------------------------- 0.050 0.670 0.690 0.644 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.948 0.652 0.773 a = climbing down 0.120 0.554 0.972 0.706 b = climbing up 0.000 1.000 0.725 0.841 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.009 0.922 0.781 0.846 e = standing 0.205 0.441 0.982 0.608 f = sitting 0.008 0.963 1.000 0.981 g = running 0.006 0.932 0.506 0.656 h = walking ------------------------------------------------------- 0.049 0.675 0.695 0.650 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.962 0.650 0.776 a = climbing down 0.133 0.529 0.972 0.685 b = climbing up 0.000 1.000 0.725 0.841 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.010 0.920 0.779 0.844 e = standing 0.205 0.441 0.982 0.608 f = sitting 0.008 0.963 1.000 0.981 g = running 0.006 0.929 0.440 0.597 h = walking ------------------------------------------------------- 0.051 0.673 0.685 0.639 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.962 0.658 0.781 a = climbing down 0.137 0.521 0.972 0.679 b = climbing up 0.000 1.000 0.738 0.849 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.010 0.920 0.781 0.845 e = standing 0.205 0.441 0.982 0.608 f = sitting 0.007 0.964 1.000 0.982 g = running 0.006 0.924 0.408 0.566 h = walking ------------------------------------------------------- 0.051 0.671 0.682 0.635 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.670 0.790 a = climbing down 0.147 0.505 0.972 0.664 b = climbing up 0.000 1.000 0.775 0.873 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.010 0.920 0.781 0.845 e = standing 0.205 0.441 0.982 0.608 f = sitting 0.007 0.968 1.000 0.984 g = running 0.006 0.910 0.339 0.494 h = walking ------------------------------------------------------- 0.052 0.668 0.675 0.624 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.965 0.664 0.787 a = climbing down 0.152 0.496 0.973 0.657 b = climbing up 0.000 1.000 0.775 0.873 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.010 0.921 0.787 0.848 e = standing 0.204 0.442 0.982 0.609 f = sitting 0.007 0.968 1.000 0.984 g = running 0.006 0.903 0.313 0.464 h = walking ------------------------------------------------------- 0.053 0.666 0.671 0.619 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.275 0.212 0.672 0.322 a = climbing down 0.004 0.948 0.256 0.403 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.000 1.000 0.922 0.960 d = lying 0.172 0.366 0.987 0.534 e = standing 0.002 0.125 0.002 0.003 f = sitting 0.113 0.576 0.965 0.721 g = running 0.024 0.033 0.005 0.008 h = walking ------------------------------------------------------- 0.063 0.528 0.474 0.404 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.350 0.216 0.880 0.347 a = climbing down 0.000 0.995 0.197 0.329 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.922 0.960 d = lying 0.172 0.366 0.987 0.534 e = standing 0.002 0.125 0.002 0.003 f = sitting 0.054 0.740 0.962 0.836 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.058 0.536 0.479 0.403 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.360 0.233 0.995 0.377 a = climbing down 0.001 0.991 0.222 0.363 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.922 0.960 d = lying 0.172 0.366 0.987 0.534 e = standing 0.002 0.125 0.002 0.003 f = sitting 0.024 0.864 0.962 0.910 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.055 0.554 0.496 0.424 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.358 0.234 0.993 0.379 a = climbing down 0.001 0.987 0.235 0.380 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.922 0.960 d = lying 0.172 0.366 0.987 0.534 e = standing 0.002 0.125 0.002 0.003 f = sitting 0.024 0.865 0.960 0.910 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.055 0.553 0.499 0.428 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.359 0.233 0.993 0.378 a = climbing down 0.001 0.987 0.232 0.376 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.922 0.960 d = lying 0.172 0.366 0.987 0.534 e = standing 0.002 0.125 0.002 0.003 f = sitting 0.024 0.864 0.957 0.908 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.055 0.553 0.497 0.427 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.360 0.232 0.993 0.377 a = climbing down 0.001 0.987 0.228 0.371 b = climbing up 0.000 0.000 0.000 0.000 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 0.024 0.864 0.955 0.907 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.055 0.559 0.497 0.425 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.220 0.266 0.726 0.389 a = climbing down 0.017 0.823 0.273 0.410 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.027 0.053 d = lying 0.167 0.375 1.000 0.545 e = standing 0.148 0.002 0.002 0.002 f = sitting 0.137 0.536 0.992 0.696 g = running 0.030 0.058 0.011 0.019 h = walking ------------------------------------------------------- 0.086 0.466 0.366 0.287 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.253 0.283 0.909 0.432 a = climbing down 0.004 0.964 0.324 0.485 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.027 0.053 d = lying 0.167 0.374 1.000 0.545 e = standing 0.148 0.000 0.000 0.000 f = sitting 0.090 0.637 0.995 0.777 g = running 0.020 0.051 0.006 0.011 h = walking ------------------------------------------------------- 0.078 0.512 0.396 0.318 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.267 0.291 1.000 0.451 a = climbing down 0.000 0.998 0.487 0.654 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.027 0.053 d = lying 0.169 0.372 1.000 0.542 e = standing 0.146 0.000 0.000 0.000 f = sitting 0.047 0.766 0.973 0.857 g = running 0.002 0.125 0.002 0.003 h = walking ------------------------------------------------------- 0.070 0.549 0.438 0.368 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.270 0.289 1.000 0.449 a = climbing down 0.000 0.998 0.480 0.648 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.027 0.053 d = lying 0.169 0.372 1.000 0.542 e = standing 0.146 0.000 0.000 0.000 f = sitting 0.048 0.763 0.973 0.855 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.070 0.530 0.436 0.366 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.289 0.276 1.000 0.432 a = climbing down 0.000 0.998 0.437 0.608 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.027 0.053 d = lying 0.169 0.372 1.000 0.542 e = standing 0.146 0.000 0.000 0.000 f = sitting 0.040 0.796 0.973 0.875 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.071 0.533 0.427 0.358 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.314 0.259 1.000 0.412 a = climbing down 0.000 0.997 0.371 0.541 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.027 0.053 d = lying 0.169 0.372 1.000 0.542 e = standing 0.146 0.000 0.000 0.000 f = sitting 0.031 0.833 0.973 0.898 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.072 0.537 0.412 0.344 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.973 0.646 0.776 a = climbing down 0.027 0.773 0.710 0.740 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.080 0.678 0.995 0.807 d = lying 0.035 0.795 0.970 0.874 e = standing 0.005 0.936 0.371 0.531 f = sitting 0.001 0.995 0.980 0.987 g = running 0.062 0.721 0.983 0.832 h = walking ------------------------------------------------------- 0.029 0.849 0.817 0.801 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.971 0.663 0.788 a = climbing down 0.028 0.776 0.751 0.763 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.091 0.649 0.995 0.785 d = lying 0.034 0.798 0.970 0.875 e = standing 0.005 0.925 0.313 0.468 f = sitting 0.001 0.995 0.980 0.987 g = running 0.053 0.751 0.982 0.851 h = walking ------------------------------------------------------- 0.029 0.847 0.814 0.795 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.974 0.675 0.798 a = climbing down 0.026 0.796 0.796 0.796 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.129 0.565 0.995 0.720 d = lying 0.033 0.802 0.970 0.878 e = standing 0.005 0.807 0.106 0.187 f = sitting 0.001 0.995 0.980 0.987 g = running 0.047 0.773 0.983 0.865 h = walking ------------------------------------------------------- 0.034 0.823 0.788 0.749 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.974 0.677 0.799 a = climbing down 0.025 0.805 0.810 0.808 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.133 0.557 0.997 0.715 d = lying 0.034 0.801 0.973 0.879 e = standing 0.004 0.797 0.082 0.149 f = sitting 0.001 0.995 0.980 0.987 g = running 0.046 0.778 0.985 0.869 h = walking ------------------------------------------------------- 0.034 0.822 0.787 0.745 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.975 0.697 0.813 a = climbing down 0.023 0.819 0.802 0.810 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.133 0.558 0.997 0.716 d = lying 0.034 0.798 0.970 0.875 e = standing 0.004 0.775 0.082 0.148 f = sitting 0.001 0.995 0.977 0.986 g = running 0.047 0.773 0.985 0.866 h = walking ------------------------------------------------------- 0.034 0.819 0.788 0.745 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.975 0.685 0.805 a = climbing down 0.021 0.831 0.804 0.817 b = climbing up 0.001 0.957 0.989 0.973 c = jumping 0.132 0.560 0.997 0.717 d = lying 0.035 0.798 0.989 0.883 e = standing 0.002 0.903 0.083 0.153 f = sitting 0.002 0.992 0.984 0.988 g = running 0.048 0.772 0.988 0.867 h = walking ------------------------------------------------------- 0.033 0.840 0.791 0.748 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.977 0.602 0.745 a = climbing down 0.039 0.708 0.734 0.721 b = climbing up 0.000 0.960 0.565 0.711 c = jumping 0.059 0.734 0.969 0.835 d = lying 0.062 0.680 0.939 0.789 e = standing 0.014 0.813 0.331 0.471 f = sitting 0.013 0.946 0.996 0.971 g = running 0.050 0.763 0.975 0.856 h = walking ------------------------------------------------------- 0.032 0.813 0.794 0.774 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.974 0.594 0.738 a = climbing down 0.039 0.706 0.738 0.722 b = climbing up 0.000 0.980 0.588 0.735 c = jumping 0.066 0.713 0.969 0.821 d = lying 0.061 0.681 0.941 0.790 e = standing 0.014 0.799 0.297 0.433 f = sitting 0.013 0.947 0.997 0.972 g = running 0.048 0.768 0.978 0.860 h = walking ------------------------------------------------------- 0.033 0.809 0.789 0.767 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.977 0.602 0.745 a = climbing down 0.036 0.722 0.740 0.731 b = climbing up 0.000 0.964 0.635 0.766 c = jumping 0.059 0.736 0.969 0.837 d = lying 0.060 0.688 0.945 0.796 e = standing 0.013 0.829 0.346 0.488 f = sitting 0.012 0.951 0.996 0.973 g = running 0.050 0.765 0.982 0.860 h = walking ------------------------------------------------------- 0.031 0.820 0.800 0.782 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.974 0.608 0.749 a = climbing down 0.036 0.727 0.748 0.738 b = climbing up 0.000 0.965 0.647 0.775 c = jumping 0.074 0.688 0.969 0.805 d = lying 0.058 0.696 0.945 0.801 e = standing 0.013 0.792 0.273 0.406 f = sitting 0.011 0.952 0.996 0.974 g = running 0.048 0.768 0.978 0.860 h = walking ------------------------------------------------------- 0.033 0.809 0.790 0.766 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.640 0.774 a = climbing down 0.032 0.752 0.767 0.759 b = climbing up 0.001 0.950 0.671 0.786 c = jumping 0.099 0.624 0.972 0.760 d = lying 0.059 0.690 0.948 0.799 e = standing 0.012 0.662 0.128 0.215 f = sitting 0.011 0.952 0.995 0.973 g = running 0.045 0.782 0.980 0.870 h = walking ------------------------------------------------------- 0.036 0.784 0.774 0.736 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.646 0.776 a = climbing down 0.033 0.753 0.786 0.769 b = climbing up 0.000 0.966 0.671 0.792 c = jumping 0.112 0.595 0.976 0.739 d = lying 0.061 0.683 0.948 0.794 e = standing 0.012 0.417 0.045 0.081 f = sitting 0.011 0.952 0.996 0.974 g = running 0.041 0.796 0.975 0.877 h = walking ------------------------------------------------------- 0.037 0.742 0.764 0.714 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.826 0.748 0.785 a = climbing down 0.011 0.846 0.495 0.625 b = climbing up 0.000 1.000 0.975 0.987 c = jumping 0.006 0.967 0.930 0.948 d = lying 0.023 0.854 0.724 0.783 e = standing 0.053 0.738 0.893 0.808 f = sitting 0.009 0.955 1.000 0.977 g = running 0.064 0.729 0.954 0.826 h = walking ------------------------------------------------------- 0.026 0.851 0.842 0.837 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.841 0.746 0.791 a = climbing down 0.011 0.846 0.524 0.647 b = climbing up 0.000 1.000 0.975 0.987 c = jumping 0.002 0.992 0.930 0.960 d = lying 0.023 0.861 0.764 0.810 e = standing 0.045 0.771 0.920 0.839 f = sitting 0.009 0.955 1.000 0.977 g = running 0.062 0.738 0.959 0.834 h = walking ------------------------------------------------------- 0.024 0.864 0.856 0.852 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.835 0.751 0.791 a = climbing down 0.010 0.855 0.519 0.646 b = climbing up 0.000 1.000 0.975 0.987 c = jumping 0.000 1.000 0.930 0.964 d = lying 0.023 0.865 0.790 0.826 e = standing 0.040 0.792 0.929 0.855 f = sitting 0.009 0.955 1.000 0.977 g = running 0.062 0.738 0.959 0.834 h = walking ------------------------------------------------------- 0.023 0.869 0.861 0.857 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.843 0.755 0.797 a = climbing down 0.011 0.859 0.550 0.671 b = climbing up 0.000 1.000 0.975 0.987 c = jumping 0.000 1.000 0.930 0.964 d = lying 0.023 0.877 0.885 0.881 e = standing 0.023 0.868 0.929 0.898 f = sitting 0.009 0.955 1.000 0.977 g = running 0.058 0.750 0.959 0.842 h = walking ------------------------------------------------------- 0.020 0.885 0.880 0.876 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.845 0.755 0.798 a = climbing down 0.011 0.861 0.574 0.689 b = climbing up 0.000 1.000 0.975 0.987 c = jumping 0.000 1.000 0.930 0.964 d = lying 0.023 0.877 0.885 0.881 e = standing 0.023 0.868 0.929 0.898 f = sitting 0.009 0.955 1.000 0.977 g = running 0.055 0.760 0.959 0.848 h = walking ------------------------------------------------------- 0.020 0.887 0.882 0.879 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.843 0.755 0.797 a = climbing down 0.011 0.859 0.552 0.672 b = climbing up 0.000 1.000 0.975 0.987 c = jumping 0.000 0.998 0.930 0.963 d = lying 0.023 0.884 0.953 0.917 e = standing 0.010 0.937 0.929 0.933 f = sitting 0.009 0.955 1.000 0.977 g = running 0.057 0.751 0.959 0.842 h = walking ------------------------------------------------------- 0.018 0.896 0.891 0.887 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.885 0.870 0.877 a = climbing down 0.001 0.971 0.398 0.565 b = climbing up 0.000 1.000 0.039 0.075 c = jumping 0.065 0.743 1.000 0.853 d = lying 0.042 0.802 0.921 0.857 e = standing 0.014 0.814 0.368 0.507 f = sitting 0.029 0.864 0.998 0.926 g = running 0.076 0.698 0.967 0.811 h = walking ------------------------------------------------------- 0.037 0.819 0.795 0.766 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.882 0.870 0.876 a = climbing down 0.001 0.972 0.417 0.584 b = climbing up 0.000 1.000 0.104 0.188 c = jumping 0.069 0.735 1.000 0.847 d = lying 0.037 0.828 0.970 0.894 e = standing 0.005 0.921 0.377 0.535 f = sitting 0.027 0.870 0.998 0.930 g = running 0.073 0.705 0.967 0.816 h = walking ------------------------------------------------------- 0.035 0.839 0.808 0.780 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.902 0.868 0.884 a = climbing down 0.001 0.972 0.420 0.586 b = climbing up 0.000 1.000 0.143 0.250 c = jumping 0.068 0.736 1.000 0.848 d = lying 0.037 0.829 0.985 0.900 e = standing 0.003 0.959 0.377 0.541 f = sitting 0.028 0.869 0.998 0.929 g = running 0.074 0.702 0.968 0.814 h = walking ------------------------------------------------------- 0.034 0.846 0.811 0.784 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.900 0.870 0.885 a = climbing down 0.002 0.968 0.434 0.599 b = climbing up 0.000 1.000 0.182 0.308 c = jumping 0.068 0.737 1.000 0.849 d = lying 0.038 0.827 0.990 0.901 e = standing 0.002 0.972 0.377 0.543 f = sitting 0.027 0.874 0.998 0.932 g = running 0.072 0.708 0.967 0.817 h = walking ------------------------------------------------------- 0.034 0.849 0.814 0.788 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.896 0.877 0.886 a = climbing down 0.001 0.979 0.444 0.611 b = climbing up 0.000 1.000 0.234 0.379 c = jumping 0.067 0.738 1.000 0.849 d = lying 0.038 0.827 0.990 0.901 e = standing 0.002 0.972 0.379 0.545 f = sitting 0.025 0.879 0.998 0.935 g = running 0.070 0.715 0.968 0.823 h = walking ------------------------------------------------------- 0.033 0.852 0.817 0.793 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.892 0.875 0.883 a = climbing down 0.001 0.974 0.448 0.614 b = climbing up 0.000 0.976 0.532 0.689 c = jumping 0.067 0.739 1.000 0.850 d = lying 0.038 0.827 0.993 0.902 e = standing 0.001 0.981 0.379 0.546 f = sitting 0.018 0.910 0.998 0.952 g = running 0.069 0.718 0.967 0.824 h = walking ------------------------------------------------------- 0.032 0.857 0.824 0.802 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.891 0.296 0.444 a = climbing down 0.047 0.705 0.654 0.679 b = climbing up 0.000 1.000 0.365 0.534 c = jumping 0.060 0.714 0.906 0.799 d = lying 0.019 0.873 0.868 0.870 e = standing 0.031 0.729 0.530 0.614 f = sitting 0.020 0.894 0.997 0.943 g = running 0.122 0.573 0.897 0.700 h = walking ------------------------------------------------------- 0.045 0.767 0.740 0.723 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.912 0.314 0.467 a = climbing down 0.049 0.716 0.716 0.716 b = climbing up 0.000 1.000 0.541 0.702 c = jumping 0.056 0.732 0.920 0.815 d = lying 0.020 0.873 0.883 0.878 e = standing 0.027 0.765 0.553 0.642 f = sitting 0.016 0.915 0.997 0.954 g = running 0.108 0.605 0.898 0.723 h = walking ------------------------------------------------------- 0.041 0.787 0.762 0.747 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.909 0.320 0.473 a = climbing down 0.049 0.736 0.787 0.761 b = climbing up 0.000 1.000 0.576 0.731 c = jumping 0.056 0.733 0.928 0.819 d = lying 0.019 0.879 0.903 0.890 e = standing 0.022 0.796 0.555 0.654 f = sitting 0.015 0.919 0.997 0.956 g = running 0.095 0.633 0.895 0.742 h = walking ------------------------------------------------------- 0.038 0.800 0.777 0.762 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.906 0.328 0.482 a = climbing down 0.043 0.759 0.775 0.767 b = climbing up 0.000 1.000 0.682 0.811 c = jumping 0.056 0.733 0.928 0.819 d = lying 0.019 0.877 0.903 0.890 e = standing 0.022 0.796 0.553 0.653 f = sitting 0.012 0.932 0.997 0.963 g = running 0.099 0.630 0.914 0.746 h = walking ------------------------------------------------------- 0.038 0.804 0.781 0.767 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.916 0.330 0.485 a = climbing down 0.042 0.763 0.787 0.775 b = climbing up 0.000 1.000 0.706 0.828 c = jumping 0.056 0.733 0.930 0.820 d = lying 0.019 0.881 0.908 0.894 e = standing 0.021 0.805 0.557 0.658 f = sitting 0.012 0.933 0.997 0.964 g = running 0.096 0.636 0.917 0.751 h = walking ------------------------------------------------------- 0.037 0.809 0.786 0.771 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.926 0.326 0.482 a = climbing down 0.039 0.783 0.807 0.795 b = climbing up 0.000 1.000 0.741 0.851 c = jumping 0.057 0.731 0.932 0.819 d = lying 0.018 0.887 0.908 0.898 e = standing 0.021 0.808 0.559 0.660 f = sitting 0.011 0.938 0.997 0.966 g = running 0.096 0.638 0.925 0.755 h = walking ------------------------------------------------------- 0.036 0.814 0.791 0.776 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.921 0.236 0.376 a = climbing down 0.041 0.748 0.700 0.723 b = climbing up 0.000 1.000 0.595 0.746 c = jumping 0.017 0.896 0.884 0.890 d = lying 0.020 0.860 0.787 0.822 e = standing 0.048 0.721 0.791 0.755 f = sitting 0.011 0.939 0.997 0.967 g = running 0.134 0.552 0.901 0.685 h = walking ------------------------------------------------------- 0.040 0.804 0.767 0.752 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.917 0.244 0.386 a = climbing down 0.043 0.739 0.702 0.720 b = climbing up 0.000 1.000 0.595 0.746 c = jumping 0.016 0.905 0.897 0.901 d = lying 0.019 0.864 0.793 0.827 e = standing 0.045 0.736 0.802 0.768 f = sitting 0.011 0.939 0.997 0.967 g = running 0.131 0.557 0.898 0.688 h = walking ------------------------------------------------------- 0.040 0.806 0.771 0.758 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.912 0.251 0.393 a = climbing down 0.041 0.748 0.702 0.724 b = climbing up 0.000 1.000 0.571 0.727 c = jumping 0.016 0.906 0.906 0.906 d = lying 0.019 0.868 0.807 0.837 e = standing 0.042 0.753 0.804 0.777 f = sitting 0.011 0.937 0.997 0.966 g = running 0.131 0.561 0.908 0.693 h = walking ------------------------------------------------------- 0.039 0.810 0.777 0.763 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.925 0.251 0.394 a = climbing down 0.039 0.766 0.731 0.748 b = climbing up 0.000 1.000 0.667 0.800 c = jumping 0.016 0.906 0.909 0.908 d = lying 0.019 0.868 0.809 0.838 e = standing 0.041 0.756 0.804 0.779 f = sitting 0.009 0.951 0.997 0.973 g = running 0.127 0.571 0.917 0.703 h = walking ------------------------------------------------------- 0.037 0.819 0.785 0.771 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.944 0.273 0.423 a = climbing down 0.037 0.783 0.777 0.780 b = climbing up 0.000 1.000 0.774 0.872 c = jumping 0.016 0.906 0.909 0.908 d = lying 0.018 0.870 0.811 0.840 e = standing 0.040 0.758 0.805 0.781 f = sitting 0.007 0.960 0.997 0.978 g = running 0.114 0.601 0.933 0.731 h = walking ------------------------------------------------------- 0.035 0.830 0.800 0.786 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.959 0.285 0.439 a = climbing down 0.040 0.778 0.798 0.788 b = climbing up 0.000 1.000 0.810 0.895 c = jumping 0.016 0.906 0.913 0.910 d = lying 0.019 0.869 0.818 0.843 e = standing 0.039 0.765 0.804 0.784 f = sitting 0.006 0.966 0.997 0.981 g = running 0.106 0.618 0.936 0.744 h = walking ------------------------------------------------------- 0.033 0.835 0.807 0.794 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.701 0.582 0.636 a = climbing down 0.109 0.550 0.880 0.677 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.054 0.751 0.956 0.841 d = lying 0.116 0.539 0.945 0.687 e = standing 0.014 0.635 0.119 0.201 f = sitting 0.007 0.962 1.000 0.981 g = running 0.012 0.882 0.496 0.635 h = walking ------------------------------------------------------- 0.045 0.730 0.703 0.665 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.031 0.707 0.582 0.639 a = climbing down 0.097 0.579 0.880 0.699 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.047 0.776 0.956 0.857 d = lying 0.124 0.522 0.945 0.673 e = standing 0.014 0.620 0.112 0.190 f = sitting 0.006 0.966 1.000 0.983 g = running 0.013 0.883 0.564 0.688 h = walking ------------------------------------------------------- 0.044 0.734 0.712 0.675 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.743 0.629 0.681 a = climbing down 0.074 0.649 0.893 0.752 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.047 0.776 0.956 0.857 d = lying 0.124 0.522 0.945 0.673 e = standing 0.014 0.620 0.112 0.190 f = sitting 0.004 0.979 0.998 0.989 g = running 0.012 0.913 0.696 0.790 h = walking ------------------------------------------------------- 0.040 0.754 0.739 0.703 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.784 0.637 0.703 a = climbing down 0.068 0.664 0.884 0.759 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.045 0.782 0.956 0.860 d = lying 0.127 0.519 0.951 0.671 e = standing 0.012 0.632 0.107 0.184 f = sitting 0.003 0.981 0.998 0.989 g = running 0.014 0.900 0.747 0.817 h = walking ------------------------------------------------------- 0.039 0.761 0.746 0.710 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.790 0.653 0.715 a = climbing down 0.064 0.676 0.884 0.766 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.044 0.786 0.954 0.862 d = lying 0.129 0.515 0.951 0.669 e = standing 0.013 0.619 0.104 0.179 f = sitting 0.003 0.982 0.998 0.990 g = running 0.014 0.904 0.760 0.826 h = walking ------------------------------------------------------- 0.038 0.762 0.749 0.712 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.802 0.677 0.734 a = climbing down 0.046 0.741 0.871 0.801 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.043 0.791 0.951 0.863 d = lying 0.130 0.512 0.953 0.666 e = standing 0.012 0.625 0.104 0.179 f = sitting 0.003 0.985 0.998 0.992 g = running 0.019 0.887 0.841 0.863 h = walking ------------------------------------------------------- 0.036 0.771 0.762 0.725 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.798 0.749 0.773 a = climbing down 0.097 0.581 0.882 0.701 b = climbing up 0.001 0.965 0.640 0.769 c = jumping 0.034 0.831 1.000 0.908 d = lying 0.150 0.470 0.922 0.623 e = standing 0.012 0.333 0.030 0.055 f = sitting 0.014 0.924 0.993 0.958 g = running 0.010 0.896 0.503 0.645 h = walking ------------------------------------------------------- 0.045 0.693 0.703 0.654 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.790 0.789 0.789 a = climbing down 0.097 0.580 0.878 0.699 b = climbing up 0.001 0.964 0.628 0.761 c = jumping 0.033 0.838 1.000 0.912 d = lying 0.151 0.468 0.922 0.621 e = standing 0.012 0.344 0.031 0.058 f = sitting 0.014 0.926 0.993 0.958 g = running 0.009 0.905 0.473 0.622 h = walking ------------------------------------------------------- 0.045 0.696 0.703 0.653 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.806 0.795 0.800 a = climbing down 0.082 0.620 0.878 0.727 b = climbing up 0.001 0.966 0.651 0.778 c = jumping 0.033 0.837 1.000 0.911 d = lying 0.152 0.468 0.922 0.620 e = standing 0.012 0.322 0.028 0.052 f = sitting 0.013 0.933 0.993 0.962 g = running 0.010 0.904 0.563 0.694 h = walking ------------------------------------------------------- 0.043 0.700 0.717 0.668 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.816 0.830 0.823 a = climbing down 0.052 0.719 0.867 0.786 b = climbing up 0.000 0.982 0.651 0.783 c = jumping 0.033 0.838 1.000 0.912 d = lying 0.152 0.467 0.924 0.621 e = standing 0.012 0.316 0.027 0.050 f = sitting 0.012 0.936 0.995 0.965 g = running 0.013 0.903 0.713 0.797 h = walking ------------------------------------------------------- 0.039 0.714 0.742 0.694 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.830 0.859 0.844 a = climbing down 0.036 0.786 0.861 0.822 b = climbing up 0.000 0.982 0.651 0.783 c = jumping 0.030 0.852 1.000 0.920 d = lying 0.155 0.462 0.922 0.615 e = standing 0.012 0.310 0.027 0.050 f = sitting 0.010 0.943 0.995 0.968 g = running 0.014 0.908 0.801 0.851 h = walking ------------------------------------------------------- 0.037 0.727 0.757 0.710 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.833 0.888 0.859 a = climbing down 0.028 0.824 0.861 0.842 b = climbing up 0.000 0.983 0.674 0.800 c = jumping 0.030 0.849 1.000 0.918 d = lying 0.155 0.464 0.927 0.619 e = standing 0.011 0.327 0.027 0.050 f = sitting 0.009 0.949 0.995 0.972 g = running 0.015 0.908 0.824 0.864 h = walking ------------------------------------------------------- 0.035 0.736 0.765 0.718 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.835 0.447 0.582 a = climbing down 0.184 0.420 0.942 0.581 b = climbing up 0.087 0.208 1.000 0.345 c = jumping 0.000 1.000 0.774 0.873 d = lying 0.127 0.612 0.992 0.757 e = standing 0.041 0.601 0.331 0.427 f = sitting 0.004 0.944 0.400 0.562 g = running 0.008 0.804 0.179 0.293 h = walking ------------------------------------------------------- 0.055 0.730 0.596 0.579 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.837 0.455 0.589 a = climbing down 0.185 0.419 0.944 0.580 b = climbing up 0.079 0.224 1.000 0.366 c = jumping 0.000 1.000 0.774 0.873 d = lying 0.131 0.606 0.993 0.752 e = standing 0.041 0.588 0.311 0.407 f = sitting 0.004 0.951 0.452 0.613 g = running 0.007 0.798 0.166 0.275 h = walking ------------------------------------------------------- 0.056 0.728 0.599 0.581 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.833 0.455 0.588 a = climbing down 0.187 0.417 0.946 0.579 b = climbing up 0.031 0.423 1.000 0.595 c = jumping 0.000 1.000 0.774 0.873 d = lying 0.130 0.608 0.996 0.755 e = standing 0.040 0.596 0.317 0.414 f = sitting 0.004 0.971 0.785 0.868 g = running 0.007 0.802 0.156 0.262 h = walking ------------------------------------------------------- 0.054 0.737 0.647 0.621 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.838 0.457 0.592 a = climbing down 0.189 0.415 0.950 0.577 b = climbing up 0.006 0.790 1.000 0.883 c = jumping 0.000 1.000 0.774 0.873 d = lying 0.128 0.611 0.996 0.758 e = standing 0.040 0.603 0.326 0.423 f = sitting 0.004 0.976 0.958 0.967 g = running 0.006 0.809 0.144 0.244 h = walking ------------------------------------------------------- 0.054 0.748 0.671 0.641 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.846 0.457 0.594 a = climbing down 0.190 0.415 0.954 0.578 b = climbing up 0.002 0.904 1.000 0.949 c = jumping 0.000 1.000 0.774 0.873 d = lying 0.124 0.618 0.993 0.762 e = standing 0.041 0.614 0.347 0.444 f = sitting 0.004 0.977 0.983 0.980 g = running 0.006 0.813 0.140 0.239 h = walking ------------------------------------------------------- 0.053 0.755 0.678 0.648 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.856 0.462 0.600 a = climbing down 0.191 0.414 0.956 0.578 b = climbing up 0.001 0.959 1.000 0.979 c = jumping 0.000 1.000 0.771 0.871 d = lying 0.127 0.613 0.996 0.759 e = standing 0.041 0.605 0.332 0.429 f = sitting 0.004 0.977 0.993 0.985 g = running 0.005 0.835 0.139 0.238 h = walking ------------------------------------------------------- 0.053 0.758 0.677 0.646 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.953 0.632 0.760 a = climbing down 0.182 0.432 0.985 0.601 b = climbing up 0.026 0.459 0.989 0.627 c = jumping 0.003 0.986 1.000 0.993 d = lying 0.136 0.597 0.990 0.745 e = standing 0.002 0.962 0.271 0.423 f = sitting 0.001 0.994 0.824 0.901 g = running 0.004 0.831 0.112 0.197 h = walking ------------------------------------------------------- 0.048 0.812 0.692 0.653 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.953 0.632 0.760 a = climbing down 0.183 0.433 0.988 0.602 b = climbing up 0.024 0.478 0.989 0.645 c = jumping 0.003 0.986 1.000 0.993 d = lying 0.136 0.594 0.987 0.742 e = standing 0.003 0.951 0.267 0.417 f = sitting 0.001 0.994 0.837 0.909 g = running 0.003 0.850 0.110 0.195 h = walking ------------------------------------------------------- 0.048 0.813 0.692 0.653 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.972 0.632 0.766 a = climbing down 0.182 0.434 0.994 0.605 b = climbing up 0.021 0.514 0.989 0.677 c = jumping 0.002 0.989 1.000 0.994 d = lying 0.145 0.582 0.993 0.734 e = standing 0.001 0.968 0.227 0.368 f = sitting 0.001 0.994 0.859 0.922 g = running 0.004 0.831 0.112 0.197 h = walking ------------------------------------------------------- 0.049 0.814 0.691 0.648 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.968 0.634 0.767 a = climbing down 0.181 0.436 0.994 0.606 b = climbing up 0.005 0.806 0.967 0.879 c = jumping 0.002 0.989 1.000 0.994 d = lying 0.148 0.576 0.993 0.729 e = standing 0.001 0.965 0.209 0.344 f = sitting 0.001 0.991 0.965 0.978 g = running 0.003 0.859 0.118 0.208 h = walking ------------------------------------------------------- 0.049 0.823 0.704 0.657 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.968 0.640 0.770 a = climbing down 0.182 0.434 0.994 0.605 b = climbing up 0.001 0.956 0.967 0.961 c = jumping 0.002 0.989 1.000 0.994 d = lying 0.150 0.573 0.993 0.727 e = standing 0.001 0.963 0.198 0.329 f = sitting 0.001 0.992 0.993 0.992 g = running 0.003 0.861 0.110 0.195 h = walking ------------------------------------------------------- 0.049 0.825 0.706 0.657 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.969 0.653 0.780 a = climbing down 0.181 0.437 0.994 0.607 b = climbing up 0.001 0.956 0.967 0.961 c = jumping 0.002 0.989 1.000 0.994 d = lying 0.150 0.573 0.993 0.727 e = standing 0.001 0.964 0.200 0.331 f = sitting 0.001 0.992 0.993 0.992 g = running 0.003 0.863 0.112 0.198 h = walking ------------------------------------------------------- 0.049 0.826 0.708 0.659 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.471 0.365 0.412 a = climbing down 0.107 0.315 0.349 0.331 b = climbing up 0.001 0.974 0.882 0.926 c = jumping 0.000 1.000 0.830 0.907 d = lying 0.222 0.422 1.000 0.594 e = standing 0.002 0.684 0.020 0.039 f = sitting 0.016 0.916 1.000 0.956 g = running 0.106 0.443 0.417 0.429 h = walking ------------------------------------------------------- 0.067 0.638 0.583 0.539 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.457 0.317 0.375 a = climbing down 0.151 0.244 0.345 0.286 b = climbing up 0.001 0.938 0.882 0.909 c = jumping 0.000 1.000 0.830 0.907 d = lying 0.222 0.422 1.000 0.594 e = standing 0.002 0.684 0.020 0.039 f = sitting 0.015 0.925 1.000 0.961 g = running 0.114 0.255 0.192 0.219 h = walking ------------------------------------------------------- 0.073 0.597 0.541 0.495 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.466 0.303 0.367 a = climbing down 0.152 0.242 0.343 0.283 b = climbing up 0.002 0.931 0.953 0.942 c = jumping 0.000 1.000 0.830 0.907 d = lying 0.222 0.422 1.000 0.594 e = standing 0.002 0.684 0.020 0.039 f = sitting 0.011 0.944 1.000 0.971 g = running 0.119 0.245 0.191 0.214 h = walking ------------------------------------------------------- 0.073 0.598 0.541 0.496 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.474 0.299 0.367 a = climbing down 0.152 0.252 0.364 0.298 b = climbing up 0.002 0.900 0.953 0.926 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.222 0.422 1.000 0.593 e = standing 0.002 0.545 0.009 0.018 f = sitting 0.010 0.949 1.000 0.974 g = running 0.117 0.246 0.189 0.214 h = walking ------------------------------------------------------- 0.073 0.577 0.543 0.495 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.468 0.295 0.362 a = climbing down 0.153 0.249 0.360 0.294 b = climbing up 0.002 0.910 0.953 0.931 c = jumping 0.000 1.000 0.846 0.917 d = lying 0.221 0.423 1.000 0.594 e = standing 0.001 0.636 0.011 0.021 f = sitting 0.009 0.953 1.000 0.976 g = running 0.119 0.238 0.185 0.208 h = walking ------------------------------------------------------- 0.073 0.591 0.543 0.495 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.477 0.306 0.373 a = climbing down 0.153 0.249 0.360 0.294 b = climbing up 0.001 0.953 0.953 0.953 c = jumping 0.000 1.000 0.845 0.916 d = lying 0.223 0.420 1.000 0.592 e = standing 0.001 0.250 0.002 0.003 f = sitting 0.007 0.964 1.000 0.982 g = running 0.121 0.235 0.185 0.207 h = walking ------------------------------------------------------- 0.073 0.528 0.542 0.493 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.385 0.374 0.380 a = climbing down 0.160 0.141 0.187 0.161 b = climbing up 0.000 0.986 0.867 0.923 c = jumping 0.000 0.998 0.939 0.968 d = lying 0.189 0.460 1.000 0.630 e = standing 0.008 0.565 0.053 0.098 f = sitting 0.016 0.919 1.000 0.958 g = running 0.120 0.159 0.112 0.132 h = walking ------------------------------------------------------- 0.073 0.548 0.534 0.490 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.038 0.413 0.352 0.380 a = climbing down 0.137 0.164 0.192 0.177 b = climbing up 0.000 0.986 0.880 0.930 c = jumping 0.000 0.998 0.944 0.970 d = lying 0.190 0.459 1.000 0.629 e = standing 0.008 0.561 0.049 0.090 f = sitting 0.014 0.926 1.000 0.962 g = running 0.125 0.294 0.259 0.275 h = walking ------------------------------------------------------- 0.070 0.576 0.558 0.516 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.459 0.393 0.423 a = climbing down 0.009 0.736 0.187 0.299 b = climbing up 0.001 0.973 0.867 0.917 c = jumping 0.000 0.998 0.944 0.970 d = lying 0.190 0.459 1.000 0.629 e = standing 0.008 0.561 0.049 0.090 f = sitting 0.014 0.929 1.000 0.963 g = running 0.123 0.608 0.943 0.740 h = walking ------------------------------------------------------- 0.054 0.703 0.675 0.612 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.033 0.462 0.378 0.415 a = climbing down 0.006 0.792 0.177 0.289 b = climbing up 0.001 0.973 0.867 0.917 c = jumping 0.000 0.998 0.950 0.974 d = lying 0.189 0.460 1.000 0.631 e = standing 0.008 0.554 0.047 0.087 f = sitting 0.013 0.935 1.000 0.966 g = running 0.127 0.606 0.966 0.745 h = walking ------------------------------------------------------- 0.054 0.709 0.677 0.612 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.031 0.453 0.341 0.389 a = climbing down 0.007 0.795 0.187 0.303 b = climbing up 0.001 0.961 0.892 0.925 c = jumping 0.000 0.998 0.950 0.974 d = lying 0.191 0.458 1.000 0.628 e = standing 0.008 0.490 0.037 0.068 f = sitting 0.012 0.938 1.000 0.968 g = running 0.130 0.599 0.966 0.740 h = walking ------------------------------------------------------- 0.055 0.697 0.675 0.607 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.031 0.450 0.337 0.386 a = climbing down 0.006 0.802 0.187 0.304 b = climbing up 0.001 0.974 0.892 0.931 c = jumping 0.000 0.998 0.952 0.975 d = lying 0.191 0.458 1.000 0.628 e = standing 0.007 0.500 0.037 0.068 f = sitting 0.012 0.939 1.000 0.969 g = running 0.132 0.597 0.966 0.738 h = walking ------------------------------------------------------- 0.055 0.699 0.675 0.607 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.676 0.384 0.490 a = climbing down 0.259 0.366 0.902 0.520 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.263 0.420 0.982 0.588 d = lying 0.000 0.909 0.020 0.038 e = standing 0.036 0.301 0.093 0.142 f = sitting 0.016 0.914 0.973 0.942 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.090 0.487 0.491 0.390 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.835 0.390 0.532 a = climbing down 0.259 0.382 0.968 0.548 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.310 0.384 0.997 0.554 d = lying 0.000 0.889 0.016 0.031 e = standing 0.002 0.455 0.008 0.016 f = sitting 0.019 0.898 0.973 0.934 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.091 0.519 0.491 0.374 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.973 0.364 0.529 a = climbing down 0.262 0.386 0.995 0.556 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.311 0.383 0.997 0.554 d = lying 0.000 0.889 0.016 0.031 e = standing 0.002 0.333 0.005 0.010 f = sitting 0.024 0.876 0.973 0.922 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.092 0.515 0.491 0.372 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.979 0.374 0.541 a = climbing down 0.261 0.387 0.995 0.557 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.311 0.383 0.997 0.554 d = lying 0.000 0.889 0.016 0.031 e = standing 0.002 0.333 0.005 0.010 f = sitting 0.024 0.874 0.973 0.921 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.091 0.516 0.493 0.373 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.354 0.521 a = climbing down 0.264 0.385 0.998 0.556 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.311 0.383 0.997 0.554 d = lying 0.000 0.889 0.016 0.031 e = standing 0.002 0.333 0.005 0.010 f = sitting 0.024 0.876 0.973 0.922 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.092 0.517 0.491 0.371 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.994 0.337 0.504 a = climbing down 0.266 0.383 1.000 0.554 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.311 0.383 0.997 0.554 d = lying 0.000 0.889 0.016 0.031 e = standing 0.002 0.333 0.005 0.010 f = sitting 0.024 0.876 0.973 0.922 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.092 0.517 0.489 0.368 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.844 0.416 0.558 a = climbing down 0.270 0.368 0.950 0.531 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.226 0.439 0.912 0.593 d = lying 0.000 0.500 0.002 0.004 e = standing 0.090 0.128 0.080 0.098 f = sitting 0.030 0.826 0.835 0.831 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.094 0.423 0.467 0.374 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.910 0.325 0.479 a = climbing down 0.273 0.372 0.975 0.539 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.209 0.462 0.924 0.616 d = lying 0.000 0.750 0.006 0.012 e = standing 0.100 0.146 0.103 0.121 f = sitting 0.040 0.787 0.850 0.817 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.093 0.462 0.467 0.372 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.887 0.301 0.449 a = climbing down 0.280 0.365 0.972 0.531 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.228 0.448 0.956 0.610 d = lying 0.001 0.667 0.008 0.016 e = standing 0.084 0.090 0.050 0.064 f = sitting 0.037 0.798 0.844 0.820 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.095 0.440 0.461 0.359 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.889 0.275 0.420 a = climbing down 0.281 0.365 0.973 0.531 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.235 0.444 0.969 0.609 d = lying 0.001 0.667 0.008 0.016 e = standing 0.079 0.047 0.023 0.031 f = sitting 0.039 0.791 0.848 0.819 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.096 0.432 0.457 0.351 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.911 0.248 0.390 a = climbing down 0.286 0.363 0.982 0.529 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.249 0.432 0.980 0.600 d = lying 0.001 0.333 0.002 0.004 e = standing 0.066 0.029 0.012 0.017 f = sitting 0.038 0.794 0.844 0.818 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.097 0.390 0.454 0.342 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.933 0.168 0.284 a = climbing down 0.309 0.347 0.992 0.514 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.243 0.438 0.975 0.604 d = lying 0.001 0.000 0.000 0.000 e = standing 0.071 0.048 0.022 0.030 f = sitting 0.027 0.843 0.837 0.840 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.098 0.361 0.445 0.332 Weighted Avg. >> chestupperarm >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.787 0.605 0.684 a = climbing down 0.037 0.770 0.757 0.764 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.006 0.945 0.624 0.752 d = lying 0.143 0.365 0.536 0.434 e = standing 0.131 0.298 0.275 0.286 f = sitting 0.001 0.993 0.924 0.957 g = running 0.051 0.759 0.953 0.845 h = walking ------------------------------------------------------- 0.057 0.698 0.667 0.673 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.820 0.690 0.749 a = climbing down 0.026 0.828 0.750 0.787 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.011 0.926 0.808 0.863 d = lying 0.144 0.365 0.538 0.435 e = standing 0.094 0.367 0.271 0.312 f = sitting 0.001 0.993 0.941 0.966 g = running 0.051 0.759 0.956 0.846 h = walking ------------------------------------------------------- 0.050 0.719 0.705 0.705 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.825 0.736 0.778 a = climbing down 0.023 0.844 0.759 0.799 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.018 0.899 0.945 0.922 d = lying 0.149 0.350 0.520 0.418 e = standing 0.066 0.424 0.242 0.308 f = sitting 0.001 0.993 0.941 0.966 g = running 0.045 0.781 0.961 0.862 h = walking ------------------------------------------------------- 0.046 0.728 0.724 0.718 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.836 0.763 0.798 a = climbing down 0.022 0.855 0.797 0.825 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.018 0.899 0.945 0.922 d = lying 0.144 0.356 0.518 0.422 e = standing 0.067 0.446 0.265 0.332 f = sitting 0.001 0.993 0.945 0.968 g = running 0.038 0.808 0.953 0.874 h = walking ------------------------------------------------------- 0.044 0.739 0.735 0.730 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.854 0.777 0.813 a = climbing down 0.021 0.861 0.783 0.820 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.019 0.895 0.950 0.922 d = lying 0.137 0.364 0.511 0.425 e = standing 0.066 0.481 0.302 0.371 f = sitting 0.001 0.993 0.965 0.979 g = running 0.038 0.807 0.955 0.875 h = walking ------------------------------------------------------- 0.042 0.748 0.744 0.740 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.861 0.800 0.830 a = climbing down 0.020 0.864 0.773 0.816 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.021 0.887 0.957 0.920 d = lying 0.134 0.361 0.493 0.417 e = standing 0.066 0.491 0.315 0.384 f = sitting 0.001 0.993 0.973 0.983 g = running 0.038 0.809 0.953 0.875 h = walking ------------------------------------------------------- 0.042 0.750 0.747 0.742 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.948 0.682 0.794 a = climbing down 0.029 0.803 0.709 0.753 b = climbing up 0.000 1.000 0.776 0.874 c = jumping 0.013 0.890 0.593 0.712 d = lying 0.094 0.506 0.628 0.560 e = standing 0.118 0.472 0.518 0.494 f = sitting 0.005 0.970 0.995 0.983 g = running 0.056 0.747 0.986 0.850 h = walking ------------------------------------------------------- 0.048 0.755 0.729 0.731 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.956 0.710 0.815 a = climbing down 0.025 0.824 0.709 0.762 b = climbing up 0.000 1.000 0.791 0.883 c = jumping 0.013 0.905 0.743 0.816 d = lying 0.108 0.473 0.634 0.542 e = standing 0.089 0.502 0.446 0.472 f = sitting 0.005 0.974 0.998 0.986 g = running 0.057 0.744 0.985 0.848 h = walking ------------------------------------------------------- 0.044 0.762 0.743 0.744 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.944 0.749 0.836 a = climbing down 0.020 0.850 0.694 0.764 b = climbing up 0.000 1.000 0.791 0.883 c = jumping 0.014 0.924 0.990 0.956 d = lying 0.097 0.503 0.639 0.563 e = standing 0.045 0.696 0.504 0.584 f = sitting 0.005 0.974 0.998 0.986 g = running 0.058 0.742 0.986 0.847 h = walking ------------------------------------------------------- 0.035 0.803 0.792 0.789 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.959 0.752 0.843 a = climbing down 0.019 0.863 0.718 0.784 b = climbing up 0.000 1.000 0.851 0.919 c = jumping 0.015 0.921 0.990 0.954 d = lying 0.095 0.509 0.643 0.568 e = standing 0.043 0.708 0.515 0.596 f = sitting 0.003 0.980 0.998 0.989 g = running 0.055 0.752 0.993 0.856 h = walking ------------------------------------------------------- 0.034 0.812 0.800 0.797 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.777 0.860 a = climbing down 0.016 0.882 0.733 0.801 b = climbing up 0.000 1.000 0.821 0.902 c = jumping 0.015 0.918 0.993 0.954 d = lying 0.094 0.529 0.685 0.597 e = standing 0.035 0.751 0.522 0.616 f = sitting 0.004 0.977 0.998 0.988 g = running 0.053 0.760 0.992 0.860 h = walking ------------------------------------------------------- 0.031 0.825 0.811 0.809 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.963 0.796 0.872 a = climbing down 0.015 0.890 0.725 0.799 b = climbing up 0.000 1.000 0.821 0.902 c = jumping 0.015 0.918 0.993 0.954 d = lying 0.094 0.530 0.689 0.599 e = standing 0.035 0.754 0.522 0.617 f = sitting 0.004 0.977 0.998 0.988 g = running 0.054 0.757 0.990 0.858 h = walking ------------------------------------------------------- 0.031 0.826 0.812 0.810 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.892 0.863 0.877 a = climbing down 0.023 0.742 0.477 0.581 b = climbing up 0.000 1.000 0.975 0.988 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.005 0.968 0.951 0.959 e = standing 0.009 0.944 0.968 0.956 f = sitting 0.002 0.987 1.000 0.993 g = running 0.073 0.689 0.895 0.779 h = walking ------------------------------------------------------- 0.018 0.894 0.892 0.887 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.896 0.863 0.879 a = climbing down 0.023 0.766 0.557 0.645 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.004 0.973 0.955 0.964 e = standing 0.008 0.948 0.973 0.961 f = sitting 0.002 0.988 1.000 0.994 g = running 0.062 0.722 0.891 0.798 h = walking ------------------------------------------------------- 0.016 0.904 0.902 0.900 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.892 0.861 0.876 a = climbing down 0.022 0.778 0.574 0.661 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.004 0.975 0.957 0.966 e = standing 0.008 0.950 0.975 0.962 f = sitting 0.002 0.988 1.000 0.994 g = running 0.059 0.733 0.898 0.807 h = walking ------------------------------------------------------- 0.015 0.908 0.906 0.903 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.914 0.857 0.884 a = climbing down 0.022 0.782 0.572 0.661 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.004 0.975 0.957 0.966 e = standing 0.008 0.950 0.975 0.962 f = sitting 0.002 0.988 1.000 0.994 g = running 0.062 0.724 0.906 0.805 h = walking ------------------------------------------------------- 0.015 0.909 0.906 0.904 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.916 0.852 0.883 a = climbing down 0.021 0.782 0.555 0.649 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.005 0.972 0.961 0.966 e = standing 0.008 0.953 0.971 0.962 f = sitting 0.002 0.988 1.000 0.994 g = running 0.065 0.718 0.915 0.805 h = walking ------------------------------------------------------- 0.016 0.908 0.905 0.902 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.916 0.854 0.884 a = climbing down 0.019 0.793 0.544 0.645 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.005 0.972 0.961 0.966 e = standing 0.008 0.953 0.971 0.962 f = sitting 0.002 0.988 1.000 0.994 g = running 0.066 0.715 0.923 0.806 h = walking ------------------------------------------------------- 0.016 0.909 0.905 0.902 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.931 0.921 0.926 a = climbing down 0.023 0.803 0.687 0.740 b = climbing up 0.002 0.909 1.000 0.952 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.000 1.000 0.979 0.990 e = standing 0.003 0.979 0.998 0.989 f = sitting 0.001 0.993 0.986 0.990 g = running 0.043 0.787 0.879 0.830 h = walking ------------------------------------------------------- 0.011 0.929 0.929 0.928 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.933 0.919 0.926 a = climbing down 0.021 0.821 0.693 0.752 b = climbing up 0.003 0.879 1.000 0.936 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.000 1.000 0.981 0.990 e = standing 0.003 0.981 0.998 0.990 f = sitting 0.001 0.993 0.981 0.987 g = running 0.043 0.791 0.892 0.839 h = walking ------------------------------------------------------- 0.011 0.932 0.931 0.930 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.933 0.919 0.926 a = climbing down 0.017 0.833 0.603 0.699 b = climbing up 0.002 0.899 1.000 0.947 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.000 1.000 0.981 0.990 e = standing 0.003 0.981 0.998 0.990 f = sitting 0.001 0.993 0.985 0.989 g = running 0.056 0.747 0.915 0.822 h = walking ------------------------------------------------------- 0.012 0.927 0.924 0.922 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.927 0.919 0.923 a = climbing down 0.014 0.833 0.518 0.639 b = climbing up 0.002 0.930 1.000 0.964 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.000 1.000 0.981 0.990 e = standing 0.003 0.981 0.998 0.990 f = sitting 0.001 0.993 0.990 0.991 g = running 0.067 0.713 0.926 0.806 h = walking ------------------------------------------------------- 0.014 0.922 0.916 0.913 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.927 0.921 0.924 a = climbing down 0.013 0.832 0.471 0.601 b = climbing up 0.001 0.941 1.000 0.970 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.000 1.000 0.981 0.990 e = standing 0.003 0.981 0.998 0.990 f = sitting 0.001 0.993 0.992 0.992 g = running 0.074 0.696 0.933 0.797 h = walking ------------------------------------------------------- 0.015 0.919 0.912 0.907 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.927 0.921 0.924 a = climbing down 0.012 0.833 0.451 0.585 b = climbing up 0.001 0.952 1.000 0.976 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.000 1.000 0.981 0.990 e = standing 0.003 0.981 0.998 0.990 f = sitting 0.001 0.993 0.993 0.993 g = running 0.076 0.688 0.937 0.794 h = walking ------------------------------------------------------- 0.015 0.919 0.911 0.905 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.964 0.819 0.885 a = climbing down 0.025 0.819 0.760 0.789 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.021 0.883 0.980 0.929 d = lying 0.003 0.978 0.856 0.913 e = standing 0.025 0.845 0.855 0.850 f = sitting 0.001 0.996 0.991 0.993 g = running 0.044 0.796 0.932 0.859 h = walking ------------------------------------------------------- 0.017 0.900 0.895 0.895 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.966 0.815 0.884 a = climbing down 0.025 0.820 0.778 0.799 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.017 0.905 0.975 0.939 d = lying 0.003 0.980 0.873 0.924 e = standing 0.024 0.859 0.883 0.871 f = sitting 0.001 0.996 0.991 0.993 g = running 0.041 0.804 0.930 0.863 h = walking ------------------------------------------------------- 0.016 0.907 0.902 0.902 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.968 0.804 0.878 a = climbing down 0.027 0.816 0.809 0.813 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.012 0.928 0.975 0.951 d = lying 0.001 0.992 0.878 0.932 e = standing 0.023 0.868 0.920 0.893 f = sitting 0.001 0.996 0.991 0.993 g = running 0.036 0.824 0.932 0.874 h = walking ------------------------------------------------------- 0.015 0.915 0.911 0.911 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.971 0.799 0.877 a = climbing down 0.028 0.807 0.786 0.796 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.010 0.939 0.975 0.956 d = lying 0.008 0.947 0.878 0.912 e = standing 0.023 0.864 0.892 0.878 f = sitting 0.001 0.996 0.991 0.993 g = running 0.040 0.811 0.933 0.868 h = walking ------------------------------------------------------- 0.016 0.908 0.904 0.904 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.971 0.810 0.883 a = climbing down 0.027 0.814 0.804 0.809 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.008 0.952 0.975 0.963 d = lying 0.013 0.917 0.920 0.918 e = standing 0.016 0.897 0.873 0.885 f = sitting 0.001 0.996 0.991 0.993 g = running 0.036 0.825 0.933 0.876 h = walking ------------------------------------------------------- 0.015 0.913 0.910 0.910 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.821 0.887 a = climbing down 0.026 0.824 0.811 0.817 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.006 0.960 0.975 0.967 d = lying 0.017 0.896 0.941 0.918 e = standing 0.013 0.915 0.857 0.885 f = sitting 0.001 0.996 0.991 0.993 g = running 0.035 0.830 0.932 0.878 h = walking ------------------------------------------------------- 0.014 0.915 0.913 0.913 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.973 0.973 0.973 a = climbing down 0.010 0.912 0.696 0.790 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.042 0.793 1.000 0.885 d = lying 0.001 0.990 0.893 0.939 e = standing 0.017 0.877 0.731 0.797 f = sitting 0.000 1.000 0.995 0.997 g = running 0.047 0.786 0.945 0.858 h = walking ------------------------------------------------------- 0.017 0.905 0.897 0.895 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.973 0.973 0.973 a = climbing down 0.009 0.922 0.713 0.804 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.038 0.811 1.000 0.896 d = lying 0.001 0.990 0.909 0.948 e = standing 0.014 0.899 0.761 0.824 f = sitting 0.000 1.000 0.995 0.997 g = running 0.045 0.796 0.952 0.867 h = walking ------------------------------------------------------- 0.016 0.914 0.906 0.905 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.973 0.973 0.973 a = climbing down 0.009 0.922 0.707 0.800 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.032 0.837 1.000 0.911 d = lying 0.002 0.984 0.871 0.924 e = standing 0.020 0.864 0.792 0.826 f = sitting 0.000 1.000 0.995 0.997 g = running 0.046 0.793 0.952 0.865 h = walking ------------------------------------------------------- 0.016 0.911 0.905 0.903 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.973 0.973 0.973 a = climbing down 0.009 0.923 0.720 0.809 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.028 0.851 1.000 0.920 d = lying 0.002 0.984 0.872 0.925 e = standing 0.020 0.869 0.812 0.839 f = sitting 0.000 1.000 0.995 0.997 g = running 0.043 0.801 0.953 0.871 h = walking ------------------------------------------------------- 0.015 0.915 0.909 0.908 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.973 0.973 0.973 a = climbing down 0.011 0.911 0.764 0.831 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.021 0.885 1.000 0.939 d = lying 0.002 0.984 0.872 0.925 e = standing 0.020 0.875 0.857 0.866 f = sitting 0.000 1.000 0.995 0.997 g = running 0.037 0.825 0.941 0.879 h = walking ------------------------------------------------------- 0.013 0.923 0.920 0.919 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.973 0.973 0.973 a = climbing down 0.010 0.918 0.778 0.843 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.018 0.900 1.000 0.947 d = lying 0.002 0.985 0.899 0.940 e = standing 0.016 0.900 0.876 0.888 f = sitting 0.000 1.000 0.995 0.997 g = running 0.034 0.834 0.945 0.886 h = walking ------------------------------------------------------- 0.012 0.931 0.928 0.928 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.835 0.638 0.723 a = climbing down 0.144 0.522 0.934 0.670 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.014 0.912 0.929 0.920 d = lying 0.065 0.676 0.823 0.742 e = standing 0.030 0.633 0.436 0.516 f = sitting 0.004 0.984 0.922 0.952 g = running 0.006 0.906 0.388 0.543 h = walking ------------------------------------------------------- 0.039 0.799 0.758 0.753 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.834 0.641 0.725 a = climbing down 0.137 0.534 0.937 0.680 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.014 0.912 0.929 0.920 d = lying 0.070 0.664 0.832 0.739 e = standing 0.029 0.625 0.402 0.489 f = sitting 0.004 0.984 0.922 0.952 g = running 0.006 0.909 0.422 0.576 h = walking ------------------------------------------------------- 0.038 0.798 0.761 0.755 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.840 0.652 0.734 a = climbing down 0.129 0.549 0.934 0.692 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.014 0.912 0.929 0.920 d = lying 0.069 0.665 0.834 0.740 e = standing 0.029 0.628 0.403 0.491 f = sitting 0.004 0.982 0.922 0.951 g = running 0.007 0.905 0.467 0.616 h = walking ------------------------------------------------------- 0.037 0.801 0.768 0.763 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.866 0.656 0.746 a = climbing down 0.115 0.579 0.946 0.718 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.014 0.912 0.929 0.920 d = lying 0.070 0.664 0.832 0.739 e = standing 0.029 0.625 0.402 0.489 f = sitting 0.004 0.984 0.926 0.954 g = running 0.006 0.925 0.563 0.700 h = walking ------------------------------------------------------- 0.035 0.810 0.782 0.779 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.874 0.680 0.765 a = climbing down 0.097 0.622 0.950 0.752 b = climbing up 0.000 1.000 0.971 0.985 c = jumping 0.013 0.916 0.929 0.922 d = lying 0.071 0.660 0.835 0.737 e = standing 0.028 0.625 0.396 0.485 f = sitting 0.004 0.985 0.927 0.955 g = running 0.007 0.929 0.658 0.770 h = walking ------------------------------------------------------- 0.032 0.818 0.798 0.794 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.888 0.677 0.768 a = climbing down 0.092 0.637 0.959 0.765 b = climbing up 0.000 1.000 0.971 0.985 c = jumping 0.013 0.916 0.929 0.922 d = lying 0.072 0.656 0.835 0.735 e = standing 0.028 0.620 0.386 0.476 f = sitting 0.004 0.983 0.928 0.955 g = running 0.007 0.932 0.696 0.797 h = walking ------------------------------------------------------- 0.032 0.821 0.802 0.799 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.825 0.714 0.765 a = climbing down 0.104 0.593 0.903 0.716 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 0.998 0.980 0.989 d = lying 0.090 0.585 0.765 0.663 e = standing 0.039 0.470 0.288 0.358 f = sitting 0.001 0.995 0.967 0.981 g = running 0.005 0.938 0.539 0.685 h = walking ------------------------------------------------------- 0.036 0.795 0.774 0.769 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.833 0.732 0.779 a = climbing down 0.109 0.585 0.909 0.711 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 0.998 0.980 0.989 d = lying 0.091 0.583 0.770 0.663 e = standing 0.038 0.466 0.279 0.349 f = sitting 0.001 0.995 0.970 0.982 g = running 0.003 0.958 0.497 0.654 h = walking ------------------------------------------------------- 0.036 0.796 0.772 0.766 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.844 0.758 0.799 a = climbing down 0.099 0.609 0.917 0.732 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 0.998 0.980 0.989 d = lying 0.093 0.578 0.771 0.661 e = standing 0.038 0.454 0.263 0.333 f = sitting 0.001 0.996 0.965 0.980 g = running 0.003 0.961 0.542 0.693 h = walking ------------------------------------------------------- 0.035 0.800 0.780 0.774 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.877 0.762 0.815 a = climbing down 0.089 0.639 0.934 0.759 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.095 0.575 0.778 0.661 e = standing 0.037 0.446 0.248 0.319 f = sitting 0.001 0.996 0.972 0.984 g = running 0.003 0.968 0.614 0.751 h = walking ------------------------------------------------------- 0.033 0.808 0.793 0.786 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.895 0.760 0.822 a = climbing down 0.080 0.666 0.946 0.782 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.095 0.580 0.787 0.667 e = standing 0.036 0.462 0.254 0.328 f = sitting 0.001 0.996 0.973 0.984 g = running 0.003 0.969 0.681 0.800 h = walking ------------------------------------------------------- 0.031 0.817 0.804 0.798 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.906 0.773 0.834 a = climbing down 0.071 0.693 0.950 0.802 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.095 0.576 0.780 0.663 e = standing 0.037 0.450 0.250 0.321 f = sitting 0.002 0.994 0.977 0.985 g = running 0.004 0.961 0.719 0.823 h = walking ------------------------------------------------------- 0.030 0.819 0.810 0.804 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.143 0.425 0.921 0.582 a = climbing down 0.021 0.844 0.822 0.833 b = climbing up 0.000 1.000 0.412 0.583 c = jumping 0.087 0.604 0.903 0.724 d = lying 0.020 0.872 0.946 0.908 e = standing 0.017 0.749 0.332 0.460 f = sitting 0.021 0.933 0.991 0.961 g = running 0.013 0.541 0.091 0.156 h = walking ------------------------------------------------------- 0.040 0.740 0.718 0.679 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.147 0.418 0.919 0.574 a = climbing down 0.021 0.843 0.828 0.835 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.087 0.604 0.905 0.725 d = lying 0.020 0.872 0.948 0.908 e = standing 0.017 0.754 0.331 0.460 f = sitting 0.016 0.948 0.991 0.969 g = running 0.012 0.495 0.070 0.123 h = walking ------------------------------------------------------- 0.039 0.737 0.719 0.679 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.150 0.414 0.921 0.572 a = climbing down 0.021 0.849 0.835 0.842 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.088 0.602 0.907 0.724 d = lying 0.020 0.872 0.948 0.908 e = standing 0.016 0.753 0.324 0.453 f = sitting 0.016 0.948 0.991 0.969 g = running 0.011 0.469 0.058 0.103 h = walking ------------------------------------------------------- 0.039 0.733 0.718 0.675 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.151 0.411 0.919 0.568 a = climbing down 0.022 0.844 0.846 0.845 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.088 0.602 0.903 0.723 d = lying 0.020 0.870 0.945 0.906 e = standing 0.018 0.735 0.322 0.448 f = sitting 0.016 0.948 0.991 0.969 g = running 0.010 0.409 0.041 0.075 h = walking ------------------------------------------------------- 0.039 0.721 0.715 0.670 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.153 0.409 0.921 0.566 a = climbing down 0.023 0.839 0.860 0.849 b = climbing up 0.000 1.000 0.624 0.768 c = jumping 0.088 0.603 0.905 0.724 d = lying 0.020 0.869 0.945 0.905 e = standing 0.016 0.756 0.329 0.458 f = sitting 0.015 0.950 0.989 0.969 g = running 0.007 0.370 0.026 0.048 h = walking ------------------------------------------------------- 0.039 0.717 0.716 0.669 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.153 0.407 0.915 0.564 a = climbing down 0.025 0.830 0.868 0.848 b = climbing up 0.000 1.000 0.718 0.836 c = jumping 0.090 0.597 0.909 0.720 d = lying 0.020 0.870 0.945 0.906 e = standing 0.015 0.761 0.317 0.448 f = sitting 0.013 0.958 0.989 0.973 g = running 0.007 0.333 0.020 0.037 h = walking ------------------------------------------------------- 0.039 0.713 0.716 0.667 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.168 0.402 0.985 0.571 a = climbing down 0.013 0.893 0.773 0.828 b = climbing up 0.000 1.000 0.220 0.360 c = jumping 0.052 0.735 0.974 0.838 d = lying 0.019 0.854 0.775 0.812 e = standing 0.031 0.741 0.572 0.645 f = sitting 0.025 0.920 1.000 0.958 g = running 0.005 0.379 0.017 0.032 h = walking ------------------------------------------------------- 0.038 0.731 0.726 0.682 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.171 0.398 0.985 0.567 a = climbing down 0.013 0.892 0.747 0.813 b = climbing up 0.000 1.000 0.122 0.217 c = jumping 0.052 0.738 0.990 0.845 d = lying 0.017 0.865 0.769 0.814 e = standing 0.031 0.741 0.573 0.647 f = sitting 0.028 0.912 1.000 0.954 g = running 0.005 0.344 0.017 0.032 h = walking ------------------------------------------------------- 0.039 0.725 0.723 0.678 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.173 0.394 0.985 0.563 a = climbing down 0.010 0.909 0.747 0.820 b = climbing up 0.000 1.000 0.085 0.157 c = jumping 0.053 0.735 0.990 0.843 d = lying 0.017 0.863 0.766 0.811 e = standing 0.031 0.736 0.567 0.640 f = sitting 0.029 0.910 1.000 0.953 g = running 0.004 0.433 0.020 0.038 h = walking ------------------------------------------------------- 0.039 0.738 0.721 0.676 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.176 0.392 0.987 0.561 a = climbing down 0.010 0.916 0.755 0.828 b = climbing up 0.000 1.000 0.061 0.115 c = jumping 0.053 0.733 0.990 0.842 d = lying 0.017 0.861 0.766 0.811 e = standing 0.031 0.734 0.562 0.636 f = sitting 0.030 0.909 1.000 0.952 g = running 0.003 0.421 0.012 0.024 h = walking ------------------------------------------------------- 0.040 0.736 0.720 0.673 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.175 0.393 0.987 0.562 a = climbing down 0.008 0.928 0.771 0.842 b = climbing up 0.000 1.000 0.061 0.115 c = jumping 0.054 0.730 0.995 0.842 d = lying 0.017 0.865 0.767 0.813 e = standing 0.030 0.740 0.558 0.636 f = sitting 0.030 0.908 1.000 0.952 g = running 0.003 0.412 0.011 0.021 h = walking ------------------------------------------------------- 0.039 0.737 0.722 0.675 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.176 0.392 0.989 0.562 a = climbing down 0.007 0.937 0.778 0.850 b = climbing up 0.000 1.000 0.061 0.115 c = jumping 0.053 0.734 0.995 0.845 d = lying 0.017 0.865 0.767 0.813 e = standing 0.030 0.742 0.565 0.641 f = sitting 0.030 0.909 1.000 0.952 g = running 0.002 0.357 0.008 0.015 h = walking ------------------------------------------------------- 0.039 0.731 0.724 0.676 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.720 0.536 0.615 a = climbing down 0.087 0.538 0.749 0.627 b = climbing up 0.003 0.861 0.899 0.879 c = jumping 0.001 0.992 0.818 0.897 d = lying 0.113 0.527 0.800 0.635 e = standing 0.038 0.699 0.494 0.579 f = sitting 0.003 0.986 0.972 0.979 g = running 0.044 0.730 0.649 0.687 h = walking ------------------------------------------------------- 0.042 0.757 0.728 0.731 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.714 0.539 0.614 a = climbing down 0.080 0.559 0.754 0.642 b = climbing up 0.001 0.954 0.899 0.925 c = jumping 0.001 0.992 0.820 0.898 d = lying 0.111 0.529 0.797 0.636 e = standing 0.038 0.698 0.501 0.583 f = sitting 0.003 0.986 0.983 0.985 g = running 0.045 0.737 0.675 0.704 h = walking ------------------------------------------------------- 0.041 0.762 0.735 0.738 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.701 0.559 0.622 a = climbing down 0.070 0.588 0.737 0.654 b = climbing up 0.000 0.984 0.884 0.931 c = jumping 0.001 0.992 0.823 0.900 d = lying 0.104 0.547 0.800 0.650 e = standing 0.038 0.717 0.540 0.616 f = sitting 0.003 0.985 0.986 0.985 g = running 0.046 0.742 0.711 0.726 h = walking ------------------------------------------------------- 0.039 0.770 0.748 0.751 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.031 0.694 0.566 0.623 a = climbing down 0.065 0.603 0.731 0.661 b = climbing up 0.000 0.984 0.884 0.931 c = jumping 0.001 0.992 0.823 0.900 d = lying 0.101 0.556 0.806 0.658 e = standing 0.037 0.730 0.559 0.633 f = sitting 0.003 0.985 0.986 0.985 g = running 0.048 0.737 0.721 0.729 h = walking ------------------------------------------------------- 0.038 0.774 0.753 0.756 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.031 0.696 0.573 0.628 a = climbing down 0.065 0.603 0.733 0.662 b = climbing up 0.000 0.984 0.899 0.939 c = jumping 0.001 0.992 0.826 0.902 d = lying 0.100 0.558 0.808 0.660 e = standing 0.036 0.734 0.560 0.635 f = sitting 0.003 0.986 0.986 0.986 g = running 0.047 0.736 0.714 0.725 h = walking ------------------------------------------------------- 0.038 0.775 0.755 0.757 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.030 0.699 0.575 0.631 a = climbing down 0.061 0.619 0.733 0.671 b = climbing up 0.000 0.984 0.899 0.939 c = jumping 0.001 0.992 0.826 0.902 d = lying 0.097 0.568 0.811 0.668 e = standing 0.036 0.742 0.580 0.651 f = sitting 0.003 0.986 0.986 0.986 g = running 0.048 0.738 0.733 0.736 h = walking ------------------------------------------------------- 0.037 0.780 0.761 0.764 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.868 0.868 0.868 a = climbing down 0.055 0.625 0.684 0.653 b = climbing up 0.017 0.485 1.000 0.653 c = jumping 0.000 1.000 0.909 0.952 d = lying 0.098 0.568 0.817 0.670 e = standing 0.037 0.702 0.488 0.576 f = sitting 0.000 1.000 0.894 0.944 g = running 0.032 0.814 0.756 0.784 h = walking ------------------------------------------------------- 0.032 0.800 0.777 0.780 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.860 0.870 0.865 a = climbing down 0.055 0.625 0.676 0.649 b = climbing up 0.015 0.516 1.000 0.681 c = jumping 0.000 1.000 0.913 0.954 d = lying 0.120 0.519 0.820 0.635 e = standing 0.035 0.650 0.366 0.468 f = sitting 0.000 1.000 0.906 0.951 g = running 0.032 0.813 0.756 0.783 h = walking ------------------------------------------------------- 0.035 0.785 0.761 0.760 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.860 0.879 0.869 a = climbing down 0.054 0.622 0.661 0.641 b = climbing up 0.011 0.591 1.000 0.743 c = jumping 0.000 1.000 0.913 0.954 d = lying 0.117 0.527 0.829 0.644 e = standing 0.033 0.674 0.384 0.489 f = sitting 0.000 1.000 0.931 0.964 g = running 0.034 0.802 0.751 0.776 h = walking ------------------------------------------------------- 0.035 0.789 0.767 0.766 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.860 0.879 0.869 a = climbing down 0.055 0.625 0.676 0.649 b = climbing up 0.012 0.586 1.000 0.739 c = jumping 0.000 1.000 0.919 0.958 d = lying 0.126 0.503 0.807 0.620 e = standing 0.034 0.641 0.343 0.447 f = sitting 0.000 1.000 0.929 0.963 g = running 0.032 0.811 0.748 0.778 h = walking ------------------------------------------------------- 0.036 0.782 0.760 0.758 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.856 0.882 0.869 a = climbing down 0.050 0.649 0.686 0.667 b = climbing up 0.006 0.730 1.000 0.844 c = jumping 0.000 1.000 0.919 0.958 d = lying 0.127 0.501 0.807 0.618 e = standing 0.033 0.643 0.339 0.444 f = sitting 0.000 1.000 0.963 0.981 g = running 0.030 0.825 0.772 0.797 h = walking ------------------------------------------------------- 0.035 0.789 0.770 0.767 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.850 0.893 0.871 a = climbing down 0.043 0.680 0.680 0.680 b = climbing up 0.005 0.756 1.000 0.861 c = jumping 0.000 1.000 0.917 0.957 d = lying 0.127 0.500 0.807 0.618 e = standing 0.032 0.658 0.348 0.455 f = sitting 0.000 1.000 0.968 0.984 g = running 0.030 0.830 0.801 0.815 h = walking ------------------------------------------------------- 0.034 0.796 0.777 0.774 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.934 0.706 0.804 a = climbing down 0.015 0.672 0.214 0.325 b = climbing up 0.039 0.333 0.965 0.496 c = jumping 0.000 0.993 0.212 0.349 d = lying 0.126 0.533 0.788 0.636 e = standing 0.141 0.300 0.405 0.345 f = sitting 0.002 0.989 0.759 0.859 g = running 0.145 0.506 0.940 0.658 h = walking ------------------------------------------------------- 0.061 0.704 0.587 0.571 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.945 0.720 0.817 a = climbing down 0.015 0.680 0.214 0.326 b = climbing up 0.009 0.680 0.965 0.798 c = jumping 0.000 0.994 0.251 0.401 d = lying 0.126 0.533 0.791 0.637 e = standing 0.134 0.310 0.404 0.351 f = sitting 0.002 0.991 0.942 0.966 g = running 0.143 0.512 0.945 0.664 h = walking ------------------------------------------------------- 0.059 0.715 0.625 0.605 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.950 0.728 0.824 a = climbing down 0.015 0.670 0.212 0.323 b = climbing up 0.009 0.689 0.977 0.808 c = jumping 0.000 0.995 0.286 0.444 d = lying 0.126 0.535 0.794 0.640 e = standing 0.128 0.323 0.407 0.360 f = sitting 0.001 0.993 0.943 0.967 g = running 0.141 0.514 0.946 0.666 h = walking ------------------------------------------------------- 0.058 0.718 0.633 0.615 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.951 0.744 0.835 a = climbing down 0.014 0.695 0.214 0.327 b = climbing up 0.006 0.755 0.965 0.847 c = jumping 0.000 0.996 0.362 0.531 d = lying 0.128 0.531 0.794 0.636 e = standing 0.113 0.345 0.398 0.370 f = sitting 0.001 0.993 0.961 0.977 g = running 0.139 0.520 0.953 0.673 h = walking ------------------------------------------------------- 0.056 0.725 0.649 0.634 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.949 0.748 0.837 a = climbing down 0.014 0.703 0.218 0.332 b = climbing up 0.007 0.745 0.953 0.837 c = jumping 0.000 0.997 0.433 0.604 d = lying 0.128 0.529 0.790 0.633 e = standing 0.102 0.365 0.393 0.379 f = sitting 0.002 0.991 0.960 0.975 g = running 0.138 0.522 0.955 0.675 h = walking ------------------------------------------------------- 0.055 0.729 0.659 0.646 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.959 0.754 0.844 a = climbing down 0.013 0.719 0.218 0.334 b = climbing up 0.005 0.796 0.953 0.868 c = jumping 0.000 0.997 0.477 0.645 d = lying 0.131 0.530 0.809 0.640 e = standing 0.090 0.391 0.386 0.389 f = sitting 0.002 0.992 0.971 0.981 g = running 0.139 0.522 0.958 0.676 h = walking ------------------------------------------------------- 0.053 0.736 0.671 0.658 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.976 0.580 0.728 a = climbing down 0.015 0.626 0.173 0.271 b = climbing up 0.014 0.572 0.976 0.722 c = jumping 0.001 0.981 0.158 0.272 d = lying 0.093 0.649 0.940 0.768 e = standing 0.155 0.285 0.414 0.338 f = sitting 0.002 0.989 0.912 0.949 g = running 0.163 0.488 0.985 0.653 h = walking ------------------------------------------------------- 0.059 0.719 0.615 0.581 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.974 0.592 0.736 a = climbing down 0.016 0.627 0.185 0.286 b = climbing up 0.002 0.890 0.953 0.920 c = jumping 0.001 0.981 0.158 0.272 d = lying 0.094 0.644 0.939 0.764 e = standing 0.155 0.282 0.407 0.333 f = sitting 0.002 0.987 0.985 0.986 g = running 0.158 0.495 0.985 0.659 h = walking ------------------------------------------------------- 0.059 0.725 0.628 0.594 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.974 0.596 0.739 a = climbing down 0.016 0.630 0.185 0.286 b = climbing up 0.001 0.941 0.941 0.941 c = jumping 0.001 0.978 0.134 0.235 d = lying 0.097 0.637 0.937 0.758 e = standing 0.159 0.267 0.387 0.316 f = sitting 0.003 0.986 0.992 0.989 g = running 0.158 0.496 0.985 0.660 h = walking ------------------------------------------------------- 0.060 0.723 0.623 0.586 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.978 0.612 0.753 a = climbing down 0.016 0.620 0.174 0.272 b = climbing up 0.001 0.964 0.941 0.952 c = jumping 0.001 0.947 0.054 0.102 d = lying 0.097 0.637 0.937 0.759 e = standing 0.174 0.248 0.384 0.301 f = sitting 0.003 0.986 0.994 0.990 g = running 0.158 0.497 0.987 0.661 h = walking ------------------------------------------------------- 0.062 0.715 0.612 0.565 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.978 0.614 0.754 a = climbing down 0.016 0.608 0.171 0.267 b = climbing up 0.000 0.976 0.941 0.958 c = jumping 0.001 0.923 0.036 0.069 d = lying 0.098 0.634 0.939 0.757 e = standing 0.176 0.243 0.379 0.296 f = sitting 0.003 0.986 0.996 0.991 g = running 0.158 0.496 0.985 0.660 h = walking ------------------------------------------------------- 0.062 0.709 0.608 0.558 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.978 0.630 0.766 a = climbing down 0.016 0.601 0.164 0.257 b = climbing up 0.000 0.976 0.941 0.958 c = jumping 0.001 0.818 0.014 0.027 d = lying 0.096 0.641 0.946 0.764 e = standing 0.180 0.243 0.386 0.298 f = sitting 0.003 0.986 0.996 0.991 g = running 0.157 0.497 0.985 0.661 h = walking ------------------------------------------------------- 0.062 0.694 0.608 0.553 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.747 0.640 0.689 a = climbing down 0.110 0.573 0.520 0.545 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 0.339 0.987 0.505 e = standing 0.003 0.167 0.003 0.006 f = sitting 0.073 0.668 0.963 0.789 g = running 0.066 0.594 0.576 0.585 h = walking ------------------------------------------------------- 0.063 0.581 0.600 0.559 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.738 0.580 0.649 a = climbing down 0.118 0.544 0.495 0.519 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 0.339 0.987 0.505 e = standing 0.003 0.167 0.003 0.006 f = sitting 0.067 0.688 0.963 0.803 g = running 0.074 0.579 0.609 0.593 h = walking ------------------------------------------------------- 0.065 0.574 0.594 0.553 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.746 0.575 0.649 a = climbing down 0.117 0.610 0.642 0.626 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 0.339 0.987 0.505 e = standing 0.003 0.167 0.003 0.006 f = sitting 0.048 0.754 0.965 0.847 g = running 0.055 0.653 0.623 0.638 h = walking ------------------------------------------------------- 0.059 0.609 0.628 0.589 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.737 0.633 0.681 a = climbing down 0.110 0.663 0.760 0.708 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 0.339 0.987 0.505 e = standing 0.003 0.167 0.003 0.006 f = sitting 0.023 0.865 0.963 0.911 g = running 0.047 0.687 0.620 0.651 h = walking ------------------------------------------------------- 0.054 0.639 0.659 0.620 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.752 0.778 0.765 a = climbing down 0.074 0.749 0.778 0.763 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 0.339 0.987 0.505 e = standing 0.003 0.167 0.003 0.006 f = sitting 0.023 0.865 0.963 0.911 g = running 0.041 0.743 0.707 0.725 h = walking ------------------------------------------------------- 0.045 0.668 0.689 0.651 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.033 0.722 0.804 0.761 a = climbing down 0.061 0.794 0.822 0.808 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 0.339 0.987 0.505 e = standing 0.003 0.167 0.003 0.006 f = sitting 0.023 0.865 0.963 0.911 g = running 0.023 0.847 0.766 0.804 h = walking ------------------------------------------------------- 0.040 0.690 0.710 0.672 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.789 0.600 0.682 a = climbing down 0.120 0.481 0.392 0.432 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 0.074 0.671 0.987 0.799 g = running 0.104 0.459 0.528 0.491 h = walking ------------------------------------------------------- 0.079 0.550 0.470 0.424 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.793 0.516 0.625 a = climbing down 0.114 0.499 0.397 0.442 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 0.084 0.644 0.985 0.779 g = running 0.108 0.460 0.550 0.501 h = walking ------------------------------------------------------- 0.079 0.551 0.466 0.420 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.810 0.663 0.729 a = climbing down 0.100 0.546 0.422 0.476 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 0.066 0.697 0.985 0.816 g = running 0.106 0.485 0.595 0.535 h = walking ------------------------------------------------------- 0.074 0.574 0.493 0.447 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.821 0.798 0.809 a = climbing down 0.084 0.624 0.492 0.550 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 0.743 0.985 0.847 g = running 0.094 0.524 0.620 0.568 h = walking ------------------------------------------------------- 0.067 0.604 0.525 0.480 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.023 0.795 0.849 0.821 a = climbing down 0.069 0.669 0.493 0.568 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 0.053 0.740 0.985 0.845 g = running 0.089 0.552 0.659 0.601 h = walking ------------------------------------------------------- 0.063 0.615 0.535 0.490 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.029 0.762 0.865 0.810 a = climbing down 0.055 0.709 0.472 0.566 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 0.024 0.862 0.985 0.919 g = running 0.120 0.498 0.714 0.587 h = walking ------------------------------------------------------- 0.061 0.629 0.540 0.496 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.979 0.535 0.692 a = climbing down 0.025 0.802 0.742 0.771 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.967 0.995 0.981 d = lying 0.143 0.506 0.866 0.639 e = standing 0.023 0.569 0.172 0.264 f = sitting 0.001 0.998 0.979 0.988 g = running 0.068 0.703 0.997 0.824 h = walking ------------------------------------------------------- 0.038 0.790 0.771 0.747 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.977 0.575 0.724 a = climbing down 0.023 0.825 0.768 0.796 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.967 0.995 0.981 d = lying 0.138 0.519 0.883 0.654 e = standing 0.020 0.635 0.197 0.301 f = sitting 0.001 0.998 0.978 0.988 g = running 0.063 0.719 0.995 0.835 h = walking ------------------------------------------------------- 0.036 0.807 0.784 0.762 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.978 0.587 0.733 a = climbing down 0.022 0.828 0.755 0.790 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.967 0.995 0.981 d = lying 0.138 0.520 0.887 0.656 e = standing 0.020 0.641 0.197 0.301 f = sitting 0.001 0.998 0.978 0.988 g = running 0.065 0.713 0.993 0.830 h = walking ------------------------------------------------------- 0.036 0.808 0.784 0.762 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.974 0.591 0.736 a = climbing down 0.021 0.830 0.738 0.781 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.967 0.995 0.981 d = lying 0.138 0.521 0.891 0.658 e = standing 0.019 0.649 0.196 0.300 f = sitting 0.001 0.998 0.979 0.988 g = running 0.067 0.708 0.995 0.827 h = walking ------------------------------------------------------- 0.036 0.808 0.783 0.761 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.974 0.587 0.732 a = climbing down 0.021 0.823 0.723 0.770 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.967 0.995 0.981 d = lying 0.131 0.535 0.894 0.670 e = standing 0.019 0.696 0.236 0.352 f = sitting 0.001 0.998 0.979 0.988 g = running 0.068 0.703 0.997 0.824 h = walking ------------------------------------------------------- 0.035 0.816 0.788 0.769 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.972 0.618 0.755 a = climbing down 0.018 0.850 0.740 0.791 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.967 0.995 0.981 d = lying 0.133 0.529 0.887 0.663 e = standing 0.020 0.670 0.224 0.336 f = sitting 0.001 0.998 0.985 0.991 g = running 0.064 0.716 0.997 0.833 h = walking ------------------------------------------------------- 0.034 0.816 0.791 0.772 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.989 0.630 0.770 a = climbing down 0.028 0.749 0.604 0.669 b = climbing up 0.000 0.984 0.741 0.846 c = jumping 0.002 0.988 0.998 0.993 d = lying 0.133 0.532 0.894 0.667 e = standing 0.018 0.704 0.244 0.362 f = sitting 0.008 0.965 0.983 0.974 g = running 0.075 0.682 0.984 0.805 h = walking ------------------------------------------------------- 0.038 0.803 0.773 0.755 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.990 0.653 0.787 a = climbing down 0.026 0.763 0.596 0.669 b = climbing up 0.000 0.984 0.741 0.846 c = jumping 0.002 0.988 0.998 0.993 d = lying 0.133 0.536 0.910 0.675 e = standing 0.016 0.736 0.244 0.366 f = sitting 0.008 0.964 0.983 0.973 g = running 0.075 0.680 0.984 0.804 h = walking ------------------------------------------------------- 0.037 0.810 0.776 0.758 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.986 0.653 0.786 a = climbing down 0.024 0.780 0.609 0.684 b = climbing up 0.000 0.983 0.682 0.806 c = jumping 0.002 0.990 1.000 0.995 d = lying 0.134 0.535 0.913 0.675 e = standing 0.015 0.744 0.241 0.364 f = sitting 0.010 0.958 0.983 0.970 g = running 0.074 0.686 0.990 0.810 h = walking ------------------------------------------------------- 0.037 0.812 0.778 0.759 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.987 0.667 0.796 a = climbing down 0.025 0.789 0.658 0.718 b = climbing up 0.000 0.983 0.682 0.806 c = jumping 0.002 0.990 1.000 0.995 d = lying 0.128 0.547 0.917 0.685 e = standing 0.014 0.776 0.271 0.401 f = sitting 0.010 0.957 0.984 0.970 g = running 0.064 0.715 0.990 0.830 h = walking ------------------------------------------------------- 0.035 0.824 0.791 0.774 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.984 0.698 0.817 a = climbing down 0.022 0.821 0.718 0.766 b = climbing up 0.000 0.984 0.706 0.822 c = jumping 0.002 0.990 1.000 0.995 d = lying 0.131 0.542 0.916 0.681 e = standing 0.014 0.763 0.257 0.385 f = sitting 0.010 0.959 0.987 0.973 g = running 0.054 0.748 0.989 0.852 h = walking ------------------------------------------------------- 0.033 0.830 0.800 0.783 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.987 0.707 0.824 a = climbing down 0.021 0.834 0.742 0.785 b = climbing up 0.000 0.985 0.765 0.861 c = jumping 0.002 0.990 1.000 0.995 d = lying 0.120 0.568 0.937 0.707 e = standing 0.011 0.840 0.316 0.459 f = sitting 0.008 0.966 0.988 0.977 g = running 0.051 0.758 0.989 0.858 h = walking ------------------------------------------------------- 0.030 0.850 0.817 0.804 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.914 0.745 0.821 a = climbing down 0.024 0.757 0.781 0.769 b = climbing up 0.000 1.000 0.883 0.938 c = jumping 0.001 0.997 0.916 0.955 d = lying 0.169 0.350 0.502 0.413 e = standing 0.098 0.234 0.156 0.187 f = sitting 0.018 0.913 1.000 0.954 g = running 0.022 0.886 0.906 0.896 h = walking ------------------------------------------------------- 0.051 0.715 0.712 0.709 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.910 0.760 0.828 a = climbing down 0.023 0.766 0.772 0.769 b = climbing up 0.000 1.000 0.904 0.950 c = jumping 0.001 0.997 0.916 0.955 d = lying 0.169 0.350 0.502 0.413 e = standing 0.098 0.234 0.156 0.187 f = sitting 0.017 0.918 1.000 0.957 g = running 0.022 0.885 0.907 0.896 h = walking ------------------------------------------------------- 0.051 0.716 0.714 0.710 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.908 0.765 0.830 a = climbing down 0.022 0.770 0.781 0.775 b = climbing up 0.000 1.000 0.904 0.950 c = jumping 0.001 0.997 0.916 0.955 d = lying 0.169 0.350 0.502 0.413 e = standing 0.098 0.234 0.156 0.187 f = sitting 0.016 0.919 1.000 0.958 g = running 0.021 0.890 0.907 0.899 h = walking ------------------------------------------------------- 0.050 0.717 0.715 0.712 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.909 0.770 0.834 a = climbing down 0.021 0.780 0.778 0.779 b = climbing up 0.000 1.000 0.926 0.961 c = jumping 0.001 0.997 0.916 0.955 d = lying 0.169 0.350 0.502 0.413 e = standing 0.098 0.234 0.156 0.187 f = sitting 0.015 0.924 1.000 0.960 g = running 0.021 0.888 0.912 0.900 h = walking ------------------------------------------------------- 0.050 0.719 0.716 0.713 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.911 0.770 0.835 a = climbing down 0.021 0.782 0.778 0.780 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.001 0.997 0.916 0.955 d = lying 0.169 0.350 0.502 0.413 e = standing 0.098 0.234 0.156 0.187 f = sitting 0.014 0.928 1.000 0.962 g = running 0.021 0.888 0.915 0.901 h = walking ------------------------------------------------------- 0.050 0.720 0.718 0.714 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.917 0.775 0.840 a = climbing down 0.020 0.794 0.792 0.793 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.997 0.916 0.955 d = lying 0.169 0.350 0.502 0.413 e = standing 0.098 0.234 0.156 0.187 f = sitting 0.014 0.930 1.000 0.964 g = running 0.020 0.893 0.918 0.905 h = walking ------------------------------------------------------- 0.050 0.723 0.720 0.717 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.956 0.889 0.921 a = climbing down 0.017 0.795 0.677 0.731 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.008 0.959 0.980 0.970 d = lying 0.180 0.142 0.166 0.153 e = standing 0.154 0.032 0.026 0.029 f = sitting 0.013 0.936 1.000 0.967 g = running 0.026 0.867 0.923 0.894 h = walking ------------------------------------------------------- 0.062 0.653 0.660 0.655 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.957 0.891 0.923 a = climbing down 0.016 0.799 0.671 0.730 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.008 0.959 0.979 0.969 d = lying 0.181 0.142 0.166 0.153 e = standing 0.154 0.032 0.026 0.029 f = sitting 0.013 0.933 1.000 0.965 g = running 0.026 0.866 0.923 0.893 h = walking ------------------------------------------------------- 0.062 0.652 0.659 0.655 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.957 0.894 0.924 a = climbing down 0.016 0.803 0.686 0.740 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.008 0.961 0.979 0.970 d = lying 0.181 0.142 0.166 0.153 e = standing 0.154 0.032 0.026 0.029 f = sitting 0.012 0.938 1.000 0.968 g = running 0.026 0.868 0.923 0.895 h = walking ------------------------------------------------------- 0.062 0.654 0.661 0.656 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.957 0.896 0.925 a = climbing down 0.016 0.807 0.683 0.740 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.007 0.962 0.979 0.970 d = lying 0.181 0.142 0.166 0.153 e = standing 0.154 0.032 0.026 0.029 f = sitting 0.011 0.943 1.000 0.970 g = running 0.026 0.868 0.928 0.897 h = walking ------------------------------------------------------- 0.061 0.655 0.662 0.657 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.957 0.899 0.927 a = climbing down 0.015 0.815 0.680 0.741 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.007 0.962 0.979 0.970 d = lying 0.181 0.142 0.166 0.153 e = standing 0.154 0.032 0.026 0.029 f = sitting 0.011 0.943 1.000 0.970 g = running 0.026 0.867 0.931 0.898 h = walking ------------------------------------------------------- 0.061 0.656 0.662 0.658 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.957 0.906 0.931 a = climbing down 0.014 0.835 0.751 0.791 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.007 0.962 0.979 0.970 d = lying 0.181 0.142 0.166 0.153 e = standing 0.154 0.032 0.026 0.029 f = sitting 0.011 0.946 1.000 0.972 g = running 0.019 0.899 0.931 0.915 h = walking ------------------------------------------------------- 0.060 0.663 0.669 0.665 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.901 0.365 0.519 a = climbing down 0.071 0.601 0.744 0.665 b = climbing up 0.000 1.000 0.685 0.813 c = jumping 0.044 0.801 0.980 0.881 d = lying 0.014 0.758 0.246 0.372 e = standing 0.132 0.481 0.715 0.575 f = sitting 0.012 0.931 0.988 0.959 g = running 0.066 0.693 0.838 0.759 h = walking ------------------------------------------------------- 0.049 0.740 0.706 0.683 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.902 0.371 0.526 a = climbing down 0.067 0.616 0.756 0.679 b = climbing up 0.000 1.000 0.753 0.859 c = jumping 0.046 0.793 0.981 0.877 d = lying 0.014 0.750 0.235 0.358 e = standing 0.133 0.473 0.702 0.565 f = sitting 0.011 0.940 0.988 0.963 g = running 0.064 0.701 0.851 0.768 h = walking ------------------------------------------------------- 0.049 0.741 0.708 0.684 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.929 0.380 0.540 a = climbing down 0.067 0.617 0.760 0.681 b = climbing up 0.000 1.000 0.775 0.873 c = jumping 0.046 0.791 0.981 0.876 d = lying 0.013 0.763 0.228 0.351 e = standing 0.135 0.472 0.707 0.566 f = sitting 0.010 0.943 0.995 0.968 g = running 0.063 0.704 0.849 0.770 h = walking ------------------------------------------------------- 0.049 0.746 0.710 0.686 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.919 0.383 0.540 a = climbing down 0.060 0.640 0.742 0.687 b = climbing up 0.000 1.000 0.775 0.873 c = jumping 0.046 0.793 0.981 0.877 d = lying 0.014 0.745 0.215 0.334 e = standing 0.137 0.468 0.707 0.563 f = sitting 0.010 0.943 0.993 0.968 g = running 0.065 0.708 0.894 0.790 h = walking ------------------------------------------------------- 0.048 0.746 0.713 0.687 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.917 0.394 0.551 a = climbing down 0.058 0.641 0.729 0.682 b = climbing up 0.000 1.000 0.831 0.908 c = jumping 0.046 0.791 0.984 0.877 d = lying 0.013 0.746 0.212 0.331 e = standing 0.137 0.467 0.705 0.562 f = sitting 0.009 0.951 0.995 0.972 g = running 0.066 0.709 0.900 0.793 h = walking ------------------------------------------------------- 0.048 0.746 0.714 0.689 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.908 0.398 0.554 a = climbing down 0.057 0.645 0.723 0.682 b = climbing up 0.000 1.000 0.843 0.915 c = jumping 0.048 0.787 0.984 0.875 d = lying 0.013 0.744 0.206 0.323 e = standing 0.138 0.464 0.700 0.558 f = sitting 0.008 0.952 0.993 0.972 g = running 0.067 0.706 0.902 0.792 h = walking ------------------------------------------------------- 0.048 0.744 0.713 0.687 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.992 0.546 0.704 a = climbing down 0.046 0.659 0.629 0.644 b = climbing up 0.000 1.000 0.588 0.741 c = jumping 0.010 0.942 0.930 0.936 d = lying 0.043 0.459 0.199 0.278 e = standing 0.156 0.434 0.702 0.537 f = sitting 0.012 0.934 1.000 0.966 g = running 0.088 0.632 0.850 0.725 h = walking ------------------------------------------------------- 0.052 0.716 0.696 0.683 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.557 0.714 a = climbing down 0.038 0.690 0.587 0.634 b = climbing up 0.000 1.000 0.624 0.768 c = jumping 0.010 0.941 0.932 0.936 d = lying 0.043 0.469 0.207 0.287 e = standing 0.154 0.435 0.699 0.536 f = sitting 0.011 0.939 1.000 0.968 g = running 0.095 0.623 0.887 0.732 h = walking ------------------------------------------------------- 0.052 0.721 0.699 0.686 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.562 0.717 a = climbing down 0.037 0.692 0.585 0.634 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.009 0.947 0.929 0.938 d = lying 0.042 0.522 0.252 0.340 e = standing 0.147 0.452 0.711 0.552 f = sitting 0.012 0.936 1.000 0.967 g = running 0.095 0.625 0.892 0.735 h = walking ------------------------------------------------------- 0.050 0.733 0.707 0.697 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.571 0.725 a = climbing down 0.035 0.698 0.569 0.627 b = climbing up 0.000 1.000 0.635 0.777 c = jumping 0.009 0.951 0.924 0.937 d = lying 0.042 0.563 0.295 0.387 e = standing 0.140 0.466 0.717 0.565 f = sitting 0.011 0.940 1.000 0.969 g = running 0.097 0.622 0.898 0.735 h = walking ------------------------------------------------------- 0.049 0.743 0.715 0.707 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.989 0.580 0.731 a = climbing down 0.035 0.705 0.579 0.636 b = climbing up 0.000 1.000 0.706 0.828 c = jumping 0.009 0.950 0.929 0.939 d = lying 0.044 0.591 0.346 0.437 e = standing 0.129 0.481 0.706 0.572 f = sitting 0.009 0.949 1.000 0.974 g = running 0.094 0.630 0.901 0.741 h = walking ------------------------------------------------------- 0.047 0.752 0.726 0.720 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.993 0.596 0.744 a = climbing down 0.034 0.715 0.602 0.653 b = climbing up 0.000 1.000 0.741 0.851 c = jumping 0.009 0.951 0.926 0.938 d = lying 0.048 0.601 0.394 0.476 e = standing 0.121 0.490 0.684 0.571 f = sitting 0.008 0.954 1.000 0.976 g = running 0.090 0.637 0.895 0.745 h = walking ------------------------------------------------------- 0.046 0.759 0.734 0.731 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.692 0.803 0.743 a = climbing down 0.170 0.413 0.768 0.537 b = climbing up 0.003 0.833 0.794 0.813 c = jumping 0.001 0.991 0.991 0.991 d = lying 0.132 0.598 0.988 0.745 e = standing 0.003 0.897 0.151 0.258 f = sitting 0.006 0.969 0.983 0.976 g = running 0.009 0.663 0.093 0.163 h = walking ------------------------------------------------------- 0.052 0.749 0.689 0.636 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.040 0.686 0.792 0.736 a = climbing down 0.164 0.422 0.768 0.544 b = climbing up 0.001 0.911 0.810 0.857 c = jumping 0.001 0.991 0.991 0.991 d = lying 0.137 0.590 0.989 0.739 e = standing 0.002 0.887 0.122 0.214 f = sitting 0.006 0.969 0.992 0.980 g = running 0.008 0.748 0.130 0.222 h = walking ------------------------------------------------------- 0.051 0.762 0.692 0.640 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.037 0.706 0.795 0.748 a = climbing down 0.173 0.414 0.785 0.542 b = climbing up 0.001 0.943 0.794 0.862 c = jumping 0.001 0.991 0.991 0.991 d = lying 0.137 0.590 0.989 0.739 e = standing 0.002 0.887 0.122 0.214 f = sitting 0.006 0.969 0.993 0.981 g = running 0.008 0.667 0.088 0.155 h = walking ------------------------------------------------------- 0.052 0.751 0.688 0.631 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.034 0.718 0.787 0.751 a = climbing down 0.179 0.409 0.796 0.540 b = climbing up 0.000 1.000 0.778 0.875 c = jumping 0.001 0.991 0.991 0.991 d = lying 0.140 0.584 0.989 0.735 e = standing 0.002 0.867 0.101 0.180 f = sitting 0.006 0.968 0.998 0.983 g = running 0.008 0.600 0.063 0.115 h = walking ------------------------------------------------------- 0.053 0.738 0.683 0.620 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.731 0.790 0.759 a = climbing down 0.182 0.408 0.804 0.541 b = climbing up 0.000 1.000 0.778 0.875 c = jumping 0.001 0.991 0.991 0.991 d = lying 0.140 0.585 0.989 0.735 e = standing 0.002 0.869 0.103 0.183 f = sitting 0.005 0.971 0.998 0.984 g = running 0.007 0.583 0.057 0.104 h = walking ------------------------------------------------------- 0.053 0.737 0.683 0.620 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.031 0.738 0.790 0.763 a = climbing down 0.184 0.408 0.811 0.542 b = climbing up 0.000 1.000 0.778 0.875 c = jumping 0.001 0.991 0.990 0.991 d = lying 0.142 0.581 0.992 0.733 e = standing 0.002 0.885 0.089 0.162 f = sitting 0.005 0.971 0.998 0.984 g = running 0.007 0.537 0.047 0.087 h = walking ------------------------------------------------------- 0.054 0.732 0.681 0.614 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.724 0.807 0.764 a = climbing down 0.183 0.398 0.772 0.525 b = climbing up 0.001 0.667 0.167 0.267 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.140 0.579 0.974 0.727 e = standing 0.005 0.750 0.099 0.175 f = sitting 0.016 0.918 0.990 0.952 g = running 0.005 0.723 0.077 0.138 h = walking ------------------------------------------------------- 0.055 0.728 0.671 0.607 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.721 0.802 0.760 a = climbing down 0.185 0.394 0.768 0.521 b = climbing up 0.001 0.833 0.167 0.278 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.143 0.575 0.974 0.723 e = standing 0.005 0.712 0.082 0.146 f = sitting 0.016 0.918 0.995 0.955 g = running 0.005 0.705 0.070 0.127 h = walking ------------------------------------------------------- 0.056 0.721 0.667 0.601 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.720 0.805 0.760 a = climbing down 0.187 0.389 0.764 0.516 b = climbing up 0.001 0.833 0.167 0.278 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.145 0.572 0.976 0.721 e = standing 0.005 0.686 0.068 0.124 f = sitting 0.016 0.918 0.995 0.955 g = running 0.005 0.654 0.055 0.102 h = walking ------------------------------------------------------- 0.057 0.709 0.663 0.593 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.722 0.822 0.769 a = climbing down 0.186 0.391 0.766 0.518 b = climbing up 0.001 0.833 0.167 0.278 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.150 0.563 0.976 0.714 e = standing 0.005 0.543 0.037 0.069 f = sitting 0.016 0.918 0.995 0.955 g = running 0.004 0.689 0.050 0.094 h = walking ------------------------------------------------------- 0.057 0.695 0.660 0.585 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.034 0.727 0.825 0.773 a = climbing down 0.187 0.393 0.775 0.521 b = climbing up 0.000 1.000 0.167 0.286 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.150 0.563 0.976 0.714 e = standing 0.005 0.543 0.037 0.069 f = sitting 0.016 0.918 0.998 0.957 g = running 0.004 0.615 0.039 0.074 h = walking ------------------------------------------------------- 0.057 0.687 0.661 0.583 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.035 0.725 0.845 0.781 a = climbing down 0.186 0.392 0.770 0.520 b = climbing up 0.000 1.000 0.167 0.286 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.150 0.563 0.976 0.714 e = standing 0.005 0.529 0.035 0.066 f = sitting 0.016 0.918 0.998 0.957 g = running 0.004 0.576 0.031 0.059 h = walking ------------------------------------------------------- 0.057 0.678 0.660 0.580 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.913 0.353 0.509 a = climbing down 0.197 0.453 0.892 0.601 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.000 0.998 0.995 0.997 d = lying 0.062 0.523 0.374 0.436 e = standing 0.109 0.420 0.571 0.484 f = sitting 0.005 0.970 0.998 0.984 g = running 0.026 0.655 0.261 0.373 h = walking ------------------------------------------------------- 0.058 0.705 0.656 0.641 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.921 0.361 0.519 a = climbing down 0.195 0.460 0.908 0.610 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.061 0.525 0.374 0.437 e = standing 0.109 0.422 0.578 0.488 f = sitting 0.005 0.972 0.998 0.985 g = running 0.024 0.669 0.259 0.374 h = walking ------------------------------------------------------- 0.058 0.710 0.660 0.644 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.926 0.358 0.517 a = climbing down 0.198 0.458 0.915 0.610 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 0.998 0.995 0.997 d = lying 0.061 0.534 0.386 0.448 e = standing 0.107 0.427 0.578 0.491 f = sitting 0.005 0.972 0.998 0.985 g = running 0.023 0.670 0.246 0.360 h = walking ------------------------------------------------------- 0.058 0.712 0.660 0.644 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.929 0.374 0.533 a = climbing down 0.196 0.459 0.910 0.610 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.061 0.542 0.399 0.459 e = standing 0.105 0.433 0.580 0.496 f = sitting 0.005 0.972 0.998 0.985 g = running 0.024 0.662 0.248 0.361 h = walking ------------------------------------------------------- 0.057 0.713 0.663 0.648 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.929 0.374 0.533 a = climbing down 0.200 0.455 0.913 0.607 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.056 0.518 0.334 0.406 e = standing 0.117 0.421 0.612 0.499 f = sitting 0.005 0.972 0.997 0.984 g = running 0.023 0.649 0.227 0.337 h = walking ------------------------------------------------------- 0.058 0.705 0.654 0.636 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.924 0.377 0.535 a = climbing down 0.199 0.457 0.913 0.609 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.055 0.522 0.329 0.404 e = standing 0.117 0.424 0.624 0.505 f = sitting 0.005 0.972 0.997 0.984 g = running 0.023 0.655 0.234 0.345 h = walking ------------------------------------------------------- 0.058 0.707 0.656 0.637 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.899 0.718 0.798 a = climbing down 0.173 0.461 0.810 0.588 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.005 0.972 1.000 0.986 d = lying 0.047 0.511 0.273 0.356 e = standing 0.127 0.413 0.640 0.502 f = sitting 0.006 0.969 1.000 0.984 g = running 0.025 0.623 0.221 0.326 h = walking ------------------------------------------------------- 0.056 0.692 0.665 0.646 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.917 0.718 0.805 a = climbing down 0.177 0.462 0.829 0.594 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.005 0.974 1.000 0.987 d = lying 0.047 0.506 0.265 0.348 e = standing 0.128 0.413 0.646 0.504 f = sitting 0.006 0.969 1.000 0.984 g = running 0.023 0.620 0.202 0.304 h = walking ------------------------------------------------------- 0.056 0.693 0.664 0.644 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.908 0.721 0.803 a = climbing down 0.175 0.465 0.831 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 0.040 0.458 0.187 0.266 e = standing 0.142 0.405 0.693 0.511 f = sitting 0.005 0.973 1.000 0.987 g = running 0.023 0.628 0.206 0.311 h = walking ------------------------------------------------------- 0.056 0.686 0.660 0.634 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.908 0.721 0.803 a = climbing down 0.176 0.464 0.832 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 0.041 0.459 0.192 0.271 e = standing 0.141 0.404 0.687 0.509 f = sitting 0.005 0.972 1.000 0.986 g = running 0.022 0.632 0.202 0.306 h = walking ------------------------------------------------------- 0.056 0.687 0.659 0.633 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.908 0.721 0.803 a = climbing down 0.175 0.467 0.839 0.600 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.005 0.974 1.000 0.987 d = lying 0.041 0.459 0.190 0.269 e = standing 0.141 0.405 0.689 0.510 f = sitting 0.005 0.972 1.000 0.986 g = running 0.021 0.648 0.205 0.311 h = walking ------------------------------------------------------- 0.056 0.690 0.661 0.635 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.901 0.736 0.810 a = climbing down 0.178 0.464 0.842 0.599 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.005 0.974 1.000 0.987 d = lying 0.036 0.478 0.180 0.262 e = standing 0.143 0.414 0.724 0.526 f = sitting 0.005 0.973 1.000 0.987 g = running 0.020 0.635 0.183 0.284 h = walking ------------------------------------------------------- 0.056 0.691 0.662 0.632 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.568 0.638 0.601 a = climbing down 0.192 0.314 0.560 0.402 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 0.494 0.620 0.550 e = standing 0.252 0.146 0.279 0.192 f = sitting 0.049 0.796 1.000 0.887 g = running 0.010 0.492 0.048 0.088 h = walking ------------------------------------------------------- 0.090 0.406 0.437 0.379 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.598 0.660 0.628 a = climbing down 0.195 0.323 0.593 0.418 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 0.513 0.666 0.580 e = standing 0.244 0.152 0.283 0.198 f = sitting 0.045 0.808 1.000 0.894 g = running 0.007 0.558 0.045 0.083 h = walking ------------------------------------------------------- 0.088 0.426 0.450 0.389 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.658 0.770 0.710 a = climbing down 0.194 0.331 0.613 0.430 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.118 0.503 0.652 0.568 e = standing 0.246 0.143 0.267 0.187 f = sitting 0.039 0.831 1.000 0.908 g = running 0.007 0.580 0.045 0.083 h = walking ------------------------------------------------------- 0.087 0.435 0.455 0.395 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.679 0.830 0.747 a = climbing down 0.193 0.338 0.627 0.439 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.122 0.495 0.652 0.563 e = standing 0.246 0.133 0.245 0.173 f = sitting 0.036 0.843 1.000 0.915 g = running 0.006 0.600 0.042 0.078 h = walking ------------------------------------------------------- 0.086 0.440 0.457 0.396 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.683 0.817 0.744 a = climbing down 0.195 0.338 0.633 0.440 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.124 0.496 0.668 0.569 e = standing 0.244 0.127 0.229 0.163 f = sitting 0.035 0.844 1.000 0.916 g = running 0.005 0.614 0.042 0.078 h = walking ------------------------------------------------------- 0.087 0.442 0.458 0.396 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.026 0.675 0.804 0.734 a = climbing down 0.197 0.336 0.635 0.439 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.125 0.500 0.682 0.577 e = standing 0.241 0.127 0.227 0.163 f = sitting 0.033 0.853 1.000 0.920 g = running 0.005 0.605 0.040 0.076 h = walking ------------------------------------------------------- 0.086 0.442 0.459 0.396 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.043 0.483 0.594 0.533 a = climbing down 0.203 0.325 0.624 0.428 b = climbing up 0.000 0.984 0.938 0.961 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.105 0.531 0.647 0.583 e = standing 0.248 0.178 0.346 0.235 f = sitting 0.031 0.860 1.000 0.924 g = running 0.008 0.250 0.012 0.024 h = walking ------------------------------------------------------- 0.086 0.541 0.448 0.384 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.047 0.468 0.615 0.531 a = climbing down 0.201 0.318 0.600 0.416 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.104 0.554 0.703 0.620 e = standing 0.238 0.186 0.352 0.244 f = sitting 0.029 0.868 1.000 0.930 g = running 0.008 0.265 0.014 0.027 h = walking ------------------------------------------------------- 0.084 0.548 0.457 0.391 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.047 0.500 0.709 0.587 a = climbing down 0.200 0.322 0.606 0.420 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.109 0.552 0.728 0.628 e = standing 0.234 0.177 0.324 0.229 f = sitting 0.023 0.893 1.000 0.943 g = running 0.007 0.233 0.011 0.021 h = walking ------------------------------------------------------- 0.083 0.547 0.463 0.395 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.053 0.486 0.744 0.588 a = climbing down 0.201 0.312 0.582 0.406 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.112 0.548 0.738 0.629 e = standing 0.232 0.168 0.302 0.216 f = sitting 0.018 0.913 1.000 0.955 g = running 0.007 0.250 0.011 0.021 h = walking ------------------------------------------------------- 0.083 0.549 0.461 0.394 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.055 0.489 0.786 0.603 a = climbing down 0.200 0.312 0.578 0.405 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.118 0.534 0.736 0.619 e = standing 0.232 0.150 0.264 0.191 f = sitting 0.014 0.930 1.000 0.964 g = running 0.006 0.259 0.011 0.021 h = walking ------------------------------------------------------- 0.083 0.549 0.457 0.391 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.054 0.500 0.803 0.616 a = climbing down 0.203 0.312 0.586 0.407 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.119 0.509 0.672 0.579 e = standing 0.243 0.140 0.256 0.181 f = sitting 0.013 0.935 1.000 0.966 g = running 0.006 0.056 0.002 0.003 h = walking ------------------------------------------------------- 0.085 0.510 0.447 0.382 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.792 0.215 0.338 a = climbing down 0.300 0.326 0.981 0.490 b = climbing up 0.000 1.000 0.025 0.049 c = jumping 0.132 0.557 0.990 0.713 d = lying 0.016 0.097 0.010 0.019 e = standing 0.128 0.319 0.354 0.335 f = sitting 0.010 0.941 0.898 0.919 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.081 0.438 0.487 0.400 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.844 0.224 0.354 a = climbing down 0.298 0.330 0.987 0.494 b = climbing up 0.000 1.000 0.025 0.049 c = jumping 0.082 0.666 0.971 0.790 d = lying 0.018 0.114 0.014 0.024 e = standing 0.136 0.430 0.607 0.503 f = sitting 0.013 0.928 0.898 0.913 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.075 0.477 0.523 0.438 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.910 0.285 0.434 a = climbing down 0.287 0.338 0.989 0.504 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.079 0.674 0.975 0.797 d = lying 0.017 0.118 0.014 0.025 e = standing 0.137 0.433 0.619 0.510 f = sitting 0.018 0.903 0.898 0.900 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.464 0.532 0.447 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.935 0.313 0.469 a = climbing down 0.282 0.342 0.991 0.509 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.075 0.687 0.975 0.806 d = lying 0.018 0.113 0.014 0.024 e = standing 0.139 0.435 0.631 0.515 f = sitting 0.020 0.895 0.898 0.896 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.073 0.467 0.537 0.453 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.929 0.283 0.433 a = climbing down 0.286 0.340 0.991 0.506 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.072 0.695 0.975 0.811 d = lying 0.018 0.127 0.015 0.027 e = standing 0.139 0.439 0.644 0.522 f = sitting 0.020 0.892 0.898 0.895 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.073 0.470 0.536 0.451 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.952 0.259 0.407 a = climbing down 0.288 0.338 0.992 0.504 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.072 0.693 0.975 0.810 d = lying 0.018 0.127 0.015 0.027 e = standing 0.138 0.441 0.646 0.524 f = sitting 0.022 0.885 0.898 0.891 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.471 0.534 0.447 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.990 0.431 0.601 a = climbing down 0.268 0.356 0.998 0.525 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.072 0.699 1.000 0.823 d = lying 0.013 0.614 0.120 0.201 e = standing 0.142 0.387 0.531 0.448 f = sitting 0.022 0.881 0.887 0.884 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.071 0.540 0.554 0.485 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.986 0.451 0.619 a = climbing down 0.266 0.357 0.998 0.526 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.102 0.622 1.000 0.767 d = lying 0.015 0.574 0.120 0.198 e = standing 0.135 0.320 0.378 0.347 f = sitting 0.021 0.889 0.887 0.888 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.514 0.534 0.465 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.994 0.368 0.537 a = climbing down 0.276 0.349 0.998 0.517 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.151 0.525 1.000 0.689 d = lying 0.016 0.556 0.120 0.197 e = standing 0.131 0.116 0.102 0.108 f = sitting 0.022 0.881 0.887 0.884 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.082 0.466 0.485 0.408 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.993 0.320 0.484 a = climbing down 0.280 0.346 0.998 0.514 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.151 0.525 1.000 0.689 d = lying 0.016 0.556 0.120 0.197 e = standing 0.131 0.116 0.102 0.108 f = sitting 0.025 0.870 0.887 0.879 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.464 0.479 0.401 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.194 0.325 a = climbing down 0.297 0.333 1.000 0.500 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.153 0.522 1.000 0.686 d = lying 0.016 0.556 0.120 0.197 e = standing 0.131 0.104 0.090 0.096 f = sitting 0.024 0.874 0.887 0.881 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.085 0.462 0.464 0.380 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.190 0.319 a = climbing down 0.298 0.332 1.000 0.499 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.153 0.522 1.000 0.686 d = lying 0.016 0.556 0.120 0.197 e = standing 0.131 0.104 0.090 0.096 f = sitting 0.024 0.874 0.887 0.881 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.085 0.462 0.463 0.379 Weighted Avg. >> chestwaist >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.540 0.359 0.431 a = climbing down 0.072 0.674 0.904 0.772 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 0.930 0.473 0.627 e = standing 0.265 0.401 0.966 0.567 f = sitting 0.001 0.992 0.790 0.880 g = running 0.032 0.826 0.919 0.870 h = walking ------------------------------------------------------- 0.061 0.630 0.648 0.604 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.556 0.377 0.449 a = climbing down 0.066 0.695 0.909 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 0.006 0.930 0.473 0.627 e = standing 0.265 0.401 0.966 0.567 f = sitting 0.001 0.992 0.794 0.882 g = running 0.034 0.820 0.928 0.871 h = walking ------------------------------------------------------- 0.060 0.634 0.653 0.608 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.581 0.414 0.483 a = climbing down 0.059 0.717 0.909 0.802 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 0.932 0.472 0.626 e = standing 0.266 0.401 0.967 0.567 f = sitting 0.001 0.992 0.795 0.883 g = running 0.035 0.819 0.938 0.875 h = walking ------------------------------------------------------- 0.059 0.640 0.658 0.614 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.032 0.611 0.430 0.505 a = climbing down 0.056 0.724 0.903 0.804 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 0.931 0.483 0.636 e = standing 0.264 0.402 0.966 0.568 f = sitting 0.001 0.992 0.814 0.894 g = running 0.035 0.817 0.943 0.875 h = walking ------------------------------------------------------- 0.058 0.644 0.664 0.620 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.031 0.636 0.467 0.538 a = climbing down 0.052 0.740 0.901 0.813 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 0.931 0.483 0.636 e = standing 0.264 0.402 0.966 0.568 f = sitting 0.001 0.992 0.819 0.897 g = running 0.036 0.814 0.941 0.873 h = walking ------------------------------------------------------- 0.058 0.648 0.668 0.625 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.031 0.662 0.522 0.584 a = climbing down 0.046 0.764 0.903 0.828 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 0.930 0.478 0.632 e = standing 0.265 0.402 0.966 0.567 f = sitting 0.001 0.992 0.824 0.900 g = running 0.034 0.821 0.941 0.877 h = walking ------------------------------------------------------- 0.057 0.655 0.674 0.632 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.754 0.740 0.747 a = climbing down 0.026 0.845 0.873 0.859 b = climbing up 0.000 1.000 0.944 0.971 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.001 0.986 0.571 0.723 e = standing 0.247 0.427 1.000 0.599 f = sitting 0.002 0.988 0.825 0.899 g = running 0.036 0.811 0.936 0.869 h = walking ------------------------------------------------------- 0.051 0.686 0.710 0.670 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.760 0.740 0.750 a = climbing down 0.027 0.841 0.871 0.855 b = climbing up 0.000 0.972 0.972 0.972 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.001 0.986 0.571 0.723 e = standing 0.247 0.427 1.000 0.598 f = sitting 0.001 0.992 0.827 0.902 g = running 0.037 0.809 0.931 0.865 h = walking ------------------------------------------------------- 0.051 0.686 0.709 0.670 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.768 0.735 0.751 a = climbing down 0.028 0.836 0.874 0.854 b = climbing up 0.000 0.986 0.972 0.979 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.001 0.986 0.571 0.723 e = standing 0.247 0.427 1.000 0.598 f = sitting 0.001 0.992 0.837 0.908 g = running 0.035 0.817 0.934 0.871 h = walking ------------------------------------------------------- 0.051 0.687 0.711 0.672 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.782 0.733 0.757 a = climbing down 0.023 0.862 0.874 0.868 b = climbing up 0.000 1.000 0.972 0.986 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.001 0.986 0.573 0.725 e = standing 0.247 0.427 1.000 0.599 f = sitting 0.001 0.992 0.852 0.917 g = running 0.035 0.820 0.966 0.887 h = walking ------------------------------------------------------- 0.050 0.693 0.718 0.678 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.810 0.731 0.768 a = climbing down 0.024 0.857 0.869 0.863 b = climbing up 0.000 1.000 0.972 0.986 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.001 0.986 0.568 0.721 e = standing 0.248 0.426 1.000 0.598 f = sitting 0.001 0.992 0.876 0.930 g = running 0.036 0.819 0.966 0.887 h = walking ------------------------------------------------------- 0.049 0.695 0.720 0.680 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.814 0.731 0.770 a = climbing down 0.023 0.862 0.869 0.865 b = climbing up 0.000 1.000 0.972 0.986 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.001 0.986 0.574 0.726 e = standing 0.247 0.427 1.000 0.599 f = sitting 0.001 0.992 0.879 0.932 g = running 0.035 0.821 0.973 0.891 h = walking ------------------------------------------------------- 0.049 0.697 0.722 0.682 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.892 0.822 0.855 a = climbing down 0.009 0.866 0.444 0.587 b = climbing up 0.004 0.844 0.931 0.885 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.060 0.721 0.993 0.836 e = standing 0.001 0.990 0.652 0.786 f = sitting 0.002 0.986 0.975 0.980 g = running 0.083 0.671 0.963 0.791 h = walking ------------------------------------------------------- 0.024 0.877 0.850 0.844 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.894 0.824 0.857 a = climbing down 0.010 0.861 0.466 0.605 b = climbing up 0.001 0.941 0.920 0.930 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.060 0.721 0.993 0.836 e = standing 0.001 0.990 0.652 0.786 f = sitting 0.003 0.985 0.992 0.988 g = running 0.080 0.678 0.957 0.794 h = walking ------------------------------------------------------- 0.024 0.880 0.855 0.849 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.900 0.824 0.860 a = climbing down 0.008 0.882 0.461 0.606 b = climbing up 0.001 0.964 0.920 0.941 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.060 0.721 0.993 0.836 e = standing 0.001 0.990 0.652 0.786 f = sitting 0.003 0.985 0.995 0.990 g = running 0.082 0.675 0.966 0.795 h = walking ------------------------------------------------------- 0.024 0.883 0.856 0.850 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.904 0.822 0.861 a = climbing down 0.006 0.894 0.408 0.561 b = climbing up 0.001 0.964 0.920 0.941 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.060 0.721 0.993 0.836 e = standing 0.001 0.990 0.652 0.786 f = sitting 0.003 0.985 0.995 0.990 g = running 0.090 0.654 0.973 0.782 h = walking ------------------------------------------------------- 0.025 0.882 0.851 0.843 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.905 0.824 0.862 a = climbing down 0.006 0.896 0.400 0.553 b = climbing up 0.001 0.976 0.920 0.947 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.060 0.721 0.993 0.836 e = standing 0.001 0.990 0.652 0.786 f = sitting 0.003 0.985 0.997 0.991 g = running 0.092 0.651 0.973 0.780 h = walking ------------------------------------------------------- 0.025 0.882 0.850 0.842 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.902 0.824 0.861 a = climbing down 0.006 0.894 0.371 0.524 b = climbing up 0.001 0.976 0.920 0.947 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.060 0.721 0.993 0.836 e = standing 0.001 0.990 0.652 0.786 f = sitting 0.003 0.985 0.997 0.991 g = running 0.096 0.642 0.973 0.773 h = walking ------------------------------------------------------- 0.025 0.880 0.847 0.837 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.930 0.963 0.946 a = climbing down 0.004 0.941 0.500 0.653 b = climbing up 0.002 0.903 0.988 0.944 c = jumping 0.009 0.957 1.000 0.978 d = lying 0.001 0.993 0.998 0.995 e = standing 0.000 0.998 0.946 0.971 f = sitting 0.000 0.998 0.985 0.991 g = running 0.064 0.726 0.968 0.829 h = walking ------------------------------------------------------- 0.013 0.934 0.922 0.917 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.934 0.961 0.947 a = climbing down 0.004 0.949 0.538 0.687 b = climbing up 0.002 0.933 0.988 0.960 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 0.990 0.994 g = running 0.060 0.739 0.969 0.839 h = walking ------------------------------------------------------- 0.012 0.938 0.928 0.924 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.938 0.963 0.950 a = climbing down 0.004 0.948 0.529 0.679 b = climbing up 0.002 0.933 0.988 0.960 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 0.990 0.994 g = running 0.061 0.737 0.973 0.839 h = walking ------------------------------------------------------- 0.012 0.938 0.928 0.923 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.936 0.967 0.951 a = climbing down 0.003 0.953 0.496 0.652 b = climbing up 0.001 0.955 0.988 0.971 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 0.993 0.996 g = running 0.065 0.725 0.974 0.832 h = walking ------------------------------------------------------- 0.013 0.937 0.925 0.920 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.936 0.969 0.953 a = climbing down 0.003 0.951 0.478 0.636 b = climbing up 0.000 1.000 0.988 0.994 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 1.000 0.999 g = running 0.067 0.719 0.974 0.827 h = walking ------------------------------------------------------- 0.013 0.937 0.924 0.919 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.940 0.965 0.952 a = climbing down 0.003 0.953 0.449 0.610 b = climbing up 0.000 1.000 0.988 0.994 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 1.000 0.999 g = running 0.072 0.705 0.978 0.819 h = walking ------------------------------------------------------- 0.014 0.936 0.921 0.914 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.926 0.906 0.916 a = climbing down 0.016 0.862 0.674 0.756 b = climbing up 0.001 0.968 0.979 0.974 c = jumping 0.001 0.997 0.992 0.994 d = lying 0.001 0.993 0.984 0.988 e = standing 0.002 0.985 0.998 0.992 f = sitting 0.002 0.990 0.977 0.984 g = running 0.052 0.770 0.931 0.843 h = walking ------------------------------------------------------- 0.012 0.932 0.928 0.927 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.932 0.912 0.922 a = climbing down 0.014 0.879 0.677 0.765 b = climbing up 0.000 0.989 0.979 0.984 c = jumping 0.000 0.998 0.992 0.995 d = lying 0.001 0.993 0.984 0.988 e = standing 0.002 0.985 1.000 0.993 f = sitting 0.002 0.992 0.982 0.987 g = running 0.051 0.773 0.940 0.848 h = walking ------------------------------------------------------- 0.012 0.936 0.932 0.931 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.934 0.915 0.924 a = climbing down 0.014 0.879 0.679 0.766 b = climbing up 0.000 0.979 0.979 0.979 c = jumping 0.000 0.998 0.992 0.995 d = lying 0.001 0.993 0.984 0.988 e = standing 0.002 0.985 1.000 0.993 f = sitting 0.001 0.993 0.980 0.986 g = running 0.051 0.773 0.942 0.849 h = walking ------------------------------------------------------- 0.012 0.936 0.932 0.931 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.936 0.912 0.924 a = climbing down 0.013 0.888 0.688 0.776 b = climbing up 0.000 0.979 0.979 0.979 c = jumping 0.000 0.998 0.992 0.995 d = lying 0.001 0.993 0.984 0.988 e = standing 0.002 0.985 1.000 0.993 f = sitting 0.001 0.993 0.980 0.986 g = running 0.050 0.777 0.948 0.854 h = walking ------------------------------------------------------- 0.011 0.938 0.934 0.933 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.938 0.912 0.925 a = climbing down 0.013 0.888 0.697 0.781 b = climbing up 0.000 0.979 0.979 0.979 c = jumping 0.000 0.998 0.992 0.995 d = lying 0.001 0.993 0.984 0.988 e = standing 0.002 0.985 1.000 0.993 f = sitting 0.001 0.993 0.980 0.986 g = running 0.050 0.777 0.942 0.851 h = walking ------------------------------------------------------- 0.011 0.939 0.935 0.934 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.927 0.929 0.928 a = climbing down 0.013 0.889 0.708 0.788 b = climbing up 0.000 0.989 0.979 0.984 c = jumping 0.000 0.998 0.993 0.996 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.987 0.998 0.993 f = sitting 0.001 0.993 0.978 0.986 g = running 0.045 0.796 0.943 0.863 h = walking ------------------------------------------------------- 0.011 0.941 0.938 0.937 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.960 0.909 0.934 a = climbing down 0.025 0.823 0.778 0.800 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.963 1.000 0.981 d = lying 0.000 1.000 0.994 0.997 e = standing 0.001 0.995 0.961 0.978 f = sitting 0.000 0.999 0.980 0.989 g = running 0.041 0.801 0.884 0.841 h = walking ------------------------------------------------------- 0.011 0.935 0.933 0.934 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.950 0.916 0.932 a = climbing down 0.022 0.837 0.775 0.805 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.963 1.000 0.981 d = lying 0.000 1.000 0.993 0.996 e = standing 0.001 0.993 0.961 0.977 f = sitting 0.000 0.999 0.977 0.988 g = running 0.040 0.808 0.898 0.850 h = walking ------------------------------------------------------- 0.011 0.937 0.935 0.935 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.952 0.914 0.932 a = climbing down 0.022 0.841 0.778 0.808 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.963 1.000 0.981 d = lying 0.000 1.000 0.993 0.996 e = standing 0.001 0.993 0.961 0.977 f = sitting 0.000 0.999 0.977 0.988 g = running 0.040 0.808 0.901 0.852 h = walking ------------------------------------------------------- 0.011 0.938 0.936 0.936 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.952 0.918 0.935 a = climbing down 0.021 0.845 0.773 0.807 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.963 1.000 0.981 d = lying 0.000 1.000 0.993 0.996 e = standing 0.001 0.993 0.961 0.977 f = sitting 0.000 0.999 0.977 0.988 g = running 0.040 0.808 0.905 0.854 h = walking ------------------------------------------------------- 0.011 0.938 0.936 0.936 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.954 0.918 0.936 a = climbing down 0.022 0.837 0.775 0.805 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.963 1.000 0.981 d = lying 0.000 1.000 0.993 0.996 e = standing 0.001 0.993 0.961 0.977 f = sitting 0.000 0.999 0.977 0.988 g = running 0.040 0.808 0.899 0.851 h = walking ------------------------------------------------------- 0.011 0.937 0.935 0.936 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.954 0.918 0.936 a = climbing down 0.023 0.837 0.796 0.816 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.963 1.000 0.981 d = lying 0.000 1.000 0.993 0.996 e = standing 0.001 0.993 0.961 0.977 f = sitting 0.000 0.999 0.977 0.988 g = running 0.036 0.824 0.899 0.860 h = walking ------------------------------------------------------- 0.010 0.940 0.938 0.939 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.824 0.685 0.748 a = climbing down 0.078 0.673 0.947 0.787 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.985 0.976 0.980 d = lying 0.005 0.965 0.968 0.967 e = standing 0.003 0.979 0.986 0.983 f = sitting 0.001 0.998 0.888 0.940 g = running 0.005 0.958 0.852 0.902 h = walking ------------------------------------------------------- 0.016 0.914 0.900 0.902 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.826 0.684 0.748 a = climbing down 0.077 0.675 0.946 0.788 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.985 0.976 0.980 d = lying 0.005 0.965 0.968 0.967 e = standing 0.003 0.979 0.986 0.983 f = sitting 0.001 0.998 0.885 0.938 g = running 0.006 0.957 0.869 0.911 h = walking ------------------------------------------------------- 0.016 0.915 0.901 0.903 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.827 0.687 0.750 a = climbing down 0.074 0.684 0.946 0.794 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.985 0.976 0.980 d = lying 0.005 0.965 0.968 0.967 e = standing 0.003 0.979 0.986 0.983 f = sitting 0.001 0.998 0.883 0.937 g = running 0.006 0.956 0.889 0.921 h = walking ------------------------------------------------------- 0.016 0.916 0.903 0.905 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.825 0.676 0.743 a = climbing down 0.073 0.685 0.942 0.793 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.985 0.976 0.980 d = lying 0.005 0.965 0.968 0.967 e = standing 0.003 0.979 0.986 0.983 f = sitting 0.001 0.998 0.884 0.937 g = running 0.006 0.955 0.907 0.930 h = walking ------------------------------------------------------- 0.016 0.916 0.903 0.905 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.831 0.691 0.755 a = climbing down 0.068 0.701 0.942 0.803 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.983 0.976 0.979 d = lying 0.005 0.965 0.967 0.966 e = standing 0.003 0.979 0.986 0.983 f = sitting 0.001 0.998 0.887 0.939 g = running 0.007 0.952 0.920 0.936 h = walking ------------------------------------------------------- 0.015 0.918 0.908 0.909 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.835 0.675 0.746 a = climbing down 0.068 0.699 0.943 0.803 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.982 0.976 0.979 d = lying 0.005 0.963 0.965 0.964 e = standing 0.003 0.981 0.986 0.983 f = sitting 0.002 0.993 0.896 0.942 g = running 0.006 0.954 0.921 0.937 h = walking ------------------------------------------------------- 0.015 0.918 0.907 0.908 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.910 0.782 0.841 a = climbing down 0.069 0.705 0.971 0.817 b = climbing up 0.000 0.985 0.905 0.944 c = jumping 0.001 0.995 0.944 0.969 d = lying 0.002 0.986 0.913 0.948 e = standing 0.018 0.879 1.000 0.936 f = sitting 0.002 0.992 0.937 0.964 g = running 0.009 0.924 0.757 0.832 h = walking ------------------------------------------------------- 0.016 0.917 0.903 0.904 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.911 0.774 0.837 a = climbing down 0.068 0.706 0.970 0.817 b = climbing up 0.000 0.985 0.905 0.944 c = jumping 0.001 0.995 0.944 0.969 d = lying 0.002 0.986 0.913 0.948 e = standing 0.018 0.879 1.000 0.936 f = sitting 0.002 0.992 0.937 0.964 g = running 0.008 0.931 0.775 0.846 h = walking ------------------------------------------------------- 0.015 0.918 0.904 0.906 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.909 0.768 0.833 a = climbing down 0.067 0.709 0.964 0.817 b = climbing up 0.000 0.985 0.905 0.944 c = jumping 0.001 0.995 0.944 0.969 d = lying 0.002 0.986 0.913 0.948 e = standing 0.018 0.879 1.000 0.936 f = sitting 0.002 0.992 0.937 0.964 g = running 0.008 0.933 0.797 0.859 h = walking ------------------------------------------------------- 0.015 0.919 0.905 0.907 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.910 0.768 0.833 a = climbing down 0.063 0.721 0.967 0.826 b = climbing up 0.000 0.985 0.905 0.944 c = jumping 0.001 0.995 0.927 0.960 d = lying 0.004 0.966 0.913 0.939 e = standing 0.018 0.879 1.000 0.936 f = sitting 0.002 0.992 0.937 0.964 g = running 0.009 0.927 0.813 0.866 h = walking ------------------------------------------------------- 0.015 0.918 0.905 0.907 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.916 0.774 0.839 a = climbing down 0.061 0.729 0.969 0.832 b = climbing up 0.000 0.985 0.905 0.944 c = jumping 0.001 0.995 0.927 0.960 d = lying 0.004 0.966 0.913 0.939 e = standing 0.018 0.879 1.000 0.936 f = sitting 0.002 0.992 0.934 0.963 g = running 0.009 0.932 0.833 0.880 h = walking ------------------------------------------------------- 0.015 0.920 0.908 0.910 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.925 0.768 0.839 a = climbing down 0.061 0.730 0.971 0.834 b = climbing up 0.000 0.985 0.905 0.944 c = jumping 0.001 0.995 0.927 0.960 d = lying 0.004 0.966 0.913 0.939 e = standing 0.018 0.879 1.000 0.936 f = sitting 0.002 0.992 0.934 0.963 g = running 0.009 0.931 0.846 0.887 h = walking ------------------------------------------------------- 0.014 0.921 0.910 0.911 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.052 0.642 0.810 0.716 a = climbing down 0.035 0.755 0.834 0.793 b = climbing up 0.001 0.923 0.539 0.681 c = jumping 0.011 0.929 0.947 0.938 d = lying 0.005 0.964 0.934 0.949 e = standing 0.011 0.926 0.937 0.931 f = sitting 0.006 0.981 0.971 0.976 g = running 0.024 0.821 0.657 0.729 h = walking ------------------------------------------------------- 0.018 0.880 0.873 0.873 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.053 0.639 0.814 0.716 a = climbing down 0.032 0.772 0.841 0.805 b = climbing up 0.001 0.939 0.697 0.800 c = jumping 0.011 0.927 0.947 0.937 d = lying 0.005 0.965 0.941 0.953 e = standing 0.010 0.932 0.935 0.934 f = sitting 0.007 0.976 0.972 0.974 g = running 0.024 0.818 0.632 0.713 h = walking ------------------------------------------------------- 0.018 0.881 0.875 0.875 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.040 0.697 0.798 0.744 a = climbing down 0.032 0.772 0.839 0.804 b = climbing up 0.001 0.930 0.742 0.825 c = jumping 0.011 0.927 0.947 0.937 d = lying 0.005 0.965 0.941 0.953 e = standing 0.010 0.932 0.935 0.934 f = sitting 0.007 0.976 0.972 0.974 g = running 0.025 0.825 0.709 0.762 h = walking ------------------------------------------------------- 0.016 0.888 0.885 0.885 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.034 0.730 0.802 0.764 a = climbing down 0.033 0.769 0.843 0.804 b = climbing up 0.001 0.932 0.775 0.847 c = jumping 0.011 0.927 0.947 0.937 d = lying 0.005 0.965 0.946 0.955 e = standing 0.009 0.937 0.935 0.936 f = sitting 0.007 0.976 0.972 0.974 g = running 0.024 0.836 0.736 0.783 h = walking ------------------------------------------------------- 0.016 0.893 0.891 0.891 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.742 0.798 0.769 a = climbing down 0.030 0.783 0.834 0.807 b = climbing up 0.000 0.973 0.798 0.877 c = jumping 0.011 0.927 0.947 0.937 d = lying 0.005 0.965 0.942 0.953 e = standing 0.010 0.934 0.935 0.934 f = sitting 0.007 0.978 0.976 0.977 g = running 0.027 0.827 0.762 0.793 h = walking ------------------------------------------------------- 0.015 0.896 0.894 0.894 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.030 0.752 0.798 0.775 a = climbing down 0.031 0.777 0.845 0.809 b = climbing up 0.000 0.973 0.798 0.877 c = jumping 0.011 0.927 0.947 0.937 d = lying 0.005 0.965 0.946 0.955 e = standing 0.009 0.937 0.935 0.936 f = sitting 0.007 0.977 0.976 0.976 g = running 0.025 0.838 0.765 0.800 h = walking ------------------------------------------------------- 0.015 0.898 0.896 0.896 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.065 0.569 0.739 0.643 a = climbing down 0.008 0.929 0.840 0.882 b = climbing up 0.000 0.975 0.929 0.952 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 0.002 0.993 0.992 0.993 g = running 0.036 0.754 0.655 0.701 h = walking ------------------------------------------------------- 0.015 0.901 0.892 0.894 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.058 0.595 0.737 0.658 a = climbing down 0.008 0.932 0.857 0.893 b = climbing up 0.001 0.929 0.929 0.929 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.000 1.000 0.931 0.964 e = standing 0.011 0.932 1.000 0.965 f = sitting 0.003 0.990 0.991 0.990 g = running 0.035 0.765 0.681 0.720 h = walking ------------------------------------------------------- 0.014 0.904 0.898 0.899 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.043 0.652 0.698 0.674 a = climbing down 0.007 0.936 0.833 0.882 b = climbing up 0.000 0.975 0.929 0.952 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 0.003 0.990 0.995 0.993 g = running 0.041 0.764 0.791 0.777 h = walking ------------------------------------------------------- 0.013 0.911 0.907 0.908 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.692 0.676 0.684 a = climbing down 0.007 0.940 0.833 0.883 b = climbing up 0.000 0.975 0.929 0.952 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.000 1.000 0.932 0.965 e = standing 0.010 0.933 1.000 0.965 f = sitting 0.004 0.989 0.995 0.992 g = running 0.043 0.767 0.845 0.804 h = walking ------------------------------------------------------- 0.013 0.916 0.914 0.914 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.028 0.740 0.684 0.711 a = climbing down 0.007 0.940 0.828 0.880 b = climbing up 0.000 0.975 0.929 0.952 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.000 1.000 0.940 0.969 e = standing 0.009 0.940 1.000 0.969 f = sitting 0.003 0.990 0.995 0.992 g = running 0.044 0.772 0.884 0.824 h = walking ------------------------------------------------------- 0.012 0.923 0.920 0.920 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.781 0.698 0.737 a = climbing down 0.007 0.940 0.855 0.895 b = climbing up 0.000 0.975 0.929 0.952 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.000 1.000 0.947 0.973 e = standing 0.008 0.946 1.000 0.972 f = sitting 0.004 0.988 0.995 0.991 g = running 0.040 0.790 0.901 0.842 h = walking ------------------------------------------------------- 0.011 0.930 0.928 0.928 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.778 0.715 0.745 a = climbing down 0.073 0.452 0.460 0.456 b = climbing up 0.002 0.917 0.926 0.921 c = jumping 0.006 0.965 0.876 0.918 d = lying 0.089 0.601 0.905 0.722 e = standing 0.030 0.771 0.527 0.626 f = sitting 0.002 0.987 0.969 0.978 g = running 0.063 0.664 0.708 0.685 h = walking ------------------------------------------------------- 0.039 0.763 0.747 0.747 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.772 0.721 0.746 a = climbing down 0.070 0.453 0.443 0.448 b = climbing up 0.000 0.989 0.916 0.951 c = jumping 0.001 0.997 0.876 0.933 d = lying 0.073 0.646 0.905 0.754 e = standing 0.030 0.805 0.640 0.713 f = sitting 0.003 0.986 0.980 0.983 g = running 0.065 0.661 0.717 0.688 h = walking ------------------------------------------------------- 0.036 0.780 0.767 0.768 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.028 0.765 0.727 0.746 a = climbing down 0.070 0.456 0.447 0.451 b = climbing up 0.000 1.000 0.916 0.956 c = jumping 0.000 0.998 0.876 0.933 d = lying 0.070 0.657 0.905 0.761 e = standing 0.030 0.808 0.659 0.726 f = sitting 0.003 0.986 0.982 0.984 g = running 0.063 0.668 0.714 0.690 h = walking ------------------------------------------------------- 0.035 0.783 0.771 0.772 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.758 0.725 0.741 a = climbing down 0.073 0.439 0.431 0.435 b = climbing up 0.000 1.000 0.916 0.956 c = jumping 0.000 1.000 0.876 0.934 d = lying 0.068 0.664 0.908 0.767 e = standing 0.030 0.810 0.668 0.732 f = sitting 0.003 0.986 0.982 0.984 g = running 0.064 0.660 0.703 0.681 h = walking ------------------------------------------------------- 0.035 0.780 0.769 0.770 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.028 0.768 0.723 0.745 a = climbing down 0.070 0.454 0.443 0.449 b = climbing up 0.000 1.000 0.916 0.956 c = jumping 0.000 1.000 0.876 0.934 d = lying 0.066 0.667 0.899 0.766 e = standing 0.032 0.803 0.675 0.733 f = sitting 0.003 0.986 0.985 0.985 g = running 0.063 0.667 0.719 0.692 h = walking ------------------------------------------------------- 0.035 0.783 0.773 0.774 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.770 0.725 0.747 a = climbing down 0.069 0.455 0.437 0.446 b = climbing up 0.000 1.000 0.916 0.956 c = jumping 0.000 1.000 0.876 0.934 d = lying 0.066 0.668 0.903 0.768 e = standing 0.031 0.804 0.673 0.733 f = sitting 0.003 0.986 0.988 0.987 g = running 0.064 0.668 0.725 0.695 h = walking ------------------------------------------------------- 0.035 0.784 0.774 0.775 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.780 0.779 0.780 a = climbing down 0.088 0.369 0.392 0.380 b = climbing up 0.013 0.563 0.705 0.626 c = jumping 0.003 0.986 0.994 0.990 d = lying 0.129 0.496 0.853 0.627 e = standing 0.023 0.713 0.296 0.418 f = sitting 0.008 0.952 0.891 0.921 g = running 0.067 0.617 0.606 0.612 h = walking ------------------------------------------------------- 0.046 0.714 0.688 0.681 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.778 0.777 0.777 a = climbing down 0.085 0.374 0.386 0.380 b = climbing up 0.012 0.568 0.705 0.629 c = jumping 0.003 0.982 0.994 0.988 d = lying 0.114 0.525 0.853 0.650 e = standing 0.023 0.756 0.369 0.496 f = sitting 0.008 0.953 0.908 0.930 g = running 0.067 0.618 0.613 0.616 h = walking ------------------------------------------------------- 0.044 0.725 0.703 0.698 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.028 0.780 0.770 0.775 a = climbing down 0.085 0.362 0.367 0.365 b = climbing up 0.011 0.593 0.705 0.644 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.105 0.546 0.855 0.666 e = standing 0.023 0.787 0.434 0.559 f = sitting 0.008 0.954 0.915 0.934 g = running 0.070 0.609 0.616 0.612 h = walking ------------------------------------------------------- 0.042 0.733 0.712 0.710 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.028 0.778 0.766 0.772 a = climbing down 0.083 0.376 0.380 0.378 b = climbing up 0.010 0.615 0.705 0.657 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.128 0.497 0.853 0.628 e = standing 0.023 0.724 0.313 0.437 f = sitting 0.008 0.954 0.922 0.937 g = running 0.069 0.617 0.627 0.622 h = walking ------------------------------------------------------- 0.045 0.720 0.696 0.689 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.773 0.762 0.768 a = climbing down 0.079 0.388 0.382 0.385 b = climbing up 0.005 0.759 0.695 0.725 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.130 0.494 0.853 0.625 e = standing 0.023 0.718 0.303 0.426 f = sitting 0.008 0.954 0.952 0.953 g = running 0.069 0.627 0.650 0.638 h = walking ------------------------------------------------------- 0.045 0.724 0.702 0.693 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.781 0.760 0.770 a = climbing down 0.081 0.379 0.376 0.377 b = climbing up 0.002 0.868 0.695 0.772 c = jumping 0.000 1.000 0.994 0.997 d = lying 0.116 0.522 0.853 0.648 e = standing 0.023 0.760 0.378 0.505 f = sitting 0.008 0.955 0.969 0.962 g = running 0.070 0.621 0.647 0.634 h = walking ------------------------------------------------------- 0.043 0.736 0.716 0.710 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.949 0.860 0.902 a = climbing down 0.023 0.855 0.899 0.877 b = climbing up 0.000 1.000 0.939 0.968 c = jumping 0.043 0.769 0.929 0.842 d = lying 0.019 0.838 0.546 0.661 e = standing 0.086 0.545 0.638 0.588 f = sitting 0.003 0.986 0.999 0.992 g = running 0.016 0.905 0.927 0.916 h = walking ------------------------------------------------------- 0.027 0.841 0.831 0.830 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.951 0.850 0.898 a = climbing down 0.021 0.866 0.901 0.883 b = climbing up 0.000 1.000 0.949 0.974 c = jumping 0.043 0.769 0.929 0.842 d = lying 0.019 0.838 0.546 0.661 e = standing 0.086 0.545 0.638 0.588 f = sitting 0.003 0.988 0.999 0.993 g = running 0.016 0.908 0.949 0.928 h = walking ------------------------------------------------------- 0.027 0.843 0.833 0.832 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.953 0.860 0.904 a = climbing down 0.019 0.877 0.904 0.890 b = climbing up 0.000 1.000 0.949 0.974 c = jumping 0.043 0.769 0.929 0.842 d = lying 0.019 0.838 0.549 0.664 e = standing 0.086 0.546 0.638 0.589 f = sitting 0.003 0.988 0.999 0.993 g = running 0.015 0.912 0.954 0.932 h = walking ------------------------------------------------------- 0.026 0.846 0.836 0.835 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.954 0.868 0.909 a = climbing down 0.018 0.883 0.910 0.896 b = climbing up 0.000 1.000 0.949 0.974 c = jumping 0.043 0.769 0.929 0.842 d = lying 0.019 0.836 0.547 0.662 e = standing 0.086 0.546 0.638 0.589 f = sitting 0.003 0.988 0.999 0.993 g = running 0.014 0.916 0.954 0.934 h = walking ------------------------------------------------------- 0.026 0.847 0.838 0.836 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.954 0.870 0.910 a = climbing down 0.018 0.884 0.915 0.899 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.043 0.769 0.929 0.842 d = lying 0.019 0.836 0.549 0.663 e = standing 0.085 0.547 0.638 0.589 f = sitting 0.002 0.990 0.999 0.994 g = running 0.013 0.922 0.954 0.937 h = walking ------------------------------------------------------- 0.026 0.848 0.839 0.838 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.954 0.872 0.911 a = climbing down 0.018 0.886 0.920 0.903 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.043 0.769 0.929 0.842 d = lying 0.020 0.831 0.552 0.664 e = standing 0.085 0.547 0.633 0.587 f = sitting 0.002 0.990 0.999 0.994 g = running 0.012 0.929 0.957 0.943 h = walking ------------------------------------------------------- 0.026 0.849 0.840 0.839 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.934 0.740 0.826 a = climbing down 0.036 0.794 0.916 0.851 b = climbing up 0.000 1.000 0.316 0.480 c = jumping 0.013 0.924 0.986 0.954 d = lying 0.019 0.884 0.819 0.850 e = standing 0.021 0.873 0.884 0.878 f = sitting 0.020 0.909 0.994 0.950 g = running 0.015 0.913 0.934 0.923 h = walking ------------------------------------------------------- 0.018 0.892 0.888 0.884 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.937 0.742 0.828 a = climbing down 0.036 0.794 0.922 0.853 b = climbing up 0.000 1.000 0.316 0.480 c = jumping 0.013 0.924 0.986 0.954 d = lying 0.020 0.878 0.819 0.847 e = standing 0.021 0.873 0.879 0.876 f = sitting 0.020 0.909 0.994 0.950 g = running 0.014 0.917 0.934 0.925 h = walking ------------------------------------------------------- 0.018 0.893 0.889 0.884 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.949 0.750 0.838 a = climbing down 0.035 0.801 0.938 0.864 b = climbing up 0.000 1.000 0.316 0.480 c = jumping 0.013 0.924 0.986 0.954 d = lying 0.019 0.882 0.820 0.850 e = standing 0.020 0.875 0.884 0.880 f = sitting 0.020 0.909 0.996 0.950 g = running 0.012 0.926 0.934 0.930 h = walking ------------------------------------------------------- 0.018 0.897 0.893 0.888 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.944 0.746 0.834 a = climbing down 0.033 0.809 0.943 0.871 b = climbing up 0.000 1.000 0.337 0.504 c = jumping 0.013 0.924 0.986 0.954 d = lying 0.019 0.882 0.820 0.850 e = standing 0.020 0.875 0.884 0.880 f = sitting 0.020 0.911 0.996 0.952 g = running 0.011 0.935 0.947 0.941 h = walking ------------------------------------------------------- 0.017 0.899 0.895 0.891 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.944 0.748 0.835 a = climbing down 0.033 0.812 0.947 0.874 b = climbing up 0.000 1.000 0.337 0.504 c = jumping 0.013 0.924 0.986 0.954 d = lying 0.020 0.878 0.820 0.848 e = standing 0.020 0.875 0.879 0.877 f = sitting 0.020 0.911 0.996 0.952 g = running 0.010 0.938 0.949 0.943 h = walking ------------------------------------------------------- 0.017 0.899 0.896 0.891 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.940 0.750 0.834 a = climbing down 0.032 0.817 0.940 0.874 b = climbing up 0.000 1.000 0.337 0.504 c = jumping 0.013 0.924 0.986 0.954 d = lying 0.020 0.878 0.820 0.848 e = standing 0.020 0.875 0.879 0.877 f = sitting 0.020 0.911 0.996 0.952 g = running 0.010 0.939 0.959 0.948 h = walking ------------------------------------------------------- 0.017 0.900 0.896 0.892 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.663 0.792 0.722 a = climbing down 0.064 0.572 0.284 0.380 b = climbing up 0.000 0.000 0.000 0.000 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 0.060 0.726 0.977 0.833 g = running 0.132 0.485 0.710 0.576 h = walking ------------------------------------------------------- 0.064 0.537 0.587 0.525 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.048 0.681 0.917 0.781 a = climbing down 0.051 0.626 0.285 0.392 b = climbing up 0.000 0.000 0.000 0.000 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 0.044 0.782 0.970 0.866 g = running 0.136 0.491 0.747 0.592 h = walking ------------------------------------------------------- 0.060 0.560 0.604 0.541 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.041 0.717 0.931 0.810 a = climbing down 0.035 0.755 0.359 0.486 b = climbing up 0.000 0.000 0.000 0.000 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 0.032 0.830 0.970 0.895 g = running 0.133 0.526 0.837 0.646 h = walking ------------------------------------------------------- 0.053 0.605 0.636 0.578 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.043 0.710 0.942 0.810 a = climbing down 0.016 0.867 0.355 0.504 b = climbing up 0.000 0.000 0.000 0.000 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 0.030 0.837 0.967 0.897 g = running 0.134 0.549 0.925 0.689 h = walking ------------------------------------------------------- 0.049 0.635 0.649 0.588 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.034 0.756 0.952 0.843 a = climbing down 0.011 0.909 0.360 0.515 b = climbing up 0.000 0.000 0.000 0.000 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 0.029 0.843 0.975 0.904 g = running 0.141 0.543 0.950 0.691 h = walking ------------------------------------------------------- 0.048 0.649 0.656 0.596 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.041 0.722 0.958 0.823 a = climbing down 0.002 0.977 0.293 0.451 b = climbing up 0.000 0.000 0.000 0.000 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 0.027 0.852 0.967 0.906 g = running 0.155 0.527 0.988 0.688 h = walking ------------------------------------------------------- 0.048 0.660 0.646 0.579 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.063 0.583 0.784 0.669 a = climbing down 0.041 0.647 0.248 0.359 b = climbing up 0.002 0.840 0.494 0.622 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 0.096 0.548 0.721 0.623 g = running 0.123 0.527 0.781 0.629 h = walking ------------------------------------------------------- 0.070 0.675 0.501 0.463 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.178 0.330 0.786 0.465 a = climbing down 0.041 0.663 0.270 0.383 b = climbing up 0.000 1.000 0.376 0.547 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 0.080 0.000 0.000 0.000 g = running 0.133 0.509 0.787 0.618 h = walking ------------------------------------------------------- 0.081 0.577 0.405 0.359 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.184 0.325 0.793 0.461 a = climbing down 0.024 0.846 0.437 0.577 b = climbing up 0.000 1.000 0.271 0.426 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 0.068 0.000 0.000 0.000 g = running 0.097 0.610 0.866 0.716 h = walking ------------------------------------------------------- 0.071 0.634 0.454 0.415 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.186 0.329 0.816 0.469 a = climbing down 0.018 0.884 0.464 0.608 b = climbing up 0.000 1.000 0.176 0.300 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 0.068 0.000 0.000 0.000 g = running 0.089 0.637 0.887 0.742 h = walking ------------------------------------------------------- 0.068 0.647 0.463 0.425 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.186 0.330 0.819 0.470 a = climbing down 0.014 0.910 0.462 0.613 b = climbing up 0.000 1.000 0.141 0.247 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 0.066 0.000 0.000 0.000 g = running 0.091 0.638 0.912 0.751 h = walking ------------------------------------------------------- 0.067 0.653 0.466 0.426 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.186 0.330 0.823 0.471 a = climbing down 0.013 0.911 0.444 0.597 b = climbing up 0.000 1.000 0.141 0.247 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 0.066 0.000 0.000 0.000 g = running 0.095 0.629 0.914 0.745 h = walking ------------------------------------------------------- 0.068 0.652 0.463 0.422 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.956 0.729 0.827 a = climbing down 0.025 0.795 0.759 0.776 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 0.862 0.857 0.859 e = standing 0.028 0.841 0.862 0.851 f = sitting 0.001 0.996 0.996 0.996 g = running 0.040 0.801 0.992 0.886 h = walking ------------------------------------------------------- 0.017 0.899 0.895 0.894 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.953 0.749 0.838 a = climbing down 0.023 0.806 0.761 0.783 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 0.862 0.879 0.871 e = standing 0.024 0.859 0.859 0.859 f = sitting 0.001 0.996 0.996 0.996 g = running 0.039 0.809 0.992 0.891 h = walking ------------------------------------------------------- 0.016 0.904 0.900 0.899 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.953 0.762 0.847 a = climbing down 0.021 0.820 0.759 0.788 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 0.998 0.979 0.988 d = lying 0.025 0.861 0.887 0.874 e = standing 0.023 0.865 0.856 0.861 f = sitting 0.001 0.996 0.996 0.996 g = running 0.039 0.809 0.995 0.893 h = walking ------------------------------------------------------- 0.016 0.906 0.902 0.902 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.953 0.764 0.848 a = climbing down 0.021 0.822 0.761 0.790 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 0.998 0.979 0.988 d = lying 0.025 0.864 0.913 0.888 e = standing 0.018 0.890 0.856 0.872 f = sitting 0.001 0.996 0.996 0.996 g = running 0.039 0.808 0.992 0.890 h = walking ------------------------------------------------------- 0.015 0.910 0.906 0.906 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.952 0.778 0.856 a = climbing down 0.019 0.833 0.751 0.790 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.979 0.988 d = lying 0.026 0.865 0.956 0.908 e = standing 0.011 0.931 0.849 0.888 f = sitting 0.000 0.999 0.996 0.997 g = running 0.039 0.806 0.995 0.891 h = walking ------------------------------------------------------- 0.014 0.918 0.913 0.912 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.950 0.788 0.861 a = climbing down 0.017 0.852 0.761 0.804 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.979 0.988 d = lying 0.027 0.863 0.969 0.912 e = standing 0.009 0.943 0.845 0.891 f = sitting 0.001 0.997 0.996 0.997 g = running 0.039 0.809 0.995 0.893 h = walking ------------------------------------------------------- 0.013 0.921 0.916 0.916 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.990 0.792 0.880 a = climbing down 0.025 0.782 0.715 0.747 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 0.951 0.823 0.883 e = standing 0.035 0.826 0.957 0.887 f = sitting 0.003 0.988 0.984 0.986 g = running 0.044 0.785 0.985 0.874 h = walking ------------------------------------------------------- 0.016 0.909 0.901 0.901 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.992 0.784 0.876 a = climbing down 0.027 0.767 0.713 0.739 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 0.836 0.890 e = standing 0.032 0.835 0.957 0.892 f = sitting 0.003 0.987 0.984 0.985 g = running 0.043 0.788 0.985 0.876 h = walking ------------------------------------------------------- 0.016 0.910 0.902 0.901 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.993 0.794 0.882 a = climbing down 0.026 0.779 0.738 0.758 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.007 0.953 0.856 0.902 e = standing 0.029 0.850 0.957 0.901 f = sitting 0.003 0.985 0.984 0.985 g = running 0.039 0.805 0.987 0.886 h = walking ------------------------------------------------------- 0.014 0.915 0.909 0.908 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.990 0.804 0.887 a = climbing down 0.026 0.787 0.759 0.772 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.007 0.954 0.874 0.912 e = standing 0.026 0.864 0.957 0.908 f = sitting 0.003 0.985 0.984 0.985 g = running 0.036 0.819 0.985 0.894 h = walking ------------------------------------------------------- 0.013 0.920 0.914 0.914 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.990 0.814 0.893 a = climbing down 0.025 0.797 0.769 0.783 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 0.034 0.824 0.985 0.898 h = walking ------------------------------------------------------- 0.012 0.927 0.922 0.922 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.986 0.824 0.898 a = climbing down 0.024 0.804 0.775 0.789 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 0.957 0.940 0.948 e = standing 0.014 0.919 0.957 0.938 f = sitting 0.003 0.984 0.984 0.984 g = running 0.034 0.827 0.979 0.896 h = walking ------------------------------------------------------- 0.011 0.931 0.927 0.927 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.857 0.859 0.858 a = climbing down 0.010 0.849 0.507 0.635 b = climbing up 0.000 1.000 0.367 0.537 c = jumping 0.021 0.898 1.000 0.946 d = lying 0.154 0.296 0.364 0.327 e = standing 0.114 0.099 0.066 0.080 f = sitting 0.032 0.852 1.000 0.920 g = running 0.052 0.756 0.905 0.824 h = walking ------------------------------------------------------- 0.060 0.645 0.660 0.641 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.866 0.880 0.873 a = climbing down 0.010 0.849 0.507 0.635 b = climbing up 0.000 1.000 0.429 0.600 c = jumping 0.021 0.898 1.000 0.946 d = lying 0.154 0.299 0.369 0.330 e = standing 0.113 0.100 0.066 0.080 f = sitting 0.027 0.870 1.000 0.930 g = running 0.053 0.753 0.905 0.822 h = walking ------------------------------------------------------- 0.059 0.648 0.665 0.646 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.870 0.885 0.877 a = climbing down 0.010 0.848 0.490 0.621 b = climbing up 0.000 1.000 0.459 0.629 c = jumping 0.021 0.898 1.000 0.946 d = lying 0.154 0.291 0.356 0.320 e = standing 0.116 0.098 0.066 0.079 f = sitting 0.026 0.873 1.000 0.932 g = running 0.054 0.747 0.908 0.820 h = walking ------------------------------------------------------- 0.060 0.647 0.663 0.644 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.869 0.892 0.880 a = climbing down 0.010 0.857 0.500 0.632 b = climbing up 0.000 1.000 0.480 0.648 c = jumping 0.021 0.898 1.000 0.946 d = lying 0.154 0.291 0.356 0.320 e = standing 0.116 0.098 0.066 0.079 f = sitting 0.025 0.878 1.000 0.935 g = running 0.053 0.754 0.912 0.825 h = walking ------------------------------------------------------- 0.059 0.650 0.666 0.647 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.876 0.896 0.886 a = climbing down 0.009 0.862 0.505 0.637 b = climbing up 0.000 1.000 0.490 0.658 c = jumping 0.021 0.898 1.000 0.946 d = lying 0.154 0.284 0.343 0.311 e = standing 0.118 0.096 0.066 0.079 f = sitting 0.024 0.884 0.998 0.938 g = running 0.052 0.757 0.922 0.831 h = walking ------------------------------------------------------- 0.059 0.651 0.666 0.648 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.877 0.904 0.890 a = climbing down 0.009 0.868 0.500 0.634 b = climbing up 0.000 1.000 0.510 0.676 c = jumping 0.021 0.898 1.000 0.946 d = lying 0.154 0.288 0.351 0.317 e = standing 0.117 0.097 0.066 0.079 f = sitting 0.023 0.887 0.998 0.939 g = running 0.053 0.756 0.922 0.831 h = walking ------------------------------------------------------- 0.059 0.653 0.668 0.650 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.886 0.757 0.816 a = climbing down 0.010 0.861 0.549 0.671 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 0.381 0.582 0.461 e = standing 0.087 0.190 0.107 0.137 f = sitting 0.036 0.834 0.998 0.909 g = running 0.047 0.777 0.921 0.843 h = walking ------------------------------------------------------- 0.054 0.692 0.695 0.682 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.884 0.757 0.815 a = climbing down 0.009 0.870 0.547 0.672 b = climbing up 0.000 1.000 0.758 0.862 c = jumping 0.000 1.000 0.935 0.967 d = lying 0.167 0.380 0.579 0.459 e = standing 0.087 0.191 0.109 0.138 f = sitting 0.036 0.834 0.998 0.909 g = running 0.047 0.778 0.926 0.846 h = walking ------------------------------------------------------- 0.054 0.693 0.695 0.682 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.891 0.813 0.850 a = climbing down 0.007 0.895 0.549 0.681 b = climbing up 0.000 1.000 0.779 0.876 c = jumping 0.000 1.000 0.935 0.967 d = lying 0.168 0.380 0.579 0.458 e = standing 0.087 0.186 0.105 0.135 f = sitting 0.029 0.863 0.998 0.926 g = running 0.046 0.782 0.938 0.853 h = walking ------------------------------------------------------- 0.053 0.700 0.703 0.690 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.887 0.839 0.863 a = climbing down 0.007 0.899 0.556 0.687 b = climbing up 0.000 1.000 0.821 0.902 c = jumping 0.000 1.000 0.935 0.967 d = lying 0.169 0.375 0.569 0.452 e = standing 0.089 0.179 0.102 0.130 f = sitting 0.024 0.883 0.998 0.937 g = running 0.045 0.788 0.939 0.857 h = walking ------------------------------------------------------- 0.052 0.703 0.706 0.693 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.890 0.861 0.875 a = climbing down 0.007 0.904 0.542 0.678 b = climbing up 0.000 0.988 0.853 0.915 c = jumping 0.000 1.000 0.935 0.967 d = lying 0.169 0.366 0.551 0.440 e = standing 0.092 0.167 0.098 0.123 f = sitting 0.021 0.898 0.998 0.945 g = running 0.046 0.783 0.943 0.856 h = walking ------------------------------------------------------- 0.052 0.701 0.704 0.692 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.893 0.870 0.881 a = climbing down 0.007 0.904 0.544 0.680 b = climbing up 0.000 1.000 0.863 0.927 c = jumping 0.000 1.000 0.935 0.967 d = lying 0.169 0.367 0.554 0.442 e = standing 0.092 0.168 0.098 0.124 f = sitting 0.020 0.900 0.998 0.947 g = running 0.046 0.786 0.943 0.857 h = walking ------------------------------------------------------- 0.052 0.703 0.706 0.694 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.789 0.648 0.712 a = climbing down 0.061 0.698 0.822 0.755 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 0.998 0.752 0.858 d = lying 0.021 0.864 0.920 0.891 e = standing 0.050 0.747 0.903 0.817 f = sitting 0.002 0.989 1.000 0.994 g = running 0.034 0.811 0.778 0.794 h = walking ------------------------------------------------------- 0.027 0.847 0.836 0.836 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.802 0.636 0.709 a = climbing down 0.062 0.697 0.824 0.755 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 0.998 0.752 0.858 d = lying 0.021 0.865 0.928 0.895 e = standing 0.049 0.749 0.901 0.818 f = sitting 0.002 0.989 1.000 0.994 g = running 0.035 0.808 0.788 0.798 h = walking ------------------------------------------------------- 0.027 0.848 0.837 0.837 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.803 0.640 0.712 a = climbing down 0.062 0.695 0.825 0.755 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 0.998 0.752 0.858 d = lying 0.021 0.867 0.943 0.903 e = standing 0.047 0.758 0.901 0.823 f = sitting 0.002 0.990 1.000 0.995 g = running 0.034 0.814 0.788 0.801 h = walking ------------------------------------------------------- 0.026 0.851 0.840 0.840 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.802 0.644 0.714 a = climbing down 0.061 0.701 0.825 0.758 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 0.998 0.752 0.858 d = lying 0.021 0.866 0.946 0.904 e = standing 0.046 0.760 0.899 0.824 f = sitting 0.002 0.990 1.000 0.995 g = running 0.035 0.812 0.789 0.801 h = walking ------------------------------------------------------- 0.026 0.851 0.841 0.841 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.803 0.651 0.719 a = climbing down 0.059 0.706 0.822 0.760 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 0.998 0.752 0.858 d = lying 0.021 0.866 0.948 0.905 e = standing 0.046 0.761 0.899 0.824 f = sitting 0.002 0.990 1.000 0.995 g = running 0.035 0.809 0.792 0.801 h = walking ------------------------------------------------------- 0.026 0.852 0.842 0.842 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.802 0.644 0.714 a = climbing down 0.060 0.700 0.816 0.754 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 0.998 0.752 0.858 d = lying 0.021 0.866 0.946 0.904 e = standing 0.046 0.760 0.899 0.824 f = sitting 0.002 0.990 1.000 0.995 g = running 0.036 0.807 0.794 0.800 h = walking ------------------------------------------------------- 0.026 0.850 0.840 0.840 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.879 0.668 0.759 a = climbing down 0.045 0.766 0.857 0.809 b = climbing up 0.000 1.000 0.640 0.780 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.024 0.855 0.968 0.908 e = standing 0.005 0.968 0.852 0.906 f = sitting 0.009 0.949 0.992 0.970 g = running 0.038 0.813 0.871 0.841 h = walking ------------------------------------------------------- 0.019 0.892 0.887 0.885 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.885 0.672 0.764 a = climbing down 0.045 0.768 0.866 0.814 b = climbing up 0.000 1.000 0.640 0.780 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.024 0.855 0.980 0.913 e = standing 0.003 0.979 0.850 0.910 f = sitting 0.009 0.949 0.992 0.970 g = running 0.036 0.820 0.871 0.845 h = walking ------------------------------------------------------- 0.018 0.896 0.890 0.889 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.884 0.682 0.770 a = climbing down 0.044 0.771 0.861 0.814 b = climbing up 0.000 1.000 0.640 0.780 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.024 0.854 0.980 0.912 e = standing 0.003 0.979 0.849 0.909 f = sitting 0.009 0.949 0.992 0.970 g = running 0.036 0.821 0.872 0.846 h = walking ------------------------------------------------------- 0.018 0.896 0.891 0.889 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.889 0.670 0.764 a = climbing down 0.046 0.767 0.868 0.814 b = climbing up 0.000 1.000 0.651 0.789 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.024 0.854 0.981 0.913 e = standing 0.003 0.981 0.849 0.910 f = sitting 0.008 0.951 0.992 0.971 g = running 0.035 0.824 0.875 0.849 h = walking ------------------------------------------------------- 0.018 0.897 0.891 0.889 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.897 0.658 0.759 a = climbing down 0.046 0.765 0.876 0.817 b = climbing up 0.000 1.000 0.721 0.838 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.024 0.854 0.981 0.913 e = standing 0.003 0.981 0.849 0.910 f = sitting 0.007 0.960 0.992 0.976 g = running 0.036 0.823 0.876 0.849 h = walking ------------------------------------------------------- 0.018 0.899 0.892 0.891 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.903 0.660 0.762 a = climbing down 0.047 0.763 0.884 0.819 b = climbing up 0.000 1.000 0.709 0.830 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.024 0.854 0.981 0.913 e = standing 0.003 0.981 0.849 0.910 f = sitting 0.007 0.958 0.992 0.975 g = running 0.035 0.827 0.872 0.849 h = walking ------------------------------------------------------- 0.018 0.899 0.893 0.891 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.924 0.800 0.857 a = climbing down 0.085 0.616 0.910 0.735 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.032 0.833 0.981 0.901 e = standing 0.003 0.979 0.814 0.889 f = sitting 0.006 0.965 1.000 0.982 g = running 0.016 0.861 0.564 0.682 h = walking ------------------------------------------------------- 0.021 0.888 0.868 0.867 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.925 0.809 0.863 a = climbing down 0.073 0.652 0.910 0.760 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.032 0.833 0.981 0.901 e = standing 0.003 0.979 0.814 0.889 f = sitting 0.005 0.973 1.000 0.986 g = running 0.016 0.874 0.634 0.735 h = walking ------------------------------------------------------- 0.019 0.896 0.880 0.880 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.925 0.811 0.864 a = climbing down 0.066 0.674 0.907 0.773 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.032 0.833 0.981 0.901 e = standing 0.003 0.979 0.814 0.889 f = sitting 0.005 0.974 1.000 0.987 g = running 0.017 0.877 0.675 0.763 h = walking ------------------------------------------------------- 0.018 0.899 0.886 0.886 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.929 0.811 0.866 a = climbing down 0.044 0.755 0.901 0.822 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.031 0.839 0.981 0.904 e = standing 0.003 0.979 0.821 0.893 f = sitting 0.005 0.974 1.000 0.987 g = running 0.018 0.889 0.805 0.845 h = walking ------------------------------------------------------- 0.015 0.913 0.906 0.906 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.927 0.815 0.868 a = climbing down 0.041 0.766 0.901 0.828 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.029 0.845 0.981 0.908 e = standing 0.003 0.979 0.829 0.898 f = sitting 0.004 0.977 1.000 0.989 g = running 0.018 0.890 0.818 0.853 h = walking ------------------------------------------------------- 0.014 0.916 0.910 0.910 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.930 0.813 0.868 a = climbing down 0.038 0.778 0.899 0.834 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.992 1.000 0.996 d = lying 0.025 0.866 0.981 0.920 e = standing 0.003 0.980 0.855 0.913 f = sitting 0.004 0.976 1.000 0.988 g = running 0.018 0.891 0.836 0.862 h = walking ------------------------------------------------------- 0.013 0.920 0.916 0.916 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.919 0.905 0.912 a = climbing down 0.106 0.556 0.884 0.683 b = climbing up 0.000 1.000 0.621 0.766 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.030 0.845 0.998 0.916 e = standing 0.002 0.989 0.849 0.914 f = sitting 0.015 0.920 0.997 0.957 g = running 0.016 0.815 0.388 0.525 h = walking ------------------------------------------------------- 0.024 0.870 0.846 0.839 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.922 0.905 0.913 a = climbing down 0.109 0.551 0.886 0.679 b = climbing up 0.000 1.000 0.621 0.766 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.040 0.804 0.998 0.890 e = standing 0.002 0.988 0.794 0.880 f = sitting 0.015 0.922 0.997 0.958 g = running 0.015 0.813 0.376 0.514 h = walking ------------------------------------------------------- 0.026 0.864 0.836 0.828 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.927 0.916 0.921 a = climbing down 0.098 0.577 0.888 0.699 b = climbing up 0.000 1.000 0.632 0.774 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.039 0.805 0.998 0.891 e = standing 0.002 0.988 0.795 0.881 f = sitting 0.013 0.932 0.997 0.963 g = running 0.015 0.836 0.441 0.578 h = walking ------------------------------------------------------- 0.024 0.873 0.848 0.842 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.923 0.923 0.923 a = climbing down 0.083 0.615 0.884 0.726 b = climbing up 0.000 1.000 0.653 0.790 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.042 0.792 0.998 0.884 e = standing 0.002 0.988 0.778 0.870 f = sitting 0.011 0.937 0.995 0.965 g = running 0.016 0.854 0.524 0.650 h = walking ------------------------------------------------------- 0.022 0.879 0.858 0.855 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.926 0.932 0.929 a = climbing down 0.058 0.694 0.875 0.774 b = climbing up 0.000 1.000 0.653 0.790 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.038 0.809 0.998 0.894 e = standing 0.002 0.988 0.802 0.885 f = sitting 0.010 0.943 0.995 0.968 g = running 0.018 0.869 0.668 0.755 h = walking ------------------------------------------------------- 0.018 0.895 0.883 0.882 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.923 0.930 0.926 a = climbing down 0.046 0.742 0.873 0.802 b = climbing up 0.000 1.000 0.663 0.797 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.031 0.838 0.998 0.911 e = standing 0.002 0.989 0.840 0.908 f = sitting 0.011 0.942 0.995 0.968 g = running 0.018 0.876 0.735 0.799 h = walking ------------------------------------------------------- 0.016 0.906 0.899 0.898 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.882 0.387 0.538 a = climbing down 0.128 0.516 0.928 0.663 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.167 0.534 0.997 0.695 e = standing 0.001 0.941 0.052 0.099 f = sitting 0.000 1.000 1.000 1.000 g = running 0.022 0.821 0.551 0.660 h = walking ------------------------------------------------------- 0.047 0.816 0.724 0.679 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.883 0.392 0.543 a = climbing down 0.129 0.513 0.928 0.661 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.168 0.532 0.997 0.694 e = standing 0.001 0.935 0.047 0.090 f = sitting 0.000 1.000 1.000 1.000 g = running 0.021 0.821 0.542 0.653 h = walking ------------------------------------------------------- 0.047 0.814 0.723 0.677 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.888 0.410 0.561 a = climbing down 0.128 0.515 0.928 0.663 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.169 0.531 0.997 0.693 e = standing 0.001 0.929 0.042 0.081 f = sitting 0.000 1.000 1.000 1.000 g = running 0.021 0.822 0.539 0.651 h = walking ------------------------------------------------------- 0.047 0.814 0.723 0.677 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.885 0.400 0.551 a = climbing down 0.128 0.515 0.928 0.662 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.170 0.530 0.997 0.692 e = standing 0.001 0.920 0.037 0.072 f = sitting 0.000 1.000 1.000 1.000 g = running 0.021 0.821 0.542 0.653 h = walking ------------------------------------------------------- 0.048 0.812 0.722 0.675 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.897 0.408 0.561 a = climbing down 0.124 0.524 0.928 0.670 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.169 0.530 0.997 0.692 e = standing 0.001 0.923 0.039 0.075 f = sitting 0.000 1.000 1.000 1.000 g = running 0.022 0.825 0.566 0.671 h = walking ------------------------------------------------------- 0.047 0.815 0.726 0.680 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.893 0.410 0.562 a = climbing down 0.123 0.525 0.928 0.671 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.169 0.531 0.997 0.693 e = standing 0.001 0.926 0.041 0.078 f = sitting 0.000 1.000 1.000 1.000 g = running 0.021 0.829 0.569 0.675 h = walking ------------------------------------------------------- 0.047 0.816 0.727 0.681 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.960 0.744 0.838 a = climbing down 0.124 0.503 0.853 0.633 b = climbing up 0.000 0.978 0.978 0.978 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.166 0.534 0.991 0.694 e = standing 0.002 0.848 0.064 0.118 f = sitting 0.007 0.960 0.997 0.978 g = running 0.023 0.755 0.390 0.515 h = walking ------------------------------------------------------- 0.048 0.791 0.723 0.680 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.739 0.836 a = climbing down 0.124 0.503 0.853 0.633 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.166 0.534 0.991 0.694 e = standing 0.002 0.841 0.060 0.113 f = sitting 0.007 0.960 1.000 0.979 g = running 0.023 0.756 0.394 0.518 h = walking ------------------------------------------------------- 0.048 0.791 0.723 0.680 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.742 0.838 a = climbing down 0.122 0.507 0.853 0.636 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.166 0.534 0.991 0.694 e = standing 0.002 0.841 0.060 0.113 f = sitting 0.007 0.960 1.000 0.979 g = running 0.023 0.754 0.400 0.523 h = walking ------------------------------------------------------- 0.047 0.791 0.724 0.681 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.742 0.838 a = climbing down 0.122 0.507 0.851 0.635 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.166 0.533 0.991 0.693 e = standing 0.002 0.857 0.059 0.110 f = sitting 0.007 0.960 1.000 0.979 g = running 0.024 0.753 0.402 0.524 h = walking ------------------------------------------------------- 0.048 0.794 0.724 0.681 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.742 0.838 a = climbing down 0.121 0.507 0.849 0.635 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.166 0.533 0.991 0.693 e = standing 0.002 0.857 0.059 0.110 f = sitting 0.007 0.958 1.000 0.979 g = running 0.024 0.754 0.403 0.525 h = walking ------------------------------------------------------- 0.048 0.793 0.724 0.681 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.747 0.841 a = climbing down 0.120 0.509 0.847 0.635 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.166 0.533 0.991 0.693 e = standing 0.002 0.857 0.059 0.110 f = sitting 0.008 0.957 1.000 0.978 g = running 0.024 0.755 0.406 0.528 h = walking ------------------------------------------------------- 0.047 0.794 0.725 0.682 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.476 0.448 0.462 a = climbing down 0.118 0.101 0.090 0.096 b = climbing up 0.000 1.000 0.906 0.951 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.171 0.521 1.000 0.685 e = standing 0.001 0.946 0.086 0.158 f = sitting 0.072 0.718 1.000 0.836 g = running 0.076 0.488 0.366 0.418 h = walking ------------------------------------------------------- 0.068 0.638 0.595 0.544 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.494 0.426 0.457 a = climbing down 0.136 0.090 0.092 0.091 b = climbing up 0.000 1.000 0.941 0.970 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 0.074 0.713 1.000 0.832 g = running 0.079 0.400 0.267 0.320 h = walking ------------------------------------------------------- 0.071 0.621 0.577 0.524 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.033 0.490 0.441 0.464 a = climbing down 0.138 0.091 0.094 0.093 b = climbing up 0.000 1.000 0.941 0.970 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 0.071 0.719 1.000 0.837 g = running 0.078 0.400 0.263 0.317 h = walking ------------------------------------------------------- 0.071 0.622 0.577 0.525 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.032 0.498 0.441 0.468 a = climbing down 0.138 0.091 0.094 0.093 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.173 0.518 1.000 0.683 e = standing 0.001 0.940 0.076 0.141 f = sitting 0.072 0.718 1.000 0.836 g = running 0.079 0.394 0.260 0.313 h = walking ------------------------------------------------------- 0.071 0.621 0.576 0.524 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.033 0.525 0.500 0.512 a = climbing down 0.146 0.090 0.098 0.094 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.173 0.518 1.000 0.683 e = standing 0.001 0.940 0.076 0.141 f = sitting 0.067 0.733 1.000 0.846 g = running 0.078 0.357 0.220 0.272 h = walking ------------------------------------------------------- 0.071 0.619 0.574 0.522 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.533 0.507 0.520 a = climbing down 0.147 0.087 0.096 0.092 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.174 0.518 1.000 0.682 e = standing 0.001 0.939 0.075 0.139 f = sitting 0.066 0.734 1.000 0.847 g = running 0.079 0.346 0.211 0.262 h = walking ------------------------------------------------------- 0.072 0.618 0.573 0.520 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.041 0.476 0.507 0.491 a = climbing down 0.175 0.195 0.289 0.233 b = climbing up 0.000 1.000 0.588 0.740 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.177 0.511 0.992 0.675 e = standing 0.001 0.808 0.034 0.066 f = sitting 0.061 0.748 1.000 0.856 g = running 0.055 0.168 0.057 0.085 h = walking ------------------------------------------------------- 0.072 0.579 0.561 0.493 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.042 0.464 0.496 0.479 a = climbing down 0.174 0.195 0.287 0.232 b = climbing up 0.000 1.000 0.588 0.740 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.177 0.510 0.990 0.674 e = standing 0.002 0.769 0.033 0.063 f = sitting 0.063 0.743 1.000 0.853 g = running 0.054 0.184 0.061 0.092 h = walking ------------------------------------------------------- 0.072 0.574 0.560 0.492 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.477 0.526 0.500 a = climbing down 0.153 0.218 0.291 0.249 b = climbing up 0.000 1.000 0.625 0.769 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.177 0.511 0.992 0.674 e = standing 0.001 0.800 0.033 0.063 f = sitting 0.061 0.749 1.000 0.857 g = running 0.051 0.399 0.173 0.241 h = walking ------------------------------------------------------- 0.068 0.619 0.582 0.522 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.043 0.473 0.526 0.498 a = climbing down 0.160 0.208 0.287 0.241 b = climbing up 0.000 1.000 0.637 0.779 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.177 0.511 0.992 0.675 e = standing 0.001 0.808 0.034 0.066 f = sitting 0.061 0.750 1.000 0.857 g = running 0.051 0.345 0.136 0.195 h = walking ------------------------------------------------------- 0.069 0.610 0.576 0.514 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.043 0.484 0.556 0.517 a = climbing down 0.163 0.204 0.285 0.238 b = climbing up 0.000 1.000 0.637 0.779 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.178 0.510 0.992 0.674 e = standing 0.001 0.783 0.029 0.057 f = sitting 0.059 0.755 1.000 0.860 g = running 0.050 0.328 0.122 0.178 h = walking ------------------------------------------------------- 0.069 0.604 0.575 0.511 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.040 0.495 0.530 0.512 a = climbing down 0.184 0.175 0.267 0.212 b = climbing up 0.000 1.000 0.637 0.779 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.180 0.507 0.992 0.671 e = standing 0.001 0.667 0.016 0.032 f = sitting 0.059 0.755 1.000 0.860 g = running 0.057 0.060 0.018 0.028 h = walking ------------------------------------------------------- 0.073 0.538 0.552 0.478 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.119 0.432 0.650 0.519 a = climbing down 0.215 0.356 0.847 0.502 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 0.608 0.756 g = running 0.000 0.500 0.002 0.003 h = walking ------------------------------------------------------- 0.068 0.646 0.568 0.493 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.729 0.517 0.605 a = climbing down 0.242 0.350 0.927 0.508 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 0.009 0.954 0.971 0.962 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.061 0.600 0.618 0.536 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.736 0.481 0.582 a = climbing down 0.247 0.350 0.945 0.511 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 0.009 0.951 0.971 0.961 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.061 0.600 0.616 0.534 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.709 0.507 0.591 a = climbing down 0.244 0.352 0.939 0.512 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 0.005 0.975 0.971 0.973 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.061 0.601 0.618 0.537 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.730 0.519 0.606 a = climbing down 0.242 0.357 0.955 0.519 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 0.004 0.977 0.971 0.974 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.060 0.604 0.621 0.540 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.725 0.533 0.614 a = climbing down 0.240 0.355 0.941 0.516 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 0.005 0.974 0.971 0.972 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.060 0.603 0.621 0.540 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.125 0.510 0.940 0.661 a = climbing down 0.203 0.393 0.941 0.555 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 0.011 0.822 0.273 0.410 g = running 0.000 1.000 0.005 0.010 h = walking ------------------------------------------------------- 0.070 0.620 0.559 0.460 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.886 0.852 0.869 a = climbing down 0.226 0.381 0.994 0.551 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 0.015 0.907 0.778 0.838 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.060 0.527 0.633 0.550 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.955 0.772 0.854 a = climbing down 0.237 0.371 0.996 0.540 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 0.021 0.874 0.798 0.834 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.061 0.529 0.626 0.546 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.975 0.778 0.865 a = climbing down 0.236 0.371 0.992 0.540 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 0.024 0.859 0.798 0.828 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.061 0.529 0.627 0.547 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.981 0.806 0.885 a = climbing down 0.232 0.375 0.994 0.544 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 0.024 0.859 0.798 0.828 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.060 0.530 0.630 0.550 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.981 0.806 0.885 a = climbing down 0.232 0.375 0.994 0.544 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 0.024 0.859 0.798 0.828 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.060 0.530 0.630 0.550 Weighted Avg. >> forearmhead >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.902 0.386 0.540 a = climbing down 0.075 0.573 0.675 0.620 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.034 0.835 0.998 0.910 d = lying 0.065 0.627 0.545 0.583 e = standing 0.058 0.590 0.559 0.574 f = sitting 0.007 0.961 0.998 0.979 g = running 0.079 0.641 0.823 0.721 h = walking ------------------------------------------------------- 0.046 0.735 0.723 0.713 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.899 0.409 0.562 a = climbing down 0.072 0.585 0.677 0.627 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.033 0.841 0.998 0.913 d = lying 0.056 0.664 0.547 0.600 e = standing 0.059 0.613 0.621 0.617 f = sitting 0.007 0.961 0.998 0.979 g = running 0.076 0.654 0.836 0.734 h = walking ------------------------------------------------------- 0.044 0.748 0.736 0.727 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.887 0.430 0.579 a = climbing down 0.069 0.605 0.705 0.651 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.031 0.846 0.998 0.916 d = lying 0.056 0.663 0.549 0.601 e = standing 0.059 0.613 0.623 0.618 f = sitting 0.007 0.961 0.998 0.979 g = running 0.071 0.668 0.834 0.742 h = walking ------------------------------------------------------- 0.043 0.752 0.743 0.734 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.891 0.444 0.593 a = climbing down 0.066 0.615 0.701 0.655 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.032 0.845 0.998 0.915 d = lying 0.055 0.668 0.549 0.603 e = standing 0.059 0.615 0.629 0.622 f = sitting 0.007 0.961 0.998 0.979 g = running 0.071 0.669 0.843 0.746 h = walking ------------------------------------------------------- 0.042 0.755 0.746 0.737 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.874 0.453 0.597 a = climbing down 0.064 0.624 0.707 0.663 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.031 0.847 0.998 0.916 d = lying 0.054 0.669 0.543 0.600 e = standing 0.060 0.614 0.638 0.626 f = sitting 0.007 0.961 0.998 0.979 g = running 0.069 0.675 0.844 0.750 h = walking ------------------------------------------------------- 0.042 0.755 0.748 0.740 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.876 0.476 0.617 a = climbing down 0.061 0.628 0.690 0.657 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.031 0.848 0.998 0.917 d = lying 0.051 0.681 0.542 0.603 e = standing 0.061 0.618 0.657 0.637 f = sitting 0.007 0.961 0.998 0.979 g = running 0.071 0.672 0.848 0.750 h = walking ------------------------------------------------------- 0.041 0.758 0.751 0.744 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.932 0.552 0.693 a = climbing down 0.059 0.614 0.625 0.620 b = climbing up 0.000 1.000 0.519 0.684 c = jumping 0.028 0.854 0.947 0.898 d = lying 0.047 0.753 0.718 0.735 e = standing 0.048 0.658 0.617 0.637 f = sitting 0.014 0.920 0.985 0.951 g = running 0.074 0.668 0.871 0.756 h = walking ------------------------------------------------------- 0.039 0.775 0.764 0.759 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.928 0.568 0.705 a = climbing down 0.053 0.623 0.582 0.602 b = climbing up 0.000 1.000 0.519 0.684 c = jumping 0.026 0.861 0.947 0.902 d = lying 0.049 0.748 0.721 0.734 e = standing 0.047 0.661 0.617 0.638 f = sitting 0.014 0.920 0.983 0.950 g = running 0.079 0.660 0.899 0.761 h = walking ------------------------------------------------------- 0.039 0.774 0.765 0.760 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.928 0.573 0.708 a = climbing down 0.049 0.627 0.547 0.584 b = climbing up 0.000 1.000 0.519 0.684 c = jumping 0.026 0.865 0.947 0.904 d = lying 0.050 0.745 0.725 0.735 e = standing 0.047 0.664 0.615 0.639 f = sitting 0.014 0.920 0.985 0.951 g = running 0.085 0.647 0.914 0.758 h = walking ------------------------------------------------------- 0.040 0.774 0.763 0.758 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.927 0.585 0.717 a = climbing down 0.047 0.638 0.545 0.588 b = climbing up 0.000 1.000 0.519 0.684 c = jumping 0.024 0.871 0.947 0.907 d = lying 0.048 0.752 0.725 0.738 e = standing 0.047 0.671 0.636 0.653 f = sitting 0.014 0.920 0.983 0.950 g = running 0.086 0.644 0.914 0.756 h = walking ------------------------------------------------------- 0.039 0.777 0.767 0.762 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.922 0.575 0.708 a = climbing down 0.049 0.623 0.539 0.578 b = climbing up 0.000 1.000 0.519 0.684 c = jumping 0.024 0.870 0.947 0.907 d = lying 0.047 0.756 0.720 0.737 e = standing 0.048 0.669 0.643 0.656 f = sitting 0.014 0.920 0.985 0.951 g = running 0.086 0.646 0.914 0.757 h = walking ------------------------------------------------------- 0.039 0.776 0.765 0.760 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.921 0.592 0.721 a = climbing down 0.050 0.626 0.554 0.588 b = climbing up 0.000 1.000 0.519 0.684 c = jumping 0.024 0.871 0.947 0.907 d = lying 0.047 0.757 0.721 0.738 e = standing 0.048 0.669 0.643 0.656 f = sitting 0.014 0.920 0.983 0.950 g = running 0.081 0.657 0.909 0.763 h = walking ------------------------------------------------------- 0.039 0.778 0.768 0.764 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.147 0.422 0.674 0.519 a = climbing down 0.090 0.077 0.242 0.117 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.032 0.647 0.288 0.399 d = lying 0.062 0.789 0.961 0.866 e = standing 0.154 0.421 0.550 0.477 f = sitting 0.006 0.951 0.990 0.970 g = running 0.012 0.615 0.087 0.152 h = walking ------------------------------------------------------- 0.069 0.622 0.567 0.539 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.141 0.438 0.695 0.538 a = climbing down 0.094 0.074 0.242 0.113 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.027 0.664 0.262 0.376 d = lying 0.057 0.803 0.962 0.875 e = standing 0.159 0.432 0.597 0.502 f = sitting 0.006 0.951 0.990 0.970 g = running 0.011 0.606 0.078 0.138 h = walking ------------------------------------------------------- 0.067 0.630 0.572 0.541 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.119 0.483 0.700 0.572 a = climbing down 0.118 0.072 0.295 0.116 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.027 0.662 0.260 0.374 d = lying 0.056 0.806 0.962 0.877 e = standing 0.160 0.434 0.603 0.505 f = sitting 0.006 0.951 0.990 0.970 g = running 0.010 0.537 0.053 0.096 h = walking ------------------------------------------------------- 0.064 0.625 0.570 0.539 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.091 0.546 0.693 0.611 a = climbing down 0.142 0.081 0.400 0.135 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.027 0.671 0.272 0.387 d = lying 0.054 0.810 0.962 0.879 e = standing 0.157 0.440 0.608 0.511 f = sitting 0.006 0.951 0.990 0.970 g = running 0.008 0.562 0.049 0.090 h = walking ------------------------------------------------------- 0.060 0.641 0.575 0.548 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.076 0.588 0.679 0.630 a = climbing down 0.160 0.072 0.400 0.122 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.027 0.676 0.277 0.393 d = lying 0.055 0.809 0.962 0.879 e = standing 0.156 0.441 0.606 0.511 f = sitting 0.006 0.951 0.990 0.970 g = running 0.008 0.512 0.038 0.071 h = walking ------------------------------------------------------- 0.059 0.639 0.572 0.548 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.064 0.623 0.665 0.643 a = climbing down 0.171 0.086 0.516 0.147 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.028 0.676 0.285 0.401 d = lying 0.053 0.814 0.964 0.883 e = standing 0.154 0.446 0.612 0.516 f = sitting 0.006 0.951 0.990 0.970 g = running 0.006 0.559 0.034 0.065 h = walking ------------------------------------------------------- 0.056 0.654 0.575 0.552 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.126 0.493 0.775 0.603 a = climbing down 0.097 0.117 0.429 0.184 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.056 0.489 0.262 0.342 d = lying 0.025 0.900 0.951 0.925 e = standing 0.162 0.433 0.606 0.505 f = sitting 0.004 0.969 1.000 0.984 g = running 0.007 0.696 0.071 0.129 h = walking ------------------------------------------------------- 0.063 0.646 0.587 0.557 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.128 0.488 0.775 0.599 a = climbing down 0.097 0.117 0.429 0.184 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.057 0.497 0.274 0.353 d = lying 0.030 0.885 0.952 0.918 e = standing 0.160 0.427 0.581 0.492 f = sitting 0.004 0.969 1.000 0.984 g = running 0.006 0.667 0.058 0.107 h = walking ------------------------------------------------------- 0.064 0.638 0.583 0.551 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.120 0.505 0.775 0.611 a = climbing down 0.103 0.123 0.484 0.196 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.057 0.484 0.264 0.342 d = lying 0.031 0.882 0.954 0.916 e = standing 0.161 0.420 0.572 0.484 f = sitting 0.004 0.969 1.000 0.984 g = running 0.007 0.630 0.053 0.097 h = walking ------------------------------------------------------- 0.064 0.630 0.581 0.548 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.120 0.503 0.770 0.609 a = climbing down 0.104 0.128 0.505 0.204 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.056 0.505 0.281 0.361 d = lying 0.028 0.892 0.954 0.922 e = standing 0.158 0.434 0.592 0.501 f = sitting 0.004 0.969 1.000 0.984 g = running 0.006 0.667 0.055 0.101 h = walking ------------------------------------------------------- 0.062 0.644 0.588 0.555 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.140 0.471 0.786 0.589 a = climbing down 0.087 0.125 0.418 0.193 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.057 0.533 0.317 0.398 d = lying 0.026 0.898 0.954 0.925 e = standing 0.150 0.448 0.598 0.513 f = sitting 0.004 0.969 1.000 0.984 g = running 0.006 0.643 0.049 0.091 h = walking ------------------------------------------------------- 0.063 0.644 0.593 0.559 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.146 0.464 0.800 0.587 a = climbing down 0.084 0.124 0.396 0.188 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.057 0.552 0.343 0.423 d = lying 0.027 0.895 0.956 0.925 e = standing 0.145 0.456 0.592 0.515 f = sitting 0.004 0.969 1.000 0.984 g = running 0.005 0.548 0.031 0.059 h = walking ------------------------------------------------------- 0.063 0.630 0.595 0.558 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.669 0.814 0.734 a = climbing down 0.178 0.408 0.747 0.528 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.827 0.906 d = lying 0.129 0.441 0.647 0.524 e = standing 0.070 0.250 0.172 0.204 f = sitting 0.001 0.994 0.894 0.941 g = running 0.004 0.903 0.212 0.344 h = walking ------------------------------------------------------- 0.057 0.701 0.629 0.618 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.031 0.736 0.790 0.762 a = climbing down 0.182 0.423 0.810 0.556 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.834 0.909 d = lying 0.128 0.437 0.632 0.517 e = standing 0.072 0.246 0.172 0.202 f = sitting 0.001 0.994 0.896 0.942 g = running 0.004 0.907 0.224 0.360 h = walking ------------------------------------------------------- 0.056 0.709 0.637 0.627 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.028 0.760 0.790 0.775 a = climbing down 0.179 0.434 0.831 0.570 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.835 0.910 d = lying 0.134 0.418 0.609 0.496 e = standing 0.075 0.192 0.131 0.156 f = sitting 0.001 0.994 0.894 0.941 g = running 0.004 0.915 0.247 0.389 h = walking ------------------------------------------------------- 0.056 0.705 0.635 0.626 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.028 0.761 0.792 0.776 a = climbing down 0.172 0.445 0.834 0.580 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.135 0.409 0.591 0.484 e = standing 0.078 0.172 0.119 0.141 f = sitting 0.001 0.994 0.896 0.942 g = running 0.004 0.930 0.282 0.433 h = walking ------------------------------------------------------- 0.056 0.706 0.638 0.632 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.028 0.759 0.800 0.779 a = climbing down 0.143 0.488 0.829 0.615 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.137 0.399 0.577 0.472 e = standing 0.080 0.149 0.103 0.122 f = sitting 0.001 0.994 0.893 0.941 g = running 0.004 0.953 0.437 0.599 h = walking ------------------------------------------------------- 0.052 0.711 0.659 0.659 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.783 0.802 0.792 a = climbing down 0.138 0.504 0.853 0.634 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.850 0.919 d = lying 0.135 0.402 0.577 0.474 e = standing 0.080 0.152 0.105 0.124 f = sitting 0.001 0.994 0.889 0.938 g = running 0.005 0.943 0.458 0.617 h = walking ------------------------------------------------------- 0.051 0.715 0.667 0.667 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.753 0.944 0.838 a = climbing down 0.127 0.507 0.789 0.618 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.910 0.953 d = lying 0.101 0.549 0.784 0.646 e = standing 0.036 0.576 0.362 0.444 f = sitting 0.000 0.999 0.965 0.981 g = running 0.012 0.824 0.311 0.451 h = walking ------------------------------------------------------- 0.042 0.765 0.730 0.718 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.775 0.941 0.850 a = climbing down 0.131 0.506 0.810 0.623 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.911 0.954 d = lying 0.080 0.605 0.773 0.679 e = standing 0.041 0.616 0.490 0.546 f = sitting 0.000 0.999 0.965 0.981 g = running 0.012 0.818 0.297 0.436 h = walking ------------------------------------------------------- 0.039 0.779 0.745 0.734 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.795 0.939 0.861 a = climbing down 0.133 0.504 0.817 0.624 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.921 0.959 d = lying 0.030 0.802 0.757 0.779 e = standing 0.047 0.703 0.817 0.756 f = sitting 0.000 0.999 0.966 0.982 g = running 0.012 0.819 0.298 0.437 h = walking ------------------------------------------------------- 0.033 0.818 0.784 0.775 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.808 0.937 0.868 a = climbing down 0.135 0.502 0.822 0.623 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.937 0.966 d = lying 0.006 0.948 0.752 0.839 e = standing 0.049 0.724 0.949 0.821 f = sitting 0.000 0.999 0.965 0.981 g = running 0.013 0.805 0.292 0.429 h = walking ------------------------------------------------------- 0.031 0.838 0.801 0.791 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.806 0.941 0.868 a = climbing down 0.137 0.497 0.817 0.618 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.935 0.965 d = lying 0.002 0.984 0.762 0.859 e = standing 0.048 0.736 0.982 0.841 f = sitting 0.000 0.999 0.965 0.981 g = running 0.013 0.800 0.283 0.418 h = walking ------------------------------------------------------- 0.030 0.843 0.805 0.794 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.841 0.939 0.887 a = climbing down 0.136 0.506 0.841 0.632 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.931 0.962 d = lying 0.001 0.995 0.766 0.866 e = standing 0.048 0.737 0.992 0.846 f = sitting 0.000 0.999 0.963 0.981 g = running 0.014 0.793 0.294 0.429 h = walking ------------------------------------------------------- 0.029 0.848 0.810 0.800 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.057 0.447 0.308 0.365 a = climbing down 0.109 0.573 0.768 0.656 b = climbing up 0.000 0.969 0.984 0.977 c = jumping 0.013 0.881 0.674 0.764 d = lying 0.076 0.561 0.869 0.682 e = standing 0.051 0.622 0.511 0.561 f = sitting 0.002 0.989 0.853 0.916 g = running 0.050 0.677 0.752 0.712 h = walking ------------------------------------------------------- 0.048 0.705 0.688 0.686 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.055 0.450 0.303 0.362 a = climbing down 0.107 0.578 0.772 0.661 b = climbing up 0.000 0.969 0.984 0.977 c = jumping 0.012 0.893 0.704 0.787 d = lying 0.073 0.571 0.869 0.689 e = standing 0.047 0.654 0.536 0.589 f = sitting 0.003 0.988 0.852 0.915 g = running 0.049 0.693 0.786 0.737 h = walking ------------------------------------------------------- 0.046 0.715 0.700 0.697 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.052 0.468 0.307 0.370 a = climbing down 0.102 0.591 0.779 0.672 b = climbing up 0.001 0.955 0.984 0.969 c = jumping 0.012 0.893 0.704 0.787 d = lying 0.073 0.571 0.869 0.689 e = standing 0.047 0.654 0.536 0.589 f = sitting 0.002 0.990 0.857 0.919 g = running 0.050 0.697 0.816 0.751 h = walking ------------------------------------------------------- 0.045 0.720 0.706 0.702 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.052 0.475 0.318 0.381 a = climbing down 0.098 0.603 0.783 0.681 b = climbing up 0.000 0.969 0.984 0.977 c = jumping 0.012 0.893 0.706 0.789 d = lying 0.074 0.570 0.869 0.688 e = standing 0.046 0.656 0.535 0.589 f = sitting 0.002 0.990 0.861 0.921 g = running 0.048 0.710 0.834 0.767 h = walking ------------------------------------------------------- 0.044 0.725 0.711 0.707 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.053 0.475 0.323 0.384 a = climbing down 0.094 0.613 0.784 0.688 b = climbing up 0.000 0.969 0.984 0.977 c = jumping 0.012 0.897 0.706 0.790 d = lying 0.073 0.573 0.872 0.691 e = standing 0.046 0.659 0.541 0.594 f = sitting 0.002 0.990 0.864 0.923 g = running 0.047 0.716 0.848 0.777 h = walking ------------------------------------------------------- 0.044 0.728 0.716 0.711 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.052 0.474 0.313 0.377 a = climbing down 0.092 0.616 0.777 0.688 b = climbing up 0.000 0.969 0.984 0.977 c = jumping 0.012 0.897 0.709 0.792 d = lying 0.074 0.571 0.872 0.690 e = standing 0.045 0.662 0.539 0.594 f = sitting 0.002 0.990 0.866 0.924 g = running 0.048 0.720 0.881 0.792 h = walking ------------------------------------------------------- 0.043 0.729 0.718 0.713 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.619 0.487 0.545 a = climbing down 0.104 0.593 0.802 0.682 b = climbing up 0.000 0.983 0.967 0.975 c = jumping 0.012 0.900 0.701 0.788 d = lying 0.025 0.800 0.874 0.835 e = standing 0.050 0.729 0.827 0.775 f = sitting 0.004 0.981 0.829 0.899 g = running 0.040 0.726 0.747 0.736 h = walking ------------------------------------------------------- 0.039 0.777 0.760 0.761 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.042 0.627 0.472 0.538 a = climbing down 0.103 0.597 0.806 0.686 b = climbing up 0.000 0.983 0.983 0.983 c = jumping 0.012 0.899 0.705 0.790 d = lying 0.021 0.822 0.878 0.849 e = standing 0.050 0.735 0.844 0.786 f = sitting 0.004 0.983 0.829 0.899 g = running 0.042 0.720 0.768 0.743 h = walking ------------------------------------------------------- 0.039 0.781 0.765 0.765 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.041 0.624 0.454 0.526 a = climbing down 0.100 0.604 0.806 0.690 b = climbing up 0.000 0.983 0.983 0.983 c = jumping 0.012 0.899 0.720 0.799 d = lying 0.021 0.822 0.876 0.848 e = standing 0.048 0.742 0.842 0.789 f = sitting 0.004 0.983 0.830 0.900 g = running 0.046 0.707 0.787 0.745 h = walking ------------------------------------------------------- 0.038 0.781 0.766 0.766 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.625 0.456 0.527 a = climbing down 0.102 0.597 0.798 0.683 b = climbing up 0.000 0.983 0.983 0.983 c = jumping 0.012 0.899 0.720 0.799 d = lying 0.021 0.822 0.876 0.848 e = standing 0.048 0.742 0.842 0.789 f = sitting 0.004 0.983 0.827 0.898 g = running 0.045 0.714 0.795 0.752 h = walking ------------------------------------------------------- 0.038 0.781 0.766 0.766 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.040 0.630 0.459 0.531 a = climbing down 0.103 0.601 0.816 0.692 b = climbing up 0.000 0.983 0.983 0.983 c = jumping 0.012 0.901 0.721 0.801 d = lying 0.021 0.822 0.876 0.848 e = standing 0.048 0.742 0.842 0.789 f = sitting 0.004 0.983 0.829 0.899 g = running 0.040 0.737 0.797 0.766 h = walking ------------------------------------------------------- 0.038 0.785 0.770 0.770 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.041 0.624 0.456 0.527 a = climbing down 0.100 0.607 0.818 0.697 b = climbing up 0.000 1.000 0.983 0.992 c = jumping 0.011 0.909 0.725 0.806 d = lying 0.018 0.844 0.876 0.860 e = standing 0.047 0.750 0.868 0.805 f = sitting 0.004 0.981 0.829 0.899 g = running 0.038 0.754 0.825 0.788 h = walking ------------------------------------------------------- 0.037 0.792 0.777 0.777 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.085 0.466 0.656 0.545 a = climbing down 0.119 0.445 0.638 0.524 b = climbing up 0.000 0.962 0.671 0.791 c = jumping 0.082 0.558 0.675 0.611 d = lying 0.005 0.955 0.841 0.895 e = standing 0.067 0.486 0.433 0.458 f = sitting 0.010 0.969 0.990 0.979 g = running 0.020 0.556 0.160 0.248 h = walking ------------------------------------------------------- 0.049 0.674 0.660 0.646 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.089 0.460 0.668 0.545 a = climbing down 0.126 0.445 0.670 0.535 b = climbing up 0.000 0.966 0.737 0.836 c = jumping 0.083 0.567 0.702 0.627 d = lying 0.005 0.956 0.845 0.897 e = standing 0.063 0.501 0.430 0.462 f = sitting 0.009 0.970 0.993 0.982 g = running 0.016 0.443 0.078 0.132 h = walking ------------------------------------------------------- 0.049 0.662 0.659 0.636 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.079 0.486 0.664 0.561 a = climbing down 0.137 0.444 0.728 0.552 b = climbing up 0.000 0.966 0.737 0.836 c = jumping 0.083 0.566 0.700 0.626 d = lying 0.005 0.956 0.848 0.899 e = standing 0.062 0.502 0.430 0.463 f = sitting 0.009 0.971 0.994 0.982 g = running 0.012 0.338 0.038 0.068 h = walking ------------------------------------------------------- 0.049 0.650 0.662 0.631 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.067 0.530 0.664 0.589 a = climbing down 0.150 0.432 0.760 0.551 b = climbing up 0.000 0.966 0.750 0.844 c = jumping 0.082 0.558 0.675 0.611 d = lying 0.006 0.952 0.848 0.897 e = standing 0.066 0.486 0.428 0.455 f = sitting 0.009 0.970 0.993 0.982 g = running 0.009 0.296 0.024 0.045 h = walking ------------------------------------------------------- 0.050 0.643 0.660 0.628 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.039 0.646 0.635 0.640 a = climbing down 0.174 0.420 0.838 0.560 b = climbing up 0.000 0.966 0.750 0.844 c = jumping 0.082 0.555 0.667 0.606 d = lying 0.006 0.950 0.856 0.901 e = standing 0.066 0.484 0.426 0.453 f = sitting 0.009 0.971 0.993 0.982 g = running 0.007 0.270 0.015 0.029 h = walking ------------------------------------------------------- 0.050 0.649 0.666 0.631 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.690 0.625 0.656 a = climbing down 0.177 0.433 0.897 0.584 b = climbing up 0.000 0.966 0.750 0.844 c = jumping 0.082 0.554 0.662 0.603 d = lying 0.006 0.953 0.866 0.908 e = standing 0.066 0.491 0.431 0.459 f = sitting 0.008 0.973 0.995 0.984 g = running 0.004 0.308 0.012 0.023 h = walking ------------------------------------------------------- 0.049 0.662 0.674 0.637 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.097 0.413 0.607 0.492 a = climbing down 0.114 0.375 0.456 0.412 b = climbing up 0.000 1.000 0.480 0.649 c = jumping 0.038 0.743 0.717 0.730 d = lying 0.029 0.804 0.896 0.848 e = standing 0.053 0.608 0.567 0.587 f = sitting 0.024 0.928 0.995 0.960 g = running 0.019 0.698 0.269 0.388 h = walking ------------------------------------------------------- 0.048 0.693 0.674 0.666 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.096 0.413 0.600 0.489 a = climbing down 0.127 0.357 0.473 0.407 b = climbing up 0.000 1.000 0.467 0.636 c = jumping 0.039 0.741 0.715 0.728 d = lying 0.030 0.802 0.905 0.851 e = standing 0.052 0.610 0.560 0.584 f = sitting 0.024 0.927 0.995 0.960 g = running 0.015 0.680 0.202 0.311 h = walking ------------------------------------------------------- 0.049 0.688 0.666 0.654 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.077 0.467 0.594 0.523 a = climbing down 0.152 0.357 0.563 0.437 b = climbing up 0.000 1.000 0.533 0.696 c = jumping 0.039 0.737 0.712 0.724 d = lying 0.030 0.802 0.909 0.852 e = standing 0.052 0.612 0.558 0.584 f = sitting 0.023 0.932 0.995 0.962 g = running 0.010 0.688 0.131 0.221 h = walking ------------------------------------------------------- 0.050 0.695 0.668 0.650 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.056 0.546 0.600 0.572 a = climbing down 0.184 0.337 0.623 0.437 b = climbing up 0.000 1.000 0.520 0.684 c = jumping 0.040 0.735 0.717 0.726 d = lying 0.030 0.800 0.914 0.853 e = standing 0.050 0.619 0.554 0.584 f = sitting 0.023 0.932 0.995 0.962 g = running 0.006 0.350 0.021 0.040 h = walking ------------------------------------------------------- 0.051 0.654 0.662 0.630 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.043 0.615 0.605 0.610 a = climbing down 0.190 0.357 0.705 0.474 b = climbing up 0.000 1.000 0.533 0.696 c = jumping 0.041 0.736 0.737 0.736 d = lying 0.031 0.798 0.914 0.852 e = standing 0.047 0.630 0.544 0.584 f = sitting 0.021 0.935 0.995 0.964 g = running 0.004 0.217 0.008 0.015 h = walking ------------------------------------------------------- 0.050 0.648 0.673 0.637 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.669 0.640 0.654 a = climbing down 0.187 0.380 0.768 0.509 b = climbing up 0.000 1.000 0.587 0.739 c = jumping 0.040 0.741 0.740 0.741 d = lying 0.030 0.804 0.916 0.856 e = standing 0.046 0.640 0.558 0.596 f = sitting 0.019 0.943 0.995 0.968 g = running 0.002 0.231 0.005 0.009 h = walking ------------------------------------------------------- 0.047 0.663 0.688 0.650 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.066 0.587 0.696 0.637 a = climbing down 0.094 0.557 0.811 0.661 b = climbing up 0.000 1.000 0.855 0.922 c = jumping 0.041 0.806 0.979 0.884 d = lying 0.021 0.878 0.929 0.903 e = standing 0.009 0.934 0.686 0.791 f = sitting 0.004 0.979 0.998 0.988 g = running 0.016 0.745 0.294 0.421 h = walking ------------------------------------------------------- 0.033 0.801 0.782 0.771 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.066 0.588 0.700 0.639 a = climbing down 0.080 0.597 0.811 0.688 b = climbing up 0.000 1.000 0.855 0.922 c = jumping 0.041 0.805 0.979 0.884 d = lying 0.021 0.880 0.927 0.903 e = standing 0.009 0.934 0.687 0.792 f = sitting 0.004 0.979 0.998 0.988 g = running 0.017 0.776 0.375 0.506 h = walking ------------------------------------------------------- 0.031 0.810 0.794 0.786 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.064 0.595 0.700 0.643 a = climbing down 0.060 0.664 0.811 0.731 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.040 0.808 0.979 0.886 d = lying 0.021 0.878 0.927 0.902 e = standing 0.008 0.936 0.692 0.796 f = sitting 0.004 0.980 0.998 0.989 g = running 0.018 0.812 0.508 0.625 h = walking ------------------------------------------------------- 0.029 0.826 0.812 0.809 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.064 0.592 0.696 0.640 a = climbing down 0.056 0.680 0.811 0.740 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.039 0.813 0.979 0.888 d = lying 0.022 0.877 0.932 0.904 e = standing 0.008 0.936 0.692 0.796 f = sitting 0.004 0.980 0.998 0.989 g = running 0.019 0.812 0.530 0.641 h = walking ------------------------------------------------------- 0.028 0.828 0.816 0.812 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.064 0.593 0.692 0.638 a = climbing down 0.057 0.675 0.809 0.736 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.039 0.815 0.979 0.890 d = lying 0.022 0.873 0.932 0.902 e = standing 0.008 0.938 0.692 0.797 f = sitting 0.004 0.980 0.998 0.989 g = running 0.020 0.806 0.528 0.638 h = walking ------------------------------------------------------- 0.028 0.826 0.815 0.811 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.063 0.596 0.687 0.638 a = climbing down 0.055 0.683 0.809 0.741 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.039 0.814 0.983 0.891 d = lying 0.022 0.876 0.930 0.902 e = standing 0.008 0.938 0.692 0.797 f = sitting 0.004 0.982 0.998 0.990 g = running 0.021 0.802 0.545 0.649 h = walking ------------------------------------------------------- 0.028 0.828 0.817 0.814 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.048 0.713 0.882 0.788 a = climbing down 0.073 0.552 0.614 0.581 b = climbing up 0.001 0.906 0.483 0.630 c = jumping 0.027 0.859 0.943 0.899 d = lying 0.037 0.790 0.835 0.812 e = standing 0.031 0.793 0.673 0.728 f = sitting 0.010 0.949 0.992 0.970 g = running 0.019 0.824 0.562 0.668 h = walking ------------------------------------------------------- 0.033 0.794 0.788 0.784 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.048 0.713 0.880 0.787 a = climbing down 0.072 0.557 0.624 0.589 b = climbing up 0.001 0.909 0.500 0.645 c = jumping 0.027 0.857 0.933 0.893 d = lying 0.040 0.777 0.835 0.805 e = standing 0.031 0.795 0.668 0.726 f = sitting 0.010 0.951 0.992 0.971 g = running 0.018 0.825 0.558 0.666 h = walking ------------------------------------------------------- 0.033 0.793 0.786 0.783 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.051 0.696 0.875 0.775 a = climbing down 0.077 0.542 0.620 0.578 b = climbing up 0.001 0.909 0.500 0.645 c = jumping 0.027 0.860 0.945 0.900 d = lying 0.039 0.782 0.835 0.808 e = standing 0.030 0.800 0.670 0.729 f = sitting 0.010 0.951 0.992 0.971 g = running 0.017 0.822 0.520 0.637 h = walking ------------------------------------------------------- 0.034 0.790 0.782 0.778 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.051 0.694 0.867 0.771 a = climbing down 0.072 0.556 0.618 0.585 b = climbing up 0.001 0.892 0.550 0.680 c = jumping 0.027 0.860 0.945 0.900 d = lying 0.039 0.782 0.835 0.808 e = standing 0.030 0.800 0.670 0.729 f = sitting 0.009 0.955 0.991 0.972 g = running 0.019 0.821 0.550 0.659 h = walking ------------------------------------------------------- 0.033 0.792 0.786 0.782 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.050 0.700 0.867 0.774 a = climbing down 0.073 0.553 0.622 0.586 b = climbing up 0.001 0.900 0.600 0.720 c = jumping 0.027 0.862 0.962 0.909 d = lying 0.036 0.793 0.835 0.813 e = standing 0.029 0.803 0.670 0.731 f = sitting 0.008 0.959 0.991 0.975 g = running 0.019 0.821 0.549 0.658 h = walking ------------------------------------------------------- 0.033 0.796 0.789 0.786 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.052 0.691 0.867 0.769 a = climbing down 0.066 0.577 0.614 0.595 b = climbing up 0.001 0.900 0.600 0.720 c = jumping 0.026 0.864 0.962 0.911 d = lying 0.036 0.794 0.835 0.814 e = standing 0.029 0.804 0.675 0.734 f = sitting 0.008 0.959 0.991 0.975 g = running 0.019 0.826 0.589 0.687 h = walking ------------------------------------------------------- 0.032 0.799 0.794 0.791 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.818 0.059 0.110 a = climbing down 0.040 0.686 0.484 0.568 b = climbing up 0.009 0.620 0.954 0.752 c = jumping 0.099 0.574 0.978 0.724 d = lying 0.009 0.553 0.083 0.145 e = standing 0.098 0.568 0.638 0.601 f = sitting 0.002 0.988 0.944 0.965 g = running 0.176 0.474 0.974 0.638 h = walking ------------------------------------------------------- 0.061 0.672 0.626 0.569 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.862 0.055 0.103 a = climbing down 0.038 0.694 0.485 0.571 b = climbing up 0.004 0.775 0.954 0.855 c = jumping 0.100 0.572 0.978 0.721 d = lying 0.009 0.553 0.083 0.145 e = standing 0.096 0.572 0.639 0.604 f = sitting 0.002 0.988 0.973 0.980 g = running 0.179 0.467 0.965 0.629 h = walking ------------------------------------------------------- 0.061 0.679 0.630 0.572 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.857 0.053 0.099 a = climbing down 0.031 0.715 0.432 0.539 b = climbing up 0.003 0.827 0.954 0.886 c = jumping 0.100 0.572 0.978 0.722 d = lying 0.009 0.547 0.081 0.141 e = standing 0.096 0.576 0.645 0.608 f = sitting 0.002 0.990 0.980 0.985 g = running 0.194 0.452 0.982 0.619 h = walking ------------------------------------------------------- 0.061 0.681 0.626 0.567 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.852 0.050 0.095 a = climbing down 0.030 0.717 0.426 0.534 b = climbing up 0.003 0.816 0.954 0.879 c = jumping 0.100 0.573 0.980 0.723 d = lying 0.009 0.541 0.079 0.138 e = standing 0.096 0.576 0.645 0.608 f = sitting 0.002 0.990 0.978 0.984 g = running 0.196 0.449 0.982 0.616 h = walking ------------------------------------------------------- 0.062 0.680 0.624 0.565 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.826 0.042 0.079 a = climbing down 0.025 0.734 0.387 0.507 b = climbing up 0.003 0.838 0.954 0.892 c = jumping 0.099 0.575 0.980 0.725 d = lying 0.009 0.535 0.075 0.132 e = standing 0.097 0.574 0.648 0.609 f = sitting 0.002 0.990 0.981 0.985 g = running 0.209 0.434 0.982 0.602 h = walking ------------------------------------------------------- 0.063 0.677 0.618 0.556 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.864 0.042 0.079 a = climbing down 0.017 0.757 0.292 0.421 b = climbing up 0.003 0.838 0.954 0.892 c = jumping 0.097 0.579 0.978 0.727 d = lying 0.009 0.543 0.075 0.132 e = standing 0.098 0.576 0.658 0.614 f = sitting 0.002 0.991 0.981 0.986 g = running 0.233 0.408 0.989 0.578 h = walking ------------------------------------------------------- 0.065 0.683 0.606 0.542 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.860 0.081 0.149 a = climbing down 0.050 0.631 0.476 0.543 b = climbing up 0.001 0.955 1.000 0.977 c = jumping 0.014 0.909 1.000 0.952 d = lying 0.020 0.333 0.072 0.118 e = standing 0.135 0.553 0.831 0.664 f = sitting 0.001 0.994 0.994 0.994 g = running 0.170 0.476 0.944 0.633 h = walking ------------------------------------------------------- 0.059 0.685 0.666 0.612 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.914 0.070 0.131 a = climbing down 0.043 0.651 0.445 0.528 b = climbing up 0.000 0.969 1.000 0.984 c = jumping 0.014 0.909 1.000 0.952 d = lying 0.019 0.317 0.064 0.106 e = standing 0.137 0.552 0.836 0.665 f = sitting 0.001 0.996 0.996 0.996 g = running 0.183 0.461 0.956 0.622 h = walking ------------------------------------------------------- 0.059 0.691 0.662 0.605 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.958 0.051 0.096 a = climbing down 0.035 0.687 0.430 0.529 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.911 1.000 0.953 d = lying 0.019 0.283 0.052 0.088 e = standing 0.138 0.551 0.842 0.666 f = sitting 0.001 0.996 1.000 0.998 g = running 0.194 0.447 0.963 0.611 h = walking ------------------------------------------------------- 0.060 0.695 0.659 0.599 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.957 0.048 0.092 a = climbing down 0.026 0.749 0.440 0.554 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.914 1.000 0.955 d = lying 0.019 0.299 0.058 0.097 e = standing 0.137 0.552 0.842 0.667 f = sitting 0.001 0.996 1.000 0.998 g = running 0.199 0.445 0.979 0.612 h = walking ------------------------------------------------------- 0.059 0.707 0.663 0.604 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 0.950 0.042 0.080 a = climbing down 0.025 0.769 0.471 0.584 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.912 1.000 0.954 d = lying 0.019 0.299 0.058 0.097 e = standing 0.137 0.552 0.840 0.666 f = sitting 0.001 0.996 1.000 0.998 g = running 0.195 0.450 0.979 0.616 h = walking ------------------------------------------------------- 0.058 0.710 0.667 0.607 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.929 0.029 0.055 a = climbing down 0.022 0.798 0.487 0.605 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.912 1.000 0.954 d = lying 0.019 0.306 0.060 0.100 e = standing 0.137 0.553 0.840 0.667 f = sitting 0.001 0.996 1.000 0.998 g = running 0.199 0.444 0.972 0.609 h = walking ------------------------------------------------------- 0.058 0.712 0.667 0.607 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.059 0.514 0.705 0.595 a = climbing down 0.181 0.356 0.349 0.353 b = climbing up 0.000 1.000 0.289 0.448 c = jumping 0.006 0.954 0.786 0.862 d = lying 0.056 0.716 0.932 0.810 e = standing 0.025 0.820 0.718 0.765 f = sitting 0.043 0.772 0.908 0.835 g = running 0.095 0.214 0.159 0.183 h = walking ------------------------------------------------------- 0.076 0.607 0.611 0.599 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.064 0.511 0.750 0.608 a = climbing down 0.177 0.360 0.347 0.354 b = climbing up 0.000 1.000 0.467 0.636 c = jumping 0.005 0.956 0.782 0.861 d = lying 0.058 0.715 0.958 0.819 e = standing 0.021 0.845 0.713 0.773 f = sitting 0.034 0.809 0.908 0.856 g = running 0.097 0.192 0.143 0.164 h = walking ------------------------------------------------------- 0.074 0.614 0.618 0.607 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.070 0.501 0.792 0.614 a = climbing down 0.164 0.407 0.394 0.400 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.005 0.956 0.782 0.861 d = lying 0.058 0.715 0.958 0.819 e = standing 0.021 0.845 0.713 0.773 f = sitting 0.013 0.920 0.920 0.920 g = running 0.090 0.229 0.164 0.191 h = walking ------------------------------------------------------- 0.068 0.644 0.647 0.638 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.068 0.531 0.868 0.659 a = climbing down 0.157 0.432 0.415 0.424 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.952 0.787 0.862 d = lying 0.058 0.717 0.963 0.822 e = standing 0.018 0.861 0.716 0.782 f = sitting 0.012 0.924 0.928 0.926 g = running 0.085 0.242 0.166 0.196 h = walking ------------------------------------------------------- 0.065 0.656 0.661 0.650 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.090 0.469 0.893 0.615 a = climbing down 0.145 0.411 0.353 0.380 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.952 0.787 0.862 d = lying 0.058 0.717 0.963 0.822 e = standing 0.018 0.861 0.716 0.782 f = sitting 0.010 0.938 0.928 0.933 g = running 0.087 0.243 0.172 0.202 h = walking ------------------------------------------------------- 0.064 0.648 0.650 0.638 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.089 0.473 0.899 0.620 a = climbing down 0.152 0.395 0.346 0.369 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.952 0.786 0.861 d = lying 0.058 0.717 0.967 0.823 e = standing 0.018 0.864 0.716 0.783 f = sitting 0.009 0.946 0.928 0.937 g = running 0.087 0.226 0.156 0.184 h = walking ------------------------------------------------------- 0.065 0.644 0.647 0.635 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.597 0.572 0.584 a = climbing down 0.183 0.386 0.399 0.392 b = climbing up 0.000 1.000 0.241 0.389 c = jumping 0.023 0.863 0.987 0.921 d = lying 0.057 0.728 1.000 0.843 e = standing 0.002 0.977 0.495 0.657 f = sitting 0.068 0.700 0.987 0.819 g = running 0.082 0.260 0.176 0.210 h = walking ------------------------------------------------------- 0.075 0.628 0.627 0.604 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.633 0.642 0.638 a = climbing down 0.183 0.398 0.421 0.409 b = climbing up 0.000 1.000 0.218 0.358 c = jumping 0.023 0.863 0.991 0.923 d = lying 0.057 0.727 0.996 0.841 e = standing 0.002 0.977 0.495 0.657 f = sitting 0.044 0.784 0.990 0.875 g = running 0.103 0.163 0.123 0.141 h = walking ------------------------------------------------------- 0.075 0.632 0.630 0.610 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.640 0.696 0.667 a = climbing down 0.190 0.384 0.410 0.397 b = climbing up 0.000 1.000 0.115 0.206 c = jumping 0.023 0.862 0.991 0.922 d = lying 0.058 0.723 1.000 0.839 e = standing 0.001 0.983 0.485 0.649 f = sitting 0.041 0.796 0.990 0.882 g = running 0.110 0.068 0.049 0.057 h = walking ------------------------------------------------------- 0.077 0.618 0.619 0.594 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.038 0.624 0.710 0.664 a = climbing down 0.189 0.371 0.387 0.379 b = climbing up 0.000 1.000 0.241 0.389 c = jumping 0.022 0.868 0.991 0.925 d = lying 0.059 0.720 1.000 0.837 e = standing 0.001 0.983 0.485 0.649 f = sitting 0.037 0.810 0.990 0.891 g = running 0.114 0.062 0.046 0.053 h = walking ------------------------------------------------------- 0.077 0.615 0.617 0.595 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.043 0.608 0.744 0.669 a = climbing down 0.182 0.372 0.375 0.374 b = climbing up 0.000 1.000 0.356 0.525 c = jumping 0.022 0.868 0.991 0.925 d = lying 0.059 0.720 1.000 0.837 e = standing 0.001 0.983 0.485 0.649 f = sitting 0.035 0.821 0.990 0.898 g = running 0.116 0.046 0.035 0.040 h = walking ------------------------------------------------------- 0.076 0.613 0.618 0.596 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.044 0.610 0.772 0.682 a = climbing down 0.177 0.384 0.382 0.383 b = climbing up 0.000 1.000 0.747 0.855 c = jumping 0.022 0.868 0.991 0.925 d = lying 0.059 0.720 1.000 0.837 e = standing 0.001 0.983 0.485 0.649 f = sitting 0.025 0.862 0.990 0.922 g = running 0.116 0.042 0.031 0.036 h = walking ------------------------------------------------------- 0.074 0.621 0.629 0.608 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.000 1.000 0.124 0.221 a = climbing down 0.076 0.563 0.657 0.607 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.015 0.914 0.960 0.937 d = lying 0.027 0.815 0.738 0.775 e = standing 0.046 0.728 0.761 0.744 f = sitting 0.000 0.998 0.834 0.909 g = running 0.122 0.565 0.982 0.717 h = walking ------------------------------------------------------- 0.039 0.807 0.753 0.733 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.152 0.264 a = climbing down 0.071 0.592 0.690 0.637 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.015 0.914 0.960 0.937 d = lying 0.028 0.817 0.755 0.785 e = standing 0.043 0.740 0.760 0.750 f = sitting 0.000 0.998 0.832 0.908 g = running 0.119 0.572 0.985 0.724 h = walking ------------------------------------------------------- 0.038 0.813 0.762 0.744 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.165 0.284 a = climbing down 0.069 0.595 0.688 0.638 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.015 0.914 0.960 0.937 d = lying 0.028 0.815 0.758 0.786 e = standing 0.043 0.741 0.756 0.749 f = sitting 0.000 0.998 0.831 0.907 g = running 0.119 0.570 0.982 0.721 h = walking ------------------------------------------------------- 0.038 0.813 0.763 0.746 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.172 0.293 a = climbing down 0.069 0.598 0.691 0.642 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.015 0.914 0.960 0.937 d = lying 0.029 0.815 0.768 0.791 e = standing 0.041 0.748 0.755 0.751 f = sitting 0.000 0.998 0.832 0.908 g = running 0.118 0.575 0.985 0.726 h = walking ------------------------------------------------------- 0.037 0.815 0.766 0.749 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.176 0.299 a = climbing down 0.066 0.607 0.688 0.645 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.015 0.914 0.960 0.937 d = lying 0.029 0.815 0.768 0.791 e = standing 0.041 0.748 0.755 0.751 f = sitting 0.000 0.998 0.843 0.914 g = running 0.118 0.574 0.985 0.725 h = walking ------------------------------------------------------- 0.037 0.816 0.768 0.752 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.185 0.312 a = climbing down 0.067 0.611 0.711 0.657 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.015 0.914 0.960 0.937 d = lying 0.030 0.816 0.798 0.807 e = standing 0.035 0.775 0.753 0.764 f = sitting 0.000 0.998 0.838 0.911 g = running 0.114 0.581 0.980 0.729 h = walking ------------------------------------------------------- 0.036 0.821 0.774 0.759 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.000 1.000 0.193 0.324 a = climbing down 0.055 0.601 0.562 0.581 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 0.991 0.757 0.858 e = standing 0.040 0.802 0.993 0.887 f = sitting 0.001 0.995 0.986 0.990 g = running 0.122 0.554 0.939 0.697 h = walking ------------------------------------------------------- 0.030 0.857 0.811 0.794 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.193 0.324 a = climbing down 0.054 0.603 0.553 0.577 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 0.991 0.770 0.867 e = standing 0.038 0.810 0.993 0.893 f = sitting 0.001 0.995 0.986 0.990 g = running 0.125 0.549 0.941 0.694 h = walking ------------------------------------------------------- 0.030 0.858 0.812 0.795 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.193 0.324 a = climbing down 0.054 0.613 0.573 0.592 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 0.805 0.889 e = standing 0.032 0.835 0.993 0.907 f = sitting 0.001 0.995 0.986 0.990 g = running 0.121 0.558 0.946 0.702 h = walking ------------------------------------------------------- 0.029 0.863 0.820 0.803 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.207 0.342 a = climbing down 0.053 0.628 0.604 0.615 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 0.830 0.904 e = standing 0.028 0.853 0.993 0.918 f = sitting 0.001 0.995 0.986 0.990 g = running 0.116 0.569 0.944 0.710 h = walking ------------------------------------------------------- 0.027 0.869 0.828 0.813 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.207 0.342 a = climbing down 0.054 0.639 0.644 0.641 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 0.840 0.910 e = standing 0.026 0.860 0.993 0.922 f = sitting 0.001 0.994 0.991 0.992 g = running 0.109 0.581 0.936 0.717 h = walking ------------------------------------------------------- 0.026 0.873 0.835 0.819 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.990 0.226 0.369 a = climbing down 0.054 0.658 0.700 0.678 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 0.878 0.932 e = standing 0.020 0.890 0.993 0.939 f = sitting 0.002 0.992 0.991 0.992 g = running 0.100 0.599 0.922 0.727 h = walking ------------------------------------------------------- 0.024 0.881 0.848 0.833 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.712 0.275 0.397 a = climbing down 0.110 0.488 0.810 0.609 b = climbing up 0.000 0.958 0.247 0.393 c = jumping 0.000 0.998 0.767 0.867 d = lying 0.093 0.233 0.142 0.176 e = standing 0.185 0.332 0.574 0.421 f = sitting 0.042 0.821 0.992 0.899 g = running 0.013 0.906 0.666 0.767 h = walking ------------------------------------------------------- 0.064 0.653 0.610 0.601 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.732 0.331 0.456 a = climbing down 0.105 0.499 0.807 0.616 b = climbing up 0.000 0.981 0.548 0.703 c = jumping 0.000 0.998 0.827 0.904 d = lying 0.087 0.260 0.153 0.192 e = standing 0.181 0.332 0.561 0.417 f = sitting 0.033 0.854 0.992 0.918 g = running 0.012 0.913 0.669 0.772 h = walking ------------------------------------------------------- 0.060 0.667 0.631 0.626 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.736 0.338 0.463 a = climbing down 0.104 0.499 0.803 0.615 b = climbing up 0.000 0.986 0.753 0.854 c = jumping 0.000 0.998 0.835 0.909 d = lying 0.084 0.270 0.156 0.197 e = standing 0.180 0.336 0.568 0.422 f = sitting 0.028 0.874 0.992 0.930 g = running 0.012 0.917 0.672 0.776 h = walking ------------------------------------------------------- 0.058 0.674 0.639 0.635 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.748 0.400 0.521 a = climbing down 0.098 0.513 0.800 0.625 b = climbing up 0.000 0.987 0.839 0.907 c = jumping 0.000 0.998 0.844 0.914 d = lying 0.087 0.225 0.126 0.161 e = standing 0.185 0.321 0.548 0.405 f = sitting 0.024 0.891 0.992 0.939 g = running 0.011 0.922 0.682 0.784 h = walking ------------------------------------------------------- 0.058 0.671 0.641 0.637 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.753 0.410 0.531 a = climbing down 0.094 0.522 0.800 0.632 b = climbing up 0.000 0.988 0.892 0.938 c = jumping 0.000 1.000 0.846 0.916 d = lying 0.085 0.236 0.131 0.168 e = standing 0.184 0.327 0.559 0.412 f = sitting 0.022 0.897 0.992 0.942 g = running 0.012 0.920 0.693 0.791 h = walking ------------------------------------------------------- 0.057 0.675 0.648 0.643 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.756 0.407 0.529 a = climbing down 0.090 0.534 0.800 0.640 b = climbing up 0.000 0.988 0.903 0.944 c = jumping 0.000 1.000 0.851 0.919 d = lying 0.084 0.227 0.123 0.159 e = standing 0.186 0.326 0.561 0.412 f = sitting 0.021 0.901 0.992 0.944 g = running 0.013 0.910 0.713 0.800 h = walking ------------------------------------------------------- 0.056 0.674 0.650 0.645 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.903 0.428 0.580 a = climbing down 0.114 0.513 0.933 0.662 b = climbing up 0.000 1.000 0.244 0.393 c = jumping 0.002 0.986 0.712 0.827 d = lying 0.108 0.107 0.065 0.081 e = standing 0.196 0.316 0.564 0.405 f = sitting 0.034 0.851 0.981 0.911 g = running 0.006 0.953 0.605 0.740 h = walking ------------------------------------------------------- 0.065 0.659 0.602 0.595 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.904 0.405 0.559 a = climbing down 0.114 0.516 0.940 0.667 b = climbing up 0.000 1.000 0.244 0.393 c = jumping 0.002 0.983 0.716 0.828 d = lying 0.110 0.072 0.043 0.054 e = standing 0.201 0.304 0.547 0.391 f = sitting 0.033 0.853 0.981 0.912 g = running 0.005 0.962 0.625 0.757 h = walking ------------------------------------------------------- 0.066 0.653 0.598 0.591 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.906 0.378 0.534 a = climbing down 0.116 0.514 0.947 0.666 b = climbing up 0.000 1.000 0.389 0.560 c = jumping 0.002 0.984 0.762 0.859 d = lying 0.098 0.080 0.043 0.056 e = standing 0.203 0.305 0.554 0.393 f = sitting 0.028 0.871 0.981 0.923 g = running 0.004 0.967 0.630 0.763 h = walking ------------------------------------------------------- 0.063 0.658 0.609 0.600 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.920 0.339 0.495 a = climbing down 0.119 0.508 0.952 0.662 b = climbing up 0.000 1.000 0.456 0.626 c = jumping 0.002 0.982 0.747 0.848 d = lying 0.102 0.066 0.036 0.047 e = standing 0.202 0.306 0.554 0.394 f = sitting 0.026 0.879 0.981 0.927 g = running 0.004 0.967 0.633 0.765 h = walking ------------------------------------------------------- 0.064 0.658 0.605 0.596 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.917 0.398 0.555 a = climbing down 0.108 0.532 0.947 0.682 b = climbing up 0.000 1.000 0.489 0.657 c = jumping 0.002 0.980 0.674 0.799 d = lying 0.117 0.051 0.031 0.039 e = standing 0.200 0.309 0.558 0.398 f = sitting 0.025 0.885 0.981 0.931 g = running 0.005 0.964 0.667 0.789 h = walking ------------------------------------------------------- 0.065 0.658 0.605 0.600 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.903 0.368 0.523 a = climbing down 0.108 0.530 0.945 0.679 b = climbing up 0.000 1.000 0.489 0.657 c = jumping 0.002 0.984 0.845 0.909 d = lying 0.089 0.063 0.030 0.041 e = standing 0.198 0.309 0.554 0.397 f = sitting 0.024 0.888 0.981 0.932 g = running 0.005 0.965 0.680 0.798 h = walking ------------------------------------------------------- 0.060 0.660 0.629 0.616 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.827 0.423 0.560 a = climbing down 0.040 0.554 0.295 0.385 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.022 0.826 0.566 0.671 d = lying 0.063 0.548 0.531 0.539 e = standing 0.092 0.610 0.822 0.700 f = sitting 0.005 0.970 0.963 0.967 g = running 0.169 0.458 0.863 0.598 h = walking ------------------------------------------------------- 0.057 0.692 0.654 0.645 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.855 0.441 0.582 a = climbing down 0.038 0.569 0.295 0.389 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.021 0.828 0.567 0.673 d = lying 0.064 0.546 0.531 0.538 e = standing 0.092 0.613 0.824 0.703 f = sitting 0.005 0.970 0.973 0.972 g = running 0.168 0.461 0.868 0.602 h = walking ------------------------------------------------------- 0.056 0.699 0.659 0.650 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.865 0.434 0.578 a = climbing down 0.031 0.578 0.251 0.350 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.021 0.828 0.567 0.673 d = lying 0.064 0.546 0.531 0.538 e = standing 0.092 0.613 0.824 0.703 f = sitting 0.005 0.970 0.980 0.975 g = running 0.181 0.447 0.882 0.593 h = walking ------------------------------------------------------- 0.057 0.699 0.655 0.643 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.862 0.425 0.570 a = climbing down 0.026 0.599 0.227 0.329 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.021 0.828 0.567 0.673 d = lying 0.064 0.546 0.531 0.538 e = standing 0.092 0.613 0.824 0.703 f = sitting 0.005 0.970 0.980 0.975 g = running 0.188 0.442 0.900 0.593 h = walking ------------------------------------------------------- 0.057 0.701 0.653 0.639 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.866 0.439 0.583 a = climbing down 0.024 0.616 0.227 0.332 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.021 0.828 0.567 0.673 d = lying 0.064 0.546 0.531 0.538 e = standing 0.092 0.613 0.824 0.703 f = sitting 0.005 0.972 0.980 0.976 g = running 0.187 0.445 0.907 0.597 h = walking ------------------------------------------------------- 0.057 0.705 0.655 0.642 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.865 0.437 0.580 a = climbing down 0.023 0.624 0.220 0.325 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.022 0.827 0.570 0.675 d = lying 0.064 0.545 0.531 0.538 e = standing 0.091 0.613 0.820 0.702 f = sitting 0.005 0.970 0.980 0.975 g = running 0.189 0.444 0.912 0.597 h = walking ------------------------------------------------------- 0.057 0.705 0.655 0.641 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.694 0.227 0.342 a = climbing down 0.042 0.379 0.151 0.216 b = climbing up 0.000 0.982 0.688 0.809 c = jumping 0.000 1.000 0.422 0.593 d = lying 0.092 0.524 0.712 0.604 e = standing 0.051 0.774 1.000 0.873 f = sitting 0.009 0.951 0.975 0.963 g = running 0.206 0.424 0.919 0.581 h = walking ------------------------------------------------------- 0.057 0.693 0.644 0.613 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.696 0.234 0.350 a = climbing down 0.040 0.386 0.149 0.215 b = climbing up 0.000 0.982 0.688 0.809 c = jumping 0.000 1.000 0.420 0.592 d = lying 0.093 0.523 0.710 0.602 e = standing 0.052 0.773 1.000 0.872 f = sitting 0.009 0.953 0.973 0.963 g = running 0.207 0.423 0.921 0.580 h = walking ------------------------------------------------------- 0.057 0.694 0.644 0.613 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.711 0.241 0.360 a = climbing down 0.039 0.394 0.151 0.218 b = climbing up 0.000 0.982 0.675 0.800 c = jumping 0.000 1.000 0.422 0.593 d = lying 0.092 0.523 0.710 0.603 e = standing 0.052 0.773 1.000 0.872 f = sitting 0.009 0.951 0.975 0.963 g = running 0.206 0.425 0.924 0.582 h = walking ------------------------------------------------------- 0.057 0.697 0.646 0.615 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.735 0.252 0.376 a = climbing down 0.038 0.399 0.149 0.217 b = climbing up 0.000 0.982 0.675 0.800 c = jumping 0.000 1.000 0.417 0.588 d = lying 0.093 0.521 0.710 0.601 e = standing 0.052 0.773 1.000 0.872 f = sitting 0.009 0.950 0.983 0.966 g = running 0.206 0.425 0.921 0.581 h = walking ------------------------------------------------------- 0.057 0.700 0.647 0.616 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.737 0.261 0.386 a = climbing down 0.036 0.383 0.132 0.196 b = climbing up 0.000 0.981 0.650 0.782 c = jumping 0.000 1.000 0.413 0.585 d = lying 0.094 0.519 0.710 0.600 e = standing 0.052 0.773 1.000 0.872 f = sitting 0.010 0.947 0.983 0.965 g = running 0.208 0.424 0.928 0.582 h = walking ------------------------------------------------------- 0.057 0.697 0.645 0.613 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.753 0.291 0.420 a = climbing down 0.035 0.380 0.125 0.188 b = climbing up 0.000 0.982 0.700 0.818 c = jumping 0.000 1.000 0.410 0.582 d = lying 0.094 0.518 0.710 0.599 e = standing 0.052 0.773 1.000 0.872 f = sitting 0.009 0.953 0.983 0.968 g = running 0.207 0.425 0.926 0.582 h = walking ------------------------------------------------------- 0.057 0.699 0.648 0.616 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.718 0.709 0.714 a = climbing down 0.118 0.497 0.773 0.605 b = climbing up 0.001 0.955 1.000 0.977 c = jumping 0.006 0.968 0.957 0.962 d = lying 0.029 0.526 0.214 0.304 e = standing 0.125 0.521 0.809 0.633 f = sitting 0.008 0.956 0.995 0.975 g = running 0.015 0.835 0.410 0.550 h = walking ------------------------------------------------------- 0.046 0.733 0.708 0.692 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.031 0.756 0.744 0.750 a = climbing down 0.098 0.554 0.806 0.657 b = climbing up 0.001 0.966 1.000 0.983 c = jumping 0.005 0.970 0.957 0.963 d = lying 0.029 0.522 0.208 0.297 e = standing 0.126 0.520 0.812 0.634 f = sitting 0.005 0.972 0.995 0.983 g = running 0.016 0.850 0.507 0.636 h = walking ------------------------------------------------------- 0.042 0.749 0.731 0.717 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.772 0.751 0.761 a = climbing down 0.088 0.585 0.825 0.685 b = climbing up 0.001 0.955 1.000 0.977 c = jumping 0.005 0.970 0.957 0.963 d = lying 0.030 0.514 0.208 0.296 e = standing 0.126 0.519 0.809 0.633 f = sitting 0.005 0.974 0.993 0.983 g = running 0.017 0.851 0.549 0.667 h = walking ------------------------------------------------------- 0.041 0.754 0.740 0.726 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.764 0.753 0.758 a = climbing down 0.084 0.593 0.814 0.686 b = climbing up 0.002 0.934 1.000 0.966 c = jumping 0.005 0.970 0.957 0.963 d = lying 0.030 0.512 0.208 0.296 e = standing 0.126 0.519 0.807 0.632 f = sitting 0.005 0.974 0.990 0.982 g = running 0.018 0.849 0.567 0.680 h = walking ------------------------------------------------------- 0.041 0.753 0.741 0.728 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.037 0.729 0.764 0.746 a = climbing down 0.074 0.609 0.765 0.678 b = climbing up 0.002 0.934 1.000 0.966 c = jumping 0.005 0.971 0.957 0.964 d = lying 0.029 0.517 0.206 0.294 e = standing 0.126 0.519 0.812 0.634 f = sitting 0.004 0.977 0.990 0.983 g = running 0.021 0.840 0.607 0.704 h = walking ------------------------------------------------------- 0.041 0.751 0.742 0.729 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.730 0.764 0.747 a = climbing down 0.068 0.623 0.748 0.680 b = climbing up 0.002 0.934 1.000 0.966 c = jumping 0.006 0.966 0.953 0.960 d = lying 0.028 0.522 0.206 0.295 e = standing 0.127 0.518 0.811 0.632 f = sitting 0.004 0.978 0.988 0.983 g = running 0.023 0.838 0.650 0.732 h = walking ------------------------------------------------------- 0.040 0.753 0.746 0.733 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.781 0.908 0.840 a = climbing down 0.117 0.486 0.731 0.584 b = climbing up 0.000 0.984 0.735 0.841 c = jumping 0.006 0.969 1.000 0.984 d = lying 0.012 0.762 0.250 0.377 e = standing 0.114 0.569 0.895 0.696 f = sitting 0.013 0.934 0.998 0.965 g = running 0.008 0.896 0.374 0.528 h = walking ------------------------------------------------------- 0.041 0.783 0.739 0.718 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.777 0.908 0.837 a = climbing down 0.114 0.492 0.733 0.588 b = climbing up 0.000 0.984 0.735 0.841 c = jumping 0.006 0.969 1.000 0.984 d = lying 0.015 0.767 0.329 0.460 e = standing 0.102 0.590 0.876 0.705 f = sitting 0.013 0.934 0.998 0.965 g = running 0.008 0.902 0.380 0.535 h = walking ------------------------------------------------------- 0.040 0.788 0.748 0.732 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.028 0.807 0.913 0.857 a = climbing down 0.122 0.491 0.780 0.602 b = climbing up 0.000 0.984 0.735 0.841 c = jumping 0.006 0.969 1.000 0.984 d = lying 0.014 0.764 0.292 0.422 e = standing 0.108 0.580 0.885 0.700 f = sitting 0.013 0.934 0.998 0.965 g = running 0.005 0.928 0.341 0.498 h = walking ------------------------------------------------------- 0.040 0.793 0.745 0.724 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.804 0.935 0.865 a = climbing down 0.093 0.554 0.766 0.643 b = climbing up 0.000 0.984 0.735 0.841 c = jumping 0.006 0.969 1.000 0.984 d = lying 0.014 0.771 0.323 0.455 e = standing 0.103 0.589 0.879 0.706 f = sitting 0.010 0.947 0.998 0.972 g = running 0.006 0.935 0.498 0.650 h = walking ------------------------------------------------------- 0.036 0.807 0.773 0.760 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.792 0.951 0.864 a = climbing down 0.082 0.578 0.741 0.649 b = climbing up 0.000 0.984 0.735 0.841 c = jumping 0.006 0.969 1.000 0.984 d = lying 0.014 0.776 0.333 0.466 e = standing 0.102 0.593 0.879 0.708 f = sitting 0.009 0.953 0.998 0.975 g = running 0.008 0.931 0.556 0.696 h = walking ------------------------------------------------------- 0.034 0.810 0.782 0.770 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.820 0.944 0.878 a = climbing down 0.065 0.641 0.766 0.698 b = climbing up 0.000 0.984 0.735 0.841 c = jumping 0.006 0.969 1.000 0.984 d = lying 0.012 0.784 0.292 0.425 e = standing 0.108 0.582 0.894 0.705 f = sitting 0.009 0.953 0.998 0.975 g = running 0.009 0.930 0.659 0.772 h = walking ------------------------------------------------------- 0.032 0.821 0.797 0.784 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.691 0.668 0.680 a = climbing down 0.061 0.621 0.551 0.584 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.984 0.737 0.843 d = lying 0.016 0.792 0.526 0.632 e = standing 0.107 0.638 0.910 0.750 f = sitting 0.001 0.997 0.993 0.995 g = running 0.088 0.521 0.602 0.559 h = walking ------------------------------------------------------- 0.046 0.757 0.736 0.736 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.693 0.673 0.683 a = climbing down 0.060 0.623 0.548 0.583 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.984 0.739 0.844 d = lying 0.019 0.770 0.543 0.637 e = standing 0.104 0.642 0.899 0.749 f = sitting 0.001 0.997 0.993 0.995 g = running 0.089 0.522 0.606 0.561 h = walking ------------------------------------------------------- 0.045 0.755 0.736 0.737 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.693 0.680 0.687 a = climbing down 0.060 0.623 0.544 0.581 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.984 0.744 0.848 d = lying 0.019 0.770 0.543 0.637 e = standing 0.103 0.644 0.899 0.750 f = sitting 0.001 0.997 0.993 0.995 g = running 0.089 0.520 0.602 0.558 h = walking ------------------------------------------------------- 0.045 0.755 0.737 0.737 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.037 0.687 0.680 0.683 a = climbing down 0.059 0.625 0.541 0.580 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.984 0.744 0.848 d = lying 0.019 0.772 0.540 0.636 e = standing 0.103 0.644 0.900 0.750 f = sitting 0.001 0.997 0.993 0.995 g = running 0.089 0.519 0.602 0.557 h = walking ------------------------------------------------------- 0.045 0.755 0.736 0.736 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.037 0.687 0.680 0.683 a = climbing down 0.058 0.625 0.536 0.577 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.985 0.749 0.851 d = lying 0.019 0.772 0.540 0.636 e = standing 0.102 0.646 0.900 0.752 f = sitting 0.000 0.998 0.993 0.996 g = running 0.091 0.516 0.604 0.556 h = walking ------------------------------------------------------- 0.045 0.755 0.736 0.737 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.686 0.683 0.684 a = climbing down 0.059 0.622 0.531 0.573 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.985 0.749 0.851 d = lying 0.015 0.801 0.517 0.628 e = standing 0.106 0.642 0.916 0.755 f = sitting 0.000 0.998 0.993 0.996 g = running 0.091 0.512 0.600 0.553 h = walking ------------------------------------------------------- 0.046 0.757 0.736 0.735 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.059 0.630 0.858 0.727 a = climbing down 0.051 0.618 0.448 0.519 b = climbing up 0.001 0.978 0.947 0.963 c = jumping 0.000 1.000 0.892 0.943 d = lying 0.015 0.843 0.693 0.761 e = standing 0.059 0.763 0.920 0.834 f = sitting 0.005 0.973 0.997 0.984 g = running 0.069 0.574 0.580 0.577 h = walking ------------------------------------------------------- 0.036 0.782 0.778 0.773 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.061 0.621 0.853 0.719 a = climbing down 0.046 0.619 0.408 0.492 b = climbing up 0.001 0.978 0.947 0.963 c = jumping 0.000 1.000 0.893 0.944 d = lying 0.015 0.843 0.676 0.750 e = standing 0.061 0.758 0.922 0.832 f = sitting 0.005 0.973 0.997 0.984 g = running 0.076 0.560 0.602 0.580 h = walking ------------------------------------------------------- 0.037 0.778 0.773 0.767 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.060 0.625 0.858 0.723 a = climbing down 0.045 0.630 0.418 0.502 b = climbing up 0.001 0.978 0.947 0.963 c = jumping 0.000 1.000 0.890 0.942 d = lying 0.015 0.841 0.657 0.738 e = standing 0.064 0.749 0.923 0.827 f = sitting 0.005 0.973 0.997 0.984 g = running 0.074 0.568 0.607 0.587 h = walking ------------------------------------------------------- 0.037 0.779 0.773 0.768 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.059 0.626 0.846 0.719 a = climbing down 0.045 0.630 0.421 0.505 b = climbing up 0.001 0.978 0.947 0.963 c = jumping 0.000 1.000 0.890 0.942 d = lying 0.013 0.854 0.657 0.743 e = standing 0.064 0.751 0.930 0.831 f = sitting 0.005 0.973 0.997 0.984 g = running 0.074 0.569 0.615 0.591 h = walking ------------------------------------------------------- 0.037 0.781 0.775 0.770 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.061 0.619 0.848 0.715 a = climbing down 0.045 0.631 0.423 0.506 b = climbing up 0.001 0.978 0.947 0.963 c = jumping 0.000 1.000 0.888 0.941 d = lying 0.014 0.849 0.655 0.739 e = standing 0.064 0.748 0.928 0.828 f = sitting 0.005 0.973 0.997 0.984 g = running 0.073 0.569 0.606 0.587 h = walking ------------------------------------------------------- 0.037 0.780 0.773 0.768 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.063 0.614 0.853 0.714 a = climbing down 0.045 0.630 0.416 0.501 b = climbing up 0.001 0.978 0.947 0.963 c = jumping 0.000 1.000 0.890 0.942 d = lying 0.012 0.862 0.652 0.743 e = standing 0.064 0.750 0.935 0.832 f = sitting 0.005 0.973 0.997 0.984 g = running 0.073 0.569 0.604 0.586 h = walking ------------------------------------------------------- 0.037 0.781 0.774 0.768 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.200 0.228 0.884 0.363 a = climbing down 0.035 0.740 0.589 0.656 b = climbing up 0.002 0.909 0.941 0.925 c = jumping 0.000 0.998 0.875 0.933 d = lying 0.102 0.616 0.930 0.742 e = standing 0.029 0.738 0.460 0.567 f = sitting 0.002 0.986 0.986 0.986 g = running 0.013 0.246 0.022 0.040 h = walking ------------------------------------------------------- 0.040 0.687 0.656 0.632 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.213 0.220 0.897 0.353 a = climbing down 0.025 0.794 0.571 0.665 b = climbing up 0.002 0.909 0.941 0.925 c = jumping 0.001 0.996 0.875 0.932 d = lying 0.100 0.618 0.927 0.742 e = standing 0.030 0.730 0.462 0.566 f = sitting 0.002 0.986 0.986 0.986 g = running 0.012 0.245 0.019 0.035 h = walking ------------------------------------------------------- 0.039 0.693 0.653 0.632 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.215 0.217 0.888 0.348 a = climbing down 0.025 0.797 0.573 0.667 b = climbing up 0.002 0.920 0.941 0.930 c = jumping 0.001 0.996 0.877 0.933 d = lying 0.104 0.610 0.929 0.736 e = standing 0.030 0.724 0.440 0.547 f = sitting 0.002 0.986 0.988 0.987 g = running 0.011 0.205 0.014 0.026 h = walking ------------------------------------------------------- 0.039 0.685 0.650 0.627 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.216 0.219 0.905 0.353 a = climbing down 0.024 0.802 0.573 0.669 b = climbing up 0.002 0.910 0.953 0.931 c = jumping 0.001 0.996 0.877 0.933 d = lying 0.104 0.610 0.929 0.737 e = standing 0.030 0.725 0.441 0.549 f = sitting 0.002 0.988 0.986 0.987 g = running 0.010 0.225 0.014 0.026 h = walking ------------------------------------------------------- 0.039 0.690 0.651 0.628 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.231 0.209 0.913 0.341 a = climbing down 0.012 0.891 0.555 0.684 b = climbing up 0.003 0.880 0.953 0.915 c = jumping 0.001 0.996 0.875 0.932 d = lying 0.104 0.612 0.936 0.740 e = standing 0.029 0.731 0.441 0.551 f = sitting 0.002 0.988 0.980 0.984 g = running 0.009 0.167 0.009 0.018 h = walking ------------------------------------------------------- 0.038 0.693 0.648 0.628 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.234 0.209 0.921 0.341 a = climbing down 0.010 0.903 0.546 0.681 b = climbing up 0.003 0.880 0.953 0.915 c = jumping 0.001 0.996 0.877 0.933 d = lying 0.109 0.602 0.939 0.734 e = standing 0.027 0.731 0.417 0.531 f = sitting 0.002 0.988 0.980 0.984 g = running 0.009 0.176 0.009 0.018 h = walking ------------------------------------------------------- 0.038 0.694 0.644 0.624 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.230 0.201 0.867 0.326 a = climbing down 0.022 0.770 0.429 0.551 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.071 0.703 0.965 0.814 e = standing 0.008 0.930 0.600 0.730 f = sitting 0.006 0.964 1.000 0.982 g = running 0.022 0.028 0.003 0.006 h = walking ------------------------------------------------------- 0.034 0.695 0.675 0.655 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.232 0.199 0.867 0.324 a = climbing down 0.020 0.787 0.427 0.554 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.071 0.703 0.963 0.813 e = standing 0.008 0.928 0.600 0.729 f = sitting 0.006 0.964 1.000 0.982 g = running 0.022 0.028 0.003 0.006 h = walking ------------------------------------------------------- 0.034 0.697 0.675 0.655 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.246 0.191 0.871 0.314 a = climbing down 0.009 0.890 0.409 0.560 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.072 0.701 0.968 0.813 e = standing 0.007 0.935 0.593 0.726 f = sitting 0.006 0.964 1.000 0.982 g = running 0.021 0.015 0.002 0.003 h = walking ------------------------------------------------------- 0.033 0.709 0.672 0.654 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.248 0.191 0.875 0.313 a = climbing down 0.007 0.910 0.418 0.573 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.072 0.701 0.972 0.815 e = standing 0.007 0.940 0.593 0.727 f = sitting 0.007 0.962 1.000 0.981 g = running 0.019 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.032 0.710 0.673 0.656 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.248 0.190 0.875 0.313 a = climbing down 0.006 0.917 0.416 0.572 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.074 0.697 0.972 0.812 e = standing 0.007 0.939 0.584 0.721 f = sitting 0.007 0.962 1.000 0.981 g = running 0.019 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.033 0.711 0.671 0.654 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.249 0.193 0.892 0.318 a = climbing down 0.006 0.917 0.420 0.576 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.000 1.000 0.990 0.995 d = lying 0.073 0.700 0.972 0.814 e = standing 0.007 0.940 0.591 0.726 f = sitting 0.007 0.961 1.000 0.980 g = running 0.017 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.032 0.711 0.674 0.656 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.050 0.503 0.445 0.472 a = climbing down 0.225 0.172 0.286 0.215 b = climbing up 0.003 0.294 0.063 0.104 c = jumping 0.001 0.995 0.956 0.975 d = lying 0.031 0.792 0.702 0.744 e = standing 0.052 0.718 0.835 0.773 f = sitting 0.000 0.998 0.788 0.881 g = running 0.102 0.211 0.163 0.184 h = walking ------------------------------------------------------- 0.063 0.637 0.599 0.611 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.049 0.517 0.462 0.488 a = climbing down 0.231 0.174 0.298 0.220 b = climbing up 0.000 1.000 0.038 0.073 c = jumping 0.001 0.995 0.956 0.975 d = lying 0.031 0.794 0.710 0.750 e = standing 0.051 0.724 0.835 0.776 f = sitting 0.001 0.994 0.809 0.892 g = running 0.099 0.175 0.125 0.146 h = walking ------------------------------------------------------- 0.063 0.647 0.601 0.610 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.048 0.524 0.467 0.494 a = climbing down 0.238 0.177 0.312 0.226 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.997 0.952 0.974 d = lying 0.031 0.792 0.710 0.749 e = standing 0.051 0.723 0.837 0.776 f = sitting 0.002 0.989 0.809 0.890 g = running 0.096 0.130 0.086 0.104 h = walking ------------------------------------------------------- 0.064 0.622 0.597 0.603 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.049 0.525 0.476 0.499 a = climbing down 0.246 0.204 0.384 0.266 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.997 0.952 0.974 d = lying 0.031 0.792 0.710 0.749 e = standing 0.051 0.723 0.837 0.776 f = sitting 0.002 0.989 0.808 0.889 g = running 0.081 0.089 0.047 0.062 h = walking ------------------------------------------------------- 0.063 0.620 0.602 0.604 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.047 0.532 0.471 0.500 a = climbing down 0.246 0.197 0.367 0.256 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.997 0.952 0.974 d = lying 0.031 0.792 0.710 0.749 e = standing 0.051 0.723 0.837 0.776 f = sitting 0.002 0.989 0.809 0.890 g = running 0.086 0.090 0.051 0.065 h = walking ------------------------------------------------------- 0.064 0.620 0.600 0.603 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.048 0.525 0.469 0.496 a = climbing down 0.246 0.210 0.400 0.276 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.997 0.951 0.973 d = lying 0.031 0.793 0.715 0.752 e = standing 0.050 0.725 0.837 0.777 f = sitting 0.002 0.989 0.811 0.891 g = running 0.080 0.094 0.049 0.064 h = walking ------------------------------------------------------- 0.063 0.622 0.605 0.606 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.040 0.704 0.855 0.773 a = climbing down 0.159 0.329 0.477 0.390 b = climbing up 0.004 0.702 0.533 0.606 c = jumping 0.005 0.970 0.916 0.942 d = lying 0.001 0.996 0.885 0.938 e = standing 0.033 0.827 0.973 0.894 f = sitting 0.003 0.982 0.903 0.941 g = running 0.056 0.376 0.200 0.261 h = walking ------------------------------------------------------- 0.041 0.748 0.739 0.735 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.040 0.705 0.853 0.772 a = climbing down 0.161 0.324 0.470 0.384 b = climbing up 0.004 0.702 0.533 0.606 c = jumping 0.005 0.973 0.916 0.943 d = lying 0.001 0.996 0.901 0.946 e = standing 0.031 0.836 0.973 0.899 f = sitting 0.003 0.982 0.903 0.941 g = running 0.057 0.362 0.193 0.252 h = walking ------------------------------------------------------- 0.041 0.747 0.739 0.735 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.039 0.711 0.853 0.775 a = climbing down 0.165 0.320 0.473 0.382 b = climbing up 0.001 0.884 0.507 0.644 c = jumping 0.005 0.973 0.916 0.943 d = lying 0.001 0.996 0.916 0.955 e = standing 0.028 0.847 0.973 0.906 f = sitting 0.004 0.976 0.921 0.948 g = running 0.058 0.318 0.161 0.214 h = walking ------------------------------------------------------- 0.041 0.745 0.740 0.734 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.039 0.708 0.841 0.769 a = climbing down 0.182 0.319 0.520 0.395 b = climbing up 0.001 0.889 0.427 0.577 c = jumping 0.005 0.973 0.916 0.943 d = lying 0.001 0.996 0.918 0.956 e = standing 0.028 0.849 0.973 0.907 f = sitting 0.006 0.965 0.923 0.943 g = running 0.050 0.190 0.069 0.102 h = walking ------------------------------------------------------- 0.042 0.725 0.731 0.717 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.035 0.728 0.834 0.778 a = climbing down 0.185 0.327 0.549 0.410 b = climbing up 0.000 0.913 0.280 0.429 c = jumping 0.005 0.973 0.916 0.943 d = lying 0.001 0.996 0.925 0.959 e = standing 0.027 0.854 0.973 0.910 f = sitting 0.010 0.944 0.927 0.936 g = running 0.049 0.153 0.053 0.078 h = walking ------------------------------------------------------- 0.043 0.720 0.731 0.714 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.035 0.728 0.834 0.778 a = climbing down 0.188 0.336 0.579 0.425 b = climbing up 0.001 0.864 0.253 0.392 c = jumping 0.004 0.975 0.916 0.944 d = lying 0.001 0.996 0.935 0.965 e = standing 0.025 0.861 0.973 0.914 f = sitting 0.010 0.946 0.926 0.936 g = running 0.046 0.111 0.034 0.052 h = walking ------------------------------------------------------- 0.042 0.716 0.733 0.713 Weighted Avg. >> forearmshin >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.860 0.649 0.740 a = climbing down 0.085 0.573 0.751 0.650 b = climbing up 0.027 0.378 0.867 0.526 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.056 0.579 0.392 0.468 e = standing 0.283 0.240 0.627 0.347 f = sitting 0.004 0.970 0.816 0.886 g = running 0.043 0.730 0.666 0.696 h = walking ------------------------------------------------------- 0.065 0.707 0.552 0.536 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.840 0.666 0.743 a = climbing down 0.075 0.614 0.789 0.691 b = climbing up 0.000 1.000 0.813 0.897 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.056 0.579 0.391 0.467 e = standing 0.283 0.240 0.629 0.348 f = sitting 0.005 0.969 0.998 0.983 g = running 0.037 0.768 0.696 0.730 h = walking ------------------------------------------------------- 0.063 0.727 0.589 0.567 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.833 0.672 0.744 a = climbing down 0.069 0.638 0.800 0.710 b = climbing up 0.000 1.000 0.813 0.897 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.055 0.581 0.389 0.466 e = standing 0.283 0.241 0.631 0.348 f = sitting 0.005 0.969 0.998 0.983 g = running 0.034 0.786 0.724 0.754 h = walking ------------------------------------------------------- 0.062 0.658 0.596 0.574 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.833 0.691 0.755 a = climbing down 0.068 0.649 0.830 0.728 b = climbing up 0.000 1.000 0.813 0.897 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.056 0.579 0.391 0.467 e = standing 0.283 0.240 0.627 0.347 f = sitting 0.005 0.970 0.998 0.984 g = running 0.028 0.818 0.722 0.767 h = walking ------------------------------------------------------- 0.061 0.664 0.601 0.579 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.835 0.703 0.764 a = climbing down 0.063 0.671 0.837 0.745 b = climbing up 0.000 1.000 0.813 0.897 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.055 0.587 0.395 0.473 e = standing 0.282 0.244 0.639 0.353 f = sitting 0.005 0.970 0.998 0.984 g = running 0.029 0.814 0.732 0.771 h = walking ------------------------------------------------------- 0.060 0.669 0.607 0.585 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.835 0.714 0.770 a = climbing down 0.053 0.705 0.828 0.762 b = climbing up 0.000 1.000 0.813 0.897 c = jumping 0.001 0.333 0.002 0.003 d = lying 0.056 0.586 0.400 0.475 e = standing 0.280 0.243 0.633 0.351 f = sitting 0.005 0.970 0.998 0.984 g = running 0.028 0.834 0.798 0.815 h = walking ------------------------------------------------------- 0.058 0.651 0.617 0.595 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.960 0.744 0.838 a = climbing down 0.095 0.580 0.860 0.692 b = climbing up 0.005 0.697 0.639 0.667 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.047 0.767 0.786 0.776 e = standing 0.209 0.317 0.684 0.433 f = sitting 0.008 0.954 0.956 0.955 g = running 0.031 0.762 0.576 0.656 h = walking ------------------------------------------------------- 0.053 0.620 0.652 0.621 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.962 0.744 0.839 a = climbing down 0.067 0.647 0.807 0.718 b = climbing up 0.000 1.000 0.514 0.679 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.047 0.766 0.785 0.775 e = standing 0.210 0.316 0.684 0.433 f = sitting 0.010 0.943 0.990 0.966 g = running 0.042 0.751 0.729 0.740 h = walking ------------------------------------------------------- 0.051 0.632 0.671 0.638 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.960 0.748 0.841 a = climbing down 0.058 0.678 0.798 0.733 b = climbing up 0.000 1.000 0.514 0.679 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.048 0.764 0.786 0.775 e = standing 0.209 0.315 0.680 0.431 f = sitting 0.010 0.943 0.988 0.965 g = running 0.046 0.744 0.768 0.756 h = walking ------------------------------------------------------- 0.050 0.634 0.675 0.643 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.952 0.781 0.858 a = climbing down 0.058 0.691 0.850 0.762 b = climbing up 0.000 1.000 0.514 0.679 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.048 0.763 0.780 0.772 e = standing 0.211 0.314 0.680 0.430 f = sitting 0.010 0.943 0.985 0.963 g = running 0.037 0.776 0.739 0.757 h = walking ------------------------------------------------------- 0.049 0.639 0.680 0.648 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.952 0.781 0.858 a = climbing down 0.048 0.730 0.852 0.787 b = climbing up 0.000 1.000 0.514 0.679 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.049 0.757 0.780 0.769 e = standing 0.211 0.311 0.670 0.425 f = sitting 0.010 0.943 0.985 0.963 g = running 0.037 0.790 0.798 0.794 h = walking ------------------------------------------------------- 0.048 0.645 0.688 0.655 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.953 0.798 0.868 a = climbing down 0.032 0.800 0.841 0.820 b = climbing up 0.000 1.000 0.514 0.679 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.049 0.757 0.780 0.769 e = standing 0.211 0.311 0.670 0.425 f = sitting 0.010 0.943 0.985 0.963 g = running 0.039 0.795 0.876 0.834 h = walking ------------------------------------------------------- 0.046 0.655 0.700 0.667 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.962 0.656 0.780 a = climbing down 0.053 0.324 0.821 0.464 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.028 0.890 0.988 0.937 d = lying 0.003 0.985 0.995 0.990 e = standing 0.003 0.983 0.849 0.911 f = sitting 0.002 0.978 0.994 0.986 g = running 0.025 0.875 0.853 0.864 h = walking ------------------------------------------------------- 0.013 0.925 0.894 0.901 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.651 0.779 a = climbing down 0.052 0.325 0.821 0.466 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.029 0.886 0.988 0.935 d = lying 0.004 0.983 0.995 0.989 e = standing 0.003 0.982 0.842 0.907 f = sitting 0.002 0.978 0.994 0.986 g = running 0.027 0.871 0.857 0.864 h = walking ------------------------------------------------------- 0.014 0.924 0.893 0.900 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.967 0.677 0.796 a = climbing down 0.048 0.342 0.821 0.483 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.030 0.885 0.988 0.934 d = lying 0.004 0.983 0.995 0.989 e = standing 0.003 0.982 0.840 0.906 f = sitting 0.002 0.978 0.994 0.986 g = running 0.026 0.875 0.861 0.868 h = walking ------------------------------------------------------- 0.013 0.924 0.897 0.903 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.684 0.802 a = climbing down 0.047 0.350 0.821 0.491 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.029 0.888 0.988 0.935 d = lying 0.004 0.983 0.995 0.989 e = standing 0.003 0.982 0.844 0.908 f = sitting 0.002 0.978 0.994 0.986 g = running 0.026 0.875 0.866 0.871 h = walking ------------------------------------------------------- 0.013 0.926 0.899 0.905 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.684 0.800 a = climbing down 0.045 0.358 0.821 0.498 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.030 0.884 0.988 0.933 d = lying 0.004 0.983 0.995 0.989 e = standing 0.003 0.982 0.838 0.904 f = sitting 0.002 0.978 0.994 0.986 g = running 0.026 0.874 0.870 0.872 h = walking ------------------------------------------------------- 0.014 0.924 0.899 0.904 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.958 0.691 0.803 a = climbing down 0.041 0.376 0.811 0.513 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.030 0.884 0.988 0.933 d = lying 0.004 0.983 0.997 0.990 e = standing 0.003 0.985 0.838 0.905 f = sitting 0.002 0.978 0.994 0.986 g = running 0.028 0.869 0.877 0.873 h = walking ------------------------------------------------------- 0.014 0.923 0.901 0.905 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.857 0.646 0.736 a = climbing down 0.055 0.332 0.923 0.488 b = climbing up 0.000 1.000 0.973 0.986 c = jumping 0.119 0.660 0.990 0.792 d = lying 0.002 0.993 0.997 0.995 e = standing 0.002 0.974 0.421 0.588 f = sitting 0.004 0.966 1.000 0.983 g = running 0.031 0.835 0.735 0.781 h = walking ------------------------------------------------------- 0.033 0.860 0.804 0.801 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.855 0.636 0.729 a = climbing down 0.056 0.328 0.923 0.484 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.119 0.660 0.990 0.792 d = lying 0.002 0.993 0.997 0.995 e = standing 0.002 0.974 0.421 0.588 f = sitting 0.004 0.969 1.000 0.984 g = running 0.031 0.833 0.735 0.781 h = walking ------------------------------------------------------- 0.033 0.859 0.803 0.800 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.857 0.634 0.729 a = climbing down 0.052 0.344 0.923 0.501 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.119 0.660 0.990 0.792 d = lying 0.002 0.993 0.997 0.995 e = standing 0.002 0.974 0.421 0.588 f = sitting 0.004 0.969 1.000 0.984 g = running 0.032 0.832 0.755 0.791 h = walking ------------------------------------------------------- 0.033 0.860 0.806 0.802 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.863 0.634 0.731 a = climbing down 0.051 0.347 0.923 0.505 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.119 0.660 0.990 0.792 d = lying 0.002 0.993 0.997 0.995 e = standing 0.002 0.974 0.421 0.588 f = sitting 0.004 0.969 1.000 0.984 g = running 0.032 0.833 0.760 0.795 h = walking ------------------------------------------------------- 0.033 0.861 0.808 0.803 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.859 0.643 0.736 a = climbing down 0.047 0.367 0.923 0.525 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.119 0.660 0.990 0.792 d = lying 0.002 0.993 0.997 0.995 e = standing 0.002 0.974 0.421 0.588 f = sitting 0.004 0.969 1.000 0.984 g = running 0.033 0.831 0.769 0.799 h = walking ------------------------------------------------------- 0.033 0.861 0.810 0.805 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.861 0.641 0.735 a = climbing down 0.045 0.375 0.923 0.533 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.119 0.660 0.990 0.792 d = lying 0.001 0.997 0.997 0.997 e = standing 0.002 0.974 0.425 0.591 f = sitting 0.004 0.969 1.000 0.984 g = running 0.033 0.831 0.780 0.805 h = walking ------------------------------------------------------- 0.032 0.862 0.813 0.807 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.808 0.792 0.800 a = climbing down 0.047 0.720 0.807 0.761 b = climbing up 0.000 0.989 0.978 0.983 c = jumping 0.001 0.990 0.861 0.921 d = lying 0.093 0.581 0.824 0.682 e = standing 0.039 0.679 0.499 0.575 f = sitting 0.001 0.994 0.979 0.987 g = running 0.025 0.856 0.796 0.825 h = walking ------------------------------------------------------- 0.031 0.817 0.803 0.804 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.814 0.783 0.798 a = climbing down 0.046 0.724 0.802 0.761 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.002 0.986 0.907 0.945 d = lying 0.071 0.644 0.826 0.724 e = standing 0.036 0.730 0.593 0.654 f = sitting 0.001 0.994 0.980 0.987 g = running 0.027 0.850 0.809 0.829 h = walking ------------------------------------------------------- 0.027 0.833 0.824 0.825 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.828 0.778 0.802 a = climbing down 0.045 0.731 0.809 0.768 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.002 0.989 0.919 0.953 d = lying 0.053 0.710 0.826 0.764 e = standing 0.035 0.769 0.705 0.735 f = sitting 0.001 0.994 0.980 0.987 g = running 0.028 0.846 0.819 0.832 h = walking ------------------------------------------------------- 0.024 0.849 0.844 0.845 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.815 0.778 0.796 a = climbing down 0.043 0.738 0.800 0.768 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.995 0.924 0.958 d = lying 0.022 0.857 0.829 0.843 e = standing 0.034 0.812 0.896 0.852 f = sitting 0.001 0.994 0.980 0.987 g = running 0.027 0.852 0.832 0.842 h = walking ------------------------------------------------------- 0.020 0.877 0.873 0.874 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.827 0.773 0.799 a = climbing down 0.040 0.754 0.809 0.781 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.995 0.926 0.959 d = lying 0.019 0.871 0.829 0.850 e = standing 0.034 0.815 0.910 0.860 f = sitting 0.001 0.994 0.980 0.987 g = running 0.028 0.850 0.849 0.850 h = walking ------------------------------------------------------- 0.019 0.882 0.878 0.879 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.829 0.773 0.800 a = climbing down 0.039 0.756 0.811 0.782 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.995 0.926 0.959 d = lying 0.013 0.909 0.831 0.868 e = standing 0.034 0.822 0.947 0.880 f = sitting 0.001 0.994 0.980 0.987 g = running 0.028 0.852 0.851 0.851 h = walking ------------------------------------------------------- 0.018 0.889 0.885 0.885 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.899 0.951 0.924 a = climbing down 0.061 0.688 0.891 0.776 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.970 0.977 0.973 d = lying 0.023 0.856 0.879 0.867 e = standing 0.020 0.871 0.843 0.857 f = sitting 0.000 1.000 0.983 0.991 g = running 0.015 0.890 0.655 0.755 h = walking ------------------------------------------------------- 0.018 0.890 0.881 0.881 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.892 0.951 0.921 a = climbing down 0.055 0.705 0.875 0.781 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.972 0.977 0.974 d = lying 0.001 0.996 0.887 0.939 e = standing 0.022 0.880 0.968 0.922 f = sitting 0.000 1.000 0.983 0.991 g = running 0.017 0.882 0.685 0.771 h = walking ------------------------------------------------------- 0.015 0.910 0.903 0.903 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.880 0.951 0.914 a = climbing down 0.052 0.714 0.856 0.779 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.970 0.982 0.976 d = lying 0.001 0.996 0.891 0.941 e = standing 0.020 0.887 0.966 0.925 f = sitting 0.000 1.000 0.983 0.991 g = running 0.019 0.873 0.701 0.777 h = walking ------------------------------------------------------- 0.015 0.910 0.904 0.904 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.886 0.951 0.918 a = climbing down 0.046 0.738 0.856 0.793 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.970 0.985 0.978 d = lying 0.000 0.998 0.895 0.944 e = standing 0.019 0.893 0.968 0.929 f = sitting 0.000 1.000 0.983 0.991 g = running 0.020 0.873 0.733 0.797 h = walking ------------------------------------------------------- 0.014 0.915 0.910 0.910 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.901 0.951 0.925 a = climbing down 0.046 0.738 0.860 0.794 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.005 0.970 0.985 0.978 d = lying 0.000 0.998 0.895 0.944 e = standing 0.019 0.893 0.968 0.929 f = sitting 0.000 1.000 0.983 0.991 g = running 0.020 0.872 0.737 0.799 h = walking ------------------------------------------------------- 0.014 0.916 0.911 0.911 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.905 0.951 0.927 a = climbing down 0.045 0.745 0.866 0.801 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.006 0.968 0.993 0.980 d = lying 0.000 0.998 0.895 0.944 e = standing 0.018 0.900 0.964 0.931 f = sitting 0.000 1.000 0.983 0.991 g = running 0.020 0.876 0.747 0.806 h = walking ------------------------------------------------------- 0.013 0.918 0.914 0.914 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.629 0.508 0.562 a = climbing down 0.141 0.554 0.905 0.687 b = climbing up 0.002 0.901 1.000 0.948 c = jumping 0.017 0.902 0.910 0.906 d = lying 0.025 0.817 0.977 0.890 e = standing 0.008 0.932 0.773 0.845 f = sitting 0.002 0.993 0.868 0.926 g = running 0.010 0.883 0.500 0.638 h = walking ------------------------------------------------------- 0.036 0.820 0.788 0.787 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.046 0.615 0.490 0.546 a = climbing down 0.142 0.551 0.898 0.683 b = climbing up 0.002 0.900 0.984 0.940 c = jumping 0.016 0.903 0.910 0.907 d = lying 0.025 0.817 0.977 0.890 e = standing 0.008 0.932 0.774 0.846 f = sitting 0.001 0.995 0.871 0.929 g = running 0.009 0.888 0.515 0.652 h = walking ------------------------------------------------------- 0.036 0.819 0.787 0.787 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.041 0.633 0.467 0.538 a = climbing down 0.149 0.542 0.911 0.679 b = climbing up 0.001 0.926 0.984 0.955 c = jumping 0.016 0.903 0.910 0.907 d = lying 0.026 0.814 0.977 0.888 e = standing 0.008 0.936 0.774 0.848 f = sitting 0.001 0.995 0.873 0.930 g = running 0.009 0.893 0.514 0.652 h = walking ------------------------------------------------------- 0.037 0.821 0.786 0.786 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.044 0.631 0.498 0.557 a = climbing down 0.144 0.547 0.898 0.680 b = climbing up 0.001 0.924 0.953 0.938 c = jumping 0.016 0.903 0.910 0.907 d = lying 0.026 0.815 0.979 0.889 e = standing 0.007 0.938 0.774 0.848 f = sitting 0.002 0.991 0.877 0.930 g = running 0.009 0.894 0.505 0.646 h = walking ------------------------------------------------------- 0.036 0.821 0.788 0.787 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.044 0.635 0.505 0.563 a = climbing down 0.143 0.550 0.898 0.682 b = climbing up 0.001 0.940 0.984 0.962 c = jumping 0.016 0.904 0.912 0.908 d = lying 0.026 0.815 0.979 0.889 e = standing 0.007 0.940 0.774 0.849 f = sitting 0.001 0.995 0.878 0.933 g = running 0.008 0.899 0.515 0.655 h = walking ------------------------------------------------------- 0.036 0.824 0.791 0.791 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.033 0.646 0.403 0.496 a = climbing down 0.160 0.534 0.943 0.682 b = climbing up 0.001 0.955 0.984 0.969 c = jumping 0.016 0.904 0.912 0.908 d = lying 0.026 0.813 0.979 0.888 e = standing 0.007 0.940 0.773 0.848 f = sitting 0.001 0.996 0.880 0.934 g = running 0.008 0.900 0.520 0.659 h = walking ------------------------------------------------------- 0.037 0.823 0.785 0.783 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.037 0.564 0.321 0.409 a = climbing down 0.194 0.484 0.936 0.638 b = climbing up 0.001 0.903 0.933 0.918 c = jumping 0.012 0.925 0.905 0.915 d = lying 0.029 0.782 0.907 0.840 e = standing 0.016 0.877 0.784 0.828 f = sitting 0.003 0.986 0.820 0.895 g = running 0.004 0.939 0.470 0.626 h = walking ------------------------------------------------------- 0.044 0.799 0.747 0.745 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.037 0.576 0.336 0.424 a = climbing down 0.194 0.483 0.935 0.637 b = climbing up 0.001 0.933 0.933 0.933 c = jumping 0.012 0.925 0.905 0.915 d = lying 0.029 0.779 0.907 0.839 e = standing 0.016 0.875 0.778 0.824 f = sitting 0.003 0.984 0.823 0.896 g = running 0.004 0.936 0.451 0.609 h = walking ------------------------------------------------------- 0.044 0.799 0.747 0.744 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.036 0.609 0.368 0.459 a = climbing down 0.184 0.500 0.946 0.654 b = climbing up 0.001 0.933 0.933 0.933 c = jumping 0.012 0.925 0.905 0.915 d = lying 0.029 0.779 0.907 0.839 e = standing 0.016 0.875 0.778 0.824 f = sitting 0.003 0.985 0.838 0.906 g = running 0.004 0.944 0.465 0.623 h = walking ------------------------------------------------------- 0.042 0.808 0.758 0.755 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.032 0.660 0.410 0.506 a = climbing down 0.179 0.511 0.960 0.667 b = climbing up 0.001 0.933 0.933 0.933 c = jumping 0.012 0.925 0.905 0.915 d = lying 0.029 0.780 0.909 0.840 e = standing 0.016 0.876 0.778 0.824 f = sitting 0.003 0.983 0.845 0.909 g = running 0.003 0.950 0.455 0.615 h = walking ------------------------------------------------------- 0.041 0.817 0.766 0.763 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.031 0.672 0.418 0.515 a = climbing down 0.174 0.519 0.967 0.676 b = climbing up 0.001 0.933 0.933 0.933 c = jumping 0.012 0.925 0.905 0.915 d = lying 0.029 0.780 0.909 0.840 e = standing 0.016 0.876 0.778 0.824 f = sitting 0.003 0.985 0.854 0.915 g = running 0.003 0.955 0.467 0.627 h = walking ------------------------------------------------------- 0.040 0.821 0.771 0.769 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.030 0.663 0.388 0.490 a = climbing down 0.179 0.513 0.972 0.672 b = climbing up 0.001 0.933 0.933 0.933 c = jumping 0.011 0.930 0.905 0.918 d = lying 0.029 0.780 0.909 0.840 e = standing 0.016 0.877 0.785 0.829 f = sitting 0.003 0.987 0.854 0.916 g = running 0.003 0.951 0.463 0.623 h = walking ------------------------------------------------------- 0.041 0.819 0.768 0.765 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.700 0.749 0.724 a = climbing down 0.129 0.409 0.648 0.502 b = climbing up 0.000 0.986 0.921 0.952 c = jumping 0.062 0.684 0.817 0.745 d = lying 0.027 0.807 0.886 0.845 e = standing 0.039 0.595 0.409 0.484 f = sitting 0.007 0.976 0.980 0.978 g = running 0.048 0.403 0.188 0.257 h = walking ------------------------------------------------------- 0.045 0.685 0.693 0.677 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.736 0.751 0.743 a = climbing down 0.136 0.400 0.657 0.497 b = climbing up 0.000 0.972 0.921 0.946 c = jumping 0.066 0.669 0.817 0.736 d = lying 0.025 0.823 0.912 0.865 e = standing 0.036 0.603 0.391 0.474 f = sitting 0.007 0.976 0.982 0.979 g = running 0.047 0.399 0.179 0.247 h = walking ------------------------------------------------------- 0.045 0.688 0.694 0.677 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.771 0.749 0.760 a = climbing down 0.140 0.398 0.667 0.498 b = climbing up 0.000 0.972 0.921 0.946 c = jumping 0.062 0.685 0.817 0.745 d = lying 0.025 0.825 0.918 0.869 e = standing 0.035 0.628 0.425 0.507 f = sitting 0.007 0.976 0.983 0.980 g = running 0.046 0.414 0.190 0.260 h = walking ------------------------------------------------------- 0.044 0.699 0.701 0.687 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.759 0.765 0.762 a = climbing down 0.138 0.402 0.670 0.502 b = climbing up 0.000 0.972 0.921 0.946 c = jumping 0.062 0.685 0.817 0.745 d = lying 0.022 0.841 0.920 0.878 e = standing 0.035 0.637 0.441 0.521 f = sitting 0.007 0.976 0.983 0.980 g = running 0.045 0.399 0.175 0.243 h = walking ------------------------------------------------------- 0.044 0.699 0.704 0.688 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.777 0.767 0.772 a = climbing down 0.141 0.400 0.681 0.504 b = climbing up 0.000 0.972 0.921 0.946 c = jumping 0.062 0.685 0.817 0.745 d = lying 0.018 0.870 0.929 0.899 e = standing 0.035 0.652 0.467 0.544 f = sitting 0.007 0.977 0.983 0.980 g = running 0.044 0.396 0.169 0.237 h = walking ------------------------------------------------------- 0.043 0.706 0.709 0.693 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.798 0.773 0.785 a = climbing down 0.146 0.396 0.691 0.503 b = climbing up 0.000 0.972 0.921 0.946 c = jumping 0.061 0.689 0.817 0.747 d = lying 0.018 0.872 0.931 0.900 e = standing 0.035 0.657 0.476 0.552 f = sitting 0.007 0.977 0.981 0.979 g = running 0.043 0.388 0.158 0.225 h = walking ------------------------------------------------------- 0.043 0.708 0.710 0.694 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.735 0.825 0.777 a = climbing down 0.121 0.460 0.748 0.570 b = climbing up 0.001 0.912 0.413 0.569 c = jumping 0.020 0.888 0.986 0.935 d = lying 0.020 0.855 0.904 0.879 e = standing 0.012 0.894 0.735 0.806 f = sitting 0.016 0.949 0.987 0.967 g = running 0.033 0.516 0.203 0.291 h = walking ------------------------------------------------------- 0.034 0.776 0.775 0.758 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.773 0.792 0.782 a = climbing down 0.121 0.464 0.756 0.575 b = climbing up 0.001 0.912 0.413 0.569 c = jumping 0.020 0.892 0.986 0.937 d = lying 0.018 0.870 0.929 0.899 e = standing 0.009 0.922 0.753 0.829 f = sitting 0.016 0.949 0.989 0.968 g = running 0.035 0.558 0.256 0.351 h = walking ------------------------------------------------------- 0.032 0.792 0.785 0.773 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.824 0.765 0.794 a = climbing down 0.139 0.424 0.741 0.539 b = climbing up 0.001 0.912 0.413 0.569 c = jumping 0.018 0.901 0.986 0.942 d = lying 0.015 0.886 0.927 0.906 e = standing 0.009 0.923 0.784 0.848 f = sitting 0.016 0.949 0.988 0.968 g = running 0.037 0.510 0.223 0.310 h = walking ------------------------------------------------------- 0.033 0.789 0.779 0.768 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.869 0.753 0.807 a = climbing down 0.156 0.402 0.757 0.525 b = climbing up 0.001 0.912 0.413 0.569 c = jumping 0.022 0.882 0.986 0.931 d = lying 0.015 0.886 0.927 0.906 e = standing 0.009 0.920 0.756 0.830 f = sitting 0.016 0.949 0.989 0.968 g = running 0.034 0.458 0.168 0.246 h = walking ------------------------------------------------------- 0.035 0.781 0.768 0.755 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.861 0.765 0.810 a = climbing down 0.154 0.404 0.757 0.527 b = climbing up 0.001 0.914 0.427 0.582 c = jumping 0.023 0.876 0.986 0.928 d = lying 0.015 0.887 0.939 0.912 e = standing 0.008 0.930 0.745 0.827 f = sitting 0.015 0.950 0.990 0.969 g = running 0.033 0.466 0.166 0.245 h = walking ------------------------------------------------------- 0.035 0.782 0.770 0.755 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.873 0.781 0.825 a = climbing down 0.155 0.404 0.763 0.528 b = climbing up 0.001 0.914 0.427 0.582 c = jumping 0.023 0.876 0.986 0.928 d = lying 0.015 0.887 0.937 0.911 e = standing 0.008 0.930 0.747 0.829 f = sitting 0.015 0.950 0.989 0.969 g = running 0.031 0.473 0.162 0.241 h = walking ------------------------------------------------------- 0.034 0.784 0.772 0.756 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.750 0.681 0.714 a = climbing down 0.109 0.484 0.711 0.576 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.007 0.958 0.942 0.950 d = lying 0.016 0.910 0.955 0.932 e = standing 0.013 0.922 0.894 0.908 f = sitting 0.002 0.989 0.984 0.987 g = running 0.036 0.647 0.426 0.514 h = walking ------------------------------------------------------- 0.028 0.825 0.814 0.813 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.755 0.692 0.722 a = climbing down 0.107 0.488 0.711 0.579 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.007 0.958 0.942 0.950 d = lying 0.015 0.911 0.955 0.933 e = standing 0.013 0.923 0.896 0.909 f = sitting 0.002 0.992 0.984 0.988 g = running 0.037 0.638 0.424 0.510 h = walking ------------------------------------------------------- 0.028 0.826 0.815 0.815 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.763 0.690 0.724 a = climbing down 0.116 0.472 0.719 0.570 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.007 0.958 0.942 0.950 d = lying 0.015 0.911 0.955 0.933 e = standing 0.013 0.923 0.896 0.909 f = sitting 0.001 0.994 0.983 0.988 g = running 0.035 0.636 0.390 0.484 h = walking ------------------------------------------------------- 0.028 0.825 0.812 0.811 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.032 0.745 0.702 0.723 a = climbing down 0.112 0.475 0.703 0.567 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.007 0.958 0.942 0.950 d = lying 0.015 0.911 0.955 0.933 e = standing 0.013 0.923 0.896 0.909 f = sitting 0.001 0.994 0.983 0.988 g = running 0.036 0.622 0.386 0.477 h = walking ------------------------------------------------------- 0.028 0.821 0.811 0.809 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.031 0.754 0.702 0.727 a = climbing down 0.115 0.472 0.713 0.568 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.007 0.958 0.942 0.950 d = lying 0.014 0.918 0.955 0.936 e = standing 0.013 0.923 0.903 0.913 f = sitting 0.001 0.994 0.983 0.988 g = running 0.035 0.623 0.375 0.468 h = walking ------------------------------------------------------- 0.028 0.823 0.811 0.810 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.737 0.702 0.719 a = climbing down 0.116 0.466 0.703 0.560 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.007 0.958 0.942 0.950 d = lying 0.014 0.919 0.955 0.937 e = standing 0.013 0.923 0.904 0.914 f = sitting 0.001 0.994 0.984 0.989 g = running 0.034 0.627 0.366 0.462 h = walking ------------------------------------------------------- 0.028 0.821 0.809 0.807 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.819 0.886 0.851 a = climbing down 0.120 0.445 0.667 0.534 b = climbing up 0.001 0.938 0.750 0.833 c = jumping 0.004 0.976 0.968 0.972 d = lying 0.018 0.890 0.866 0.877 e = standing 0.025 0.862 0.891 0.876 f = sitting 0.006 0.966 0.948 0.957 g = running 0.030 0.615 0.310 0.413 h = walking ------------------------------------------------------- 0.030 0.811 0.800 0.795 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.827 0.884 0.854 a = climbing down 0.101 0.487 0.667 0.563 b = climbing up 0.001 0.938 0.750 0.833 c = jumping 0.004 0.976 0.968 0.972 d = lying 0.018 0.888 0.864 0.876 e = standing 0.025 0.860 0.890 0.875 f = sitting 0.006 0.966 0.948 0.957 g = running 0.032 0.674 0.429 0.524 h = walking ------------------------------------------------------- 0.028 0.824 0.815 0.814 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.824 0.884 0.853 a = climbing down 0.097 0.495 0.661 0.566 b = climbing up 0.001 0.940 0.783 0.855 c = jumping 0.004 0.976 0.968 0.972 d = lying 0.018 0.888 0.864 0.876 e = standing 0.025 0.860 0.890 0.875 f = sitting 0.006 0.970 0.948 0.959 g = running 0.032 0.691 0.459 0.551 h = walking ------------------------------------------------------- 0.027 0.828 0.819 0.818 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.822 0.884 0.852 a = climbing down 0.089 0.510 0.639 0.567 b = climbing up 0.001 0.922 0.783 0.847 c = jumping 0.004 0.976 0.968 0.972 d = lying 0.018 0.888 0.864 0.876 e = standing 0.025 0.860 0.890 0.875 f = sitting 0.006 0.970 0.948 0.959 g = running 0.035 0.696 0.514 0.591 h = walking ------------------------------------------------------- 0.027 0.830 0.823 0.824 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.822 0.884 0.852 a = climbing down 0.088 0.508 0.633 0.564 b = climbing up 0.001 0.923 0.800 0.857 c = jumping 0.004 0.976 0.968 0.972 d = lying 0.018 0.888 0.864 0.876 e = standing 0.025 0.860 0.890 0.875 f = sitting 0.005 0.974 0.947 0.960 g = running 0.036 0.694 0.522 0.596 h = walking ------------------------------------------------------- 0.027 0.830 0.824 0.824 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.814 0.884 0.847 a = climbing down 0.084 0.514 0.621 0.562 b = climbing up 0.001 0.923 0.800 0.857 c = jumping 0.004 0.976 0.968 0.972 d = lying 0.018 0.888 0.864 0.876 e = standing 0.025 0.860 0.890 0.875 f = sitting 0.005 0.974 0.948 0.961 g = running 0.036 0.699 0.543 0.611 h = walking ------------------------------------------------------- 0.026 0.831 0.825 0.826 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.733 0.386 0.506 a = climbing down 0.061 0.605 0.566 0.585 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.038 0.776 0.739 0.757 d = lying 0.004 0.907 0.309 0.461 e = standing 0.127 0.536 0.860 0.660 f = sitting 0.001 0.994 0.977 0.985 g = running 0.097 0.603 0.870 0.712 h = walking ------------------------------------------------------- 0.050 0.742 0.703 0.689 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.836 0.379 0.522 a = climbing down 0.058 0.616 0.568 0.591 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.037 0.780 0.740 0.760 d = lying 0.004 0.908 0.311 0.463 e = standing 0.126 0.537 0.863 0.662 f = sitting 0.001 0.994 0.977 0.985 g = running 0.098 0.617 0.933 0.743 h = walking ------------------------------------------------------- 0.048 0.758 0.712 0.698 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.854 0.386 0.532 a = climbing down 0.054 0.621 0.537 0.576 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.037 0.782 0.740 0.760 d = lying 0.004 0.910 0.319 0.472 e = standing 0.125 0.540 0.865 0.665 f = sitting 0.001 0.994 0.977 0.985 g = running 0.107 0.598 0.938 0.731 h = walking ------------------------------------------------------- 0.049 0.759 0.711 0.696 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.869 0.379 0.528 a = climbing down 0.054 0.627 0.554 0.588 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.037 0.780 0.740 0.760 d = lying 0.004 0.912 0.327 0.481 e = standing 0.123 0.544 0.867 0.668 f = sitting 0.001 0.994 0.977 0.985 g = running 0.105 0.605 0.945 0.738 h = walking ------------------------------------------------------- 0.048 0.763 0.715 0.700 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.869 0.377 0.526 a = climbing down 0.057 0.631 0.591 0.611 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.038 0.779 0.740 0.759 d = lying 0.004 0.912 0.327 0.481 e = standing 0.123 0.543 0.865 0.668 f = sitting 0.001 0.994 0.977 0.985 g = running 0.097 0.624 0.943 0.751 h = walking ------------------------------------------------------- 0.047 0.766 0.719 0.705 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.874 0.382 0.531 a = climbing down 0.058 0.630 0.602 0.615 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.037 0.780 0.740 0.760 d = lying 0.004 0.917 0.305 0.458 e = standing 0.127 0.539 0.870 0.665 f = sitting 0.001 0.994 0.977 0.985 g = running 0.093 0.632 0.943 0.757 h = walking ------------------------------------------------------- 0.047 0.768 0.719 0.704 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.687 0.391 0.499 a = climbing down 0.046 0.673 0.568 0.616 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.993 0.898 0.943 d = lying 0.029 0.667 0.412 0.509 e = standing 0.098 0.592 0.842 0.695 f = sitting 0.000 0.999 0.997 0.998 g = running 0.107 0.576 0.856 0.689 h = walking ------------------------------------------------------- 0.042 0.756 0.740 0.732 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.715 0.409 0.520 a = climbing down 0.039 0.697 0.538 0.608 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.993 0.899 0.944 d = lying 0.028 0.662 0.396 0.496 e = standing 0.100 0.587 0.844 0.692 f = sitting 0.000 0.999 0.997 0.998 g = running 0.113 0.572 0.888 0.696 h = walking ------------------------------------------------------- 0.042 0.761 0.741 0.732 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.885 0.404 0.555 a = climbing down 0.039 0.675 0.484 0.564 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.993 0.901 0.945 d = lying 0.026 0.653 0.358 0.463 e = standing 0.106 0.578 0.854 0.689 f = sitting 0.000 0.999 0.997 0.998 g = running 0.124 0.567 0.961 0.714 h = walking ------------------------------------------------------- 0.043 0.774 0.740 0.728 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.896 0.418 0.570 a = climbing down 0.039 0.670 0.472 0.554 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.991 0.901 0.944 d = lying 0.027 0.649 0.358 0.461 e = standing 0.105 0.578 0.850 0.688 f = sitting 0.000 0.999 0.997 0.998 g = running 0.125 0.566 0.961 0.712 h = walking ------------------------------------------------------- 0.043 0.773 0.739 0.727 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.905 0.420 0.574 a = climbing down 0.039 0.667 0.472 0.553 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.991 0.902 0.945 d = lying 0.027 0.651 0.358 0.462 e = standing 0.105 0.578 0.850 0.688 f = sitting 0.000 0.999 0.997 0.998 g = running 0.124 0.568 0.965 0.715 h = walking ------------------------------------------------------- 0.043 0.774 0.740 0.728 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.912 0.435 0.589 a = climbing down 0.039 0.671 0.477 0.557 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.991 0.904 0.946 d = lying 0.026 0.643 0.338 0.443 e = standing 0.108 0.572 0.852 0.684 f = sitting 0.000 0.999 0.997 0.998 g = running 0.122 0.573 0.965 0.719 h = walking ------------------------------------------------------- 0.043 0.774 0.741 0.729 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.090 0.496 0.866 0.631 a = climbing down 0.164 0.524 0.642 0.577 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.109 0.458 0.647 0.536 d = lying 0.042 0.775 0.960 0.858 e = standing 0.047 0.222 0.086 0.124 f = sitting 0.023 0.856 0.871 0.863 g = running 0.039 0.225 0.067 0.103 h = walking ------------------------------------------------------- 0.078 0.516 0.565 0.512 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.077 0.532 0.863 0.659 a = climbing down 0.178 0.443 0.504 0.472 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.114 0.387 0.505 0.438 d = lying 0.038 0.789 0.960 0.866 e = standing 0.066 0.159 0.081 0.107 f = sitting 0.024 0.858 0.910 0.883 g = running 0.074 0.076 0.036 0.049 h = walking ------------------------------------------------------- 0.088 0.465 0.517 0.473 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.075 0.541 0.863 0.665 a = climbing down 0.180 0.414 0.454 0.433 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.112 0.390 0.507 0.441 d = lying 0.041 0.777 0.960 0.859 e = standing 0.065 0.153 0.076 0.101 f = sitting 0.024 0.859 0.920 0.889 g = running 0.086 0.072 0.039 0.051 h = walking ------------------------------------------------------- 0.090 0.457 0.508 0.465 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.071 0.562 0.900 0.692 a = climbing down 0.179 0.404 0.434 0.419 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.117 0.373 0.493 0.425 d = lying 0.038 0.788 0.960 0.866 e = standing 0.067 0.122 0.061 0.081 f = sitting 0.024 0.861 0.930 0.894 g = running 0.091 0.047 0.027 0.034 h = walking ------------------------------------------------------- 0.091 0.449 0.502 0.459 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.067 0.577 0.898 0.702 a = climbing down 0.183 0.401 0.437 0.418 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.117 0.371 0.487 0.421 d = lying 0.039 0.786 0.960 0.864 e = standing 0.067 0.125 0.062 0.083 f = sitting 0.024 0.859 0.935 0.895 g = running 0.090 0.045 0.025 0.032 h = walking ------------------------------------------------------- 0.091 0.449 0.503 0.459 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.068 0.586 0.944 0.723 a = climbing down 0.180 0.403 0.433 0.417 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.121 0.345 0.451 0.391 d = lying 0.048 0.750 0.960 0.842 e = standing 0.061 0.121 0.054 0.074 f = sitting 0.024 0.861 0.940 0.898 g = running 0.089 0.037 0.020 0.026 h = walking ------------------------------------------------------- 0.091 0.441 0.501 0.453 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.705 0.539 0.611 a = climbing down 0.195 0.364 0.395 0.379 b = climbing up 0.000 1.000 0.034 0.066 c = jumping 0.057 0.056 0.024 0.033 d = lying 0.063 0.700 0.995 0.822 e = standing 0.118 0.326 0.365 0.344 f = sitting 0.023 0.870 0.997 0.929 g = running 0.151 0.121 0.123 0.122 h = walking ------------------------------------------------------- 0.101 0.441 0.471 0.441 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.790 0.517 0.625 a = climbing down 0.210 0.301 0.322 0.311 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.056 0.057 0.024 0.034 d = lying 0.072 0.673 0.995 0.803 e = standing 0.117 0.299 0.322 0.310 f = sitting 0.024 0.868 0.997 0.928 g = running 0.171 0.094 0.105 0.099 h = walking ------------------------------------------------------- 0.108 0.405 0.443 0.416 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.852 0.608 0.710 a = climbing down 0.205 0.356 0.401 0.377 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.055 0.070 0.029 0.041 d = lying 0.071 0.675 0.995 0.804 e = standing 0.117 0.303 0.328 0.315 f = sitting 0.024 0.867 0.998 0.928 g = running 0.151 0.091 0.090 0.090 h = walking ------------------------------------------------------- 0.103 0.424 0.469 0.439 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.831 0.701 0.761 a = climbing down 0.192 0.364 0.391 0.377 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.055 0.074 0.031 0.044 d = lying 0.072 0.673 0.996 0.803 e = standing 0.115 0.309 0.332 0.320 f = sitting 0.024 0.868 0.998 0.929 g = running 0.152 0.087 0.086 0.087 h = walking ------------------------------------------------------- 0.100 0.425 0.476 0.444 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.854 0.762 0.806 a = climbing down 0.186 0.376 0.399 0.387 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.057 0.079 0.035 0.048 d = lying 0.070 0.678 0.996 0.807 e = standing 0.116 0.303 0.323 0.313 f = sitting 0.024 0.868 0.998 0.929 g = running 0.150 0.087 0.085 0.086 h = walking ------------------------------------------------------- 0.099 0.430 0.482 0.450 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.823 0.843 0.833 a = climbing down 0.180 0.392 0.409 0.400 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.056 0.088 0.038 0.054 d = lying 0.070 0.680 0.996 0.809 e = standing 0.116 0.307 0.328 0.317 f = sitting 0.024 0.868 0.998 0.929 g = running 0.146 0.052 0.047 0.049 h = walking ------------------------------------------------------- 0.097 0.427 0.488 0.452 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.979 0.304 0.464 a = climbing down 0.086 0.533 0.703 0.606 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.955 0.975 d = lying 0.008 0.948 0.853 0.898 e = standing 0.031 0.793 0.942 0.861 f = sitting 0.000 1.000 0.942 0.970 g = running 0.069 0.696 0.931 0.797 h = walking ------------------------------------------------------- 0.025 0.865 0.830 0.822 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.980 0.326 0.489 a = climbing down 0.085 0.541 0.725 0.620 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.993 0.955 0.974 d = lying 0.009 0.946 0.873 0.908 e = standing 0.028 0.810 0.933 0.867 f = sitting 0.000 1.000 0.942 0.970 g = running 0.064 0.710 0.926 0.804 h = walking ------------------------------------------------------- 0.025 0.869 0.836 0.829 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.970 0.352 0.517 a = climbing down 0.083 0.549 0.727 0.626 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.993 0.955 0.974 d = lying 0.010 0.941 0.896 0.918 e = standing 0.024 0.834 0.929 0.879 f = sitting 0.000 1.000 0.942 0.970 g = running 0.063 0.714 0.924 0.806 h = walking ------------------------------------------------------- 0.024 0.871 0.842 0.836 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.971 0.361 0.526 a = climbing down 0.081 0.554 0.725 0.628 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.955 0.973 d = lying 0.010 0.941 0.902 0.921 e = standing 0.023 0.838 0.925 0.879 f = sitting 0.000 1.000 0.943 0.971 g = running 0.064 0.712 0.924 0.805 h = walking ------------------------------------------------------- 0.024 0.872 0.843 0.838 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.955 0.372 0.535 a = climbing down 0.080 0.557 0.723 0.629 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.001 0.992 0.955 0.973 d = lying 0.010 0.940 0.912 0.926 e = standing 0.021 0.850 0.925 0.886 f = sitting 0.000 1.000 0.941 0.969 g = running 0.063 0.713 0.924 0.805 h = walking ------------------------------------------------------- 0.023 0.872 0.845 0.840 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.962 0.389 0.554 a = climbing down 0.080 0.563 0.739 0.640 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.001 0.992 0.955 0.973 d = lying 0.010 0.940 0.912 0.926 e = standing 0.021 0.850 0.925 0.886 f = sitting 0.000 1.000 0.941 0.969 g = running 0.061 0.720 0.916 0.806 h = walking ------------------------------------------------------- 0.023 0.874 0.848 0.844 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.977 0.371 0.538 a = climbing down 0.064 0.584 0.648 0.614 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.002 0.985 0.877 0.928 e = standing 0.021 0.860 0.981 0.917 f = sitting 0.002 0.990 1.000 0.995 g = running 0.073 0.686 0.943 0.794 h = walking ------------------------------------------------------- 0.022 0.881 0.858 0.850 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.974 0.332 0.495 a = climbing down 0.069 0.570 0.661 0.612 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.002 0.986 0.908 0.945 e = standing 0.015 0.892 0.981 0.934 f = sitting 0.001 0.995 1.000 0.997 g = running 0.071 0.695 0.953 0.804 h = walking ------------------------------------------------------- 0.021 0.885 0.861 0.851 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.975 0.345 0.510 a = climbing down 0.069 0.572 0.665 0.615 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.002 0.986 0.917 0.950 e = standing 0.014 0.901 0.981 0.939 f = sitting 0.001 0.995 1.000 0.997 g = running 0.070 0.697 0.946 0.802 h = walking ------------------------------------------------------- 0.021 0.886 0.863 0.854 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.965 0.367 0.532 a = climbing down 0.067 0.581 0.667 0.621 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.002 0.986 0.917 0.950 e = standing 0.014 0.901 0.981 0.939 f = sitting 0.001 0.996 1.000 0.998 g = running 0.070 0.698 0.943 0.802 h = walking ------------------------------------------------------- 0.021 0.887 0.865 0.858 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.973 0.396 0.562 a = climbing down 0.061 0.607 0.677 0.640 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.002 0.986 0.927 0.955 e = standing 0.012 0.912 0.981 0.945 f = sitting 0.002 0.992 1.000 0.996 g = running 0.069 0.700 0.948 0.805 h = walking ------------------------------------------------------- 0.020 0.892 0.872 0.865 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.984 0.415 0.584 a = climbing down 0.061 0.613 0.701 0.654 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.002 0.986 0.928 0.956 e = standing 0.012 0.914 0.981 0.946 f = sitting 0.002 0.992 1.000 0.996 g = running 0.063 0.719 0.948 0.818 h = walking ------------------------------------------------------- 0.019 0.897 0.877 0.871 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.527 0.541 0.534 a = climbing down 0.017 0.618 0.216 0.320 b = climbing up 0.000 1.000 0.198 0.330 c = jumping 0.000 0.995 0.370 0.540 d = lying 0.064 0.592 0.460 0.517 e = standing 0.202 0.360 0.711 0.478 f = sitting 0.032 0.858 1.000 0.924 g = running 0.088 0.669 0.939 0.782 h = walking ------------------------------------------------------- 0.063 0.685 0.617 0.598 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.041 0.529 0.534 0.532 a = climbing down 0.017 0.599 0.202 0.302 b = climbing up 0.000 1.000 0.154 0.267 c = jumping 0.000 0.994 0.299 0.460 d = lying 0.064 0.580 0.438 0.499 e = standing 0.219 0.340 0.709 0.460 f = sitting 0.033 0.854 1.000 0.921 g = running 0.090 0.666 0.946 0.782 h = walking ------------------------------------------------------- 0.066 0.677 0.600 0.576 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.041 0.536 0.541 0.538 a = climbing down 0.016 0.604 0.186 0.284 b = climbing up 0.000 1.000 0.121 0.216 c = jumping 0.000 0.992 0.204 0.338 d = lying 0.064 0.582 0.435 0.498 e = standing 0.238 0.322 0.709 0.443 f = sitting 0.034 0.850 1.000 0.919 g = running 0.093 0.660 0.951 0.779 h = walking ------------------------------------------------------- 0.069 0.674 0.584 0.551 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.042 0.527 0.541 0.534 a = climbing down 0.015 0.600 0.179 0.276 b = climbing up 0.000 1.000 0.121 0.216 c = jumping 0.000 0.970 0.054 0.103 d = lying 0.064 0.598 0.464 0.523 e = standing 0.258 0.304 0.709 0.426 f = sitting 0.034 0.851 1.000 0.920 g = running 0.093 0.661 0.952 0.780 h = walking ------------------------------------------------------- 0.072 0.670 0.565 0.516 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.040 0.539 0.544 0.542 a = climbing down 0.014 0.598 0.167 0.262 b = climbing up 0.000 1.000 0.121 0.216 c = jumping 0.000 0.970 0.054 0.103 d = lying 0.064 0.581 0.433 0.496 e = standing 0.265 0.299 0.707 0.420 f = sitting 0.034 0.851 1.000 0.920 g = running 0.095 0.658 0.962 0.782 h = walking ------------------------------------------------------- 0.073 0.667 0.560 0.510 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.041 0.532 0.544 0.538 a = climbing down 0.014 0.583 0.154 0.243 b = climbing up 0.000 1.000 0.132 0.233 c = jumping 0.000 0.968 0.051 0.097 d = lying 0.062 0.583 0.429 0.494 e = standing 0.266 0.300 0.715 0.422 f = sitting 0.034 0.852 1.000 0.920 g = running 0.096 0.656 0.962 0.780 h = walking ------------------------------------------------------- 0.073 0.665 0.559 0.507 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.647 0.747 0.693 a = climbing down 0.013 0.705 0.241 0.360 b = climbing up 0.000 0.952 0.222 0.360 c = jumping 0.002 0.981 0.532 0.690 d = lying 0.056 0.634 0.478 0.545 e = standing 0.152 0.474 0.859 0.611 f = sitting 0.034 0.847 0.984 0.910 g = running 0.073 0.713 0.956 0.817 h = walking ------------------------------------------------------- 0.052 0.729 0.686 0.665 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.647 0.747 0.693 a = climbing down 0.012 0.695 0.209 0.322 b = climbing up 0.000 1.000 0.444 0.615 c = jumping 0.002 0.981 0.537 0.694 d = lying 0.054 0.627 0.448 0.523 e = standing 0.157 0.468 0.869 0.608 f = sitting 0.028 0.870 0.985 0.924 g = running 0.078 0.702 0.961 0.811 h = walking ------------------------------------------------------- 0.052 0.729 0.685 0.665 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.036 0.646 0.750 0.694 a = climbing down 0.011 0.703 0.207 0.320 b = climbing up 0.000 1.000 0.478 0.647 c = jumping 0.002 0.979 0.626 0.763 d = lying 0.055 0.630 0.457 0.530 e = standing 0.140 0.495 0.861 0.629 f = sitting 0.027 0.875 0.985 0.927 g = running 0.078 0.703 0.964 0.813 h = walking ------------------------------------------------------- 0.050 0.735 0.701 0.681 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.643 0.760 0.697 a = climbing down 0.012 0.693 0.202 0.313 b = climbing up 0.000 1.000 0.578 0.732 c = jumping 0.004 0.972 0.715 0.824 d = lying 0.055 0.630 0.459 0.531 e = standing 0.123 0.526 0.857 0.652 f = sitting 0.024 0.887 0.985 0.934 g = running 0.076 0.708 0.966 0.817 h = walking ------------------------------------------------------- 0.047 0.739 0.717 0.697 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.037 0.640 0.766 0.698 a = climbing down 0.011 0.699 0.198 0.308 b = climbing up 0.000 1.000 0.578 0.732 c = jumping 0.006 0.960 0.730 0.829 d = lying 0.053 0.648 0.479 0.551 e = standing 0.118 0.534 0.848 0.655 f = sitting 0.024 0.889 0.985 0.935 g = running 0.076 0.707 0.966 0.816 h = walking ------------------------------------------------------- 0.046 0.742 0.722 0.701 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.638 0.760 0.694 a = climbing down 0.011 0.683 0.189 0.295 b = climbing up 0.000 1.000 0.578 0.732 c = jumping 0.006 0.960 0.730 0.829 d = lying 0.054 0.626 0.447 0.521 e = standing 0.123 0.524 0.848 0.647 f = sitting 0.023 0.893 0.985 0.937 g = running 0.078 0.703 0.969 0.815 h = walking ------------------------------------------------------- 0.047 0.735 0.715 0.693 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.794 0.462 0.584 a = climbing down 0.120 0.578 0.920 0.710 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.009 0.945 0.941 0.943 d = lying 0.031 0.727 0.547 0.624 e = standing 0.068 0.605 0.771 0.678 f = sitting 0.005 0.970 0.928 0.949 g = running 0.029 0.797 0.645 0.713 h = walking ------------------------------------------------------- 0.039 0.784 0.759 0.756 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.818 0.470 0.597 a = climbing down 0.124 0.573 0.925 0.708 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.009 0.946 0.941 0.944 d = lying 0.032 0.723 0.549 0.625 e = standing 0.068 0.605 0.769 0.677 f = sitting 0.005 0.971 0.938 0.954 g = running 0.028 0.794 0.618 0.695 h = walking ------------------------------------------------------- 0.039 0.786 0.759 0.756 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.842 0.476 0.608 a = climbing down 0.121 0.580 0.934 0.716 b = climbing up 0.000 1.000 0.875 0.933 c = jumping 0.009 0.947 0.947 0.947 d = lying 0.031 0.729 0.549 0.627 e = standing 0.068 0.605 0.769 0.677 f = sitting 0.006 0.968 0.950 0.959 g = running 0.023 0.832 0.646 0.728 h = walking ------------------------------------------------------- 0.038 0.796 0.767 0.764 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.838 0.485 0.614 a = climbing down 0.118 0.588 0.939 0.723 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.007 0.957 0.947 0.952 d = lying 0.031 0.729 0.549 0.627 e = standing 0.068 0.609 0.782 0.685 f = sitting 0.005 0.973 0.950 0.961 g = running 0.021 0.849 0.664 0.745 h = walking ------------------------------------------------------- 0.037 0.802 0.774 0.771 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.869 0.496 0.631 a = climbing down 0.110 0.605 0.942 0.737 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.007 0.957 0.947 0.952 d = lying 0.032 0.723 0.549 0.625 e = standing 0.068 0.607 0.776 0.681 f = sitting 0.005 0.971 0.958 0.965 g = running 0.020 0.858 0.704 0.773 h = walking ------------------------------------------------------- 0.035 0.809 0.782 0.779 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.867 0.500 0.634 a = climbing down 0.104 0.618 0.937 0.745 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.007 0.957 0.947 0.952 d = lying 0.031 0.725 0.549 0.625 e = standing 0.068 0.608 0.778 0.682 f = sitting 0.005 0.973 0.960 0.966 g = running 0.022 0.856 0.732 0.789 h = walking ------------------------------------------------------- 0.034 0.811 0.786 0.784 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.864 0.520 0.650 a = climbing down 0.125 0.555 0.867 0.677 b = climbing up 0.001 0.958 0.863 0.908 c = jumping 0.023 0.860 0.843 0.851 d = lying 0.030 0.789 0.755 0.772 e = standing 0.037 0.744 0.798 0.770 f = sitting 0.004 0.976 0.952 0.964 g = running 0.054 0.615 0.491 0.546 h = walking ------------------------------------------------------- 0.041 0.775 0.755 0.754 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.875 0.525 0.656 a = climbing down 0.118 0.571 0.874 0.691 b = climbing up 0.001 0.958 0.863 0.908 c = jumping 0.023 0.861 0.852 0.857 d = lying 0.029 0.797 0.755 0.776 e = standing 0.037 0.744 0.798 0.770 f = sitting 0.004 0.976 0.957 0.966 g = running 0.053 0.633 0.523 0.573 h = walking ------------------------------------------------------- 0.039 0.783 0.764 0.762 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.872 0.527 0.657 a = climbing down 0.111 0.588 0.881 0.705 b = climbing up 0.001 0.957 0.838 0.893 c = jumping 0.023 0.862 0.854 0.858 d = lying 0.029 0.799 0.755 0.776 e = standing 0.037 0.744 0.798 0.770 f = sitting 0.005 0.973 0.957 0.965 g = running 0.050 0.662 0.567 0.610 h = walking ------------------------------------------------------- 0.038 0.789 0.771 0.770 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.876 0.546 0.673 a = climbing down 0.087 0.645 0.875 0.743 b = climbing up 0.001 0.958 0.850 0.901 c = jumping 0.023 0.862 0.857 0.860 d = lying 0.028 0.803 0.749 0.775 e = standing 0.038 0.740 0.800 0.769 f = sitting 0.005 0.973 0.960 0.966 g = running 0.051 0.702 0.687 0.695 h = walking ------------------------------------------------------- 0.034 0.805 0.792 0.790 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.887 0.559 0.686 a = climbing down 0.076 0.674 0.874 0.761 b = climbing up 0.001 0.958 0.850 0.901 c = jumping 0.022 0.871 0.865 0.868 d = lying 0.027 0.810 0.755 0.781 e = standing 0.037 0.747 0.809 0.777 f = sitting 0.005 0.973 0.968 0.971 g = running 0.050 0.720 0.739 0.729 h = walking ------------------------------------------------------- 0.032 0.816 0.805 0.804 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.880 0.570 0.692 a = climbing down 0.068 0.696 0.865 0.772 b = climbing up 0.001 0.958 0.863 0.908 c = jumping 0.021 0.873 0.865 0.869 d = lying 0.027 0.810 0.755 0.781 e = standing 0.037 0.747 0.811 0.778 f = sitting 0.005 0.975 0.968 0.972 g = running 0.050 0.731 0.781 0.755 h = walking ------------------------------------------------------- 0.031 0.821 0.812 0.810 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.877 0.584 0.701 a = climbing down 0.059 0.687 0.852 0.761 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.004 0.979 0.945 0.962 d = lying 0.030 0.827 0.936 0.878 e = standing 0.016 0.896 0.821 0.857 f = sitting 0.000 0.998 0.995 0.997 g = running 0.035 0.815 0.853 0.834 h = walking ------------------------------------------------------- 0.021 0.875 0.867 0.866 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.868 0.584 0.699 a = climbing down 0.059 0.687 0.856 0.762 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.004 0.979 0.945 0.962 d = lying 0.030 0.824 0.936 0.876 e = standing 0.016 0.895 0.818 0.855 f = sitting 0.000 0.998 0.995 0.997 g = running 0.034 0.820 0.850 0.834 h = walking ------------------------------------------------------- 0.021 0.875 0.867 0.866 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.868 0.582 0.697 a = climbing down 0.058 0.691 0.862 0.767 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.004 0.979 0.945 0.962 d = lying 0.030 0.824 0.936 0.876 e = standing 0.016 0.895 0.818 0.855 f = sitting 0.000 0.998 0.995 0.997 g = running 0.034 0.820 0.850 0.834 h = walking ------------------------------------------------------- 0.021 0.875 0.867 0.866 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.858 0.589 0.698 a = climbing down 0.059 0.688 0.858 0.764 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.004 0.979 0.945 0.962 d = lying 0.030 0.824 0.936 0.876 e = standing 0.016 0.895 0.818 0.855 f = sitting 0.000 0.998 0.995 0.997 g = running 0.033 0.821 0.843 0.832 h = walking ------------------------------------------------------- 0.021 0.874 0.867 0.865 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.867 0.593 0.704 a = climbing down 0.054 0.703 0.849 0.769 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.004 0.979 0.945 0.962 d = lying 0.030 0.824 0.946 0.881 e = standing 0.015 0.904 0.816 0.858 f = sitting 0.000 0.998 0.995 0.997 g = running 0.036 0.812 0.861 0.836 h = walking ------------------------------------------------------- 0.021 0.877 0.870 0.868 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.869 0.591 0.704 a = climbing down 0.051 0.715 0.843 0.774 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.004 0.979 0.945 0.962 d = lying 0.028 0.835 0.946 0.887 e = standing 0.014 0.907 0.832 0.868 f = sitting 0.000 0.998 0.995 0.997 g = running 0.038 0.807 0.879 0.842 h = walking ------------------------------------------------------- 0.020 0.880 0.874 0.872 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.846 0.931 0.886 a = climbing down 0.018 0.853 0.690 0.763 b = climbing up 0.001 0.936 0.530 0.677 c = jumping 0.001 0.993 0.993 0.993 d = lying 0.032 0.822 0.996 0.901 e = standing 0.001 0.993 0.802 0.888 f = sitting 0.014 0.928 0.993 0.959 g = running 0.032 0.835 0.900 0.867 h = walking ------------------------------------------------------- 0.016 0.900 0.895 0.892 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.851 0.931 0.889 a = climbing down 0.016 0.866 0.694 0.771 b = climbing up 0.001 0.939 0.554 0.697 c = jumping 0.001 0.993 0.993 0.993 d = lying 0.033 0.818 0.996 0.898 e = standing 0.001 0.996 0.799 0.886 f = sitting 0.013 0.931 0.993 0.961 g = running 0.034 0.831 0.905 0.866 h = walking ------------------------------------------------------- 0.016 0.902 0.897 0.894 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.849 0.931 0.888 a = climbing down 0.016 0.866 0.692 0.769 b = climbing up 0.001 0.939 0.554 0.697 c = jumping 0.001 0.993 0.993 0.993 d = lying 0.033 0.820 0.992 0.898 e = standing 0.001 0.991 0.802 0.887 f = sitting 0.013 0.931 0.993 0.961 g = running 0.033 0.832 0.907 0.868 h = walking ------------------------------------------------------- 0.016 0.902 0.897 0.894 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.846 0.931 0.886 a = climbing down 0.017 0.861 0.688 0.765 b = climbing up 0.001 0.939 0.554 0.697 c = jumping 0.001 0.993 0.993 0.993 d = lying 0.033 0.820 0.992 0.898 e = standing 0.001 0.991 0.802 0.887 f = sitting 0.013 0.931 0.993 0.961 g = running 0.034 0.830 0.902 0.865 h = walking ------------------------------------------------------- 0.017 0.900 0.895 0.892 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.848 0.933 0.888 a = climbing down 0.016 0.866 0.708 0.779 b = climbing up 0.001 0.939 0.554 0.697 c = jumping 0.001 0.993 0.993 0.993 d = lying 0.033 0.820 0.992 0.898 e = standing 0.001 0.991 0.802 0.887 f = sitting 0.013 0.931 0.993 0.961 g = running 0.030 0.843 0.904 0.872 h = walking ------------------------------------------------------- 0.016 0.903 0.898 0.896 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.858 0.933 0.894 a = climbing down 0.016 0.872 0.729 0.794 b = climbing up 0.001 0.939 0.554 0.697 c = jumping 0.001 0.993 0.993 0.993 d = lying 0.033 0.820 0.992 0.898 e = standing 0.001 0.991 0.802 0.887 f = sitting 0.013 0.931 0.993 0.961 g = running 0.029 0.850 0.905 0.877 h = walking ------------------------------------------------------- 0.016 0.906 0.901 0.899 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.748 0.709 0.728 a = climbing down 0.053 0.706 0.756 0.730 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.003 0.985 0.960 0.972 d = lying 0.035 0.764 0.943 0.844 e = standing 0.013 0.913 0.786 0.845 f = sitting 0.003 0.982 0.993 0.988 g = running 0.041 0.739 0.704 0.721 h = walking ------------------------------------------------------- 0.024 0.849 0.845 0.845 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.746 0.714 0.729 a = climbing down 0.051 0.712 0.753 0.732 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.985 0.957 0.971 d = lying 0.036 0.760 0.943 0.842 e = standing 0.014 0.909 0.781 0.840 f = sitting 0.004 0.981 0.993 0.987 g = running 0.042 0.736 0.706 0.721 h = walking ------------------------------------------------------- 0.024 0.848 0.844 0.844 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.752 0.726 0.739 a = climbing down 0.051 0.717 0.762 0.738 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.985 0.957 0.971 d = lying 0.033 0.778 0.943 0.853 e = standing 0.014 0.911 0.802 0.853 f = sitting 0.003 0.984 0.993 0.989 g = running 0.041 0.741 0.706 0.723 h = walking ------------------------------------------------------- 0.023 0.853 0.850 0.850 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.027 0.762 0.718 0.740 a = climbing down 0.053 0.711 0.769 0.739 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.985 0.955 0.970 d = lying 0.033 0.775 0.943 0.851 e = standing 0.014 0.911 0.800 0.852 f = sitting 0.003 0.984 0.993 0.989 g = running 0.040 0.743 0.706 0.724 h = walking ------------------------------------------------------- 0.023 0.853 0.849 0.850 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.777 0.733 0.754 a = climbing down 0.050 0.723 0.780 0.750 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.003 0.985 0.955 0.970 d = lying 0.035 0.769 0.945 0.848 e = standing 0.014 0.910 0.792 0.847 f = sitting 0.003 0.984 0.993 0.989 g = running 0.040 0.743 0.706 0.724 h = walking ------------------------------------------------------- 0.023 0.855 0.852 0.852 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.769 0.733 0.751 a = climbing down 0.050 0.726 0.778 0.751 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.003 0.985 0.955 0.970 d = lying 0.035 0.771 0.952 0.852 e = standing 0.013 0.918 0.793 0.851 f = sitting 0.003 0.984 0.993 0.989 g = running 0.041 0.741 0.704 0.722 h = walking ------------------------------------------------------- 0.022 0.856 0.852 0.852 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.790 0.896 0.840 a = climbing down 0.074 0.620 0.719 0.666 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.914 0.952 d = lying 0.056 0.684 0.993 0.810 e = standing 0.010 0.925 0.707 0.801 f = sitting 0.007 0.963 1.000 0.981 g = running 0.040 0.649 0.451 0.532 h = walking ------------------------------------------------------- 0.029 0.820 0.810 0.806 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.789 0.894 0.838 a = climbing down 0.073 0.622 0.719 0.667 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.915 0.953 d = lying 0.054 0.692 0.995 0.816 e = standing 0.010 0.930 0.719 0.811 f = sitting 0.007 0.965 1.000 0.982 g = running 0.041 0.648 0.457 0.536 h = walking ------------------------------------------------------- 0.028 0.822 0.813 0.809 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.775 0.889 0.828 a = climbing down 0.073 0.626 0.724 0.672 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.920 0.956 d = lying 0.054 0.694 0.995 0.818 e = standing 0.009 0.938 0.724 0.817 f = sitting 0.006 0.968 1.000 0.984 g = running 0.040 0.654 0.455 0.537 h = walking ------------------------------------------------------- 0.028 0.824 0.815 0.811 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.782 0.896 0.835 a = climbing down 0.073 0.627 0.728 0.674 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.920 0.956 d = lying 0.054 0.692 0.995 0.816 e = standing 0.009 0.936 0.719 0.813 f = sitting 0.006 0.968 1.000 0.984 g = running 0.039 0.655 0.453 0.536 h = walking ------------------------------------------------------- 0.028 0.825 0.815 0.811 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.784 0.901 0.839 a = climbing down 0.073 0.628 0.726 0.673 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.920 0.956 d = lying 0.052 0.699 0.995 0.821 e = standing 0.009 0.939 0.731 0.822 f = sitting 0.006 0.968 1.000 0.984 g = running 0.040 0.653 0.453 0.535 h = walking ------------------------------------------------------- 0.027 0.826 0.817 0.813 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.029 0.788 0.906 0.843 a = climbing down 0.072 0.632 0.730 0.677 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.995 0.920 0.956 d = lying 0.049 0.713 0.995 0.831 e = standing 0.009 0.941 0.751 0.835 f = sitting 0.006 0.968 1.000 0.984 g = running 0.039 0.662 0.461 0.543 h = walking ------------------------------------------------------- 0.027 0.830 0.822 0.818 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.179 0.153 0.475 0.232 a = climbing down 0.005 0.830 0.169 0.281 b = climbing up 0.001 0.956 0.967 0.961 c = jumping 0.000 1.000 0.924 0.960 d = lying 0.026 0.868 0.946 0.905 e = standing 0.023 0.867 0.859 0.863 f = sitting 0.068 0.720 0.993 0.835 g = running 0.011 0.893 0.436 0.586 h = walking ------------------------------------------------------- 0.031 0.823 0.719 0.720 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.169 0.161 0.475 0.241 a = climbing down 0.005 0.832 0.171 0.284 b = climbing up 0.001 0.978 0.967 0.972 c = jumping 0.000 1.000 0.924 0.960 d = lying 0.026 0.866 0.946 0.904 e = standing 0.023 0.866 0.857 0.862 f = sitting 0.068 0.720 0.996 0.836 g = running 0.010 0.909 0.493 0.639 h = walking ------------------------------------------------------- 0.031 0.827 0.729 0.730 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.146 0.182 0.475 0.263 a = climbing down 0.005 0.842 0.173 0.288 b = climbing up 0.000 0.989 0.967 0.978 c = jumping 0.000 1.000 0.924 0.960 d = lying 0.026 0.865 0.946 0.904 e = standing 0.023 0.866 0.855 0.861 f = sitting 0.069 0.718 0.996 0.834 g = running 0.011 0.924 0.616 0.739 h = walking ------------------------------------------------------- 0.029 0.832 0.750 0.749 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.121 0.208 0.467 0.288 a = climbing down 0.005 0.842 0.173 0.288 b = climbing up 0.000 0.989 0.967 0.978 c = jumping 0.000 1.000 0.924 0.960 d = lying 0.027 0.862 0.944 0.901 e = standing 0.023 0.864 0.852 0.858 f = sitting 0.069 0.716 0.996 0.833 g = running 0.011 0.935 0.748 0.831 h = walking ------------------------------------------------------- 0.028 0.834 0.772 0.766 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.098 0.248 0.475 0.326 a = climbing down 0.005 0.846 0.180 0.296 b = climbing up 0.001 0.956 0.967 0.961 c = jumping 0.000 1.000 0.924 0.960 d = lying 0.027 0.862 0.944 0.901 e = standing 0.023 0.864 0.852 0.858 f = sitting 0.068 0.719 0.993 0.834 g = running 0.011 0.943 0.869 0.905 h = walking ------------------------------------------------------- 0.026 0.838 0.793 0.781 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.091 0.269 0.488 0.347 a = climbing down 0.005 0.846 0.180 0.296 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.000 1.000 0.932 0.965 d = lying 0.029 0.856 0.950 0.900 e = standing 0.019 0.885 0.852 0.868 f = sitting 0.068 0.719 0.996 0.835 g = running 0.011 0.947 0.909 0.928 h = walking ------------------------------------------------------- 0.026 0.844 0.804 0.789 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.137 0.145 0.342 0.203 a = climbing down 0.001 0.986 0.429 0.598 b = climbing up 0.002 0.935 0.989 0.961 c = jumping 0.000 1.000 0.979 0.989 d = lying 0.023 0.886 0.996 0.938 e = standing 0.005 0.970 0.869 0.917 f = sitting 0.071 0.712 1.000 0.831 g = running 0.011 0.908 0.514 0.656 h = walking ------------------------------------------------------- 0.025 0.862 0.777 0.789 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.119 0.160 0.333 0.217 a = climbing down 0.001 0.986 0.434 0.602 b = climbing up 0.002 0.935 0.989 0.961 c = jumping 0.000 1.000 0.977 0.988 d = lying 0.023 0.887 0.996 0.939 e = standing 0.005 0.968 0.871 0.917 f = sitting 0.071 0.710 1.000 0.830 g = running 0.011 0.921 0.611 0.735 h = walking ------------------------------------------------------- 0.024 0.865 0.793 0.803 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.107 0.175 0.333 0.230 a = climbing down 0.001 0.986 0.436 0.604 b = climbing up 0.002 0.916 0.989 0.951 c = jumping 0.000 1.000 0.979 0.989 d = lying 0.022 0.892 0.996 0.941 e = standing 0.005 0.970 0.876 0.921 f = sitting 0.072 0.708 1.000 0.829 g = running 0.010 0.932 0.672 0.781 h = walking ------------------------------------------------------- 0.023 0.868 0.805 0.813 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.100 0.179 0.321 0.230 a = climbing down 0.001 0.986 0.436 0.604 b = climbing up 0.002 0.926 0.989 0.956 c = jumping 0.000 1.000 0.979 0.989 d = lying 0.021 0.893 0.996 0.942 e = standing 0.005 0.970 0.878 0.922 f = sitting 0.073 0.704 1.000 0.827 g = running 0.010 0.939 0.711 0.809 h = walking ------------------------------------------------------- 0.023 0.869 0.811 0.818 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.085 0.204 0.321 0.249 a = climbing down 0.001 0.986 0.425 0.594 b = climbing up 0.002 0.916 0.989 0.951 c = jumping 0.000 1.000 0.979 0.989 d = lying 0.021 0.894 0.996 0.943 e = standing 0.005 0.970 0.880 0.923 f = sitting 0.073 0.705 1.000 0.827 g = running 0.010 0.944 0.797 0.864 h = walking ------------------------------------------------------- 0.022 0.872 0.825 0.827 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.080 0.213 0.321 0.256 a = climbing down 0.001 0.986 0.423 0.592 b = climbing up 0.002 0.916 0.989 0.951 c = jumping 0.000 1.000 0.979 0.989 d = lying 0.021 0.894 0.996 0.943 e = standing 0.005 0.970 0.880 0.923 f = sitting 0.073 0.705 1.000 0.827 g = running 0.010 0.945 0.825 0.881 h = walking ------------------------------------------------------- 0.022 0.873 0.830 0.831 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.052 0.441 0.355 0.393 a = climbing down 0.198 0.233 0.383 0.290 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.165 0.313 0.420 0.358 d = lying 0.056 0.606 0.513 0.555 e = standing 0.112 0.095 0.074 0.084 f = sitting 0.001 0.990 0.800 0.885 g = running 0.091 0.404 0.358 0.379 h = walking ------------------------------------------------------- 0.094 0.444 0.418 0.424 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.059 0.453 0.421 0.436 a = climbing down 0.195 0.242 0.396 0.300 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.152 0.321 0.400 0.356 d = lying 0.046 0.689 0.606 0.645 e = standing 0.125 0.079 0.067 0.072 f = sitting 0.001 0.996 0.800 0.887 g = running 0.079 0.433 0.349 0.386 h = walking ------------------------------------------------------- 0.091 0.462 0.435 0.442 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.060 0.455 0.429 0.441 a = climbing down 0.204 0.248 0.429 0.315 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.146 0.301 0.352 0.325 d = lying 0.040 0.736 0.652 0.692 e = standing 0.139 0.062 0.058 0.060 f = sitting 0.001 0.996 0.800 0.887 g = running 0.072 0.416 0.298 0.347 h = walking ------------------------------------------------------- 0.091 0.463 0.431 0.440 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.058 0.470 0.443 0.456 a = climbing down 0.208 0.263 0.475 0.339 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.127 0.250 0.236 0.243 d = lying 0.043 0.742 0.733 0.738 e = standing 0.169 0.010 0.011 0.011 f = sitting 0.001 0.996 0.800 0.887 g = running 0.062 0.440 0.285 0.346 h = walking ------------------------------------------------------- 0.092 0.456 0.424 0.431 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.057 0.479 0.452 0.465 a = climbing down 0.211 0.290 0.549 0.379 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.128 0.230 0.213 0.221 d = lying 0.044 0.747 0.762 0.755 e = standing 0.167 0.009 0.009 0.009 f = sitting 0.001 0.996 0.800 0.887 g = running 0.052 0.464 0.261 0.334 h = walking ------------------------------------------------------- 0.091 0.461 0.432 0.435 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.056 0.485 0.448 0.465 a = climbing down 0.208 0.279 0.514 0.362 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.128 0.237 0.221 0.229 d = lying 0.043 0.752 0.778 0.765 e = standing 0.163 0.011 0.011 0.011 f = sitting 0.001 0.996 0.800 0.887 g = running 0.058 0.463 0.290 0.357 h = walking ------------------------------------------------------- 0.091 0.462 0.435 0.439 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.800 0.839 0.819 a = climbing down 0.154 0.344 0.516 0.412 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.113 0.261 0.221 0.239 d = lying 0.029 0.820 0.769 0.794 e = standing 0.149 0.239 0.295 0.264 f = sitting 0.016 0.907 0.836 0.870 g = running 0.070 0.431 0.308 0.360 h = walking ------------------------------------------------------- 0.078 0.530 0.522 0.521 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.790 0.817 0.803 a = climbing down 0.164 0.348 0.556 0.428 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.092 0.359 0.287 0.319 d = lying 0.038 0.794 0.869 0.830 e = standing 0.126 0.293 0.329 0.310 f = sitting 0.015 0.917 0.887 0.901 g = running 0.062 0.381 0.222 0.281 h = walking ------------------------------------------------------- 0.073 0.542 0.550 0.539 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.761 0.829 0.794 a = climbing down 0.169 0.347 0.575 0.433 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.084 0.359 0.261 0.302 d = lying 0.050 0.750 0.878 0.809 e = standing 0.126 0.293 0.329 0.310 f = sitting 0.015 0.922 0.899 0.911 g = running 0.055 0.345 0.168 0.226 h = walking ------------------------------------------------------- 0.074 0.528 0.545 0.526 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.758 0.800 0.778 a = climbing down 0.171 0.365 0.628 0.462 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.089 0.270 0.184 0.219 d = lying 0.062 0.712 0.914 0.801 e = standing 0.140 0.165 0.175 0.170 f = sitting 0.013 0.929 0.910 0.919 g = running 0.047 0.398 0.178 0.246 h = walking ------------------------------------------------------- 0.077 0.503 0.525 0.500 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.750 0.781 0.765 a = climbing down 0.178 0.362 0.645 0.463 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.100 0.213 0.151 0.177 d = lying 0.054 0.739 0.910 0.816 e = standing 0.147 0.145 0.156 0.150 f = sitting 0.012 0.935 0.912 0.923 g = running 0.043 0.378 0.153 0.217 h = walking ------------------------------------------------------- 0.079 0.492 0.513 0.488 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.749 0.829 0.787 a = climbing down 0.185 0.357 0.657 0.463 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.095 0.157 0.098 0.121 d = lying 0.059 0.727 0.921 0.812 e = standing 0.157 0.127 0.144 0.135 f = sitting 0.011 0.939 0.913 0.926 g = running 0.039 0.264 0.081 0.124 h = walking ------------------------------------------------------- 0.081 0.462 0.502 0.466 Weighted Avg. >> forearmthigh >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.859 0.336 0.483 a = climbing down 0.070 0.642 0.776 0.703 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.060 0.436 0.372 0.402 e = standing 0.258 0.291 0.657 0.403 f = sitting 0.006 0.965 0.998 0.982 g = running 0.079 0.668 0.860 0.752 h = walking ------------------------------------------------------- 0.067 0.556 0.585 0.543 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.858 0.347 0.494 a = climbing down 0.067 0.648 0.759 0.699 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.060 0.443 0.384 0.411 e = standing 0.256 0.295 0.662 0.408 f = sitting 0.006 0.969 0.998 0.983 g = running 0.080 0.668 0.876 0.758 h = walking ------------------------------------------------------- 0.066 0.558 0.588 0.547 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.861 0.370 0.518 a = climbing down 0.059 0.668 0.733 0.699 b = climbing up 0.000 1.000 0.812 0.897 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.062 0.469 0.438 0.453 e = standing 0.247 0.301 0.660 0.414 f = sitting 0.006 0.967 0.998 0.982 g = running 0.087 0.653 0.885 0.751 h = walking ------------------------------------------------------- 0.065 0.563 0.595 0.554 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.856 0.394 0.539 a = climbing down 0.059 0.677 0.764 0.718 b = climbing up 0.000 1.000 0.812 0.897 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.064 0.464 0.442 0.453 e = standing 0.246 0.299 0.653 0.411 f = sitting 0.006 0.967 0.998 0.982 g = running 0.079 0.673 0.876 0.761 h = walking ------------------------------------------------------- 0.064 0.566 0.600 0.561 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.860 0.406 0.552 a = climbing down 0.059 0.679 0.766 0.720 b = climbing up 0.000 1.000 0.812 0.897 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.063 0.481 0.466 0.473 e = standing 0.242 0.306 0.662 0.418 f = sitting 0.006 0.967 0.998 0.982 g = running 0.077 0.678 0.876 0.764 h = walking ------------------------------------------------------- 0.063 0.570 0.606 0.566 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.865 0.423 0.569 a = climbing down 0.057 0.684 0.766 0.723 b = climbing up 0.000 1.000 0.812 0.897 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.063 0.482 0.468 0.475 e = standing 0.242 0.306 0.662 0.418 f = sitting 0.006 0.967 0.998 0.982 g = running 0.077 0.675 0.870 0.760 h = walking ------------------------------------------------------- 0.063 0.571 0.608 0.568 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.960 0.571 0.716 a = climbing down 0.046 0.746 0.826 0.784 b = climbing up 0.000 1.000 0.487 0.655 c = jumping 0.006 0.000 0.000 0.000 d = lying 0.036 0.641 0.521 0.575 e = standing 0.246 0.325 0.736 0.451 f = sitting 0.012 0.937 0.995 0.965 g = running 0.061 0.731 0.897 0.805 h = walking ------------------------------------------------------- 0.057 0.615 0.647 0.610 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.958 0.588 0.728 a = climbing down 0.043 0.756 0.822 0.787 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.006 0.000 0.000 0.000 d = lying 0.035 0.635 0.483 0.549 e = standing 0.252 0.323 0.745 0.451 f = sitting 0.013 0.933 0.993 0.962 g = running 0.061 0.730 0.899 0.806 h = walking ------------------------------------------------------- 0.058 0.614 0.645 0.608 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.962 0.603 0.741 a = climbing down 0.039 0.775 0.826 0.800 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.004 0.000 0.000 0.000 d = lying 0.036 0.618 0.465 0.530 e = standing 0.254 0.321 0.745 0.449 f = sitting 0.013 0.933 0.995 0.963 g = running 0.060 0.738 0.916 0.818 h = walking ------------------------------------------------------- 0.057 0.617 0.648 0.610 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.960 0.613 0.748 a = climbing down 0.038 0.780 0.828 0.803 b = climbing up 0.000 1.000 0.408 0.579 c = jumping 0.005 0.000 0.000 0.000 d = lying 0.036 0.613 0.460 0.526 e = standing 0.255 0.319 0.742 0.446 f = sitting 0.014 0.928 0.995 0.960 g = running 0.059 0.738 0.911 0.816 h = walking ------------------------------------------------------- 0.057 0.616 0.647 0.610 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.960 0.613 0.748 a = climbing down 0.039 0.776 0.826 0.800 b = climbing up 0.000 1.000 0.408 0.579 c = jumping 0.004 0.000 0.000 0.000 d = lying 0.036 0.633 0.493 0.554 e = standing 0.250 0.326 0.751 0.454 f = sitting 0.014 0.928 0.995 0.960 g = running 0.060 0.737 0.908 0.813 h = walking ------------------------------------------------------- 0.057 0.618 0.651 0.613 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.958 0.628 0.759 a = climbing down 0.029 0.819 0.811 0.815 b = climbing up 0.000 1.000 0.395 0.566 c = jumping 0.004 0.000 0.000 0.000 d = lying 0.036 0.633 0.493 0.554 e = standing 0.250 0.326 0.751 0.454 f = sitting 0.014 0.927 0.995 0.960 g = running 0.063 0.733 0.941 0.824 h = walking ------------------------------------------------------- 0.056 0.623 0.656 0.618 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.911 0.570 0.701 a = climbing down 0.019 0.221 0.179 0.198 b = climbing up 0.000 1.000 0.936 0.967 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.024 0.902 0.983 0.941 e = standing 0.229 0.434 0.881 0.581 f = sitting 0.015 0.877 1.000 0.935 g = running 0.072 0.724 0.908 0.805 h = walking ------------------------------------------------------- 0.058 0.605 0.689 0.626 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.900 0.567 0.696 a = climbing down 0.020 0.218 0.179 0.197 b = climbing up 0.000 1.000 0.962 0.980 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.024 0.902 0.983 0.941 e = standing 0.229 0.434 0.881 0.581 f = sitting 0.014 0.885 1.000 0.939 g = running 0.072 0.725 0.906 0.805 h = walking ------------------------------------------------------- 0.058 0.604 0.689 0.626 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.921 0.567 0.702 a = climbing down 0.019 0.221 0.179 0.198 b = climbing up 0.000 1.000 0.936 0.967 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.024 0.902 0.983 0.941 e = standing 0.229 0.434 0.881 0.581 f = sitting 0.011 0.910 1.000 0.953 g = running 0.074 0.724 0.929 0.814 h = walking ------------------------------------------------------- 0.058 0.609 0.693 0.630 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.917 0.563 0.697 a = climbing down 0.019 0.227 0.179 0.200 b = climbing up 0.000 1.000 0.962 0.980 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.024 0.902 0.983 0.941 e = standing 0.229 0.434 0.881 0.581 f = sitting 0.010 0.913 1.000 0.955 g = running 0.075 0.722 0.929 0.812 h = walking ------------------------------------------------------- 0.058 0.609 0.693 0.629 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.917 0.567 0.701 a = climbing down 0.018 0.230 0.179 0.201 b = climbing up 0.000 1.000 0.962 0.980 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.024 0.902 0.983 0.941 e = standing 0.229 0.434 0.881 0.581 f = sitting 0.010 0.916 1.000 0.956 g = running 0.075 0.722 0.929 0.812 h = walking ------------------------------------------------------- 0.058 0.609 0.693 0.630 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.914 0.570 0.702 a = climbing down 0.018 0.233 0.179 0.202 b = climbing up 0.000 1.000 0.962 0.980 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.026 0.896 0.988 0.940 e = standing 0.228 0.432 0.872 0.578 f = sitting 0.009 0.921 1.000 0.959 g = running 0.075 0.722 0.931 0.813 h = walking ------------------------------------------------------- 0.058 0.608 0.693 0.630 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.849 0.580 0.689 a = climbing down 0.016 0.438 0.429 0.433 b = climbing up 0.000 1.000 0.227 0.370 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 0.039 0.736 1.000 0.848 g = running 0.062 0.741 0.853 0.793 h = walking ------------------------------------------------------- 0.055 0.611 0.694 0.626 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.852 0.580 0.690 a = climbing down 0.016 0.424 0.396 0.409 b = climbing up 0.000 0.955 0.280 0.433 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 0.037 0.749 1.000 0.856 g = running 0.065 0.734 0.855 0.790 h = walking ------------------------------------------------------- 0.055 0.610 0.695 0.627 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.851 0.589 0.696 a = climbing down 0.016 0.430 0.407 0.418 b = climbing up 0.000 0.976 0.533 0.690 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 0.798 1.000 0.888 g = running 0.063 0.743 0.865 0.799 h = walking ------------------------------------------------------- 0.054 0.617 0.705 0.639 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.854 0.592 0.699 a = climbing down 0.016 0.429 0.396 0.411 b = climbing up 0.000 0.979 0.627 0.764 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 0.025 0.815 1.000 0.898 g = running 0.064 0.739 0.865 0.797 h = walking ------------------------------------------------------- 0.054 0.619 0.707 0.641 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.835 0.594 0.694 a = climbing down 0.015 0.408 0.341 0.371 b = climbing up 0.000 0.982 0.747 0.848 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 0.020 0.846 1.000 0.917 g = running 0.064 0.743 0.876 0.804 h = walking ------------------------------------------------------- 0.054 0.619 0.710 0.644 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.840 0.606 0.704 a = climbing down 0.014 0.421 0.352 0.383 b = climbing up 0.000 0.983 0.773 0.866 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 0.019 0.851 1.000 0.919 g = running 0.062 0.747 0.876 0.807 h = walking ------------------------------------------------------- 0.053 0.622 0.713 0.647 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.740 0.797 0.767 a = climbing down 0.040 0.719 0.660 0.688 b = climbing up 0.001 0.947 1.000 0.973 c = jumping 0.115 0.007 0.005 0.006 d = lying 0.001 0.994 0.886 0.937 e = standing 0.184 0.203 0.291 0.239 f = sitting 0.001 0.993 0.969 0.981 g = running 0.043 0.780 0.812 0.796 h = walking ------------------------------------------------------- 0.058 0.644 0.641 0.640 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.768 0.790 0.779 a = climbing down 0.041 0.727 0.702 0.714 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.113 0.007 0.005 0.006 d = lying 0.001 0.994 0.886 0.937 e = standing 0.184 0.211 0.306 0.250 f = sitting 0.001 0.993 0.973 0.983 g = running 0.040 0.791 0.815 0.803 h = walking ------------------------------------------------------- 0.057 0.651 0.649 0.648 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.804 0.795 0.800 a = climbing down 0.039 0.746 0.726 0.736 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.102 0.008 0.005 0.006 d = lying 0.001 0.990 0.892 0.938 e = standing 0.184 0.245 0.369 0.295 f = sitting 0.001 0.993 0.972 0.982 g = running 0.040 0.795 0.833 0.814 h = walking ------------------------------------------------------- 0.054 0.662 0.665 0.661 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.821 0.800 0.810 a = climbing down 0.032 0.786 0.746 0.765 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.101 0.008 0.005 0.006 d = lying 0.001 0.990 0.892 0.938 e = standing 0.184 0.249 0.376 0.299 f = sitting 0.001 0.993 0.973 0.983 g = running 0.039 0.806 0.869 0.836 h = walking ------------------------------------------------------- 0.053 0.671 0.675 0.671 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.843 0.804 0.823 a = climbing down 0.029 0.803 0.753 0.777 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.096 0.009 0.005 0.006 d = lying 0.001 0.990 0.892 0.938 e = standing 0.184 0.262 0.403 0.318 f = sitting 0.001 0.993 0.973 0.983 g = running 0.040 0.806 0.887 0.845 h = walking ------------------------------------------------------- 0.052 0.678 0.683 0.678 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.860 0.800 0.829 a = climbing down 0.028 0.810 0.770 0.790 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.112 0.007 0.005 0.006 d = lying 0.001 0.990 0.888 0.936 e = standing 0.184 0.213 0.308 0.251 f = sitting 0.001 0.993 0.972 0.982 g = running 0.040 0.808 0.893 0.849 h = walking ------------------------------------------------------- 0.054 0.674 0.672 0.671 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.768 0.939 0.845 a = climbing down 0.040 0.731 0.684 0.707 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.107 0.023 0.015 0.018 d = lying 0.042 0.770 0.920 0.838 e = standing 0.140 0.272 0.324 0.296 f = sitting 0.000 0.999 0.996 0.997 g = running 0.031 0.821 0.754 0.786 h = walking ------------------------------------------------------- 0.054 0.637 0.663 0.648 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.772 0.934 0.845 a = climbing down 0.038 0.729 0.649 0.687 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.110 0.022 0.015 0.018 d = lying 0.013 0.914 0.912 0.913 e = standing 0.172 0.220 0.298 0.253 f = sitting 0.000 0.999 0.997 0.998 g = running 0.036 0.801 0.773 0.787 h = walking ------------------------------------------------------- 0.056 0.647 0.657 0.650 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.028 0.786 0.934 0.854 a = climbing down 0.031 0.762 0.631 0.690 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.119 0.039 0.028 0.032 d = lying 0.001 0.992 0.927 0.958 e = standing 0.175 0.200 0.271 0.230 f = sitting 0.000 0.999 0.997 0.998 g = running 0.041 0.789 0.814 0.801 h = walking ------------------------------------------------------- 0.055 0.661 0.661 0.658 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.808 0.937 0.868 a = climbing down 0.030 0.776 0.653 0.709 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.120 0.038 0.028 0.032 d = lying 0.000 1.000 0.927 0.962 e = standing 0.176 0.195 0.264 0.224 f = sitting 0.000 0.999 0.997 0.998 g = running 0.042 0.783 0.814 0.799 h = walking ------------------------------------------------------- 0.055 0.664 0.663 0.661 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.023 0.817 0.934 0.871 a = climbing down 0.026 0.802 0.679 0.735 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.125 0.049 0.038 0.043 d = lying 0.000 1.000 0.939 0.969 e = standing 0.172 0.180 0.233 0.203 f = sitting 0.000 0.999 0.997 0.998 g = running 0.039 0.800 0.835 0.817 h = walking ------------------------------------------------------- 0.054 0.670 0.668 0.667 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.814 0.937 0.871 a = climbing down 0.024 0.815 0.667 0.733 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.131 0.047 0.038 0.042 d = lying 0.000 1.000 0.938 0.968 e = standing 0.173 0.155 0.195 0.173 f = sitting 0.000 0.999 0.997 0.998 g = running 0.041 0.795 0.846 0.820 h = walking ------------------------------------------------------- 0.055 0.667 0.663 0.663 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.062 0.492 0.407 0.445 a = climbing down 0.091 0.614 0.722 0.664 b = climbing up 0.001 0.925 0.969 0.947 c = jumping 0.019 0.766 0.395 0.522 d = lying 0.031 0.784 0.992 0.876 e = standing 0.083 0.573 0.751 0.650 f = sitting 0.001 0.994 0.938 0.966 g = running 0.026 0.819 0.840 0.829 h = walking ------------------------------------------------------- 0.043 0.735 0.728 0.719 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.057 0.503 0.390 0.440 a = climbing down 0.095 0.613 0.749 0.674 b = climbing up 0.001 0.939 0.969 0.954 c = jumping 0.016 0.815 0.450 0.580 d = lying 0.030 0.787 0.992 0.877 e = standing 0.075 0.604 0.770 0.677 f = sitting 0.001 0.994 0.937 0.965 g = running 0.025 0.830 0.848 0.839 h = walking ------------------------------------------------------- 0.042 0.749 0.741 0.733 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.055 0.499 0.366 0.422 a = climbing down 0.099 0.606 0.755 0.672 b = climbing up 0.001 0.939 0.969 0.954 c = jumping 0.017 0.784 0.388 0.519 d = lying 0.029 0.793 0.992 0.881 e = standing 0.086 0.570 0.767 0.654 f = sitting 0.001 0.994 0.943 0.968 g = running 0.024 0.833 0.853 0.843 h = walking ------------------------------------------------------- 0.043 0.740 0.731 0.721 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.051 0.507 0.356 0.418 a = climbing down 0.093 0.624 0.772 0.690 b = climbing up 0.001 0.939 0.969 0.954 c = jumping 0.018 0.792 0.437 0.563 d = lying 0.028 0.801 0.992 0.886 e = standing 0.079 0.587 0.761 0.663 f = sitting 0.001 0.994 0.970 0.982 g = running 0.024 0.836 0.858 0.847 h = walking ------------------------------------------------------- 0.041 0.749 0.745 0.734 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.048 0.511 0.338 0.407 a = climbing down 0.096 0.622 0.788 0.695 b = climbing up 0.001 0.939 0.969 0.954 c = jumping 0.018 0.805 0.460 0.585 d = lying 0.028 0.803 0.992 0.887 e = standing 0.076 0.599 0.764 0.671 f = sitting 0.001 0.994 0.970 0.982 g = running 0.024 0.834 0.858 0.846 h = walking ------------------------------------------------------- 0.041 0.752 0.749 0.738 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.044 0.509 0.308 0.384 a = climbing down 0.100 0.617 0.805 0.699 b = climbing up 0.001 0.939 0.969 0.954 c = jumping 0.018 0.795 0.432 0.560 d = lying 0.028 0.803 0.992 0.887 e = standing 0.081 0.584 0.762 0.661 f = sitting 0.001 0.994 0.965 0.980 g = running 0.024 0.835 0.872 0.853 h = walking ------------------------------------------------------- 0.041 0.748 0.744 0.731 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.051 0.562 0.439 0.493 a = climbing down 0.113 0.577 0.769 0.659 b = climbing up 0.001 0.948 0.917 0.932 c = jumping 0.023 0.708 0.346 0.464 d = lying 0.046 0.707 0.992 0.826 e = standing 0.083 0.548 0.676 0.605 f = sitting 0.003 0.987 0.840 0.908 g = running 0.019 0.866 0.882 0.874 h = walking ------------------------------------------------------- 0.047 0.724 0.708 0.700 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.051 0.559 0.436 0.490 a = climbing down 0.116 0.574 0.777 0.661 b = climbing up 0.001 0.949 0.933 0.941 c = jumping 0.024 0.690 0.338 0.454 d = lying 0.049 0.698 0.998 0.821 e = standing 0.083 0.535 0.648 0.586 f = sitting 0.002 0.988 0.834 0.904 g = running 0.018 0.878 0.882 0.880 h = walking ------------------------------------------------------- 0.048 0.720 0.704 0.695 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.046 0.578 0.421 0.487 a = climbing down 0.117 0.576 0.789 0.666 b = climbing up 0.001 0.950 0.950 0.950 c = jumping 0.024 0.714 0.369 0.486 d = lying 0.050 0.694 0.998 0.819 e = standing 0.079 0.548 0.645 0.592 f = sitting 0.002 0.990 0.832 0.904 g = running 0.020 0.865 0.897 0.881 h = walking ------------------------------------------------------- 0.047 0.726 0.710 0.701 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.033 0.625 0.373 0.468 a = climbing down 0.124 0.579 0.848 0.688 b = climbing up 0.001 0.950 0.950 0.950 c = jumping 0.023 0.759 0.461 0.574 d = lying 0.049 0.695 0.998 0.819 e = standing 0.064 0.598 0.646 0.621 f = sitting 0.002 0.990 0.835 0.906 g = running 0.020 0.867 0.903 0.884 h = walking ------------------------------------------------------- 0.044 0.746 0.728 0.719 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.645 0.365 0.466 a = climbing down 0.127 0.577 0.862 0.692 b = climbing up 0.000 0.966 0.950 0.958 c = jumping 0.019 0.803 0.481 0.601 d = lying 0.049 0.695 0.998 0.819 e = standing 0.061 0.621 0.676 0.647 f = sitting 0.002 0.991 0.830 0.904 g = running 0.019 0.874 0.915 0.894 h = walking ------------------------------------------------------- 0.043 0.758 0.736 0.727 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.650 0.345 0.451 a = climbing down 0.120 0.591 0.866 0.703 b = climbing up 0.000 0.967 0.967 0.967 c = jumping 0.018 0.817 0.485 0.609 d = lying 0.049 0.696 0.998 0.820 e = standing 0.060 0.627 0.688 0.656 f = sitting 0.002 0.993 0.867 0.926 g = running 0.019 0.875 0.930 0.901 h = walking ------------------------------------------------------- 0.042 0.765 0.746 0.735 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.711 0.551 0.621 a = climbing down 0.090 0.537 0.704 0.609 b = climbing up 0.000 0.973 0.934 0.953 c = jumping 0.088 0.232 0.176 0.200 d = lying 0.018 0.883 0.984 0.931 e = standing 0.121 0.303 0.344 0.323 f = sitting 0.006 0.977 0.963 0.970 g = running 0.045 0.705 0.643 0.672 h = walking ------------------------------------------------------- 0.052 0.654 0.657 0.652 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.749 0.559 0.640 a = climbing down 0.090 0.550 0.736 0.629 b = climbing up 0.000 0.973 0.934 0.953 c = jumping 0.087 0.231 0.173 0.198 d = lying 0.017 0.886 0.986 0.933 e = standing 0.121 0.309 0.354 0.330 f = sitting 0.007 0.976 0.963 0.970 g = running 0.041 0.730 0.661 0.694 h = walking ------------------------------------------------------- 0.051 0.664 0.665 0.660 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.778 0.565 0.655 a = climbing down 0.085 0.559 0.721 0.629 b = climbing up 0.000 0.973 0.934 0.953 c = jumping 0.088 0.210 0.154 0.178 d = lying 0.017 0.889 0.986 0.935 e = standing 0.124 0.303 0.352 0.326 f = sitting 0.007 0.976 0.963 0.970 g = running 0.044 0.724 0.699 0.712 h = walking ------------------------------------------------------- 0.051 0.665 0.667 0.662 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.814 0.561 0.664 a = climbing down 0.082 0.571 0.738 0.644 b = climbing up 0.000 0.973 0.934 0.953 c = jumping 0.088 0.211 0.156 0.180 d = lying 0.017 0.887 0.991 0.936 e = standing 0.122 0.305 0.351 0.326 f = sitting 0.007 0.976 0.963 0.970 g = running 0.043 0.741 0.734 0.737 h = walking ------------------------------------------------------- 0.050 0.673 0.674 0.669 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.821 0.569 0.672 a = climbing down 0.080 0.577 0.734 0.646 b = climbing up 0.000 0.986 0.908 0.945 c = jumping 0.088 0.212 0.158 0.181 d = lying 0.019 0.878 0.991 0.931 e = standing 0.122 0.297 0.338 0.316 f = sitting 0.007 0.976 0.963 0.970 g = running 0.044 0.738 0.745 0.741 h = walking ------------------------------------------------------- 0.050 0.672 0.674 0.668 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.839 0.563 0.674 a = climbing down 0.078 0.580 0.726 0.645 b = climbing up 0.000 0.986 0.908 0.945 c = jumping 0.089 0.214 0.161 0.184 d = lying 0.019 0.877 0.996 0.933 e = standing 0.121 0.294 0.330 0.311 f = sitting 0.006 0.977 0.962 0.969 g = running 0.046 0.735 0.772 0.753 h = walking ------------------------------------------------------- 0.050 0.674 0.676 0.670 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.754 0.633 0.688 a = climbing down 0.058 0.686 0.845 0.757 b = climbing up 0.001 0.867 0.347 0.495 c = jumping 0.138 0.440 0.717 0.545 d = lying 0.008 0.941 0.984 0.962 e = standing 0.045 0.127 0.043 0.064 f = sitting 0.019 0.938 0.990 0.963 g = running 0.039 0.740 0.660 0.697 h = walking ------------------------------------------------------- 0.045 0.684 0.713 0.687 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.816 0.621 0.705 a = climbing down 0.054 0.697 0.842 0.763 b = climbing up 0.001 0.867 0.347 0.495 c = jumping 0.138 0.447 0.738 0.557 d = lying 0.009 0.938 0.984 0.960 e = standing 0.042 0.127 0.040 0.060 f = sitting 0.018 0.940 0.990 0.964 g = running 0.042 0.740 0.722 0.731 h = walking ------------------------------------------------------- 0.044 0.693 0.723 0.696 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.847 0.606 0.707 a = climbing down 0.047 0.725 0.835 0.776 b = climbing up 0.001 0.867 0.347 0.495 c = jumping 0.138 0.441 0.720 0.547 d = lying 0.009 0.936 0.984 0.959 e = standing 0.044 0.120 0.040 0.059 f = sitting 0.017 0.942 0.990 0.965 g = running 0.047 0.737 0.783 0.759 h = walking ------------------------------------------------------- 0.043 0.698 0.727 0.700 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.849 0.604 0.706 a = climbing down 0.047 0.723 0.823 0.770 b = climbing up 0.001 0.867 0.347 0.495 c = jumping 0.138 0.441 0.718 0.546 d = lying 0.009 0.936 0.987 0.961 e = standing 0.044 0.121 0.040 0.060 f = sitting 0.017 0.942 0.990 0.965 g = running 0.049 0.727 0.783 0.754 h = walking ------------------------------------------------------- 0.043 0.696 0.725 0.699 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.863 0.608 0.713 a = climbing down 0.046 0.729 0.832 0.777 b = climbing up 0.001 0.867 0.347 0.495 c = jumping 0.138 0.441 0.720 0.547 d = lying 0.009 0.935 0.989 0.961 e = standing 0.044 0.113 0.036 0.055 f = sitting 0.018 0.941 0.990 0.965 g = running 0.048 0.734 0.791 0.761 h = walking ------------------------------------------------------- 0.043 0.698 0.728 0.701 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.859 0.602 0.708 a = climbing down 0.047 0.726 0.845 0.781 b = climbing up 0.001 0.867 0.347 0.495 c = jumping 0.138 0.477 0.832 0.606 d = lying 0.010 0.933 0.991 0.961 e = standing 0.026 0.173 0.036 0.060 f = sitting 0.018 0.939 0.992 0.965 g = running 0.045 0.747 0.788 0.767 h = walking ------------------------------------------------------- 0.041 0.711 0.744 0.710 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.092 0.526 0.711 0.605 a = climbing down 0.086 0.418 0.421 0.419 b = climbing up 0.001 0.500 1.000 0.667 c = jumping 0.009 0.951 0.892 0.921 d = lying 0.014 0.908 0.973 0.939 e = standing 0.022 0.873 0.879 0.876 f = sitting 0.003 0.986 0.995 0.990 g = running 0.059 0.459 0.305 0.366 h = walking ------------------------------------------------------- 0.038 0.749 0.752 0.746 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.092 0.526 0.715 0.606 a = climbing down 0.089 0.407 0.421 0.414 b = climbing up 0.001 0.500 1.000 0.667 c = jumping 0.008 0.957 0.933 0.945 d = lying 0.014 0.911 0.973 0.941 e = standing 0.015 0.911 0.883 0.897 f = sitting 0.003 0.986 0.995 0.990 g = running 0.057 0.451 0.286 0.350 h = walking ------------------------------------------------------- 0.037 0.753 0.757 0.751 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.089 0.535 0.713 0.611 a = climbing down 0.103 0.379 0.432 0.404 b = climbing up 0.001 0.500 1.000 0.667 c = jumping 0.008 0.960 0.941 0.951 d = lying 0.014 0.909 0.973 0.940 e = standing 0.013 0.922 0.886 0.904 f = sitting 0.003 0.986 0.995 0.990 g = running 0.054 0.418 0.235 0.301 h = walking ------------------------------------------------------- 0.037 0.748 0.753 0.745 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.089 0.535 0.713 0.611 a = climbing down 0.101 0.380 0.425 0.402 b = climbing up 0.001 0.500 1.000 0.667 c = jumping 0.008 0.961 0.953 0.957 d = lying 0.014 0.909 0.973 0.940 e = standing 0.011 0.934 0.886 0.910 f = sitting 0.003 0.986 0.995 0.990 g = running 0.056 0.420 0.244 0.309 h = walking ------------------------------------------------------- 0.037 0.751 0.755 0.748 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.089 0.534 0.715 0.612 a = climbing down 0.102 0.378 0.425 0.400 b = climbing up 0.001 0.500 1.000 0.667 c = jumping 0.008 0.961 0.953 0.957 d = lying 0.014 0.909 0.973 0.940 e = standing 0.011 0.934 0.886 0.910 f = sitting 0.003 0.986 0.995 0.990 g = running 0.055 0.412 0.235 0.299 h = walking ------------------------------------------------------- 0.037 0.749 0.754 0.746 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.088 0.537 0.715 0.613 a = climbing down 0.101 0.380 0.425 0.402 b = climbing up 0.001 0.500 1.000 0.667 c = jumping 0.007 0.962 0.956 0.959 d = lying 0.014 0.909 0.973 0.940 e = standing 0.010 0.938 0.888 0.913 f = sitting 0.003 0.986 0.995 0.990 g = running 0.055 0.425 0.248 0.313 h = walking ------------------------------------------------------- 0.037 0.752 0.757 0.749 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.072 0.629 0.849 0.723 a = climbing down 0.132 0.273 0.338 0.302 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.023 0.880 0.869 0.875 d = lying 0.008 0.947 0.955 0.951 e = standing 0.032 0.818 0.824 0.821 f = sitting 0.001 0.995 0.997 0.996 g = running 0.040 0.482 0.225 0.306 h = walking ------------------------------------------------------- 0.041 0.734 0.734 0.725 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.071 0.632 0.854 0.726 a = climbing down 0.124 0.276 0.323 0.298 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.023 0.884 0.902 0.893 d = lying 0.008 0.947 0.955 0.951 e = standing 0.025 0.849 0.824 0.836 f = sitting 0.001 0.995 0.997 0.996 g = running 0.042 0.516 0.272 0.357 h = walking ------------------------------------------------------- 0.039 0.745 0.744 0.737 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.073 0.626 0.852 0.721 a = climbing down 0.122 0.274 0.315 0.293 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.022 0.890 0.902 0.896 d = lying 0.008 0.947 0.955 0.951 e = standing 0.025 0.850 0.831 0.840 f = sitting 0.001 0.995 0.997 0.996 g = running 0.043 0.518 0.280 0.363 h = walking ------------------------------------------------------- 0.039 0.745 0.745 0.738 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.073 0.625 0.849 0.720 a = climbing down 0.123 0.276 0.321 0.297 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.021 0.894 0.915 0.904 d = lying 0.008 0.947 0.955 0.951 e = standing 0.023 0.863 0.835 0.849 f = sitting 0.001 0.995 0.997 0.996 g = running 0.042 0.513 0.270 0.354 h = walking ------------------------------------------------------- 0.039 0.747 0.747 0.739 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.075 0.618 0.854 0.717 a = climbing down 0.125 0.268 0.313 0.289 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.020 0.901 0.915 0.908 d = lying 0.008 0.947 0.955 0.951 e = standing 0.023 0.865 0.844 0.854 f = sitting 0.001 0.995 0.997 0.996 g = running 0.040 0.523 0.265 0.351 h = walking ------------------------------------------------------- 0.039 0.748 0.747 0.739 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.077 0.615 0.856 0.716 a = climbing down 0.133 0.255 0.311 0.280 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.016 0.918 0.915 0.916 d = lying 0.007 0.949 0.955 0.952 e = standing 0.023 0.868 0.866 0.867 f = sitting 0.001 0.995 0.997 0.996 g = running 0.040 0.462 0.208 0.286 h = walking ------------------------------------------------------- 0.039 0.741 0.742 0.732 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.424 0.061 0.107 a = climbing down 0.240 0.409 0.988 0.578 b = climbing up 0.002 0.886 0.954 0.919 c = jumping 0.035 0.024 0.005 0.008 d = lying 0.006 0.831 0.224 0.353 e = standing 0.273 0.351 0.877 0.502 f = sitting 0.001 0.993 0.980 0.986 g = running 0.008 0.807 0.189 0.307 h = walking ------------------------------------------------------- 0.083 0.554 0.508 0.433 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.639 0.050 0.093 a = climbing down 0.247 0.403 0.992 0.573 b = climbing up 0.000 0.969 0.954 0.961 c = jumping 0.035 0.016 0.003 0.005 d = lying 0.007 0.820 0.226 0.354 e = standing 0.273 0.350 0.874 0.500 f = sitting 0.001 0.993 0.988 0.991 g = running 0.007 0.819 0.198 0.318 h = walking ------------------------------------------------------- 0.083 0.577 0.509 0.433 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.677 0.046 0.086 a = climbing down 0.232 0.418 0.992 0.589 b = climbing up 0.000 0.969 0.954 0.961 c = jumping 0.033 0.000 0.000 0.000 d = lying 0.008 0.797 0.226 0.352 e = standing 0.274 0.350 0.874 0.499 f = sitting 0.001 0.993 0.988 0.991 g = running 0.007 0.882 0.302 0.449 h = walking ------------------------------------------------------- 0.080 0.587 0.523 0.452 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.677 0.046 0.086 a = climbing down 0.221 0.431 0.995 0.601 b = climbing up 0.000 0.969 0.954 0.961 c = jumping 0.033 0.000 0.000 0.000 d = lying 0.008 0.797 0.226 0.352 e = standing 0.274 0.350 0.874 0.499 f = sitting 0.001 0.993 0.988 0.991 g = running 0.006 0.904 0.363 0.519 h = walking ------------------------------------------------------- 0.079 0.592 0.532 0.464 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.769 0.044 0.083 a = climbing down 0.197 0.459 0.995 0.628 b = climbing up 0.000 0.969 0.954 0.961 c = jumping 0.033 0.000 0.000 0.000 d = lying 0.008 0.799 0.228 0.354 e = standing 0.274 0.350 0.874 0.499 f = sitting 0.001 0.993 0.988 0.991 g = running 0.007 0.927 0.513 0.660 h = walking ------------------------------------------------------- 0.075 0.610 0.554 0.488 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.818 0.039 0.075 a = climbing down 0.198 0.458 0.995 0.627 b = climbing up 0.000 0.969 0.954 0.961 c = jumping 0.031 0.000 0.000 0.000 d = lying 0.007 0.818 0.222 0.349 e = standing 0.276 0.350 0.882 0.501 f = sitting 0.001 0.993 0.988 0.991 g = running 0.007 0.925 0.514 0.661 h = walking ------------------------------------------------------- 0.075 0.617 0.554 0.487 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.259 0.097 0.141 a = climbing down 0.160 0.506 0.972 0.665 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.368 0.021 0.041 d = lying 0.007 0.814 0.210 0.334 e = standing 0.285 0.361 0.953 0.524 f = sitting 0.001 0.993 1.000 0.996 g = running 0.016 0.821 0.447 0.579 h = walking ------------------------------------------------------- 0.072 0.607 0.562 0.497 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.273 0.090 0.136 a = climbing down 0.173 0.487 0.978 0.651 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.276 0.012 0.023 d = lying 0.008 0.779 0.204 0.323 e = standing 0.287 0.359 0.952 0.521 f = sitting 0.001 0.993 1.000 0.996 g = running 0.014 0.826 0.407 0.545 h = walking ------------------------------------------------------- 0.074 0.587 0.554 0.485 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.373 0.068 0.115 a = climbing down 0.211 0.439 0.983 0.607 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.296 0.012 0.024 d = lying 0.009 0.752 0.206 0.323 e = standing 0.288 0.356 0.943 0.517 f = sitting 0.001 0.993 1.000 0.996 g = running 0.013 0.787 0.292 0.426 h = walking ------------------------------------------------------- 0.078 0.586 0.535 0.459 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.558 0.064 0.114 a = climbing down 0.240 0.408 0.983 0.576 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.296 0.012 0.024 d = lying 0.010 0.743 0.208 0.325 e = standing 0.287 0.356 0.940 0.516 f = sitting 0.001 0.993 1.000 0.996 g = running 0.013 0.691 0.173 0.277 h = walking ------------------------------------------------------- 0.081 0.586 0.517 0.433 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.595 0.048 0.089 a = climbing down 0.253 0.396 0.985 0.565 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.105 0.003 0.006 d = lying 0.011 0.722 0.208 0.323 e = standing 0.288 0.356 0.943 0.517 f = sitting 0.001 0.993 1.000 0.996 g = running 0.011 0.672 0.134 0.224 h = walking ------------------------------------------------------- 0.082 0.554 0.510 0.419 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.625 0.044 0.082 a = climbing down 0.258 0.391 0.985 0.560 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.100 0.003 0.006 d = lying 0.011 0.722 0.208 0.323 e = standing 0.288 0.356 0.942 0.516 f = sitting 0.001 0.993 1.000 0.996 g = running 0.009 0.692 0.121 0.206 h = walking ------------------------------------------------------- 0.083 0.558 0.507 0.414 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.241 0.197 0.568 0.292 a = climbing down 0.009 0.900 0.289 0.437 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.087 0.616 0.914 0.736 d = lying 0.081 0.642 0.988 0.778 e = standing 0.000 0.000 0.000 0.000 f = sitting 0.112 0.575 0.975 0.723 g = running 0.042 0.012 0.003 0.005 h = walking ------------------------------------------------------- 0.067 0.457 0.496 0.418 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.284 0.187 0.627 0.288 a = climbing down 0.002 0.979 0.285 0.441 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.112 0.552 0.904 0.685 d = lying 0.057 0.719 0.988 0.832 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.092 0.621 0.977 0.760 g = running 0.017 0.015 0.002 0.003 h = walking ------------------------------------------------------- 0.064 0.481 0.499 0.423 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.324 0.209 0.822 0.333 a = climbing down 0.000 1.000 0.189 0.317 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.112 0.552 0.904 0.685 d = lying 0.057 0.719 0.988 0.832 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.043 0.778 0.962 0.860 g = running 0.033 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.063 0.507 0.494 0.414 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.326 0.221 0.891 0.354 a = climbing down 0.000 1.000 0.159 0.274 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.092 0.500 0.600 0.545 d = lying 0.123 0.542 0.990 0.700 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.035 0.807 0.948 0.872 g = running 0.040 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.069 0.482 0.452 0.372 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.328 0.230 0.941 0.370 a = climbing down 0.000 1.000 0.140 0.246 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.109 0.554 0.885 0.681 d = lying 0.062 0.702 0.993 0.823 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.030 0.831 0.945 0.885 g = running 0.043 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.063 0.514 0.491 0.403 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.335 0.234 0.986 0.379 a = climbing down 0.000 1.000 0.092 0.168 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.105 0.548 0.836 0.662 d = lying 0.072 0.671 0.998 0.803 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.025 0.855 0.940 0.895 g = running 0.048 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.065 0.513 0.478 0.383 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.147 0.268 0.514 0.352 a = climbing down 0.041 0.740 0.414 0.531 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.075 0.436 0.378 0.405 d = lying 0.079 0.648 0.996 0.786 e = standing 0.095 0.000 0.000 0.000 f = sitting 0.100 0.608 0.997 0.755 g = running 0.094 0.008 0.005 0.006 h = walking ------------------------------------------------------- 0.082 0.410 0.451 0.406 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.197 0.251 0.633 0.359 a = climbing down 0.027 0.822 0.447 0.579 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.086 0.399 0.373 0.385 d = lying 0.068 0.682 0.996 0.810 e = standing 0.096 0.000 0.000 0.000 f = sitting 0.055 0.736 0.993 0.846 g = running 0.078 0.007 0.003 0.004 h = walking ------------------------------------------------------- 0.076 0.443 0.468 0.429 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.220 0.297 0.890 0.445 a = climbing down 0.007 0.937 0.370 0.531 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.088 0.393 0.373 0.383 d = lying 0.066 0.690 0.998 0.816 e = standing 0.096 0.000 0.000 0.000 f = sitting 0.030 0.838 0.993 0.909 g = running 0.089 0.009 0.005 0.006 h = walking ------------------------------------------------------- 0.072 0.487 0.476 0.436 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.230 0.306 0.974 0.465 a = climbing down 0.001 0.994 0.344 0.511 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.088 0.393 0.373 0.383 d = lying 0.066 0.690 0.998 0.816 e = standing 0.096 0.000 0.000 0.000 f = sitting 0.025 0.859 0.993 0.921 g = running 0.086 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.070 0.501 0.478 0.435 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.243 0.298 0.990 0.458 a = climbing down 0.001 0.994 0.321 0.485 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.088 0.393 0.373 0.383 d = lying 0.066 0.690 0.998 0.816 e = standing 0.096 0.000 0.000 0.000 f = sitting 0.024 0.866 0.992 0.925 g = running 0.079 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.070 0.502 0.474 0.429 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.250 0.293 0.993 0.452 a = climbing down 0.000 0.997 0.308 0.471 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.088 0.393 0.373 0.383 d = lying 0.066 0.690 0.998 0.816 e = standing 0.096 0.000 0.000 0.000 f = sitting 0.024 0.867 0.992 0.925 g = running 0.075 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.070 0.502 0.472 0.425 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.000 1.000 0.135 0.238 a = climbing down 0.090 0.542 0.796 0.645 b = climbing up 0.000 0.989 0.978 0.983 c = jumping 0.002 0.990 0.961 0.975 d = lying 0.007 0.953 0.935 0.944 e = standing 0.015 0.917 0.960 0.938 f = sitting 0.001 0.997 0.907 0.950 g = running 0.081 0.653 0.918 0.763 h = walking ------------------------------------------------------- 0.025 0.876 0.831 0.811 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.130 0.231 a = climbing down 0.085 0.569 0.841 0.679 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.007 0.954 0.941 0.947 e = standing 0.014 0.921 0.961 0.941 f = sitting 0.001 0.997 0.908 0.951 g = running 0.081 0.655 0.914 0.763 h = walking ------------------------------------------------------- 0.025 0.881 0.837 0.815 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.139 0.244 a = climbing down 0.087 0.568 0.853 0.682 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.007 0.954 0.941 0.947 e = standing 0.014 0.921 0.961 0.941 f = sitting 0.001 0.997 0.906 0.949 g = running 0.079 0.655 0.899 0.758 h = walking ------------------------------------------------------- 0.025 0.881 0.836 0.816 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.139 0.244 a = climbing down 0.078 0.592 0.845 0.696 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.007 0.954 0.941 0.947 e = standing 0.014 0.921 0.961 0.941 f = sitting 0.001 0.997 0.903 0.948 g = running 0.085 0.645 0.928 0.761 h = walking ------------------------------------------------------- 0.024 0.882 0.839 0.818 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.139 0.244 a = climbing down 0.071 0.599 0.800 0.685 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.006 0.956 0.941 0.948 e = standing 0.014 0.921 0.963 0.942 f = sitting 0.001 0.997 0.901 0.946 g = running 0.094 0.629 0.955 0.758 h = walking ------------------------------------------------------- 0.025 0.881 0.837 0.816 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.150 0.261 a = climbing down 0.070 0.602 0.794 0.685 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.992 0.961 0.976 d = lying 0.006 0.956 0.947 0.951 e = standing 0.013 0.926 0.963 0.944 f = sitting 0.001 0.997 0.906 0.949 g = running 0.091 0.642 0.973 0.774 h = walking ------------------------------------------------------- 0.024 0.884 0.842 0.821 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.000 0.990 0.218 0.357 a = climbing down 0.073 0.574 0.738 0.646 b = climbing up 0.000 1.000 0.906 0.951 c = jumping 0.000 1.000 0.966 0.983 d = lying 0.009 0.942 0.962 0.952 e = standing 0.011 0.935 0.951 0.943 f = sitting 0.003 0.987 0.985 0.986 g = running 0.087 0.623 0.861 0.723 h = walking ------------------------------------------------------- 0.024 0.876 0.842 0.828 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 0.990 0.215 0.354 a = climbing down 0.071 0.578 0.736 0.647 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 1.000 0.966 0.983 d = lying 0.006 0.958 0.962 0.960 e = standing 0.011 0.936 0.966 0.951 f = sitting 0.002 0.990 0.985 0.987 g = running 0.086 0.629 0.877 0.733 h = walking ------------------------------------------------------- 0.024 0.880 0.846 0.831 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.990 0.213 0.351 a = climbing down 0.068 0.587 0.728 0.650 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.000 1.000 0.966 0.983 d = lying 0.006 0.962 0.969 0.966 e = standing 0.010 0.943 0.970 0.956 f = sitting 0.003 0.986 0.985 0.985 g = running 0.086 0.638 0.909 0.750 h = walking ------------------------------------------------------- 0.023 0.883 0.850 0.835 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.981 0.226 0.368 a = climbing down 0.067 0.600 0.755 0.668 b = climbing up 0.000 1.000 0.906 0.951 c = jumping 0.000 1.000 0.966 0.983 d = lying 0.004 0.975 0.969 0.972 e = standing 0.010 0.943 0.981 0.962 f = sitting 0.003 0.987 0.985 0.986 g = running 0.081 0.653 0.912 0.761 h = walking ------------------------------------------------------- 0.022 0.888 0.857 0.842 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.983 0.253 0.402 a = climbing down 0.063 0.621 0.777 0.690 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.000 1.000 0.966 0.983 d = lying 0.004 0.975 0.973 0.974 e = standing 0.009 0.946 0.981 0.964 f = sitting 0.003 0.986 0.989 0.987 g = running 0.076 0.670 0.922 0.776 h = walking ------------------------------------------------------- 0.021 0.893 0.865 0.851 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.976 0.264 0.415 a = climbing down 0.063 0.633 0.823 0.716 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.000 1.000 0.966 0.983 d = lying 0.004 0.975 0.973 0.974 e = standing 0.009 0.946 0.981 0.964 f = sitting 0.003 0.986 0.989 0.987 g = running 0.068 0.693 0.921 0.791 h = walking ------------------------------------------------------- 0.020 0.897 0.871 0.858 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.049 0.500 0.564 0.530 a = climbing down 0.008 0.803 0.266 0.399 b = climbing up 0.000 1.000 0.212 0.351 c = jumping 0.004 0.976 0.765 0.858 d = lying 0.052 0.788 0.984 0.875 e = standing 0.008 0.947 0.913 0.929 f = sitting 0.025 0.883 0.998 0.937 g = running 0.076 0.707 0.977 0.820 h = walking ------------------------------------------------------- 0.031 0.826 0.808 0.789 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.046 0.508 0.551 0.528 a = climbing down 0.008 0.818 0.273 0.409 b = climbing up 0.000 1.000 0.125 0.222 c = jumping 0.003 0.982 0.770 0.863 d = lying 0.051 0.792 0.989 0.879 e = standing 0.008 0.947 0.913 0.929 f = sitting 0.028 0.874 0.998 0.932 g = running 0.080 0.698 0.979 0.815 h = walking ------------------------------------------------------- 0.032 0.828 0.808 0.787 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.531 0.541 0.536 a = climbing down 0.008 0.823 0.282 0.420 b = climbing up 0.000 1.000 0.125 0.222 c = jumping 0.003 0.982 0.773 0.865 d = lying 0.050 0.794 0.989 0.881 e = standing 0.008 0.947 0.913 0.929 f = sitting 0.028 0.874 0.998 0.932 g = running 0.085 0.686 0.980 0.807 h = walking ------------------------------------------------------- 0.032 0.828 0.809 0.788 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.532 0.538 0.535 a = climbing down 0.009 0.805 0.280 0.415 b = climbing up 0.000 1.000 0.125 0.222 c = jumping 0.004 0.976 0.786 0.871 d = lying 0.049 0.798 0.984 0.881 e = standing 0.007 0.952 0.913 0.932 f = sitting 0.028 0.874 0.998 0.932 g = running 0.085 0.686 0.980 0.807 h = walking ------------------------------------------------------- 0.032 0.827 0.810 0.789 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.037 0.547 0.511 0.529 a = climbing down 0.007 0.815 0.247 0.379 b = climbing up 0.000 1.000 0.125 0.222 c = jumping 0.004 0.976 0.786 0.871 d = lying 0.048 0.800 0.984 0.883 e = standing 0.008 0.949 0.913 0.930 f = sitting 0.028 0.874 0.998 0.932 g = running 0.098 0.655 0.982 0.786 h = walking ------------------------------------------------------- 0.033 0.824 0.805 0.781 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.547 0.518 0.532 a = climbing down 0.007 0.815 0.247 0.379 b = climbing up 0.000 1.000 0.125 0.222 c = jumping 0.004 0.976 0.786 0.871 d = lying 0.048 0.800 0.984 0.883 e = standing 0.008 0.949 0.913 0.930 f = sitting 0.027 0.876 0.998 0.933 g = running 0.097 0.657 0.982 0.787 h = walking ------------------------------------------------------- 0.033 0.825 0.805 0.782 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.631 0.688 0.658 a = climbing down 0.002 0.900 0.169 0.285 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.073 0.671 0.752 0.709 d = lying 0.040 0.830 1.000 0.907 e = standing 0.014 0.854 0.524 0.649 f = sitting 0.029 0.868 0.993 0.927 g = running 0.101 0.646 0.975 0.777 h = walking ------------------------------------------------------- 0.044 0.759 0.750 0.713 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.575 0.684 0.625 a = climbing down 0.002 0.903 0.153 0.262 b = climbing up 0.000 1.000 0.117 0.209 c = jumping 0.077 0.663 0.760 0.708 d = lying 0.042 0.823 1.000 0.903 e = standing 0.012 0.873 0.499 0.635 f = sitting 0.026 0.880 0.993 0.933 g = running 0.094 0.663 0.975 0.789 h = walking ------------------------------------------------------- 0.044 0.780 0.748 0.712 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.044 0.580 0.691 0.631 a = climbing down 0.002 0.910 0.144 0.248 b = climbing up 0.000 1.000 0.208 0.344 c = jumping 0.077 0.663 0.762 0.709 d = lying 0.042 0.824 1.000 0.904 e = standing 0.012 0.873 0.499 0.635 f = sitting 0.024 0.889 0.993 0.938 g = running 0.094 0.662 0.980 0.790 h = walking ------------------------------------------------------- 0.044 0.783 0.750 0.715 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.043 0.585 0.691 0.633 a = climbing down 0.002 0.896 0.141 0.244 b = climbing up 0.000 1.000 0.247 0.396 c = jumping 0.076 0.664 0.762 0.710 d = lying 0.042 0.823 1.000 0.903 e = standing 0.012 0.873 0.499 0.635 f = sitting 0.023 0.892 0.993 0.940 g = running 0.095 0.661 0.982 0.790 h = walking ------------------------------------------------------- 0.044 0.782 0.751 0.716 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.038 0.612 0.694 0.650 a = climbing down 0.002 0.900 0.148 0.255 b = climbing up 0.000 1.000 0.260 0.412 c = jumping 0.076 0.671 0.780 0.721 d = lying 0.039 0.833 1.000 0.909 e = standing 0.012 0.873 0.499 0.635 f = sitting 0.023 0.894 0.993 0.941 g = running 0.099 0.653 0.982 0.784 h = walking ------------------------------------------------------- 0.043 0.786 0.755 0.721 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.619 0.694 0.654 a = climbing down 0.002 0.918 0.158 0.269 b = climbing up 0.000 0.955 0.273 0.424 c = jumping 0.076 0.671 0.781 0.722 d = lying 0.038 0.836 1.000 0.910 e = standing 0.012 0.873 0.499 0.635 f = sitting 0.022 0.896 0.993 0.942 g = running 0.098 0.655 0.985 0.786 h = walking ------------------------------------------------------- 0.043 0.789 0.757 0.724 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.810 0.464 0.590 a = climbing down 0.054 0.663 0.621 0.641 b = climbing up 0.000 1.000 0.850 0.919 c = jumping 0.072 0.619 0.668 0.643 d = lying 0.032 0.716 0.562 0.630 e = standing 0.101 0.454 0.502 0.476 f = sitting 0.005 0.975 0.988 0.982 g = running 0.094 0.606 0.866 0.713 h = walking ------------------------------------------------------- 0.053 0.697 0.681 0.678 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.805 0.468 0.592 a = climbing down 0.048 0.695 0.646 0.670 b = climbing up 0.000 1.000 0.850 0.919 c = jumping 0.072 0.622 0.677 0.648 d = lying 0.032 0.718 0.560 0.629 e = standing 0.101 0.456 0.502 0.478 f = sitting 0.005 0.975 0.990 0.983 g = running 0.091 0.616 0.880 0.725 h = walking ------------------------------------------------------- 0.052 0.704 0.688 0.685 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.809 0.487 0.608 a = climbing down 0.050 0.703 0.693 0.698 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.072 0.620 0.672 0.645 d = lying 0.030 0.727 0.560 0.632 e = standing 0.103 0.450 0.502 0.474 f = sitting 0.004 0.977 0.990 0.983 g = running 0.080 0.646 0.873 0.743 h = walking ------------------------------------------------------- 0.051 0.710 0.696 0.694 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.813 0.494 0.614 a = climbing down 0.050 0.711 0.717 0.714 b = climbing up 0.000 1.000 0.850 0.919 c = jumping 0.071 0.625 0.674 0.649 d = lying 0.030 0.727 0.560 0.632 e = standing 0.103 0.455 0.511 0.481 f = sitting 0.005 0.975 0.992 0.983 g = running 0.074 0.663 0.877 0.755 h = walking ------------------------------------------------------- 0.049 0.715 0.702 0.700 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.811 0.496 0.615 a = climbing down 0.048 0.715 0.709 0.712 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.070 0.635 0.696 0.664 d = lying 0.030 0.727 0.560 0.632 e = standing 0.099 0.466 0.514 0.489 f = sitting 0.004 0.977 0.993 0.985 g = running 0.077 0.655 0.875 0.749 h = walking ------------------------------------------------------- 0.049 0.718 0.705 0.703 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.803 0.496 0.613 a = climbing down 0.048 0.719 0.723 0.721 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.070 0.635 0.697 0.664 d = lying 0.031 0.719 0.560 0.630 e = standing 0.098 0.468 0.511 0.488 f = sitting 0.005 0.975 0.993 0.984 g = running 0.073 0.666 0.875 0.756 h = walking ------------------------------------------------------- 0.049 0.718 0.707 0.704 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.753 0.320 0.449 a = climbing down 0.041 0.742 0.691 0.716 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.026 0.708 0.353 0.471 d = lying 0.057 0.660 0.769 0.711 e = standing 0.089 0.615 0.848 0.713 f = sitting 0.010 0.946 0.970 0.958 g = running 0.121 0.538 0.851 0.659 h = walking ------------------------------------------------------- 0.050 0.717 0.692 0.676 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.760 0.327 0.457 a = climbing down 0.042 0.740 0.698 0.718 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.026 0.719 0.373 0.492 d = lying 0.057 0.661 0.769 0.711 e = standing 0.086 0.624 0.848 0.719 f = sitting 0.010 0.946 0.972 0.959 g = running 0.119 0.541 0.845 0.660 h = walking ------------------------------------------------------- 0.049 0.721 0.697 0.682 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.756 0.340 0.469 a = climbing down 0.039 0.752 0.696 0.723 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.025 0.732 0.394 0.512 d = lying 0.055 0.666 0.769 0.714 e = standing 0.083 0.631 0.850 0.725 f = sitting 0.010 0.947 0.977 0.961 g = running 0.116 0.550 0.858 0.670 h = walking ------------------------------------------------------- 0.048 0.728 0.704 0.690 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.764 0.342 0.473 a = climbing down 0.039 0.759 0.714 0.736 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.025 0.735 0.399 0.517 d = lying 0.056 0.664 0.769 0.713 e = standing 0.082 0.636 0.850 0.727 f = sitting 0.010 0.947 0.977 0.961 g = running 0.113 0.558 0.863 0.678 h = walking ------------------------------------------------------- 0.048 0.732 0.708 0.694 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.770 0.353 0.484 a = climbing down 0.040 0.758 0.725 0.741 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.025 0.733 0.396 0.514 d = lying 0.058 0.657 0.769 0.709 e = standing 0.080 0.639 0.850 0.730 f = sitting 0.010 0.947 0.980 0.963 g = running 0.109 0.569 0.863 0.686 h = walking ------------------------------------------------------- 0.047 0.733 0.711 0.697 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.776 0.372 0.503 a = climbing down 0.040 0.765 0.754 0.760 b = climbing up 0.000 1.000 0.588 0.740 c = jumping 0.026 0.725 0.389 0.506 d = lying 0.054 0.671 0.769 0.717 e = standing 0.085 0.625 0.846 0.719 f = sitting 0.010 0.945 0.978 0.962 g = running 0.101 0.588 0.865 0.700 h = walking ------------------------------------------------------- 0.046 0.736 0.716 0.702 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.671 0.618 0.644 a = climbing down 0.073 0.608 0.759 0.675 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.022 0.888 0.934 0.910 d = lying 0.027 0.824 0.853 0.838 e = standing 0.019 0.877 0.800 0.837 f = sitting 0.001 0.997 0.998 0.997 g = running 0.026 0.832 0.704 0.763 h = walking ------------------------------------------------------- 0.028 0.827 0.821 0.822 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.038 0.679 0.631 0.654 a = climbing down 0.058 0.662 0.765 0.710 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.022 0.888 0.934 0.910 d = lying 0.027 0.824 0.853 0.838 e = standing 0.019 0.877 0.800 0.837 f = sitting 0.001 0.997 0.998 0.997 g = running 0.030 0.822 0.755 0.787 h = walking ------------------------------------------------------- 0.026 0.834 0.831 0.831 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.686 0.578 0.627 a = climbing down 0.059 0.659 0.765 0.708 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.022 0.889 0.934 0.911 d = lying 0.027 0.825 0.859 0.841 e = standing 0.018 0.881 0.800 0.839 f = sitting 0.001 0.997 0.998 0.997 g = running 0.034 0.807 0.790 0.799 h = walking ------------------------------------------------------- 0.026 0.833 0.831 0.831 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.695 0.622 0.657 a = climbing down 0.036 0.754 0.730 0.742 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.021 0.894 0.934 0.913 d = lying 0.027 0.828 0.869 0.848 e = standing 0.018 0.884 0.802 0.841 f = sitting 0.001 0.997 0.998 0.997 g = running 0.048 0.762 0.840 0.799 h = walking ------------------------------------------------------- 0.025 0.840 0.841 0.840 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.035 0.697 0.622 0.657 a = climbing down 0.036 0.754 0.734 0.744 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.019 0.903 0.934 0.918 d = lying 0.027 0.826 0.876 0.851 e = standing 0.018 0.884 0.804 0.842 f = sitting 0.001 0.997 0.998 0.997 g = running 0.047 0.764 0.841 0.801 h = walking ------------------------------------------------------- 0.025 0.843 0.843 0.842 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.704 0.624 0.662 a = climbing down 0.035 0.758 0.734 0.746 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.912 0.934 0.923 d = lying 0.028 0.826 0.886 0.855 e = standing 0.018 0.884 0.804 0.842 f = sitting 0.001 0.997 0.998 0.997 g = running 0.048 0.763 0.846 0.803 h = walking ------------------------------------------------------- 0.025 0.845 0.845 0.844 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.760 0.855 0.805 a = climbing down 0.050 0.686 0.737 0.711 b = climbing up 0.000 0.944 0.205 0.337 c = jumping 0.039 0.821 0.948 0.880 d = lying 0.028 0.821 0.853 0.837 e = standing 0.014 0.894 0.712 0.793 f = sitting 0.021 0.893 0.995 0.941 g = running 0.014 0.909 0.762 0.829 h = walking ------------------------------------------------------- 0.028 0.834 0.827 0.821 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.036 0.755 0.873 0.810 a = climbing down 0.043 0.715 0.719 0.717 b = climbing up 0.000 0.944 0.205 0.337 c = jumping 0.039 0.819 0.948 0.879 d = lying 0.028 0.821 0.855 0.838 e = standing 0.013 0.900 0.712 0.795 f = sitting 0.021 0.893 0.995 0.941 g = running 0.016 0.899 0.786 0.839 h = walking ------------------------------------------------------- 0.027 0.836 0.830 0.824 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.764 0.868 0.813 a = climbing down 0.041 0.727 0.721 0.724 b = climbing up 0.000 0.944 0.205 0.337 c = jumping 0.039 0.821 0.948 0.880 d = lying 0.028 0.822 0.861 0.841 e = standing 0.013 0.902 0.712 0.796 f = sitting 0.021 0.893 0.995 0.941 g = running 0.017 0.893 0.804 0.846 h = walking ------------------------------------------------------- 0.027 0.839 0.834 0.828 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.037 0.753 0.884 0.813 a = climbing down 0.032 0.760 0.686 0.721 b = climbing up 0.000 0.944 0.205 0.337 c = jumping 0.039 0.821 0.948 0.880 d = lying 0.028 0.822 0.861 0.841 e = standing 0.013 0.902 0.712 0.796 f = sitting 0.021 0.893 0.995 0.941 g = running 0.022 0.872 0.827 0.849 h = walking ------------------------------------------------------- 0.027 0.839 0.834 0.828 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.759 0.884 0.816 a = climbing down 0.025 0.804 0.696 0.746 b = climbing up 0.000 0.944 0.205 0.337 c = jumping 0.038 0.822 0.948 0.881 d = lying 0.028 0.823 0.865 0.843 e = standing 0.012 0.909 0.716 0.801 f = sitting 0.021 0.893 0.995 0.941 g = running 0.023 0.870 0.859 0.865 h = walking ------------------------------------------------------- 0.025 0.846 0.841 0.835 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.778 0.884 0.828 a = climbing down 0.022 0.829 0.717 0.769 b = climbing up 0.000 0.944 0.205 0.337 c = jumping 0.037 0.826 0.948 0.883 d = lying 0.028 0.824 0.873 0.848 e = standing 0.012 0.911 0.716 0.802 f = sitting 0.021 0.893 0.995 0.941 g = running 0.025 0.863 0.870 0.867 h = walking ------------------------------------------------------- 0.025 0.851 0.847 0.840 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.694 0.513 0.590 a = climbing down 0.099 0.584 0.898 0.708 b = climbing up 0.013 0.648 1.000 0.787 c = jumping 0.017 0.865 0.587 0.699 d = lying 0.041 0.719 0.857 0.782 e = standing 0.091 0.625 0.735 0.675 f = sitting 0.005 0.970 0.916 0.942 g = running 0.019 0.825 0.542 0.654 h = walking ------------------------------------------------------- 0.043 0.757 0.730 0.727 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.689 0.518 0.591 a = climbing down 0.095 0.593 0.898 0.714 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.017 0.865 0.587 0.699 d = lying 0.041 0.719 0.857 0.782 e = standing 0.091 0.625 0.735 0.675 f = sitting 0.005 0.973 1.000 0.986 g = running 0.020 0.818 0.549 0.657 h = walking ------------------------------------------------------- 0.042 0.766 0.744 0.740 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.685 0.525 0.595 a = climbing down 0.096 0.591 0.904 0.715 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.865 0.587 0.699 d = lying 0.041 0.719 0.857 0.782 e = standing 0.091 0.625 0.735 0.675 f = sitting 0.005 0.973 1.000 0.986 g = running 0.018 0.831 0.536 0.652 h = walking ------------------------------------------------------- 0.042 0.767 0.744 0.740 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.685 0.525 0.595 a = climbing down 0.097 0.590 0.908 0.715 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.863 0.579 0.693 d = lying 0.045 0.703 0.874 0.779 e = standing 0.091 0.619 0.714 0.663 f = sitting 0.005 0.973 1.000 0.986 g = running 0.017 0.834 0.531 0.649 h = walking ------------------------------------------------------- 0.042 0.765 0.741 0.736 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.028 0.689 0.518 0.591 a = climbing down 0.097 0.591 0.908 0.716 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.866 0.595 0.706 d = lying 0.046 0.697 0.876 0.776 e = standing 0.087 0.626 0.707 0.664 f = sitting 0.005 0.973 1.000 0.986 g = running 0.019 0.826 0.536 0.650 h = walking ------------------------------------------------------- 0.042 0.765 0.742 0.738 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.688 0.516 0.589 a = climbing down 0.098 0.587 0.906 0.713 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.871 0.597 0.708 d = lying 0.040 0.720 0.845 0.778 e = standing 0.091 0.626 0.741 0.679 f = sitting 0.005 0.973 1.000 0.986 g = running 0.018 0.828 0.535 0.650 h = walking ------------------------------------------------------- 0.042 0.768 0.745 0.741 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.041 0.635 0.595 0.614 a = climbing down 0.125 0.510 0.845 0.636 b = climbing up 0.028 0.464 1.000 0.634 c = jumping 0.016 0.772 0.280 0.411 d = lying 0.055 0.674 0.938 0.784 e = standing 0.133 0.519 0.698 0.595 f = sitting 0.007 0.954 0.821 0.882 g = running 0.016 0.744 0.288 0.415 h = walking ------------------------------------------------------- 0.057 0.686 0.634 0.614 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.036 0.656 0.573 0.612 a = climbing down 0.128 0.506 0.849 0.634 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.016 0.770 0.282 0.412 d = lying 0.052 0.687 0.936 0.792 e = standing 0.134 0.522 0.712 0.603 f = sitting 0.007 0.961 0.993 0.977 g = running 0.018 0.741 0.310 0.437 h = walking ------------------------------------------------------- 0.056 0.702 0.665 0.642 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.673 0.581 0.624 a = climbing down 0.138 0.495 0.874 0.632 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.015 0.780 0.282 0.414 d = lying 0.055 0.674 0.936 0.784 e = standing 0.134 0.517 0.698 0.594 f = sitting 0.007 0.961 0.993 0.977 g = running 0.013 0.774 0.264 0.394 h = walking ------------------------------------------------------- 0.056 0.707 0.660 0.635 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.034 0.669 0.578 0.620 a = climbing down 0.141 0.490 0.876 0.629 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.015 0.784 0.282 0.414 d = lying 0.057 0.664 0.933 0.776 e = standing 0.134 0.514 0.689 0.589 f = sitting 0.007 0.961 0.993 0.977 g = running 0.012 0.777 0.250 0.378 h = walking ------------------------------------------------------- 0.057 0.705 0.656 0.630 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.662 0.581 0.619 a = climbing down 0.139 0.493 0.876 0.631 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.014 0.787 0.282 0.415 d = lying 0.054 0.677 0.933 0.785 e = standing 0.134 0.520 0.708 0.599 f = sitting 0.007 0.961 0.993 0.977 g = running 0.012 0.778 0.251 0.380 h = walking ------------------------------------------------------- 0.056 0.708 0.660 0.634 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.674 0.578 0.623 a = climbing down 0.136 0.501 0.884 0.639 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.014 0.787 0.282 0.415 d = lying 0.049 0.699 0.929 0.798 e = standing 0.136 0.524 0.730 0.611 f = sitting 0.008 0.960 0.993 0.976 g = running 0.012 0.783 0.272 0.403 h = walking ------------------------------------------------------- 0.056 0.714 0.666 0.641 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.149 0.255 0.740 0.380 a = climbing down 0.002 0.926 0.132 0.231 b = climbing up 0.000 1.000 0.294 0.455 c = jumping 0.007 0.957 0.833 0.890 d = lying 0.146 0.534 0.994 0.695 e = standing 0.025 0.585 0.195 0.292 f = sitting 0.002 0.989 1.000 0.995 g = running 0.075 0.646 0.651 0.648 h = walking ------------------------------------------------------- 0.049 0.741 0.643 0.616 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.118 0.301 0.740 0.428 a = climbing down 0.002 0.924 0.128 0.224 b = climbing up 0.000 1.000 0.294 0.455 c = jumping 0.007 0.957 0.833 0.890 d = lying 0.146 0.534 0.994 0.695 e = standing 0.025 0.585 0.195 0.292 f = sitting 0.002 0.989 1.000 0.995 g = running 0.076 0.694 0.815 0.750 h = walking ------------------------------------------------------- 0.047 0.752 0.671 0.636 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.108 0.322 0.744 0.449 a = climbing down 0.002 0.925 0.130 0.228 b = climbing up 0.000 1.000 0.353 0.522 c = jumping 0.007 0.957 0.833 0.890 d = lying 0.146 0.534 0.994 0.695 e = standing 0.025 0.585 0.195 0.292 f = sitting 0.002 0.989 1.000 0.995 g = running 0.076 0.705 0.860 0.775 h = walking ------------------------------------------------------- 0.047 0.756 0.681 0.644 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.107 0.324 0.740 0.450 a = climbing down 0.002 0.925 0.130 0.228 b = climbing up 0.000 1.000 0.271 0.426 c = jumping 0.007 0.960 0.834 0.893 d = lying 0.143 0.540 0.994 0.700 e = standing 0.025 0.615 0.217 0.321 f = sitting 0.002 0.989 1.000 0.995 g = running 0.076 0.707 0.877 0.783 h = walking ------------------------------------------------------- 0.046 0.762 0.686 0.649 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.103 0.335 0.752 0.463 a = climbing down 0.002 0.912 0.130 0.227 b = climbing up 0.000 1.000 0.294 0.455 c = jumping 0.005 0.970 0.839 0.900 d = lying 0.139 0.546 0.993 0.704 e = standing 0.025 0.641 0.243 0.352 f = sitting 0.002 0.989 1.000 0.995 g = running 0.075 0.713 0.891 0.792 h = walking ------------------------------------------------------- 0.045 0.769 0.694 0.659 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.096 0.351 0.756 0.480 a = climbing down 0.002 0.925 0.130 0.228 b = climbing up 0.000 1.000 0.306 0.468 c = jumping 0.005 0.970 0.839 0.900 d = lying 0.140 0.545 0.993 0.703 e = standing 0.025 0.642 0.241 0.351 f = sitting 0.002 0.989 1.000 0.995 g = running 0.075 0.721 0.926 0.811 h = walking ------------------------------------------------------- 0.044 0.773 0.700 0.663 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.121 0.314 0.808 0.452 a = climbing down 0.001 0.935 0.091 0.165 b = climbing up 0.000 1.000 0.711 0.831 c = jumping 0.020 0.904 0.977 0.939 d = lying 0.120 0.583 0.994 0.735 e = standing 0.005 0.888 0.233 0.369 f = sitting 0.008 0.956 1.000 0.977 g = running 0.091 0.600 0.646 0.622 h = walking ------------------------------------------------------- 0.046 0.778 0.680 0.639 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.107 0.338 0.796 0.475 a = climbing down 0.001 0.936 0.093 0.169 b = climbing up 0.000 1.000 0.819 0.901 c = jumping 0.020 0.902 0.969 0.934 d = lying 0.121 0.581 0.994 0.733 e = standing 0.007 0.856 0.226 0.357 f = sitting 0.008 0.956 1.000 0.977 g = running 0.091 0.623 0.712 0.665 h = walking ------------------------------------------------------- 0.046 0.779 0.691 0.647 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.093 0.375 0.808 0.512 a = climbing down 0.001 0.936 0.093 0.169 b = climbing up 0.000 1.000 0.831 0.908 c = jumping 0.021 0.901 0.979 0.938 d = lying 0.121 0.580 0.994 0.733 e = standing 0.005 0.890 0.222 0.356 f = sitting 0.009 0.954 1.000 0.976 g = running 0.089 0.650 0.787 0.712 h = walking ------------------------------------------------------- 0.044 0.790 0.706 0.658 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.093 0.375 0.808 0.513 a = climbing down 0.001 0.936 0.093 0.169 b = climbing up 0.000 1.000 0.843 0.915 c = jumping 0.018 0.913 0.982 0.946 d = lying 0.121 0.581 0.994 0.733 e = standing 0.004 0.908 0.238 0.377 f = sitting 0.009 0.954 1.000 0.976 g = running 0.090 0.646 0.783 0.708 h = walking ------------------------------------------------------- 0.044 0.794 0.709 0.663 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.092 0.377 0.808 0.514 a = climbing down 0.001 0.935 0.091 0.165 b = climbing up 0.000 1.000 0.855 0.922 c = jumping 0.018 0.914 0.982 0.947 d = lying 0.121 0.580 0.994 0.733 e = standing 0.004 0.908 0.238 0.377 f = sitting 0.008 0.956 1.000 0.977 g = running 0.090 0.648 0.787 0.711 h = walking ------------------------------------------------------- 0.044 0.795 0.709 0.663 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.085 0.397 0.808 0.532 a = climbing down 0.001 0.935 0.091 0.165 b = climbing up 0.000 1.000 0.904 0.949 c = jumping 0.014 0.933 0.982 0.957 d = lying 0.119 0.584 0.994 0.736 e = standing 0.004 0.918 0.271 0.418 f = sitting 0.008 0.959 1.000 0.979 g = running 0.091 0.656 0.821 0.729 h = walking ------------------------------------------------------- 0.043 0.803 0.721 0.677 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.057 0.385 0.310 0.343 a = climbing down 0.256 0.311 0.700 0.430 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.298 0.405 0.997 0.576 d = lying 0.010 0.639 0.122 0.204 e = standing 0.002 0.000 0.000 0.000 f = sitting 0.002 0.986 0.797 0.882 g = running 0.041 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.100 0.381 0.435 0.352 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.049 0.438 0.338 0.382 a = climbing down 0.254 0.334 0.772 0.466 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.298 0.405 0.997 0.576 d = lying 0.010 0.639 0.122 0.204 e = standing 0.002 0.000 0.000 0.000 f = sitting 0.005 0.969 0.799 0.876 g = running 0.032 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.098 0.387 0.449 0.361 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.048 0.447 0.340 0.386 a = climbing down 0.255 0.343 0.807 0.481 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.299 0.403 0.997 0.574 d = lying 0.009 0.649 0.120 0.202 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.005 0.965 0.799 0.874 g = running 0.026 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.097 0.390 0.454 0.362 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.042 0.476 0.331 0.390 a = climbing down 0.258 0.361 0.884 0.512 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.299 0.403 0.997 0.574 d = lying 0.009 0.656 0.120 0.202 e = standing 0.001 0.200 0.002 0.003 f = sitting 0.003 0.982 0.797 0.880 g = running 0.021 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.096 0.428 0.464 0.369 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.559 0.295 0.386 a = climbing down 0.267 0.374 0.969 0.540 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.311 0.394 0.997 0.565 d = lying 0.003 0.778 0.082 0.149 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.005 0.965 0.801 0.875 g = running 0.015 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.096 0.420 0.467 0.363 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.574 0.295 0.390 a = climbing down 0.269 0.377 0.986 0.545 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.312 0.394 0.997 0.565 d = lying 0.003 0.769 0.078 0.142 e = standing 0.001 0.000 0.000 0.000 f = sitting 0.005 0.967 0.801 0.876 g = running 0.012 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.096 0.421 0.469 0.363 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.688 0.612 0.648 a = climbing down 0.228 0.369 0.809 0.507 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.273 0.424 0.987 0.593 d = lying 0.000 0.985 0.127 0.226 e = standing 0.037 0.015 0.003 0.005 f = sitting 0.017 0.900 0.855 0.877 g = running 0.014 0.039 0.003 0.006 h = walking ------------------------------------------------------- 0.092 0.462 0.491 0.401 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.684 0.631 0.657 a = climbing down 0.226 0.366 0.792 0.501 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.271 0.426 0.987 0.595 d = lying 0.000 0.986 0.139 0.244 e = standing 0.037 0.015 0.003 0.005 f = sitting 0.017 0.898 0.855 0.876 g = running 0.015 0.018 0.002 0.003 h = walking ------------------------------------------------------- 0.092 0.458 0.491 0.403 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.706 0.631 0.667 a = climbing down 0.225 0.367 0.794 0.502 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.272 0.425 0.987 0.594 d = lying 0.000 0.986 0.133 0.235 e = standing 0.037 0.015 0.003 0.005 f = sitting 0.021 0.881 0.858 0.869 g = running 0.015 0.019 0.002 0.003 h = walking ------------------------------------------------------- 0.092 0.458 0.491 0.402 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.735 0.600 0.660 a = climbing down 0.229 0.377 0.841 0.520 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.272 0.425 0.987 0.594 d = lying 0.000 0.986 0.133 0.235 e = standing 0.037 0.015 0.003 0.005 f = sitting 0.021 0.881 0.861 0.871 g = running 0.012 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.091 0.459 0.495 0.404 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.740 0.605 0.666 a = climbing down 0.231 0.388 0.889 0.540 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.272 0.425 0.987 0.594 d = lying 0.000 0.986 0.133 0.235 e = standing 0.037 0.015 0.003 0.005 f = sitting 0.016 0.907 0.861 0.883 g = running 0.008 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.090 0.465 0.502 0.409 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.757 0.629 0.687 a = climbing down 0.228 0.393 0.898 0.547 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.272 0.425 0.987 0.594 d = lying 0.000 0.986 0.133 0.235 e = standing 0.037 0.015 0.003 0.005 f = sitting 0.016 0.907 0.861 0.883 g = running 0.007 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.090 0.468 0.506 0.412 Weighted Avg. >> forearmupperarm >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.943 0.618 0.747 a = climbing down 0.053 0.612 0.535 0.571 b = climbing up 0.000 1.000 0.786 0.880 c = jumping 0.025 0.860 0.866 0.863 d = lying 0.071 0.507 0.455 0.479 e = standing 0.082 0.520 0.572 0.545 f = sitting 0.005 0.972 0.998 0.985 g = running 0.091 0.633 0.880 0.736 h = walking ------------------------------------------------------- 0.047 0.727 0.715 0.712 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.944 0.633 0.758 a = climbing down 0.051 0.628 0.551 0.587 b = climbing up 0.000 1.000 0.786 0.880 c = jumping 0.027 0.865 0.947 0.904 d = lying 0.067 0.521 0.449 0.482 e = standing 0.068 0.580 0.600 0.590 f = sitting 0.005 0.972 0.998 0.985 g = running 0.087 0.642 0.881 0.743 h = walking ------------------------------------------------------- 0.044 0.741 0.734 0.730 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.936 0.641 0.761 a = climbing down 0.051 0.644 0.591 0.616 b = climbing up 0.000 1.000 0.786 0.880 c = jumping 0.026 0.868 0.945 0.905 d = lying 0.064 0.536 0.456 0.493 e = standing 0.067 0.588 0.619 0.603 f = sitting 0.005 0.973 0.998 0.986 g = running 0.079 0.664 0.881 0.757 h = walking ------------------------------------------------------- 0.042 0.749 0.744 0.740 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.938 0.662 0.776 a = climbing down 0.047 0.663 0.596 0.628 b = climbing up 0.000 1.000 0.786 0.880 c = jumping 0.026 0.868 0.947 0.906 d = lying 0.062 0.545 0.458 0.498 e = standing 0.067 0.592 0.629 0.610 f = sitting 0.005 0.973 0.998 0.986 g = running 0.079 0.664 0.881 0.757 h = walking ------------------------------------------------------- 0.041 0.754 0.749 0.745 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.936 0.668 0.780 a = climbing down 0.049 0.667 0.624 0.645 b = climbing up 0.000 1.000 0.814 0.898 c = jumping 0.025 0.870 0.945 0.906 d = lying 0.060 0.557 0.465 0.507 e = standing 0.066 0.604 0.647 0.625 f = sitting 0.004 0.977 0.998 0.987 g = running 0.074 0.677 0.871 0.762 h = walking ------------------------------------------------------- 0.040 0.760 0.756 0.752 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.933 0.668 0.779 a = climbing down 0.047 0.671 0.615 0.642 b = climbing up 0.000 1.000 0.814 0.898 c = jumping 0.025 0.872 0.944 0.906 d = lying 0.060 0.562 0.480 0.518 e = standing 0.064 0.611 0.645 0.628 f = sitting 0.004 0.977 0.998 0.987 g = running 0.075 0.676 0.881 0.765 h = walking ------------------------------------------------------- 0.040 0.762 0.757 0.754 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.966 0.706 0.816 a = climbing down 0.041 0.678 0.545 0.604 b = climbing up 0.000 1.000 0.746 0.855 c = jumping 0.025 0.833 0.680 0.749 d = lying 0.060 0.664 0.742 0.701 e = standing 0.074 0.564 0.613 0.588 f = sitting 0.005 0.970 1.000 0.985 g = running 0.082 0.668 0.929 0.777 h = walking ------------------------------------------------------- 0.041 0.767 0.751 0.750 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.706 0.817 a = climbing down 0.041 0.686 0.577 0.627 b = climbing up 0.000 1.000 0.746 0.855 c = jumping 0.024 0.836 0.680 0.750 d = lying 0.063 0.656 0.751 0.700 e = standing 0.073 0.560 0.594 0.576 f = sitting 0.005 0.970 1.000 0.985 g = running 0.077 0.682 0.928 0.786 h = walking ------------------------------------------------------- 0.041 0.769 0.754 0.753 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.710 0.820 a = climbing down 0.040 0.693 0.571 0.626 b = climbing up 0.000 1.000 0.746 0.855 c = jumping 0.023 0.885 0.977 0.929 d = lying 0.058 0.679 0.756 0.716 e = standing 0.021 0.825 0.632 0.716 f = sitting 0.005 0.970 1.000 0.985 g = running 0.078 0.681 0.934 0.788 h = walking ------------------------------------------------------- 0.033 0.816 0.805 0.802 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.713 0.821 a = climbing down 0.039 0.701 0.579 0.634 b = climbing up 0.000 1.000 0.731 0.845 c = jumping 0.023 0.885 0.978 0.930 d = lying 0.058 0.678 0.756 0.715 e = standing 0.021 0.827 0.630 0.715 f = sitting 0.006 0.969 1.000 0.984 g = running 0.077 0.686 0.938 0.792 h = walking ------------------------------------------------------- 0.032 0.818 0.807 0.804 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.969 0.717 0.824 a = climbing down 0.038 0.701 0.571 0.630 b = climbing up 0.000 1.000 0.731 0.845 c = jumping 0.022 0.890 0.993 0.939 d = lying 0.058 0.677 0.756 0.715 e = standing 0.018 0.841 0.628 0.719 f = sitting 0.006 0.969 1.000 0.984 g = running 0.077 0.685 0.941 0.793 h = walking ------------------------------------------------------- 0.032 0.820 0.809 0.805 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.970 0.733 0.835 a = climbing down 0.035 0.723 0.577 0.642 b = climbing up 0.000 1.000 0.731 0.845 c = jumping 0.022 0.890 0.993 0.939 d = lying 0.058 0.677 0.756 0.715 e = standing 0.018 0.841 0.628 0.719 f = sitting 0.006 0.969 1.000 0.984 g = running 0.076 0.690 0.950 0.799 h = walking ------------------------------------------------------- 0.031 0.824 0.813 0.809 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.812 0.877 0.843 a = climbing down 0.051 0.279 0.653 0.391 b = climbing up 0.000 0.987 0.962 0.974 c = jumping 0.008 0.968 0.997 0.982 d = lying 0.049 0.823 0.977 0.893 e = standing 0.006 0.962 0.721 0.824 f = sitting 0.004 0.963 0.997 0.980 g = running 0.011 0.924 0.639 0.756 h = walking ------------------------------------------------------- 0.020 0.891 0.859 0.864 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.806 0.881 0.842 a = climbing down 0.047 0.301 0.663 0.414 b = climbing up 0.000 1.000 0.987 0.994 c = jumping 0.007 0.969 0.997 0.983 d = lying 0.048 0.825 0.977 0.895 e = standing 0.006 0.962 0.726 0.828 f = sitting 0.003 0.969 1.000 0.984 g = running 0.011 0.923 0.650 0.763 h = walking ------------------------------------------------------- 0.020 0.892 0.864 0.868 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.822 0.879 0.849 a = climbing down 0.043 0.313 0.642 0.421 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.945 0.997 0.970 d = lying 0.051 0.818 0.977 0.891 e = standing 0.006 0.960 0.684 0.799 f = sitting 0.003 0.972 1.000 0.986 g = running 0.012 0.925 0.692 0.792 h = walking ------------------------------------------------------- 0.021 0.889 0.864 0.866 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.027 0.837 0.881 0.858 a = climbing down 0.040 0.321 0.621 0.423 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.009 0.963 0.997 0.980 d = lying 0.047 0.831 0.977 0.898 e = standing 0.006 0.962 0.728 0.829 f = sitting 0.003 0.972 1.000 0.986 g = running 0.013 0.919 0.717 0.806 h = walking ------------------------------------------------------- 0.019 0.896 0.875 0.878 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.842 0.881 0.861 a = climbing down 0.040 0.326 0.632 0.430 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.969 0.997 0.983 d = lying 0.047 0.830 0.977 0.897 e = standing 0.006 0.963 0.734 0.833 f = sitting 0.003 0.972 1.000 0.986 g = running 0.013 0.922 0.725 0.811 h = walking ------------------------------------------------------- 0.018 0.899 0.877 0.881 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.863 0.881 0.872 a = climbing down 0.036 0.343 0.621 0.442 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.979 0.997 0.988 d = lying 0.043 0.840 0.977 0.904 e = standing 0.006 0.964 0.762 0.851 f = sitting 0.003 0.972 1.000 0.986 g = running 0.014 0.919 0.761 0.833 h = walking ------------------------------------------------------- 0.017 0.905 0.888 0.891 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.046 0.740 0.847 0.790 a = climbing down 0.078 0.227 0.780 0.351 b = climbing up 0.001 0.974 1.000 0.987 c = jumping 0.059 0.793 0.977 0.875 d = lying 0.040 0.850 0.957 0.900 e = standing 0.014 0.881 0.520 0.654 f = sitting 0.002 0.981 0.994 0.987 g = running 0.010 0.896 0.424 0.575 h = walking ------------------------------------------------------- 0.031 0.836 0.782 0.779 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.750 0.852 0.798 a = climbing down 0.075 0.237 0.791 0.365 b = climbing up 0.001 0.974 1.000 0.987 c = jumping 0.056 0.801 0.977 0.880 d = lying 0.038 0.855 0.957 0.903 e = standing 0.014 0.885 0.541 0.671 f = sitting 0.002 0.981 0.994 0.987 g = running 0.009 0.912 0.453 0.605 h = walking ------------------------------------------------------- 0.030 0.843 0.791 0.790 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.757 0.854 0.803 a = climbing down 0.072 0.241 0.780 0.368 b = climbing up 0.001 0.974 1.000 0.987 c = jumping 0.057 0.799 0.977 0.879 d = lying 0.039 0.853 0.957 0.902 e = standing 0.014 0.883 0.533 0.665 f = sitting 0.002 0.981 0.994 0.987 g = running 0.009 0.916 0.475 0.625 h = walking ------------------------------------------------------- 0.030 0.844 0.793 0.793 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.762 0.854 0.805 a = climbing down 0.071 0.254 0.824 0.389 b = climbing up 0.001 0.974 1.000 0.987 c = jumping 0.058 0.796 0.977 0.877 d = lying 0.039 0.853 0.957 0.902 e = standing 0.014 0.883 0.530 0.662 f = sitting 0.002 0.981 0.994 0.987 g = running 0.009 0.920 0.482 0.632 h = walking ------------------------------------------------------- 0.030 0.845 0.795 0.794 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.040 0.766 0.854 0.808 a = climbing down 0.071 0.253 0.824 0.388 b = climbing up 0.001 0.974 1.000 0.987 c = jumping 0.046 0.831 0.977 0.898 d = lying 0.029 0.885 0.957 0.920 e = standing 0.014 0.900 0.636 0.746 f = sitting 0.002 0.981 0.994 0.987 g = running 0.009 0.921 0.485 0.636 h = walking ------------------------------------------------------- 0.026 0.861 0.814 0.816 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.039 0.773 0.857 0.813 a = climbing down 0.067 0.254 0.780 0.384 b = climbing up 0.001 0.974 1.000 0.987 c = jumping 0.039 0.853 0.977 0.911 d = lying 0.022 0.910 0.957 0.933 e = standing 0.014 0.909 0.705 0.794 f = sitting 0.002 0.981 0.994 0.987 g = running 0.010 0.916 0.516 0.660 h = walking ------------------------------------------------------- 0.023 0.872 0.829 0.834 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.910 0.874 0.892 a = climbing down 0.028 0.809 0.767 0.787 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.017 0.905 0.955 0.929 d = lying 0.019 0.866 0.817 0.841 e = standing 0.036 0.794 0.791 0.793 f = sitting 0.001 0.994 0.993 0.994 g = running 0.032 0.835 0.896 0.864 h = walking ------------------------------------------------------- 0.020 0.877 0.877 0.877 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.911 0.870 0.890 a = climbing down 0.027 0.812 0.763 0.787 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.016 0.912 0.955 0.933 d = lying 0.020 0.866 0.853 0.859 e = standing 0.030 0.822 0.796 0.809 f = sitting 0.001 0.994 0.993 0.994 g = running 0.034 0.830 0.899 0.863 h = walking ------------------------------------------------------- 0.019 0.882 0.882 0.882 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.925 0.867 0.895 a = climbing down 0.026 0.822 0.772 0.796 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.014 0.922 0.952 0.937 d = lying 0.020 0.870 0.883 0.877 e = standing 0.026 0.845 0.807 0.826 f = sitting 0.001 0.994 0.993 0.994 g = running 0.034 0.831 0.911 0.869 h = walking ------------------------------------------------------- 0.018 0.890 0.890 0.890 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.930 0.867 0.897 a = climbing down 0.028 0.813 0.788 0.800 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.012 0.934 0.953 0.943 d = lying 0.020 0.870 0.888 0.879 e = standing 0.025 0.852 0.818 0.835 f = sitting 0.001 0.994 0.993 0.994 g = running 0.032 0.839 0.900 0.869 h = walking ------------------------------------------------------- 0.018 0.894 0.893 0.893 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.935 0.862 0.897 a = climbing down 0.027 0.818 0.779 0.798 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.006 0.966 0.958 0.962 d = lying 0.020 0.869 0.885 0.877 e = standing 0.024 0.858 0.852 0.855 f = sitting 0.001 0.994 0.993 0.994 g = running 0.034 0.831 0.908 0.868 h = walking ------------------------------------------------------- 0.017 0.899 0.898 0.898 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.942 0.862 0.900 a = climbing down 0.025 0.831 0.786 0.808 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.003 0.982 0.955 0.968 d = lying 0.020 0.870 0.888 0.879 e = standing 0.024 0.861 0.867 0.864 f = sitting 0.001 0.994 0.993 0.994 g = running 0.033 0.835 0.921 0.876 h = walking ------------------------------------------------------- 0.016 0.905 0.903 0.903 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.881 0.973 0.925 a = climbing down 0.022 0.832 0.688 0.753 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.019 0.896 0.946 0.920 d = lying 0.003 0.979 0.911 0.944 e = standing 0.020 0.886 0.892 0.889 f = sitting 0.001 0.994 1.000 0.997 g = running 0.039 0.806 0.870 0.837 h = walking ------------------------------------------------------- 0.016 0.900 0.900 0.898 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.881 0.973 0.925 a = climbing down 0.022 0.832 0.693 0.756 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.029 0.850 0.955 0.899 d = lying 0.003 0.978 0.948 0.963 e = standing 0.012 0.921 0.835 0.876 f = sitting 0.001 0.994 1.000 0.997 g = running 0.038 0.806 0.865 0.835 h = walking ------------------------------------------------------- 0.017 0.898 0.897 0.896 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.883 0.973 0.926 a = climbing down 0.021 0.835 0.684 0.752 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.032 0.834 0.953 0.889 d = lying 0.003 0.980 0.955 0.967 e = standing 0.012 0.923 0.814 0.865 f = sitting 0.001 0.994 1.000 0.997 g = running 0.040 0.801 0.870 0.834 h = walking ------------------------------------------------------- 0.017 0.896 0.894 0.893 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.881 0.973 0.925 a = climbing down 0.018 0.852 0.675 0.753 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.030 0.844 0.956 0.896 d = lying 0.003 0.980 0.979 0.979 e = standing 0.008 0.949 0.827 0.884 f = sitting 0.001 0.994 1.000 0.997 g = running 0.041 0.799 0.885 0.840 h = walking ------------------------------------------------------- 0.016 0.904 0.901 0.899 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.883 0.973 0.926 a = climbing down 0.018 0.852 0.665 0.747 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.022 0.880 0.956 0.917 d = lying 0.003 0.980 0.980 0.980 e = standing 0.007 0.953 0.873 0.911 f = sitting 0.001 0.994 1.000 0.997 g = running 0.042 0.796 0.891 0.841 h = walking ------------------------------------------------------- 0.015 0.909 0.908 0.906 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.897 0.973 0.933 a = climbing down 0.018 0.853 0.684 0.759 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.010 0.939 0.956 0.948 d = lying 0.003 0.980 0.980 0.980 e = standing 0.007 0.956 0.940 0.948 f = sitting 0.001 0.994 1.000 0.997 g = running 0.040 0.802 0.892 0.845 h = walking ------------------------------------------------------- 0.013 0.921 0.920 0.919 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.055 0.581 0.507 0.541 a = climbing down 0.076 0.654 0.731 0.690 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.012 0.915 0.750 0.824 d = lying 0.060 0.631 0.885 0.737 e = standing 0.035 0.681 0.583 0.628 f = sitting 0.004 0.982 0.844 0.908 g = running 0.056 0.681 0.826 0.746 h = walking ------------------------------------------------------- 0.039 0.758 0.742 0.743 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.054 0.593 0.516 0.552 a = climbing down 0.072 0.668 0.744 0.704 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.012 0.917 0.774 0.840 d = lying 0.060 0.631 0.883 0.736 e = standing 0.032 0.700 0.581 0.635 f = sitting 0.004 0.981 0.850 0.911 g = running 0.052 0.705 0.852 0.771 h = walking ------------------------------------------------------- 0.038 0.767 0.753 0.754 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.050 0.607 0.508 0.553 a = climbing down 0.075 0.670 0.782 0.722 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.917 0.774 0.840 d = lying 0.062 0.625 0.892 0.735 e = standing 0.030 0.705 0.568 0.629 f = sitting 0.004 0.984 0.848 0.911 g = running 0.045 0.738 0.869 0.798 h = walking ------------------------------------------------------- 0.037 0.774 0.760 0.760 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.051 0.607 0.521 0.561 a = climbing down 0.071 0.685 0.788 0.733 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.917 0.774 0.840 d = lying 0.063 0.620 0.896 0.733 e = standing 0.030 0.705 0.556 0.622 f = sitting 0.004 0.982 0.862 0.918 g = running 0.040 0.759 0.874 0.812 h = walking ------------------------------------------------------- 0.036 0.778 0.765 0.765 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.051 0.606 0.523 0.562 a = climbing down 0.069 0.692 0.790 0.738 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.917 0.774 0.840 d = lying 0.065 0.615 0.900 0.730 e = standing 0.029 0.705 0.543 0.613 f = sitting 0.004 0.982 0.866 0.920 g = running 0.039 0.769 0.886 0.823 h = walking ------------------------------------------------------- 0.035 0.780 0.767 0.766 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.050 0.611 0.520 0.562 a = climbing down 0.070 0.687 0.790 0.735 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.917 0.774 0.840 d = lying 0.066 0.612 0.904 0.730 e = standing 0.028 0.710 0.539 0.613 f = sitting 0.004 0.982 0.862 0.918 g = running 0.040 0.765 0.887 0.821 h = walking ------------------------------------------------------- 0.036 0.780 0.766 0.765 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.653 0.520 0.579 a = climbing down 0.074 0.630 0.646 0.638 b = climbing up 0.000 0.964 0.900 0.931 c = jumping 0.003 0.976 0.821 0.892 d = lying 0.036 0.726 0.827 0.774 e = standing 0.045 0.672 0.721 0.696 f = sitting 0.004 0.983 0.894 0.936 g = running 0.072 0.626 0.834 0.715 h = walking ------------------------------------------------------- 0.037 0.774 0.760 0.762 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.043 0.650 0.528 0.583 a = climbing down 0.076 0.620 0.630 0.625 b = climbing up 0.000 0.965 0.917 0.940 c = jumping 0.003 0.978 0.824 0.895 d = lying 0.036 0.729 0.834 0.778 e = standing 0.043 0.679 0.725 0.701 f = sitting 0.004 0.985 0.890 0.935 g = running 0.072 0.630 0.841 0.720 h = walking ------------------------------------------------------- 0.037 0.774 0.760 0.762 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.043 0.648 0.520 0.577 a = climbing down 0.067 0.650 0.633 0.642 b = climbing up 0.000 0.966 0.933 0.949 c = jumping 0.003 0.978 0.821 0.893 d = lying 0.036 0.729 0.834 0.778 e = standing 0.044 0.677 0.725 0.700 f = sitting 0.004 0.984 0.895 0.938 g = running 0.075 0.630 0.875 0.732 h = walking ------------------------------------------------------- 0.036 0.778 0.765 0.766 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.658 0.523 0.583 a = climbing down 0.067 0.657 0.658 0.657 b = climbing up 0.000 0.966 0.933 0.949 c = jumping 0.003 0.977 0.826 0.895 d = lying 0.037 0.724 0.846 0.781 e = standing 0.041 0.688 0.715 0.701 f = sitting 0.004 0.984 0.906 0.943 g = running 0.068 0.651 0.875 0.747 h = walking ------------------------------------------------------- 0.035 0.784 0.772 0.773 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.039 0.665 0.512 0.578 a = climbing down 0.067 0.665 0.679 0.672 b = climbing up 0.000 0.966 0.950 0.958 c = jumping 0.002 0.984 0.829 0.900 d = lying 0.037 0.724 0.851 0.782 e = standing 0.040 0.694 0.721 0.708 f = sitting 0.004 0.985 0.906 0.944 g = running 0.068 0.654 0.880 0.751 h = walking ------------------------------------------------------- 0.034 0.789 0.777 0.777 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.673 0.497 0.571 a = climbing down 0.068 0.668 0.695 0.681 b = climbing up 0.000 0.966 0.950 0.958 c = jumping 0.002 0.984 0.829 0.900 d = lying 0.037 0.724 0.851 0.782 e = standing 0.040 0.694 0.721 0.708 f = sitting 0.004 0.985 0.907 0.944 g = running 0.067 0.661 0.892 0.759 h = walking ------------------------------------------------------- 0.034 0.791 0.779 0.779 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.132 0.393 0.741 0.513 a = climbing down 0.048 0.705 0.826 0.761 b = climbing up 0.000 0.973 0.934 0.953 c = jumping 0.099 0.544 0.805 0.649 d = lying 0.008 0.941 0.916 0.929 e = standing 0.033 0.624 0.354 0.452 f = sitting 0.007 0.977 0.996 0.987 g = running 0.010 0.692 0.137 0.229 h = walking ------------------------------------------------------- 0.041 0.735 0.703 0.677 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.128 0.396 0.726 0.512 a = climbing down 0.058 0.677 0.878 0.765 b = climbing up 0.000 0.973 0.934 0.953 c = jumping 0.100 0.542 0.803 0.647 d = lying 0.008 0.941 0.918 0.929 e = standing 0.033 0.622 0.351 0.449 f = sitting 0.007 0.977 0.996 0.987 g = running 0.006 0.729 0.094 0.167 h = walking ------------------------------------------------------- 0.041 0.737 0.701 0.668 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.145 0.376 0.759 0.503 a = climbing down 0.052 0.693 0.848 0.762 b = climbing up 0.000 0.973 0.934 0.953 c = jumping 0.100 0.543 0.810 0.651 d = lying 0.008 0.941 0.920 0.930 e = standing 0.032 0.630 0.349 0.449 f = sitting 0.007 0.977 0.996 0.987 g = running 0.004 0.619 0.040 0.074 h = walking ------------------------------------------------------- 0.042 0.722 0.694 0.654 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.146 0.374 0.759 0.501 a = climbing down 0.054 0.688 0.858 0.764 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.100 0.543 0.809 0.650 d = lying 0.008 0.942 0.921 0.931 e = standing 0.032 0.631 0.351 0.451 f = sitting 0.007 0.977 0.996 0.987 g = running 0.002 0.609 0.021 0.041 h = walking ------------------------------------------------------- 0.042 0.720 0.692 0.650 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.150 0.370 0.765 0.499 a = climbing down 0.049 0.710 0.875 0.784 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.100 0.542 0.803 0.647 d = lying 0.008 0.942 0.923 0.932 e = standing 0.032 0.628 0.351 0.450 f = sitting 0.007 0.977 0.996 0.987 g = running 0.001 0.692 0.014 0.027 h = walking ------------------------------------------------------- 0.041 0.734 0.694 0.650 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.149 0.369 0.754 0.495 a = climbing down 0.052 0.701 0.884 0.782 b = climbing up 0.000 0.986 0.934 0.959 c = jumping 0.100 0.546 0.816 0.654 d = lying 0.008 0.940 0.921 0.931 e = standing 0.031 0.638 0.349 0.451 f = sitting 0.007 0.978 0.996 0.987 g = running 0.001 0.667 0.009 0.018 h = walking ------------------------------------------------------- 0.041 0.731 0.694 0.649 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.136 0.447 0.959 0.610 a = climbing down 0.027 0.786 0.707 0.744 b = climbing up 0.000 1.000 0.347 0.515 c = jumping 0.074 0.617 0.810 0.700 d = lying 0.008 0.938 0.869 0.903 e = standing 0.040 0.667 0.512 0.580 f = sitting 0.024 0.925 0.996 0.959 g = running 0.013 0.660 0.148 0.242 h = walking ------------------------------------------------------- 0.040 0.749 0.719 0.694 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.143 0.435 0.959 0.599 a = climbing down 0.034 0.762 0.782 0.772 b = climbing up 0.000 1.000 0.360 0.529 c = jumping 0.075 0.618 0.828 0.707 d = lying 0.008 0.937 0.877 0.906 e = standing 0.036 0.684 0.502 0.579 f = sitting 0.024 0.925 0.996 0.959 g = running 0.004 0.720 0.055 0.102 h = walking ------------------------------------------------------- 0.040 0.756 0.716 0.678 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.138 0.444 0.961 0.608 a = climbing down 0.040 0.735 0.805 0.768 b = climbing up 0.000 1.000 0.373 0.544 c = jumping 0.077 0.613 0.829 0.705 d = lying 0.008 0.940 0.877 0.907 e = standing 0.036 0.677 0.491 0.569 f = sitting 0.023 0.927 0.996 0.960 g = running 0.002 0.742 0.035 0.067 h = walking ------------------------------------------------------- 0.040 0.756 0.716 0.672 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.143 0.435 0.959 0.598 a = climbing down 0.039 0.739 0.795 0.766 b = climbing up 0.000 1.000 0.360 0.529 c = jumping 0.077 0.612 0.829 0.704 d = lying 0.008 0.937 0.877 0.906 e = standing 0.036 0.680 0.489 0.569 f = sitting 0.023 0.926 0.996 0.960 g = running 0.002 0.696 0.024 0.047 h = walking ------------------------------------------------------- 0.041 0.748 0.712 0.667 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.140 0.440 0.957 0.603 a = climbing down 0.040 0.736 0.809 0.771 b = climbing up 0.000 1.000 0.360 0.529 c = jumping 0.079 0.610 0.836 0.705 d = lying 0.008 0.939 0.877 0.907 e = standing 0.035 0.678 0.479 0.562 f = sitting 0.023 0.926 0.996 0.960 g = running 0.002 0.667 0.024 0.047 h = walking ------------------------------------------------------- 0.041 0.744 0.713 0.668 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.135 0.448 0.953 0.610 a = climbing down 0.044 0.722 0.827 0.771 b = climbing up 0.000 1.000 0.360 0.529 c = jumping 0.084 0.596 0.843 0.699 d = lying 0.008 0.939 0.877 0.907 e = standing 0.034 0.668 0.445 0.534 f = sitting 0.023 0.926 0.996 0.960 g = running 0.002 0.682 0.023 0.044 h = walking ------------------------------------------------------- 0.041 0.742 0.711 0.664 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.068 0.549 0.652 0.596 a = climbing down 0.097 0.505 0.714 0.592 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.010 0.945 0.962 0.954 d = lying 0.013 0.924 0.950 0.937 e = standing 0.010 0.940 0.897 0.918 f = sitting 0.004 0.982 1.000 0.991 g = running 0.027 0.614 0.280 0.385 h = walking ------------------------------------------------------- 0.029 0.805 0.799 0.791 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.069 0.545 0.652 0.594 a = climbing down 0.096 0.510 0.716 0.596 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.010 0.945 0.966 0.955 d = lying 0.013 0.927 0.952 0.939 e = standing 0.010 0.942 0.897 0.919 f = sitting 0.004 0.982 1.000 0.991 g = running 0.027 0.616 0.282 0.387 h = walking ------------------------------------------------------- 0.029 0.806 0.800 0.792 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.071 0.538 0.655 0.591 a = climbing down 0.094 0.512 0.706 0.594 b = climbing up 0.000 1.000 0.903 0.949 c = jumping 0.010 0.948 0.966 0.957 d = lying 0.013 0.925 0.954 0.939 e = standing 0.010 0.944 0.899 0.921 f = sitting 0.004 0.980 1.000 0.990 g = running 0.027 0.633 0.294 0.401 h = walking ------------------------------------------------------- 0.028 0.809 0.801 0.794 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.072 0.537 0.659 0.592 a = climbing down 0.086 0.529 0.697 0.602 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.010 0.948 0.966 0.957 d = lying 0.013 0.925 0.954 0.939 e = standing 0.010 0.944 0.899 0.921 f = sitting 0.004 0.982 1.000 0.991 g = running 0.028 0.643 0.328 0.434 h = walking ------------------------------------------------------- 0.028 0.812 0.806 0.800 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.072 0.537 0.664 0.593 a = climbing down 0.082 0.540 0.693 0.607 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.010 0.948 0.966 0.957 d = lying 0.012 0.932 0.948 0.940 e = standing 0.011 0.939 0.906 0.922 f = sitting 0.003 0.983 1.000 0.992 g = running 0.028 0.658 0.350 0.457 h = walking ------------------------------------------------------- 0.027 0.816 0.809 0.804 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.070 0.545 0.661 0.598 a = climbing down 0.079 0.550 0.691 0.612 b = climbing up 0.000 1.000 0.952 0.975 c = jumping 0.010 0.949 0.970 0.959 d = lying 0.010 0.938 0.948 0.943 e = standing 0.010 0.941 0.909 0.925 f = sitting 0.003 0.986 1.000 0.993 g = running 0.031 0.652 0.377 0.478 h = walking ------------------------------------------------------- 0.027 0.819 0.814 0.810 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.041 0.735 0.902 0.810 a = climbing down 0.038 0.684 0.596 0.637 b = climbing up 0.001 0.933 0.700 0.800 c = jumping 0.023 0.876 0.889 0.883 d = lying 0.028 0.829 0.826 0.828 e = standing 0.036 0.796 0.787 0.791 f = sitting 0.006 0.968 0.995 0.982 g = running 0.017 0.882 0.811 0.845 h = walking ------------------------------------------------------- 0.026 0.835 0.834 0.833 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.042 0.733 0.911 0.812 a = climbing down 0.037 0.692 0.592 0.638 b = climbing up 0.001 0.930 0.667 0.777 c = jumping 0.023 0.879 0.896 0.887 d = lying 0.031 0.819 0.828 0.824 e = standing 0.033 0.810 0.785 0.797 f = sitting 0.007 0.965 0.995 0.980 g = running 0.017 0.882 0.813 0.846 h = walking ------------------------------------------------------- 0.026 0.836 0.836 0.834 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.734 0.918 0.816 a = climbing down 0.038 0.685 0.589 0.633 b = climbing up 0.001 0.933 0.700 0.800 c = jumping 0.021 0.888 0.901 0.894 d = lying 0.034 0.803 0.828 0.816 e = standing 0.032 0.812 0.777 0.794 f = sitting 0.006 0.968 0.995 0.982 g = running 0.017 0.879 0.800 0.837 h = walking ------------------------------------------------------- 0.026 0.835 0.834 0.832 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.042 0.737 0.920 0.819 a = climbing down 0.039 0.679 0.592 0.632 b = climbing up 0.001 0.935 0.717 0.811 c = jumping 0.021 0.889 0.901 0.895 d = lying 0.034 0.804 0.830 0.817 e = standing 0.031 0.816 0.780 0.798 f = sitting 0.006 0.970 0.995 0.982 g = running 0.017 0.878 0.792 0.833 h = walking ------------------------------------------------------- 0.026 0.835 0.835 0.833 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.042 0.736 0.929 0.822 a = climbing down 0.039 0.680 0.596 0.635 b = climbing up 0.001 0.939 0.767 0.844 c = jumping 0.018 0.901 0.903 0.902 d = lying 0.033 0.809 0.830 0.819 e = standing 0.031 0.819 0.799 0.809 f = sitting 0.005 0.974 0.995 0.985 g = running 0.016 0.882 0.783 0.829 h = walking ------------------------------------------------------- 0.025 0.840 0.839 0.837 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.043 0.736 0.934 0.823 a = climbing down 0.038 0.684 0.598 0.638 b = climbing up 0.001 0.941 0.800 0.865 c = jumping 0.018 0.903 0.903 0.903 d = lying 0.032 0.814 0.830 0.822 e = standing 0.031 0.821 0.805 0.813 f = sitting 0.005 0.977 0.995 0.986 g = running 0.016 0.886 0.783 0.831 h = walking ------------------------------------------------------- 0.024 0.843 0.841 0.840 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.780 0.140 0.238 a = climbing down 0.013 0.600 0.111 0.188 b = climbing up 0.028 0.350 0.954 0.512 c = jumping 0.003 0.975 0.580 0.728 d = lying 0.019 0.628 0.238 0.345 e = standing 0.179 0.440 0.889 0.589 f = sitting 0.002 0.988 0.827 0.900 g = running 0.257 0.380 0.938 0.540 h = walking ------------------------------------------------------- 0.067 0.690 0.561 0.527 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.826 0.156 0.262 a = climbing down 0.010 0.613 0.092 0.160 b = climbing up 0.015 0.504 0.954 0.660 c = jumping 0.002 0.980 0.582 0.730 d = lying 0.022 0.609 0.244 0.348 e = standing 0.179 0.437 0.877 0.584 f = sitting 0.002 0.989 0.908 0.946 g = running 0.259 0.380 0.950 0.543 h = walking ------------------------------------------------------- 0.067 0.698 0.574 0.536 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.910 0.156 0.266 a = climbing down 0.004 0.688 0.053 0.099 b = climbing up 0.003 0.816 0.954 0.879 c = jumping 0.002 0.980 0.592 0.739 d = lying 0.022 0.606 0.244 0.347 e = standing 0.177 0.440 0.875 0.585 f = sitting 0.002 0.991 0.978 0.985 g = running 0.269 0.378 0.977 0.545 h = walking ------------------------------------------------------- 0.067 0.723 0.586 0.539 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.936 0.160 0.273 a = climbing down 0.003 0.737 0.045 0.085 b = climbing up 0.002 0.886 0.954 0.919 c = jumping 0.002 0.980 0.595 0.741 d = lying 0.022 0.607 0.248 0.352 e = standing 0.176 0.441 0.874 0.586 f = sitting 0.002 0.991 0.987 0.989 g = running 0.271 0.379 0.985 0.547 h = walking ------------------------------------------------------- 0.067 0.734 0.588 0.540 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.935 0.158 0.270 a = climbing down 0.003 0.735 0.040 0.076 b = climbing up 0.002 0.873 0.954 0.912 c = jumping 0.002 0.985 0.603 0.748 d = lying 0.021 0.618 0.250 0.355 e = standing 0.174 0.446 0.882 0.592 f = sitting 0.002 0.991 0.986 0.988 g = running 0.272 0.377 0.985 0.546 h = walking ------------------------------------------------------- 0.066 0.736 0.590 0.541 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.934 0.156 0.267 a = climbing down 0.002 0.667 0.026 0.050 b = climbing up 0.002 0.899 0.954 0.925 c = jumping 0.002 0.983 0.603 0.747 d = lying 0.022 0.615 0.250 0.355 e = standing 0.174 0.445 0.879 0.590 f = sitting 0.001 0.993 0.988 0.991 g = running 0.275 0.374 0.985 0.543 h = walking ------------------------------------------------------- 0.067 0.725 0.587 0.536 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.951 0.299 0.455 a = climbing down 0.014 0.532 0.094 0.160 b = climbing up 0.012 0.568 1.000 0.724 c = jumping 0.006 0.964 0.896 0.929 d = lying 0.019 0.611 0.220 0.324 e = standing 0.128 0.510 0.840 0.635 f = sitting 0.001 0.992 0.930 0.960 g = running 0.235 0.406 0.961 0.571 h = walking ------------------------------------------------------- 0.057 0.713 0.639 0.601 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.957 0.295 0.450 a = climbing down 0.011 0.519 0.068 0.121 b = climbing up 0.001 0.913 1.000 0.955 c = jumping 0.006 0.964 0.896 0.929 d = lying 0.019 0.611 0.214 0.317 e = standing 0.129 0.510 0.843 0.635 f = sitting 0.001 0.993 0.991 0.992 g = running 0.243 0.399 0.966 0.565 h = walking ------------------------------------------------------- 0.058 0.716 0.645 0.601 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.966 0.308 0.467 a = climbing down 0.008 0.578 0.060 0.109 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.966 0.895 0.929 d = lying 0.020 0.591 0.214 0.314 e = standing 0.129 0.506 0.835 0.630 f = sitting 0.001 0.994 1.000 0.997 g = running 0.246 0.398 0.973 0.565 h = walking ------------------------------------------------------- 0.058 0.724 0.647 0.602 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.960 0.319 0.479 a = climbing down 0.008 0.565 0.057 0.103 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.966 0.898 0.931 d = lying 0.020 0.602 0.224 0.327 e = standing 0.127 0.510 0.835 0.633 f = sitting 0.001 0.994 1.000 0.997 g = running 0.245 0.398 0.970 0.565 h = walking ------------------------------------------------------- 0.057 0.723 0.649 0.605 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.960 0.316 0.476 a = climbing down 0.007 0.540 0.044 0.081 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.966 0.898 0.931 d = lying 0.021 0.598 0.226 0.328 e = standing 0.127 0.510 0.831 0.632 f = sitting 0.001 0.996 1.000 0.998 g = running 0.248 0.396 0.975 0.564 h = walking ------------------------------------------------------- 0.058 0.719 0.647 0.601 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.957 0.295 0.450 a = climbing down 0.005 0.548 0.037 0.070 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.969 0.901 0.934 d = lying 0.021 0.598 0.226 0.328 e = standing 0.126 0.512 0.835 0.635 f = sitting 0.001 0.996 1.000 0.998 g = running 0.253 0.392 0.975 0.559 h = walking ------------------------------------------------------- 0.058 0.720 0.645 0.597 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.683 0.679 0.681 a = climbing down 0.141 0.556 0.661 0.604 b = climbing up 0.000 0.917 0.122 0.216 c = jumping 0.006 0.662 0.065 0.119 d = lying 0.059 0.703 0.983 0.820 e = standing 0.141 0.429 0.713 0.535 f = sitting 0.045 0.763 0.960 0.850 g = running 0.035 0.651 0.395 0.492 h = walking ------------------------------------------------------- 0.070 0.633 0.610 0.565 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.684 0.679 0.682 a = climbing down 0.130 0.570 0.644 0.605 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.006 0.803 0.136 0.233 d = lying 0.056 0.716 0.983 0.828 e = standing 0.132 0.445 0.714 0.549 f = sitting 0.049 0.744 0.960 0.839 g = running 0.037 0.670 0.455 0.542 h = walking ------------------------------------------------------- 0.067 0.663 0.625 0.588 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.685 0.755 0.719 a = climbing down 0.129 0.581 0.668 0.621 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.006 0.826 0.158 0.265 d = lying 0.056 0.713 0.983 0.826 e = standing 0.128 0.453 0.713 0.554 f = sitting 0.050 0.743 0.962 0.838 g = running 0.030 0.690 0.397 0.504 h = walking ------------------------------------------------------- 0.066 0.672 0.632 0.594 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.043 0.677 0.900 0.773 a = climbing down 0.135 0.569 0.665 0.613 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.006 0.857 0.200 0.324 d = lying 0.058 0.708 0.983 0.823 e = standing 0.119 0.471 0.713 0.567 f = sitting 0.053 0.733 0.963 0.832 g = running 0.019 0.698 0.269 0.388 h = walking ------------------------------------------------------- 0.066 0.675 0.632 0.590 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.052 0.645 0.933 0.763 a = climbing down 0.128 0.565 0.621 0.591 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.006 0.865 0.204 0.331 d = lying 0.053 0.726 0.984 0.836 e = standing 0.123 0.464 0.716 0.563 f = sitting 0.056 0.719 0.962 0.823 g = running 0.019 0.707 0.276 0.397 h = walking ------------------------------------------------------- 0.065 0.673 0.628 0.587 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.058 0.623 0.948 0.752 a = climbing down 0.118 0.574 0.592 0.583 b = climbing up 0.000 1.000 0.033 0.065 c = jumping 0.006 0.859 0.194 0.317 d = lying 0.051 0.736 0.984 0.842 e = standing 0.127 0.458 0.719 0.559 f = sitting 0.058 0.715 0.963 0.821 g = running 0.020 0.719 0.313 0.436 h = walking ------------------------------------------------------- 0.064 0.674 0.628 0.588 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.573 0.355 0.438 a = climbing down 0.172 0.363 0.366 0.365 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.019 0.711 0.257 0.378 d = lying 0.068 0.675 1.000 0.806 e = standing 0.110 0.420 0.537 0.472 f = sitting 0.089 0.625 0.998 0.769 g = running 0.070 0.486 0.401 0.439 h = walking ------------------------------------------------------- 0.086 0.526 0.530 0.498 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.643 0.438 0.521 a = climbing down 0.170 0.372 0.374 0.373 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.018 0.715 0.259 0.380 d = lying 0.063 0.692 0.996 0.817 e = standing 0.113 0.425 0.559 0.483 f = sitting 0.083 0.644 0.998 0.783 g = running 0.076 0.447 0.370 0.405 h = walking ------------------------------------------------------- 0.085 0.534 0.538 0.508 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.703 0.512 0.592 a = climbing down 0.148 0.414 0.390 0.401 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.020 0.705 0.267 0.388 d = lying 0.063 0.693 1.000 0.819 e = standing 0.110 0.428 0.554 0.483 f = sitting 0.083 0.642 0.998 0.782 g = running 0.074 0.500 0.445 0.471 h = walking ------------------------------------------------------- 0.080 0.555 0.559 0.531 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.703 0.619 0.658 a = climbing down 0.135 0.453 0.415 0.433 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.020 0.665 0.219 0.330 d = lying 0.063 0.692 1.000 0.818 e = standing 0.119 0.408 0.551 0.469 f = sitting 0.084 0.641 0.998 0.781 g = running 0.063 0.536 0.442 0.485 h = walking ------------------------------------------------------- 0.077 0.559 0.567 0.535 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.734 0.781 0.757 a = climbing down 0.107 0.529 0.448 0.485 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.020 0.665 0.219 0.330 d = lying 0.063 0.692 1.000 0.818 e = standing 0.119 0.408 0.551 0.469 f = sitting 0.086 0.634 0.998 0.775 g = running 0.056 0.579 0.461 0.513 h = walking ------------------------------------------------------- 0.071 0.584 0.591 0.559 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.750 0.821 0.784 a = climbing down 0.077 0.663 0.563 0.609 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.020 0.665 0.219 0.330 d = lying 0.062 0.696 1.000 0.821 e = standing 0.120 0.407 0.552 0.469 f = sitting 0.078 0.658 1.000 0.794 g = running 0.041 0.700 0.576 0.632 h = walking ------------------------------------------------------- 0.061 0.634 0.636 0.607 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.970 0.220 0.359 a = climbing down 0.052 0.672 0.733 0.701 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.961 0.995 0.977 d = lying 0.028 0.840 0.877 0.858 e = standing 0.021 0.861 0.792 0.825 f = sitting 0.000 0.999 0.861 0.925 g = running 0.114 0.584 0.982 0.732 h = walking ------------------------------------------------------- 0.030 0.849 0.808 0.795 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.973 0.243 0.388 a = climbing down 0.048 0.691 0.748 0.718 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.961 0.995 0.977 d = lying 0.028 0.840 0.879 0.859 e = standing 0.021 0.863 0.792 0.826 f = sitting 0.000 0.999 0.861 0.925 g = running 0.112 0.590 0.985 0.738 h = walking ------------------------------------------------------- 0.030 0.853 0.813 0.802 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.973 0.247 0.394 a = climbing down 0.048 0.697 0.761 0.727 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.007 0.961 0.995 0.977 d = lying 0.028 0.840 0.879 0.859 e = standing 0.021 0.863 0.792 0.826 f = sitting 0.000 0.999 0.860 0.924 g = running 0.110 0.593 0.983 0.740 h = walking ------------------------------------------------------- 0.029 0.854 0.815 0.803 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.975 0.265 0.417 a = climbing down 0.044 0.727 0.806 0.764 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.007 0.961 0.995 0.977 d = lying 0.028 0.840 0.881 0.860 e = standing 0.020 0.864 0.792 0.826 f = sitting 0.000 0.999 0.860 0.924 g = running 0.105 0.605 0.987 0.750 h = walking ------------------------------------------------------- 0.028 0.860 0.823 0.812 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.976 0.270 0.423 a = climbing down 0.045 0.723 0.821 0.769 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.007 0.961 0.995 0.977 d = lying 0.029 0.836 0.881 0.858 e = standing 0.020 0.863 0.787 0.823 f = sitting 0.000 0.999 0.860 0.924 g = running 0.100 0.616 0.988 0.759 h = walking ------------------------------------------------------- 0.028 0.860 0.825 0.814 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.976 0.274 0.428 a = climbing down 0.041 0.743 0.821 0.780 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.961 0.995 0.977 d = lying 0.029 0.837 0.882 0.859 e = standing 0.020 0.865 0.787 0.824 f = sitting 0.000 0.999 0.862 0.925 g = running 0.104 0.609 0.990 0.754 h = walking ------------------------------------------------------- 0.028 0.862 0.827 0.816 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.971 0.306 0.466 a = climbing down 0.047 0.626 0.544 0.582 b = climbing up 0.000 0.987 0.918 0.951 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.001 0.991 0.960 0.975 e = standing 0.016 0.912 0.992 0.950 f = sitting 0.002 0.991 0.982 0.987 g = running 0.111 0.589 0.971 0.733 h = walking ------------------------------------------------------- 0.024 0.876 0.846 0.836 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.969 0.288 0.444 a = climbing down 0.047 0.639 0.568 0.601 b = climbing up 0.000 0.987 0.918 0.951 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.001 0.991 0.963 0.977 e = standing 0.015 0.915 0.992 0.952 f = sitting 0.002 0.991 0.982 0.987 g = running 0.110 0.592 0.975 0.737 h = walking ------------------------------------------------------- 0.024 0.879 0.848 0.837 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.972 0.311 0.471 a = climbing down 0.042 0.662 0.561 0.607 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.001 0.993 0.970 0.981 e = standing 0.014 0.920 0.993 0.955 f = sitting 0.003 0.985 0.983 0.984 g = running 0.113 0.586 0.976 0.732 h = walking ------------------------------------------------------- 0.024 0.881 0.850 0.840 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.972 0.320 0.481 a = climbing down 0.043 0.664 0.591 0.625 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.001 0.993 0.968 0.981 e = standing 0.014 0.919 0.993 0.955 f = sitting 0.003 0.985 0.983 0.984 g = running 0.105 0.602 0.976 0.745 h = walking ------------------------------------------------------- 0.023 0.883 0.854 0.845 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.967 0.333 0.496 a = climbing down 0.048 0.681 0.697 0.689 b = climbing up 0.000 1.000 0.871 0.931 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.001 0.993 0.968 0.981 e = standing 0.014 0.919 0.993 0.955 f = sitting 0.004 0.982 0.985 0.983 g = running 0.084 0.652 0.966 0.779 h = walking ------------------------------------------------------- 0.021 0.892 0.868 0.859 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.969 0.356 0.521 a = climbing down 0.046 0.702 0.748 0.724 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.000 1.000 0.944 0.971 d = lying 0.001 0.993 0.968 0.981 e = standing 0.014 0.919 0.993 0.955 f = sitting 0.004 0.981 0.985 0.983 g = running 0.076 0.675 0.963 0.793 h = walking ------------------------------------------------------- 0.020 0.897 0.876 0.868 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.822 0.649 0.725 a = climbing down 0.054 0.608 0.823 0.700 b = climbing up 0.000 1.000 0.237 0.383 c = jumping 0.000 0.998 0.701 0.824 d = lying 0.041 0.709 0.470 0.566 e = standing 0.139 0.513 0.918 0.658 f = sitting 0.034 0.849 0.990 0.914 g = running 0.017 0.892 0.756 0.818 h = walking ------------------------------------------------------- 0.041 0.789 0.742 0.740 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.822 0.652 0.728 a = climbing down 0.051 0.620 0.823 0.707 b = climbing up 0.000 1.000 0.269 0.424 c = jumping 0.000 0.998 0.700 0.823 d = lying 0.040 0.713 0.464 0.562 e = standing 0.141 0.511 0.922 0.657 f = sitting 0.034 0.853 0.990 0.916 g = running 0.017 0.893 0.769 0.826 h = walking ------------------------------------------------------- 0.040 0.791 0.745 0.742 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.813 0.656 0.726 a = climbing down 0.049 0.628 0.812 0.708 b = climbing up 0.000 1.000 0.344 0.512 c = jumping 0.000 0.998 0.712 0.831 d = lying 0.039 0.717 0.461 0.561 e = standing 0.140 0.512 0.922 0.659 f = sitting 0.031 0.861 0.990 0.921 g = running 0.017 0.895 0.782 0.835 h = walking ------------------------------------------------------- 0.040 0.794 0.749 0.748 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.824 0.675 0.742 a = climbing down 0.044 0.653 0.815 0.725 b = climbing up 0.000 1.000 0.323 0.488 c = jumping 0.000 0.998 0.715 0.833 d = lying 0.037 0.725 0.460 0.563 e = standing 0.141 0.513 0.928 0.661 f = sitting 0.031 0.862 0.990 0.922 g = running 0.017 0.898 0.807 0.850 h = walking ------------------------------------------------------- 0.039 0.799 0.756 0.753 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.821 0.679 0.743 a = climbing down 0.037 0.690 0.818 0.748 b = climbing up 0.000 1.000 0.366 0.535 c = jumping 0.000 0.998 0.726 0.841 d = lying 0.033 0.743 0.448 0.559 e = standing 0.144 0.508 0.932 0.657 f = sitting 0.030 0.867 0.990 0.925 g = running 0.016 0.910 0.848 0.878 h = walking ------------------------------------------------------- 0.038 0.808 0.764 0.762 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.817 0.672 0.737 a = climbing down 0.035 0.702 0.821 0.757 b = climbing up 0.000 1.000 0.419 0.591 c = jumping 0.000 0.998 0.726 0.841 d = lying 0.031 0.754 0.439 0.555 e = standing 0.148 0.503 0.935 0.654 f = sitting 0.028 0.874 0.990 0.929 g = running 0.017 0.906 0.856 0.880 h = walking ------------------------------------------------------- 0.037 0.810 0.765 0.763 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.840 0.878 0.859 a = climbing down 0.043 0.621 0.703 0.660 b = climbing up 0.000 1.000 0.244 0.393 c = jumping 0.000 1.000 0.890 0.942 d = lying 0.019 0.820 0.403 0.541 e = standing 0.138 0.517 0.920 0.662 f = sitting 0.037 0.841 0.992 0.910 g = running 0.012 0.925 0.767 0.839 h = walking ------------------------------------------------------- 0.035 0.816 0.772 0.765 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.839 0.891 0.864 a = climbing down 0.041 0.633 0.700 0.665 b = climbing up 0.000 1.000 0.444 0.615 c = jumping 0.000 1.000 0.888 0.941 d = lying 0.015 0.855 0.426 0.569 e = standing 0.134 0.530 0.939 0.677 f = sitting 0.031 0.862 0.992 0.922 g = running 0.012 0.927 0.775 0.845 h = walking ------------------------------------------------------- 0.033 0.829 0.785 0.781 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.835 0.898 0.865 a = climbing down 0.036 0.661 0.686 0.673 b = climbing up 0.000 1.000 0.633 0.776 c = jumping 0.000 1.000 0.891 0.943 d = lying 0.013 0.870 0.412 0.560 e = standing 0.137 0.524 0.943 0.673 f = sitting 0.025 0.885 0.992 0.936 g = running 0.013 0.923 0.805 0.860 h = walking ------------------------------------------------------- 0.032 0.836 0.793 0.789 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.858 0.891 0.874 a = climbing down 0.032 0.691 0.709 0.700 b = climbing up 0.000 1.000 0.656 0.792 c = jumping 0.000 1.000 0.910 0.953 d = lying 0.012 0.885 0.448 0.595 e = standing 0.127 0.543 0.943 0.689 f = sitting 0.025 0.888 0.992 0.937 g = running 0.013 0.925 0.830 0.875 h = walking ------------------------------------------------------- 0.030 0.847 0.808 0.805 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.856 0.898 0.876 a = climbing down 0.030 0.702 0.700 0.701 b = climbing up 0.000 1.000 0.756 0.861 c = jumping 0.000 1.000 0.920 0.958 d = lying 0.011 0.898 0.450 0.599 e = standing 0.126 0.545 0.943 0.690 f = sitting 0.021 0.901 0.992 0.944 g = running 0.013 0.924 0.841 0.881 h = walking ------------------------------------------------------- 0.029 0.852 0.814 0.811 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.864 0.918 0.890 a = climbing down 0.030 0.703 0.703 0.703 b = climbing up 0.000 1.000 0.756 0.861 c = jumping 0.000 1.000 0.920 0.958 d = lying 0.011 0.904 0.465 0.614 e = standing 0.123 0.551 0.945 0.696 f = sitting 0.019 0.910 0.992 0.949 g = running 0.013 0.923 0.843 0.881 h = walking ------------------------------------------------------- 0.028 0.856 0.819 0.816 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.866 0.479 0.617 a = climbing down 0.071 0.609 0.719 0.660 b = climbing up 0.000 0.986 0.912 0.948 c = jumping 0.042 0.811 0.935 0.869 d = lying 0.016 0.815 0.489 0.611 e = standing 0.075 0.647 0.754 0.696 f = sitting 0.003 0.983 0.987 0.985 g = running 0.070 0.647 0.773 0.705 h = walking ------------------------------------------------------- 0.041 0.772 0.756 0.750 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.875 0.485 0.624 a = climbing down 0.074 0.602 0.735 0.662 b = climbing up 0.000 0.986 0.912 0.948 c = jumping 0.041 0.815 0.939 0.873 d = lying 0.016 0.811 0.487 0.609 e = standing 0.075 0.649 0.757 0.699 f = sitting 0.003 0.983 0.993 0.988 g = running 0.065 0.659 0.757 0.705 h = walking ------------------------------------------------------- 0.041 0.774 0.758 0.752 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.891 0.477 0.621 a = climbing down 0.071 0.612 0.731 0.666 b = climbing up 0.000 0.986 0.912 0.948 c = jumping 0.041 0.814 0.942 0.873 d = lying 0.016 0.817 0.487 0.610 e = standing 0.075 0.648 0.754 0.697 f = sitting 0.003 0.985 0.995 0.990 g = running 0.068 0.652 0.775 0.708 h = walking ------------------------------------------------------- 0.041 0.777 0.759 0.753 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.889 0.485 0.628 a = climbing down 0.067 0.626 0.729 0.674 b = climbing up 0.000 0.986 0.912 0.948 c = jumping 0.041 0.817 0.946 0.877 d = lying 0.016 0.817 0.487 0.610 e = standing 0.074 0.652 0.757 0.701 f = sitting 0.003 0.984 0.995 0.989 g = running 0.068 0.657 0.793 0.718 h = walking ------------------------------------------------------- 0.040 0.780 0.764 0.757 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.893 0.488 0.631 a = climbing down 0.063 0.634 0.714 0.671 b = climbing up 0.000 0.986 0.912 0.948 c = jumping 0.041 0.818 0.964 0.885 d = lying 0.014 0.834 0.487 0.615 e = standing 0.072 0.657 0.757 0.704 f = sitting 0.003 0.985 0.995 0.990 g = running 0.072 0.651 0.811 0.722 h = walking ------------------------------------------------------- 0.039 0.784 0.767 0.760 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.886 0.488 0.629 a = climbing down 0.062 0.633 0.695 0.662 b = climbing up 0.000 0.986 0.912 0.948 c = jumping 0.041 0.819 0.967 0.887 d = lying 0.014 0.834 0.487 0.615 e = standing 0.071 0.662 0.761 0.708 f = sitting 0.003 0.984 0.995 0.989 g = running 0.073 0.649 0.821 0.725 h = walking ------------------------------------------------------- 0.039 0.784 0.767 0.760 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.922 0.557 0.695 a = climbing down 0.065 0.571 0.565 0.568 b = climbing up 0.000 1.000 0.625 0.769 c = jumping 0.009 0.952 0.877 0.913 d = lying 0.013 0.885 0.706 0.785 e = standing 0.055 0.757 0.944 0.840 f = sitting 0.009 0.950 0.993 0.971 g = running 0.098 0.555 0.739 0.634 h = walking ------------------------------------------------------- 0.036 0.804 0.781 0.782 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.916 0.562 0.696 a = climbing down 0.060 0.585 0.556 0.570 b = climbing up 0.000 1.000 0.650 0.788 c = jumping 0.009 0.953 0.889 0.920 d = lying 0.013 0.887 0.704 0.785 e = standing 0.053 0.763 0.944 0.844 f = sitting 0.009 0.953 0.993 0.973 g = running 0.096 0.571 0.777 0.658 h = walking ------------------------------------------------------- 0.035 0.809 0.788 0.788 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.913 0.569 0.701 a = climbing down 0.058 0.596 0.556 0.575 b = climbing up 0.000 1.000 0.650 0.788 c = jumping 0.009 0.952 0.886 0.918 d = lying 0.013 0.884 0.702 0.783 e = standing 0.054 0.761 0.944 0.843 f = sitting 0.009 0.953 0.993 0.973 g = running 0.095 0.579 0.793 0.669 h = walking ------------------------------------------------------- 0.035 0.811 0.791 0.790 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.907 0.571 0.701 a = climbing down 0.058 0.595 0.556 0.575 b = climbing up 0.000 1.000 0.650 0.788 c = jumping 0.008 0.956 0.886 0.920 d = lying 0.013 0.884 0.702 0.783 e = standing 0.054 0.762 0.947 0.845 f = sitting 0.009 0.953 0.993 0.973 g = running 0.095 0.579 0.790 0.668 h = walking ------------------------------------------------------- 0.034 0.811 0.791 0.790 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.906 0.582 0.709 a = climbing down 0.056 0.599 0.552 0.575 b = climbing up 0.000 1.000 0.650 0.788 c = jumping 0.008 0.954 0.886 0.919 d = lying 0.013 0.884 0.702 0.783 e = standing 0.054 0.762 0.945 0.844 f = sitting 0.009 0.953 0.993 0.973 g = running 0.095 0.580 0.791 0.669 h = walking ------------------------------------------------------- 0.034 0.811 0.792 0.791 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.903 0.589 0.713 a = climbing down 0.055 0.605 0.554 0.578 b = climbing up 0.000 1.000 0.650 0.788 c = jumping 0.008 0.956 0.894 0.924 d = lying 0.012 0.891 0.704 0.787 e = standing 0.053 0.765 0.947 0.846 f = sitting 0.009 0.953 0.993 0.973 g = running 0.095 0.579 0.790 0.668 h = walking ------------------------------------------------------- 0.034 0.813 0.794 0.794 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.065 0.583 0.785 0.669 a = climbing down 0.082 0.525 0.581 0.552 b = climbing up 0.000 1.000 0.937 0.967 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.024 0.856 0.913 0.883 e = standing 0.014 0.906 0.853 0.878 f = sitting 0.002 0.990 0.998 0.994 g = running 0.028 0.787 0.537 0.639 h = walking ------------------------------------------------------- 0.028 0.824 0.812 0.812 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.065 0.584 0.785 0.670 a = climbing down 0.074 0.554 0.588 0.571 b = climbing up 0.000 1.000 0.937 0.967 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.024 0.858 0.917 0.886 e = standing 0.013 0.909 0.855 0.881 f = sitting 0.002 0.990 0.998 0.994 g = running 0.027 0.800 0.577 0.671 h = walking ------------------------------------------------------- 0.027 0.831 0.820 0.821 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.063 0.590 0.785 0.674 a = climbing down 0.065 0.584 0.583 0.583 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.024 0.859 0.922 0.890 e = standing 0.012 0.915 0.855 0.884 f = sitting 0.001 0.997 0.998 0.997 g = running 0.030 0.796 0.625 0.700 h = walking ------------------------------------------------------- 0.025 0.837 0.829 0.830 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.065 0.581 0.782 0.667 a = climbing down 0.058 0.602 0.565 0.583 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.024 0.859 0.922 0.890 e = standing 0.012 0.915 0.855 0.884 f = sitting 0.001 0.997 0.998 0.997 g = running 0.032 0.798 0.658 0.721 h = walking ------------------------------------------------------- 0.025 0.839 0.832 0.832 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.068 0.570 0.782 0.660 a = climbing down 0.052 0.609 0.520 0.561 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.024 0.859 0.922 0.890 e = standing 0.012 0.915 0.855 0.884 f = sitting 0.000 0.998 0.998 0.998 g = running 0.036 0.782 0.689 0.733 h = walking ------------------------------------------------------- 0.025 0.836 0.831 0.831 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.065 0.582 0.782 0.667 a = climbing down 0.051 0.628 0.548 0.585 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.024 0.859 0.922 0.890 e = standing 0.012 0.915 0.855 0.884 f = sitting 0.000 0.998 0.998 0.998 g = running 0.035 0.789 0.698 0.740 h = walking ------------------------------------------------------- 0.024 0.841 0.836 0.836 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.058 0.645 0.904 0.753 a = climbing down 0.072 0.550 0.563 0.557 b = climbing up 0.000 0.971 0.550 0.702 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.009 0.926 0.757 0.833 e = standing 0.038 0.795 0.944 0.863 f = sitting 0.009 0.952 0.998 0.975 g = running 0.014 0.893 0.636 0.743 h = walking ------------------------------------------------------- 0.026 0.839 0.824 0.823 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.055 0.653 0.898 0.756 a = climbing down 0.074 0.549 0.575 0.562 b = climbing up 0.000 0.971 0.550 0.702 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.012 0.910 0.750 0.822 e = standing 0.039 0.788 0.930 0.853 f = sitting 0.009 0.952 0.998 0.975 g = running 0.014 0.895 0.635 0.742 h = walking ------------------------------------------------------- 0.026 0.837 0.822 0.821 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.055 0.657 0.898 0.759 a = climbing down 0.068 0.571 0.575 0.573 b = climbing up 0.000 0.971 0.567 0.716 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.013 0.905 0.779 0.837 e = standing 0.035 0.806 0.922 0.861 f = sitting 0.009 0.953 0.998 0.975 g = running 0.015 0.896 0.669 0.766 h = walking ------------------------------------------------------- 0.025 0.843 0.831 0.830 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.053 0.662 0.896 0.762 a = climbing down 0.063 0.592 0.583 0.587 b = climbing up 0.000 0.972 0.583 0.729 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.012 0.907 0.759 0.826 e = standing 0.038 0.794 0.926 0.855 f = sitting 0.009 0.955 0.998 0.976 g = running 0.015 0.900 0.699 0.787 h = walking ------------------------------------------------------- 0.025 0.845 0.835 0.834 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.055 0.658 0.904 0.761 a = climbing down 0.047 0.658 0.573 0.612 b = climbing up 0.000 0.972 0.583 0.729 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.014 0.899 0.781 0.836 e = standing 0.035 0.807 0.917 0.858 f = sitting 0.009 0.955 0.998 0.976 g = running 0.015 0.907 0.781 0.839 h = walking ------------------------------------------------------- 0.022 0.856 0.849 0.847 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.053 0.662 0.898 0.762 a = climbing down 0.040 0.690 0.569 0.624 b = climbing up 0.000 0.974 0.617 0.755 c = jumping 0.000 1.000 0.995 0.997 d = lying 0.019 0.880 0.873 0.876 e = standing 0.020 0.874 0.885 0.879 f = sitting 0.008 0.958 0.998 0.978 g = running 0.016 0.905 0.824 0.863 h = walking ------------------------------------------------------- 0.020 0.867 0.863 0.862 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.706 0.359 0.477 a = climbing down 0.160 0.508 0.841 0.634 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.002 0.988 0.980 0.984 d = lying 0.041 0.685 0.710 0.697 e = standing 0.040 0.727 0.712 0.720 f = sitting 0.003 0.983 0.998 0.991 g = running 0.041 0.604 0.365 0.455 h = walking ------------------------------------------------------- 0.045 0.755 0.739 0.730 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.736 0.395 0.514 a = climbing down 0.156 0.519 0.856 0.646 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.002 0.988 0.980 0.984 d = lying 0.040 0.691 0.714 0.703 e = standing 0.040 0.732 0.718 0.725 f = sitting 0.003 0.983 0.998 0.991 g = running 0.039 0.614 0.363 0.456 h = walking ------------------------------------------------------- 0.044 0.762 0.747 0.738 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.750 0.410 0.530 a = climbing down 0.156 0.519 0.856 0.646 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.002 0.988 0.980 0.984 d = lying 0.041 0.688 0.714 0.701 e = standing 0.040 0.731 0.714 0.722 f = sitting 0.003 0.983 0.998 0.991 g = running 0.039 0.608 0.354 0.448 h = walking ------------------------------------------------------- 0.044 0.762 0.746 0.737 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.767 0.425 0.547 a = climbing down 0.161 0.514 0.862 0.644 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.002 0.988 0.980 0.984 d = lying 0.042 0.690 0.736 0.712 e = standing 0.037 0.743 0.708 0.725 f = sitting 0.003 0.982 0.998 0.990 g = running 0.037 0.606 0.328 0.426 h = walking ------------------------------------------------------- 0.044 0.765 0.747 0.737 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.760 0.433 0.552 a = climbing down 0.156 0.515 0.844 0.640 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.002 0.988 0.980 0.984 d = lying 0.038 0.704 0.707 0.705 e = standing 0.041 0.732 0.737 0.734 f = sitting 0.003 0.982 0.998 0.990 g = running 0.040 0.598 0.345 0.438 h = walking ------------------------------------------------------- 0.044 0.763 0.748 0.739 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.748 0.435 0.550 a = climbing down 0.154 0.517 0.836 0.639 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.002 0.988 0.980 0.984 d = lying 0.037 0.706 0.710 0.708 e = standing 0.040 0.734 0.739 0.737 f = sitting 0.004 0.980 0.998 0.989 g = running 0.039 0.610 0.359 0.452 h = walking ------------------------------------------------------- 0.043 0.764 0.749 0.741 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.790 0.668 0.724 a = climbing down 0.142 0.506 0.735 0.599 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.006 0.965 0.932 0.948 d = lying 0.032 0.753 0.771 0.762 e = standing 0.037 0.758 0.773 0.765 f = sitting 0.013 0.935 0.998 0.965 g = running 0.039 0.577 0.308 0.402 h = walking ------------------------------------------------------- 0.043 0.759 0.753 0.746 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.795 0.668 0.726 a = climbing down 0.147 0.497 0.735 0.593 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.006 0.966 0.929 0.947 d = lying 0.030 0.763 0.776 0.770 e = standing 0.038 0.754 0.779 0.767 f = sitting 0.013 0.933 0.998 0.965 g = running 0.038 0.565 0.286 0.380 h = walking ------------------------------------------------------- 0.043 0.757 0.750 0.743 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.773 0.673 0.720 a = climbing down 0.145 0.497 0.728 0.591 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.005 0.970 0.929 0.949 d = lying 0.029 0.763 0.729 0.745 e = standing 0.045 0.726 0.791 0.757 f = sitting 0.013 0.933 0.998 0.965 g = running 0.037 0.571 0.286 0.381 h = walking ------------------------------------------------------- 0.044 0.753 0.746 0.738 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.774 0.684 0.726 a = climbing down 0.144 0.501 0.732 0.595 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.005 0.970 0.929 0.949 d = lying 0.028 0.776 0.760 0.768 e = standing 0.041 0.746 0.798 0.771 f = sitting 0.013 0.933 0.998 0.965 g = running 0.036 0.579 0.288 0.385 h = walking ------------------------------------------------------- 0.043 0.759 0.752 0.744 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.776 0.694 0.733 a = climbing down 0.145 0.499 0.733 0.594 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.005 0.970 0.929 0.949 d = lying 0.029 0.773 0.769 0.771 e = standing 0.040 0.750 0.791 0.770 f = sitting 0.013 0.933 0.998 0.965 g = running 0.035 0.579 0.277 0.375 h = walking ------------------------------------------------------- 0.043 0.759 0.752 0.743 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.772 0.694 0.731 a = climbing down 0.146 0.497 0.732 0.592 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.005 0.970 0.929 0.949 d = lying 0.029 0.773 0.769 0.771 e = standing 0.040 0.750 0.791 0.770 f = sitting 0.013 0.933 0.998 0.965 g = running 0.034 0.576 0.272 0.369 h = walking ------------------------------------------------------- 0.043 0.757 0.751 0.742 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.204 0.226 0.889 0.360 a = climbing down 0.008 0.900 0.432 0.584 b = climbing up 0.001 0.971 0.943 0.957 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.098 0.320 0.256 0.284 e = standing 0.316 0.160 0.390 0.227 f = sitting 0.018 0.905 1.000 0.950 g = running 0.005 0.910 0.265 0.411 h = walking ------------------------------------------------------- 0.075 0.529 0.425 0.414 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.221 0.212 0.889 0.342 a = climbing down 0.007 0.913 0.432 0.587 b = climbing up 0.001 0.971 0.943 0.957 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.097 0.316 0.249 0.278 e = standing 0.317 0.162 0.396 0.230 f = sitting 0.018 0.908 1.000 0.952 g = running 0.005 0.894 0.183 0.304 h = walking ------------------------------------------------------- 0.076 0.527 0.410 0.395 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.227 0.207 0.889 0.336 a = climbing down 0.006 0.923 0.430 0.587 b = climbing up 0.001 0.971 0.943 0.957 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.096 0.314 0.243 0.274 e = standing 0.318 0.163 0.402 0.232 f = sitting 0.018 0.908 1.000 0.952 g = running 0.004 0.888 0.160 0.271 h = walking ------------------------------------------------------- 0.076 0.527 0.406 0.389 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.230 0.209 0.911 0.340 a = climbing down 0.006 0.930 0.425 0.583 b = climbing up 0.000 0.985 0.943 0.964 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.097 0.311 0.243 0.273 e = standing 0.318 0.161 0.394 0.228 f = sitting 0.016 0.919 1.000 0.958 g = running 0.004 0.904 0.160 0.271 h = walking ------------------------------------------------------- 0.076 0.532 0.405 0.389 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.242 0.201 0.915 0.330 a = climbing down 0.005 0.933 0.396 0.556 b = climbing up 0.000 0.985 0.943 0.964 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.094 0.319 0.243 0.276 e = standing 0.318 0.168 0.416 0.240 f = sitting 0.015 0.923 1.000 0.960 g = running 0.004 0.879 0.124 0.217 h = walking ------------------------------------------------------- 0.076 0.531 0.398 0.377 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.244 0.200 0.915 0.328 a = climbing down 0.005 0.933 0.400 0.560 b = climbing up 0.000 0.985 0.943 0.964 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.094 0.319 0.243 0.276 e = standing 0.318 0.168 0.416 0.240 f = sitting 0.013 0.929 1.000 0.963 g = running 0.004 0.872 0.116 0.205 h = walking ------------------------------------------------------- 0.076 0.531 0.397 0.376 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.228 0.197 0.838 0.319 a = climbing down 0.007 0.920 0.454 0.608 b = climbing up 0.001 0.954 0.954 0.954 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.052 0.243 0.093 0.135 e = standing 0.346 0.231 0.670 0.343 f = sitting 0.015 0.923 1.000 0.960 g = running 0.007 0.824 0.152 0.257 h = walking ------------------------------------------------------- 0.073 0.515 0.417 0.382 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.220 0.211 0.880 0.341 a = climbing down 0.007 0.917 0.456 0.609 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.051 0.243 0.091 0.133 e = standing 0.347 0.232 0.676 0.345 f = sitting 0.012 0.935 1.000 0.966 g = running 0.007 0.849 0.193 0.314 h = walking ------------------------------------------------------- 0.072 0.522 0.428 0.395 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.235 0.215 0.962 0.352 a = climbing down 0.005 0.940 0.425 0.586 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.050 0.239 0.088 0.128 e = standing 0.347 0.233 0.682 0.348 f = sitting 0.007 0.964 1.000 0.982 g = running 0.006 0.832 0.154 0.260 h = walking ------------------------------------------------------- 0.072 0.527 0.422 0.385 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.239 0.212 0.962 0.348 a = climbing down 0.003 0.955 0.423 0.587 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.059 0.236 0.100 0.140 e = standing 0.345 0.220 0.630 0.327 f = sitting 0.007 0.964 1.000 0.982 g = running 0.006 0.817 0.138 0.236 h = walking ------------------------------------------------------- 0.073 0.524 0.414 0.380 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.228 0.219 0.957 0.357 a = climbing down 0.004 0.953 0.441 0.603 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.064 0.218 0.098 0.135 e = standing 0.345 0.211 0.598 0.312 f = sitting 0.007 0.964 1.000 0.982 g = running 0.006 0.860 0.182 0.300 h = walking ------------------------------------------------------- 0.073 0.528 0.419 0.391 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.237 0.211 0.949 0.346 a = climbing down 0.004 0.951 0.450 0.611 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.065 0.199 0.089 0.123 e = standing 0.347 0.208 0.590 0.308 f = sitting 0.007 0.964 1.000 0.982 g = running 0.006 0.832 0.130 0.226 h = walking ------------------------------------------------------- 0.074 0.519 0.409 0.376 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.631 0.505 0.561 a = climbing down 0.173 0.286 0.460 0.353 b = climbing up 0.003 0.450 0.114 0.182 c = jumping 0.100 0.629 1.000 0.772 d = lying 0.022 0.627 0.214 0.319 e = standing 0.094 0.490 0.524 0.507 f = sitting 0.009 0.953 0.883 0.916 g = running 0.068 0.485 0.376 0.424 h = walking ------------------------------------------------------- 0.069 0.592 0.567 0.552 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.650 0.510 0.571 a = climbing down 0.174 0.312 0.526 0.392 b = climbing up 0.002 0.308 0.051 0.087 c = jumping 0.101 0.628 1.000 0.771 d = lying 0.021 0.668 0.249 0.363 e = standing 0.087 0.508 0.526 0.517 f = sitting 0.009 0.952 0.886 0.917 g = running 0.061 0.508 0.369 0.428 h = walking ------------------------------------------------------- 0.067 0.607 0.580 0.565 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.745 0.486 0.588 a = climbing down 0.183 0.343 0.634 0.445 b = climbing up 0.001 0.600 0.038 0.071 c = jumping 0.098 0.634 1.000 0.776 d = lying 0.022 0.698 0.302 0.421 e = standing 0.079 0.536 0.531 0.533 f = sitting 0.014 0.928 0.896 0.912 g = running 0.052 0.531 0.344 0.418 h = walking ------------------------------------------------------- 0.065 0.635 0.598 0.583 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.789 0.462 0.583 a = climbing down 0.199 0.379 0.806 0.515 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.097 0.637 1.000 0.778 d = lying 0.022 0.708 0.317 0.438 e = standing 0.077 0.545 0.536 0.541 f = sitting 0.016 0.918 0.898 0.908 g = running 0.025 0.664 0.292 0.405 h = walking ------------------------------------------------------- 0.062 0.654 0.612 0.591 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.802 0.443 0.571 a = climbing down 0.191 0.394 0.825 0.533 b = climbing up 0.001 0.000 0.000 0.000 c = jumping 0.097 0.637 1.000 0.778 d = lying 0.022 0.712 0.322 0.443 e = standing 0.076 0.548 0.536 0.542 f = sitting 0.015 0.923 0.896 0.909 g = running 0.025 0.711 0.354 0.473 h = walking ------------------------------------------------------- 0.061 0.665 0.623 0.603 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.783 0.438 0.562 a = climbing down 0.192 0.430 0.960 0.594 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.100 0.631 1.000 0.773 d = lying 0.024 0.726 0.368 0.488 e = standing 0.068 0.566 0.514 0.539 f = sitting 0.010 0.945 0.898 0.921 g = running 0.005 0.926 0.363 0.521 h = walking ------------------------------------------------------- 0.057 0.707 0.645 0.625 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.876 0.766 0.817 a = climbing down 0.142 0.449 0.770 0.567 b = climbing up 0.003 0.786 0.587 0.672 c = jumping 0.033 0.830 0.940 0.881 d = lying 0.005 0.950 0.525 0.676 e = standing 0.081 0.638 0.837 0.724 f = sitting 0.007 0.957 0.842 0.896 g = running 0.027 0.741 0.456 0.565 h = walking ------------------------------------------------------- 0.043 0.781 0.731 0.733 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.895 0.764 0.824 a = climbing down 0.141 0.455 0.784 0.576 b = climbing up 0.000 1.000 0.347 0.515 c = jumping 0.031 0.837 0.942 0.887 d = lying 0.005 0.941 0.494 0.648 e = standing 0.087 0.624 0.841 0.716 f = sitting 0.015 0.919 0.861 0.889 g = running 0.026 0.751 0.461 0.571 h = walking ------------------------------------------------------- 0.044 0.781 0.728 0.727 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.930 0.740 0.824 a = climbing down 0.137 0.476 0.827 0.604 b = climbing up 0.000 1.000 0.360 0.529 c = jumping 0.025 0.862 0.932 0.896 d = lying 0.007 0.907 0.400 0.555 e = standing 0.104 0.587 0.866 0.700 f = sitting 0.013 0.927 0.861 0.892 g = running 0.023 0.793 0.512 0.622 h = walking ------------------------------------------------------- 0.044 0.788 0.728 0.725 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.910 0.735 0.813 a = climbing down 0.137 0.484 0.852 0.618 b = climbing up 0.000 1.000 0.333 0.500 c = jumping 0.025 0.864 0.932 0.896 d = lying 0.008 0.865 0.284 0.427 e = standing 0.123 0.547 0.869 0.672 f = sitting 0.014 0.924 0.861 0.891 g = running 0.016 0.847 0.524 0.647 h = walking ------------------------------------------------------- 0.046 0.783 0.715 0.706 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.918 0.733 0.815 a = climbing down 0.126 0.508 0.867 0.641 b = climbing up 0.000 1.000 0.307 0.469 c = jumping 0.021 0.885 0.933 0.908 d = lying 0.008 0.855 0.262 0.401 e = standing 0.127 0.548 0.895 0.680 f = sitting 0.015 0.921 0.861 0.890 g = running 0.015 0.874 0.588 0.703 h = walking ------------------------------------------------------- 0.044 0.792 0.727 0.715 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.922 0.745 0.824 a = climbing down 0.125 0.516 0.886 0.652 b = climbing up 0.000 1.000 0.253 0.404 c = jumping 0.021 0.885 0.933 0.908 d = lying 0.008 0.855 0.262 0.401 e = standing 0.127 0.548 0.895 0.680 f = sitting 0.017 0.907 0.861 0.883 g = running 0.011 0.903 0.585 0.710 h = walking ------------------------------------------------------- 0.044 0.795 0.729 0.716 Weighted Avg. >> forearmwaist >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.968 0.382 0.548 a = climbing down 0.102 0.566 0.871 0.686 b = climbing up 0.000 1.000 0.855 0.922 c = jumping 0.003 0.000 0.000 0.000 d = lying 0.008 0.913 0.498 0.644 e = standing 0.263 0.350 0.932 0.509 f = sitting 0.004 0.975 0.998 0.987 g = running 0.029 0.835 0.836 0.835 h = walking ------------------------------------------------------- 0.055 0.659 0.644 0.605 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.968 0.382 0.548 a = climbing down 0.098 0.575 0.873 0.693 b = climbing up 0.000 1.000 0.855 0.922 c = jumping 0.003 0.000 0.000 0.000 d = lying 0.008 0.916 0.499 0.646 e = standing 0.263 0.351 0.936 0.511 f = sitting 0.004 0.975 0.998 0.987 g = running 0.028 0.839 0.856 0.848 h = walking ------------------------------------------------------- 0.054 0.662 0.648 0.609 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.969 0.386 0.552 a = climbing down 0.095 0.583 0.873 0.699 b = climbing up 0.000 1.000 0.855 0.922 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.008 0.917 0.506 0.652 e = standing 0.262 0.353 0.940 0.513 f = sitting 0.004 0.975 0.998 0.987 g = running 0.028 0.845 0.875 0.859 h = walking ------------------------------------------------------- 0.054 0.664 0.653 0.613 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.968 0.382 0.548 a = climbing down 0.096 0.582 0.875 0.699 b = climbing up 0.001 0.962 0.987 0.974 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.008 0.918 0.507 0.653 e = standing 0.261 0.353 0.940 0.514 f = sitting 0.001 0.991 0.993 0.992 g = running 0.028 0.846 0.875 0.860 h = walking ------------------------------------------------------- 0.053 0.666 0.654 0.614 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.960 0.396 0.561 a = climbing down 0.090 0.595 0.871 0.707 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.008 0.918 0.507 0.653 e = standing 0.261 0.353 0.940 0.514 f = sitting 0.002 0.986 0.997 0.992 g = running 0.030 0.835 0.881 0.858 h = walking ------------------------------------------------------- 0.053 0.665 0.656 0.617 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.960 0.394 0.559 a = climbing down 0.091 0.594 0.871 0.707 b = climbing up 0.000 1.000 0.934 0.966 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.008 0.918 0.507 0.653 e = standing 0.261 0.353 0.940 0.514 f = sitting 0.003 0.985 0.997 0.991 g = running 0.030 0.834 0.880 0.856 h = walking ------------------------------------------------------- 0.053 0.664 0.656 0.616 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.985 0.700 0.819 a = climbing down 0.062 0.680 0.858 0.758 b = climbing up 0.000 1.000 0.880 0.936 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 0.003 0.983 0.991 0.987 g = running 0.031 0.823 0.827 0.825 h = walking ------------------------------------------------------- 0.045 0.694 0.708 0.672 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.698 0.817 a = climbing down 0.061 0.681 0.850 0.756 b = climbing up 0.000 1.000 0.880 0.936 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 0.003 0.981 0.991 0.986 g = running 0.032 0.818 0.832 0.825 h = walking ------------------------------------------------------- 0.045 0.693 0.707 0.672 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.696 0.816 a = climbing down 0.059 0.685 0.841 0.755 b = climbing up 0.000 1.000 0.880 0.936 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 0.003 0.981 0.991 0.986 g = running 0.034 0.814 0.845 0.829 h = walking ------------------------------------------------------- 0.045 0.693 0.708 0.673 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.694 0.814 a = climbing down 0.058 0.689 0.833 0.754 b = climbing up 0.000 1.000 0.853 0.921 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.640 0.780 e = standing 0.239 0.389 1.000 0.560 f = sitting 0.003 0.980 0.991 0.986 g = running 0.035 0.811 0.857 0.833 h = walking ------------------------------------------------------- 0.045 0.693 0.709 0.673 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.702 0.820 a = climbing down 0.051 0.713 0.831 0.768 b = climbing up 0.000 1.000 0.853 0.921 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.640 0.780 e = standing 0.239 0.389 1.000 0.560 f = sitting 0.003 0.980 0.991 0.986 g = running 0.036 0.810 0.882 0.845 h = walking ------------------------------------------------------- 0.044 0.696 0.713 0.677 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.704 0.821 a = climbing down 0.047 0.731 0.833 0.779 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.640 0.780 e = standing 0.239 0.389 1.000 0.560 f = sitting 0.005 0.973 0.991 0.982 g = running 0.036 0.815 0.906 0.858 h = walking ------------------------------------------------------- 0.044 0.698 0.716 0.680 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.930 0.747 0.828 a = climbing down 0.015 0.472 0.442 0.457 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.044 0.837 0.982 0.903 e = standing 0.004 0.974 0.778 0.865 f = sitting 0.001 0.987 1.000 0.994 g = running 0.040 0.833 0.964 0.893 h = walking ------------------------------------------------------- 0.018 0.910 0.903 0.901 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.938 0.744 0.830 a = climbing down 0.012 0.524 0.453 0.486 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.044 0.837 0.982 0.903 e = standing 0.004 0.974 0.778 0.865 f = sitting 0.001 0.987 1.000 0.994 g = running 0.041 0.832 0.980 0.900 h = walking ------------------------------------------------------- 0.018 0.912 0.906 0.904 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.938 0.744 0.830 a = climbing down 0.012 0.524 0.453 0.486 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.044 0.837 0.982 0.903 e = standing 0.004 0.974 0.778 0.865 f = sitting 0.001 0.987 1.000 0.994 g = running 0.042 0.829 0.976 0.897 h = walking ------------------------------------------------------- 0.018 0.912 0.906 0.903 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.946 0.733 0.826 a = climbing down 0.012 0.532 0.442 0.483 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.044 0.837 0.982 0.903 e = standing 0.004 0.974 0.778 0.865 f = sitting 0.001 0.987 1.000 0.994 g = running 0.044 0.821 0.984 0.895 h = walking ------------------------------------------------------- 0.018 0.912 0.905 0.902 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.733 0.827 a = climbing down 0.011 0.534 0.411 0.464 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.044 0.837 0.982 0.903 e = standing 0.004 0.974 0.778 0.865 f = sitting 0.001 0.987 1.000 0.994 g = running 0.046 0.817 0.989 0.895 h = walking ------------------------------------------------------- 0.018 0.911 0.905 0.902 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.952 0.733 0.828 a = climbing down 0.011 0.547 0.432 0.482 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.043 0.838 0.983 0.905 e = standing 0.004 0.976 0.780 0.867 f = sitting 0.001 0.987 1.000 0.994 g = running 0.045 0.819 0.989 0.896 h = walking ------------------------------------------------------- 0.018 0.913 0.906 0.903 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.890 0.890 0.890 a = climbing down 0.005 0.770 0.626 0.691 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 0.988 0.985 0.987 e = standing 0.006 0.971 0.994 0.982 f = sitting 0.002 0.978 1.000 0.989 g = running 0.021 0.898 0.915 0.906 h = walking ------------------------------------------------------- 0.008 0.952 0.953 0.952 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.887 0.887 0.887 a = climbing down 0.004 0.833 0.659 0.736 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 0.988 0.987 0.987 e = standing 0.006 0.972 0.994 0.983 f = sitting 0.002 0.978 1.000 0.989 g = running 0.021 0.900 0.920 0.910 h = walking ------------------------------------------------------- 0.008 0.954 0.955 0.954 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.896 0.890 0.893 a = climbing down 0.002 0.909 0.659 0.764 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 0.988 0.987 0.987 e = standing 0.006 0.972 0.994 0.983 f = sitting 0.002 0.978 1.000 0.989 g = running 0.021 0.902 0.936 0.919 h = walking ------------------------------------------------------- 0.007 0.958 0.958 0.957 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.902 0.890 0.896 a = climbing down 0.002 0.914 0.703 0.795 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 0.988 0.988 0.988 e = standing 0.005 0.974 0.994 0.984 f = sitting 0.002 0.978 1.000 0.989 g = running 0.021 0.904 0.936 0.920 h = walking ------------------------------------------------------- 0.007 0.959 0.959 0.959 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.896 0.892 0.894 a = climbing down 0.002 0.923 0.659 0.769 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 0.988 0.988 0.988 e = standing 0.005 0.974 0.994 0.984 f = sitting 0.002 0.978 1.000 0.989 g = running 0.021 0.904 0.938 0.921 h = walking ------------------------------------------------------- 0.007 0.959 0.959 0.958 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.904 0.887 0.896 a = climbing down 0.001 0.927 0.560 0.699 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 0.988 0.988 0.988 e = standing 0.005 0.974 0.994 0.984 f = sitting 0.002 0.978 1.000 0.989 g = running 0.023 0.894 0.955 0.923 h = walking ------------------------------------------------------- 0.008 0.958 0.958 0.957 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.817 0.915 0.863 a = climbing down 0.020 0.838 0.687 0.755 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.002 0.985 0.990 0.987 d = lying 0.001 0.991 0.984 0.987 e = standing 0.003 0.987 0.988 0.988 f = sitting 0.001 0.996 0.976 0.986 g = running 0.035 0.827 0.908 0.866 h = walking ------------------------------------------------------- 0.011 0.928 0.927 0.926 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.861 0.913 0.886 a = climbing down 0.020 0.844 0.712 0.773 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.002 0.985 0.990 0.987 d = lying 0.001 0.991 0.984 0.987 e = standing 0.003 0.987 0.988 0.988 f = sitting 0.001 0.996 0.977 0.986 g = running 0.037 0.821 0.914 0.865 h = walking ------------------------------------------------------- 0.011 0.932 0.931 0.931 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.899 0.901 0.900 a = climbing down 0.021 0.842 0.746 0.791 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.002 0.990 0.990 0.990 d = lying 0.001 0.991 0.984 0.987 e = standing 0.003 0.987 0.993 0.990 f = sitting 0.001 0.996 0.977 0.986 g = running 0.037 0.821 0.914 0.865 h = walking ------------------------------------------------------- 0.010 0.936 0.935 0.935 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.906 0.903 0.904 a = climbing down 0.022 0.840 0.757 0.797 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.002 0.990 0.990 0.990 d = lying 0.001 0.991 0.984 0.987 e = standing 0.003 0.987 0.993 0.990 f = sitting 0.001 0.996 0.977 0.986 g = running 0.036 0.826 0.913 0.867 h = walking ------------------------------------------------------- 0.010 0.937 0.937 0.936 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.916 0.899 0.907 a = climbing down 0.022 0.839 0.781 0.809 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.002 0.990 0.990 0.990 d = lying 0.001 0.991 0.984 0.987 e = standing 0.003 0.987 0.993 0.990 f = sitting 0.001 0.996 0.977 0.986 g = running 0.033 0.836 0.913 0.873 h = walking ------------------------------------------------------- 0.010 0.940 0.939 0.939 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.912 0.906 0.909 a = climbing down 0.021 0.847 0.768 0.806 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.002 0.990 0.990 0.990 d = lying 0.001 0.991 0.984 0.987 e = standing 0.003 0.987 0.993 0.990 f = sitting 0.001 0.996 0.979 0.987 g = running 0.034 0.831 0.916 0.871 h = walking ------------------------------------------------------- 0.010 0.940 0.939 0.939 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.917 0.976 0.946 a = climbing down 0.029 0.811 0.818 0.814 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.013 0.924 0.980 0.951 d = lying 0.032 0.819 0.998 0.900 e = standing 0.003 0.981 0.759 0.856 f = sitting 0.000 1.000 0.994 0.997 g = running 0.023 0.870 0.829 0.849 h = walking ------------------------------------------------------- 0.015 0.909 0.904 0.903 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.916 0.978 0.946 a = climbing down 0.027 0.816 0.786 0.801 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.013 0.924 0.980 0.951 d = lying 0.032 0.819 0.998 0.900 e = standing 0.003 0.981 0.759 0.856 f = sitting 0.000 1.000 0.994 0.997 g = running 0.027 0.853 0.844 0.849 h = walking ------------------------------------------------------- 0.015 0.907 0.903 0.901 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.926 0.978 0.951 a = climbing down 0.025 0.824 0.791 0.807 b = climbing up 0.001 0.957 1.000 0.978 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 0.994 0.997 g = running 0.027 0.852 0.850 0.851 h = walking ------------------------------------------------------- 0.015 0.911 0.906 0.905 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.928 0.978 0.952 a = climbing down 0.026 0.826 0.813 0.819 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 0.024 0.866 0.849 0.857 h = walking ------------------------------------------------------- 0.014 0.914 0.909 0.908 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.928 0.978 0.952 a = climbing down 0.025 0.830 0.811 0.820 b = climbing up 0.000 0.989 1.000 0.994 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 0.999 0.999 g = running 0.024 0.867 0.855 0.861 h = walking ------------------------------------------------------- 0.014 0.915 0.910 0.909 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.941 0.978 0.959 a = climbing down 0.024 0.837 0.814 0.826 b = climbing up 0.000 0.989 1.000 0.994 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 0.999 0.999 g = running 0.025 0.864 0.863 0.863 h = walking ------------------------------------------------------- 0.014 0.916 0.912 0.911 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.054 0.419 0.269 0.328 a = climbing down 0.125 0.561 0.815 0.664 b = climbing up 0.000 0.984 0.969 0.976 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.004 0.960 0.963 0.961 e = standing 0.006 0.966 0.988 0.977 f = sitting 0.002 0.993 0.897 0.943 g = running 0.011 0.917 0.845 0.879 h = walking ------------------------------------------------------- 0.030 0.834 0.829 0.825 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.043 0.431 0.226 0.297 a = climbing down 0.130 0.561 0.852 0.676 b = climbing up 0.000 0.984 0.969 0.976 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.004 0.960 0.963 0.961 e = standing 0.006 0.966 0.988 0.977 f = sitting 0.002 0.993 0.908 0.949 g = running 0.011 0.916 0.860 0.887 h = walking ------------------------------------------------------- 0.030 0.836 0.834 0.825 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.043 0.431 0.225 0.295 a = climbing down 0.130 0.561 0.852 0.677 b = climbing up 0.000 0.984 0.969 0.976 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.959 0.963 0.960 e = standing 0.006 0.967 0.988 0.978 f = sitting 0.002 0.993 0.904 0.946 g = running 0.011 0.917 0.872 0.894 h = walking ------------------------------------------------------- 0.030 0.836 0.834 0.825 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.043 0.425 0.221 0.291 a = climbing down 0.127 0.565 0.844 0.677 b = climbing up 0.000 0.984 0.969 0.976 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.959 0.963 0.960 e = standing 0.006 0.967 0.988 0.978 f = sitting 0.002 0.993 0.916 0.953 g = running 0.011 0.915 0.881 0.897 h = walking ------------------------------------------------------- 0.029 0.836 0.836 0.827 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.042 0.441 0.231 0.303 a = climbing down 0.124 0.570 0.840 0.679 b = climbing up 0.000 0.984 0.969 0.976 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.959 0.963 0.960 e = standing 0.006 0.967 0.988 0.978 f = sitting 0.001 0.994 0.923 0.957 g = running 0.011 0.918 0.894 0.906 h = walking ------------------------------------------------------- 0.028 0.839 0.839 0.830 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.480 0.238 0.318 a = climbing down 0.121 0.581 0.858 0.693 b = climbing up 0.000 0.984 0.969 0.976 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.005 0.953 0.973 0.963 e = standing 0.004 0.978 0.988 0.983 f = sitting 0.002 0.993 0.928 0.959 g = running 0.011 0.919 0.913 0.916 h = walking ------------------------------------------------------- 0.027 0.847 0.847 0.837 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.713 0.656 0.683 a = climbing down 0.079 0.689 0.896 0.779 b = climbing up 0.001 0.931 0.900 0.915 c = jumping 0.023 0.838 0.766 0.800 d = lying 0.021 0.811 0.821 0.816 e = standing 0.037 0.789 0.849 0.818 f = sitting 0.002 0.989 0.846 0.912 g = running 0.014 0.894 0.821 0.856 h = walking ------------------------------------------------------- 0.030 0.826 0.815 0.816 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.038 0.720 0.673 0.696 a = climbing down 0.078 0.690 0.889 0.777 b = climbing up 0.001 0.931 0.900 0.915 c = jumping 0.023 0.838 0.766 0.800 d = lying 0.021 0.811 0.821 0.816 e = standing 0.037 0.789 0.849 0.818 f = sitting 0.002 0.989 0.845 0.911 g = running 0.013 0.902 0.831 0.865 h = walking ------------------------------------------------------- 0.030 0.828 0.817 0.819 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.757 0.656 0.703 a = climbing down 0.079 0.691 0.908 0.785 b = climbing up 0.001 0.931 0.900 0.915 c = jumping 0.023 0.838 0.766 0.800 d = lying 0.021 0.811 0.821 0.816 e = standing 0.037 0.789 0.849 0.818 f = sitting 0.002 0.989 0.848 0.913 g = running 0.013 0.905 0.862 0.883 h = walking ------------------------------------------------------- 0.029 0.834 0.822 0.823 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.028 0.771 0.650 0.705 a = climbing down 0.080 0.692 0.915 0.788 b = climbing up 0.001 0.932 0.917 0.924 c = jumping 0.023 0.838 0.766 0.800 d = lying 0.021 0.811 0.821 0.816 e = standing 0.037 0.789 0.849 0.818 f = sitting 0.002 0.989 0.850 0.914 g = running 0.012 0.908 0.874 0.890 h = walking ------------------------------------------------------- 0.029 0.836 0.824 0.825 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.786 0.640 0.705 a = climbing down 0.085 0.679 0.917 0.780 b = climbing up 0.001 0.948 0.917 0.932 c = jumping 0.023 0.838 0.766 0.800 d = lying 0.021 0.811 0.821 0.816 e = standing 0.037 0.789 0.849 0.818 f = sitting 0.002 0.989 0.841 0.909 g = running 0.012 0.912 0.885 0.899 h = walking ------------------------------------------------------- 0.029 0.836 0.823 0.824 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.808 0.628 0.707 a = climbing down 0.082 0.687 0.924 0.788 b = climbing up 0.001 0.948 0.917 0.932 c = jumping 0.023 0.838 0.766 0.800 d = lying 0.021 0.811 0.821 0.816 e = standing 0.037 0.789 0.849 0.818 f = sitting 0.002 0.989 0.852 0.916 g = running 0.012 0.913 0.911 0.912 h = walking ------------------------------------------------------- 0.029 0.840 0.828 0.829 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.829 0.435 0.570 a = climbing down 0.100 0.538 0.885 0.669 b = climbing up 0.000 0.967 0.763 0.853 c = jumping 0.005 0.964 0.947 0.955 d = lying 0.002 0.985 0.950 0.967 e = standing 0.013 0.916 0.962 0.938 f = sitting 0.007 0.976 0.950 0.963 g = running 0.022 0.846 0.751 0.795 h = walking ------------------------------------------------------- 0.020 0.883 0.859 0.859 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.852 0.412 0.556 a = climbing down 0.103 0.536 0.896 0.671 b = climbing up 0.000 0.969 0.829 0.894 c = jumping 0.005 0.964 0.947 0.955 d = lying 0.002 0.985 0.955 0.970 e = standing 0.012 0.920 0.962 0.941 f = sitting 0.007 0.977 0.950 0.964 g = running 0.024 0.836 0.743 0.787 h = walking ------------------------------------------------------- 0.020 0.884 0.858 0.858 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.854 0.429 0.571 a = climbing down 0.099 0.544 0.898 0.678 b = climbing up 0.000 0.969 0.829 0.894 c = jumping 0.005 0.964 0.947 0.955 d = lying 0.002 0.985 0.955 0.970 e = standing 0.012 0.920 0.962 0.941 f = sitting 0.007 0.977 0.953 0.965 g = running 0.022 0.846 0.752 0.796 h = walking ------------------------------------------------------- 0.020 0.887 0.862 0.862 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.861 0.441 0.583 a = climbing down 0.095 0.553 0.891 0.683 b = climbing up 0.000 0.969 0.829 0.894 c = jumping 0.005 0.964 0.947 0.955 d = lying 0.002 0.985 0.952 0.968 e = standing 0.013 0.917 0.962 0.939 f = sitting 0.007 0.977 0.954 0.966 g = running 0.024 0.840 0.767 0.802 h = walking ------------------------------------------------------- 0.020 0.888 0.865 0.864 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.859 0.447 0.588 a = climbing down 0.094 0.555 0.889 0.683 b = climbing up 0.000 0.969 0.829 0.894 c = jumping 0.005 0.964 0.947 0.955 d = lying 0.002 0.985 0.955 0.970 e = standing 0.012 0.920 0.962 0.941 f = sitting 0.007 0.977 0.949 0.963 g = running 0.024 0.840 0.775 0.806 h = walking ------------------------------------------------------- 0.020 0.888 0.865 0.865 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.857 0.451 0.591 a = climbing down 0.092 0.560 0.881 0.685 b = climbing up 0.000 0.984 0.789 0.876 c = jumping 0.005 0.964 0.947 0.955 d = lying 0.002 0.985 0.957 0.971 e = standing 0.012 0.922 0.962 0.941 f = sitting 0.007 0.976 0.950 0.963 g = running 0.026 0.833 0.786 0.808 h = walking ------------------------------------------------------- 0.020 0.887 0.866 0.866 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.947 0.627 0.754 a = climbing down 0.044 0.737 0.938 0.826 b = climbing up 0.000 0.969 0.840 0.900 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.001 0.991 0.963 0.976 e = standing 0.005 0.967 1.000 0.983 f = sitting 0.005 0.983 0.982 0.983 g = running 0.031 0.818 0.852 0.835 h = walking ------------------------------------------------------- 0.012 0.928 0.921 0.920 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.958 0.616 0.750 a = climbing down 0.044 0.742 0.952 0.834 b = climbing up 0.000 0.969 0.840 0.900 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.001 0.991 0.963 0.976 e = standing 0.005 0.967 1.000 0.983 f = sitting 0.005 0.983 0.982 0.983 g = running 0.031 0.819 0.856 0.837 h = walking ------------------------------------------------------- 0.012 0.930 0.922 0.921 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.962 0.621 0.754 a = climbing down 0.042 0.748 0.952 0.838 b = climbing up 0.000 0.970 0.853 0.908 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.001 0.991 0.963 0.976 e = standing 0.005 0.967 1.000 0.983 f = sitting 0.005 0.983 0.982 0.983 g = running 0.031 0.818 0.860 0.838 h = walking ------------------------------------------------------- 0.012 0.931 0.923 0.922 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.959 0.625 0.757 a = climbing down 0.040 0.760 0.952 0.845 b = climbing up 0.000 0.970 0.853 0.908 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.001 0.991 0.963 0.976 e = standing 0.005 0.967 1.000 0.983 f = sitting 0.005 0.985 0.982 0.984 g = running 0.032 0.814 0.867 0.840 h = walking ------------------------------------------------------- 0.011 0.932 0.925 0.923 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.959 0.627 0.758 a = climbing down 0.039 0.763 0.950 0.846 b = climbing up 0.000 0.970 0.853 0.908 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.001 0.991 0.963 0.976 e = standing 0.005 0.967 1.000 0.983 f = sitting 0.005 0.986 0.983 0.984 g = running 0.033 0.812 0.869 0.839 h = walking ------------------------------------------------------- 0.011 0.932 0.925 0.924 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.963 0.652 0.777 a = climbing down 0.039 0.765 0.958 0.851 b = climbing up 0.000 0.970 0.853 0.908 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.001 0.991 0.970 0.980 e = standing 0.004 0.973 1.000 0.986 f = sitting 0.005 0.985 0.983 0.984 g = running 0.030 0.827 0.866 0.846 h = walking ------------------------------------------------------- 0.011 0.936 0.929 0.928 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.053 0.646 0.728 0.685 a = climbing down 0.070 0.473 0.445 0.459 b = climbing up 0.000 1.000 0.919 0.958 c = jumping 0.001 0.996 0.873 0.931 d = lying 0.027 0.846 0.889 0.867 e = standing 0.032 0.833 0.903 0.866 f = sitting 0.001 0.992 0.998 0.995 g = running 0.051 0.647 0.612 0.629 h = walking ------------------------------------------------------- 0.030 0.798 0.796 0.796 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.054 0.640 0.732 0.683 a = climbing down 0.071 0.470 0.449 0.460 b = climbing up 0.001 0.967 0.935 0.951 c = jumping 0.000 1.000 0.873 0.932 d = lying 0.026 0.848 0.889 0.868 e = standing 0.032 0.834 0.909 0.870 f = sitting 0.001 0.994 0.995 0.995 g = running 0.049 0.647 0.593 0.619 h = walking ------------------------------------------------------- 0.030 0.798 0.796 0.795 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.057 0.635 0.745 0.686 a = climbing down 0.070 0.470 0.441 0.455 b = climbing up 0.001 0.967 0.935 0.951 c = jumping 0.000 1.000 0.873 0.932 d = lying 0.026 0.847 0.889 0.868 e = standing 0.032 0.833 0.908 0.869 f = sitting 0.001 0.994 0.995 0.995 g = running 0.049 0.646 0.585 0.614 h = walking ------------------------------------------------------- 0.030 0.797 0.795 0.794 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.059 0.626 0.749 0.682 a = climbing down 0.071 0.464 0.433 0.448 b = climbing up 0.001 0.967 0.935 0.951 c = jumping 0.000 1.000 0.873 0.932 d = lying 0.027 0.841 0.891 0.866 e = standing 0.032 0.834 0.901 0.866 f = sitting 0.001 0.994 0.995 0.995 g = running 0.048 0.647 0.576 0.609 h = walking ------------------------------------------------------- 0.031 0.795 0.792 0.791 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.062 0.615 0.752 0.676 a = climbing down 0.074 0.455 0.435 0.445 b = climbing up 0.001 0.967 0.935 0.951 c = jumping 0.000 1.000 0.873 0.932 d = lying 0.027 0.846 0.891 0.868 e = standing 0.032 0.833 0.904 0.867 f = sitting 0.001 0.994 0.995 0.995 g = running 0.043 0.664 0.561 0.608 h = walking ------------------------------------------------------- 0.031 0.795 0.791 0.791 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.063 0.613 0.756 0.677 a = climbing down 0.073 0.451 0.427 0.439 b = climbing up 0.001 0.967 0.935 0.951 c = jumping 0.000 1.000 0.873 0.932 d = lying 0.026 0.847 0.891 0.869 e = standing 0.032 0.835 0.908 0.870 f = sitting 0.001 0.994 0.997 0.995 g = running 0.043 0.663 0.559 0.606 h = walking ------------------------------------------------------- 0.031 0.795 0.791 0.790 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.046 0.716 0.880 0.790 a = climbing down 0.098 0.327 0.339 0.333 b = climbing up 0.001 0.884 0.633 0.738 c = jumping 0.002 0.988 1.000 0.994 d = lying 0.052 0.694 0.722 0.708 e = standing 0.046 0.723 0.685 0.704 f = sitting 0.007 0.963 0.989 0.976 g = running 0.051 0.562 0.430 0.488 h = walking ------------------------------------------------------- 0.040 0.732 0.736 0.731 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.046 0.720 0.888 0.795 a = climbing down 0.096 0.330 0.337 0.333 b = climbing up 0.002 0.851 0.667 0.748 c = jumping 0.002 0.991 1.000 0.995 d = lying 0.052 0.694 0.722 0.708 e = standing 0.046 0.724 0.689 0.706 f = sitting 0.007 0.966 0.984 0.975 g = running 0.052 0.560 0.434 0.489 h = walking ------------------------------------------------------- 0.040 0.733 0.737 0.733 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.044 0.729 0.884 0.799 a = climbing down 0.097 0.327 0.335 0.331 b = climbing up 0.001 0.894 0.700 0.785 c = jumping 0.002 0.992 1.000 0.996 d = lying 0.052 0.694 0.722 0.708 e = standing 0.046 0.725 0.690 0.707 f = sitting 0.006 0.969 0.988 0.978 g = running 0.055 0.546 0.432 0.482 h = walking ------------------------------------------------------- 0.040 0.733 0.737 0.733 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.044 0.727 0.877 0.795 a = climbing down 0.097 0.332 0.341 0.336 b = climbing up 0.002 0.840 0.700 0.764 c = jumping 0.001 0.994 1.000 0.997 d = lying 0.052 0.692 0.722 0.707 e = standing 0.046 0.725 0.690 0.707 f = sitting 0.006 0.969 0.983 0.976 g = running 0.054 0.556 0.442 0.493 h = walking ------------------------------------------------------- 0.040 0.734 0.738 0.734 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.045 0.722 0.886 0.795 a = climbing down 0.093 0.328 0.322 0.325 b = climbing up 0.002 0.840 0.700 0.764 c = jumping 0.002 0.992 1.000 0.996 d = lying 0.051 0.697 0.722 0.710 e = standing 0.046 0.726 0.695 0.710 f = sitting 0.006 0.969 0.983 0.976 g = running 0.055 0.562 0.459 0.505 h = walking ------------------------------------------------------- 0.039 0.734 0.740 0.735 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.046 0.719 0.890 0.795 a = climbing down 0.093 0.328 0.322 0.325 b = climbing up 0.002 0.840 0.700 0.764 c = jumping 0.001 0.994 1.000 0.997 d = lying 0.052 0.696 0.722 0.709 e = standing 0.046 0.726 0.695 0.710 f = sitting 0.006 0.969 0.983 0.976 g = running 0.054 0.563 0.453 0.502 h = walking ------------------------------------------------------- 0.039 0.734 0.739 0.735 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.734 0.412 0.528 a = climbing down 0.080 0.613 0.800 0.694 b = climbing up 0.003 0.816 0.954 0.879 c = jumping 0.046 0.767 0.929 0.840 d = lying 0.003 0.867 0.143 0.245 e = standing 0.134 0.523 0.753 0.617 f = sitting 0.001 0.993 0.975 0.984 g = running 0.030 0.836 0.873 0.854 h = walking ------------------------------------------------------- 0.046 0.763 0.730 0.704 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.764 0.425 0.546 a = climbing down 0.065 0.670 0.833 0.743 b = climbing up 0.001 0.925 0.954 0.939 c = jumping 0.046 0.767 0.929 0.840 d = lying 0.003 0.867 0.143 0.245 e = standing 0.134 0.523 0.753 0.617 f = sitting 0.001 0.993 0.988 0.991 g = running 0.025 0.869 0.959 0.912 h = walking ------------------------------------------------------- 0.043 0.781 0.751 0.723 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.791 0.441 0.566 a = climbing down 0.063 0.679 0.839 0.750 b = climbing up 0.001 0.925 0.954 0.939 c = jumping 0.046 0.767 0.929 0.840 d = lying 0.003 0.880 0.145 0.248 e = standing 0.134 0.523 0.753 0.617 f = sitting 0.001 0.993 0.988 0.991 g = running 0.025 0.870 0.967 0.916 h = walking ------------------------------------------------------- 0.043 0.786 0.755 0.727 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.824 0.443 0.576 a = climbing down 0.062 0.689 0.870 0.769 b = climbing up 0.001 0.925 0.954 0.939 c = jumping 0.046 0.767 0.929 0.840 d = lying 0.003 0.880 0.145 0.248 e = standing 0.134 0.523 0.753 0.617 f = sitting 0.001 0.993 0.988 0.991 g = running 0.023 0.881 0.971 0.924 h = walking ------------------------------------------------------- 0.042 0.793 0.760 0.732 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.850 0.461 0.597 a = climbing down 0.060 0.699 0.882 0.780 b = climbing up 0.001 0.925 0.954 0.939 c = jumping 0.046 0.767 0.929 0.840 d = lying 0.003 0.880 0.145 0.248 e = standing 0.134 0.523 0.753 0.617 f = sitting 0.001 0.993 0.988 0.991 g = running 0.021 0.889 0.976 0.930 h = walking ------------------------------------------------------- 0.041 0.798 0.764 0.737 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.855 0.478 0.613 a = climbing down 0.059 0.705 0.884 0.784 b = climbing up 0.001 0.939 0.954 0.947 c = jumping 0.046 0.767 0.929 0.840 d = lying 0.003 0.880 0.145 0.248 e = standing 0.134 0.523 0.753 0.617 f = sitting 0.001 0.993 0.990 0.991 g = running 0.020 0.893 0.976 0.932 h = walking ------------------------------------------------------- 0.041 0.801 0.767 0.740 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.030 0.646 0.437 0.522 a = climbing down 0.062 0.663 0.767 0.711 b = climbing up 0.001 0.955 1.000 0.977 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.006 0.844 0.238 0.371 e = standing 0.111 0.631 0.973 0.766 f = sitting 0.001 0.996 0.996 0.996 g = running 0.031 0.835 0.910 0.871 h = walking ------------------------------------------------------- 0.035 0.810 0.794 0.772 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.656 0.444 0.529 a = climbing down 0.062 0.667 0.781 0.719 b = climbing up 0.000 0.984 1.000 0.992 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.006 0.843 0.236 0.369 e = standing 0.111 0.631 0.973 0.765 f = sitting 0.001 0.996 0.999 0.997 g = running 0.028 0.848 0.913 0.879 h = walking ------------------------------------------------------- 0.035 0.814 0.797 0.776 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.691 0.437 0.536 a = climbing down 0.060 0.683 0.816 0.743 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 0.843 0.236 0.369 e = standing 0.111 0.631 0.973 0.765 f = sitting 0.001 0.996 1.000 0.998 g = running 0.027 0.858 0.933 0.894 h = walking ------------------------------------------------------- 0.034 0.821 0.804 0.782 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.693 0.442 0.540 a = climbing down 0.061 0.680 0.812 0.740 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 0.843 0.236 0.369 e = standing 0.111 0.631 0.973 0.765 f = sitting 0.001 0.996 1.000 0.998 g = running 0.025 0.864 0.936 0.899 h = walking ------------------------------------------------------- 0.034 0.822 0.805 0.783 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.734 0.437 0.548 a = climbing down 0.062 0.685 0.847 0.758 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 0.843 0.236 0.369 e = standing 0.111 0.631 0.973 0.765 f = sitting 0.001 0.996 1.000 0.998 g = running 0.024 0.872 0.938 0.904 h = walking ------------------------------------------------------- 0.033 0.829 0.809 0.787 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.795 0.418 0.548 a = climbing down 0.066 0.680 0.881 0.768 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 0.843 0.236 0.369 e = standing 0.111 0.631 0.973 0.765 f = sitting 0.001 0.994 1.000 0.997 g = running 0.023 0.878 0.941 0.908 h = walking ------------------------------------------------------- 0.033 0.835 0.812 0.789 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.076 0.557 0.900 0.688 a = climbing down 0.120 0.456 0.357 0.400 b = climbing up 0.000 1.000 0.034 0.065 c = jumping 0.009 0.935 0.992 0.963 d = lying 0.038 0.791 0.970 0.872 e = standing 0.002 0.982 0.716 0.828 f = sitting 0.023 0.851 0.817 0.833 g = running 0.117 0.388 0.424 0.405 h = walking ------------------------------------------------------- 0.060 0.690 0.676 0.665 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.073 0.578 0.952 0.719 a = climbing down 0.102 0.498 0.359 0.417 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.011 0.923 0.992 0.957 d = lying 0.038 0.792 0.962 0.869 e = standing 0.002 0.982 0.716 0.828 f = sitting 0.024 0.852 0.862 0.857 g = running 0.114 0.416 0.467 0.440 h = walking ------------------------------------------------------- 0.056 0.684 0.692 0.677 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.068 0.598 0.957 0.736 a = climbing down 0.096 0.443 0.270 0.335 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.011 0.923 0.992 0.957 d = lying 0.038 0.792 0.962 0.869 e = standing 0.002 0.982 0.716 0.828 f = sitting 0.024 0.858 0.907 0.882 g = running 0.135 0.390 0.498 0.438 h = walking ------------------------------------------------------- 0.057 0.671 0.684 0.664 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.065 0.613 0.974 0.752 a = climbing down 0.084 0.437 0.232 0.303 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.010 0.929 0.994 0.960 d = lying 0.038 0.793 0.967 0.871 e = standing 0.002 0.982 0.714 0.827 f = sitting 0.024 0.861 0.927 0.892 g = running 0.145 0.397 0.548 0.460 h = walking ------------------------------------------------------- 0.056 0.673 0.688 0.664 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.065 0.612 0.974 0.752 a = climbing down 0.058 0.531 0.233 0.324 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.010 0.929 0.994 0.960 d = lying 0.038 0.793 0.967 0.871 e = standing 0.002 0.982 0.714 0.827 f = sitting 0.024 0.861 0.927 0.892 g = running 0.146 0.447 0.678 0.539 h = walking ------------------------------------------------------- 0.050 0.701 0.708 0.680 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.067 0.607 0.981 0.750 a = climbing down 0.054 0.508 0.198 0.285 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.011 0.925 0.994 0.958 d = lying 0.038 0.793 0.965 0.870 e = standing 0.002 0.981 0.713 0.826 f = sitting 0.024 0.861 0.928 0.893 g = running 0.155 0.436 0.685 0.533 h = walking ------------------------------------------------------- 0.051 0.694 0.701 0.670 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.788 0.645 0.709 a = climbing down 0.127 0.525 0.495 0.510 b = climbing up 0.000 1.000 0.200 0.333 c = jumping 0.023 0.823 0.814 0.819 d = lying 0.076 0.662 1.000 0.797 e = standing 0.000 1.000 0.520 0.684 f = sitting 0.018 0.897 0.988 0.940 g = running 0.137 0.348 0.422 0.382 h = walking ------------------------------------------------------- 0.065 0.700 0.666 0.661 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.667 0.643 0.655 a = climbing down 0.116 0.531 0.463 0.494 b = climbing up 0.000 1.000 0.094 0.172 c = jumping 0.023 0.829 0.843 0.836 d = lying 0.073 0.671 0.996 0.802 e = standing 0.001 0.994 0.517 0.680 f = sitting 0.020 0.874 0.896 0.885 g = running 0.145 0.362 0.473 0.410 h = walking ------------------------------------------------------- 0.065 0.690 0.654 0.649 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.077 0.470 0.648 0.545 a = climbing down 0.130 0.516 0.491 0.503 b = climbing up 0.000 1.000 0.106 0.191 c = jumping 0.023 0.830 0.851 0.840 d = lying 0.072 0.675 1.000 0.806 e = standing 0.000 1.000 0.515 0.680 f = sitting 0.011 0.905 0.657 0.761 g = running 0.137 0.340 0.407 0.371 h = walking ------------------------------------------------------- 0.070 0.670 0.620 0.619 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.032 0.681 0.650 0.665 a = climbing down 0.120 0.545 0.509 0.527 b = climbing up 0.000 1.000 0.071 0.132 c = jumping 0.023 0.830 0.851 0.840 d = lying 0.072 0.675 1.000 0.806 e = standing 0.000 1.000 0.515 0.680 f = sitting 0.011 0.931 0.931 0.931 g = running 0.136 0.371 0.464 0.413 h = walking ------------------------------------------------------- 0.063 0.705 0.669 0.664 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.840 0.664 0.742 a = climbing down 0.134 0.521 0.514 0.518 b = climbing up 0.000 1.000 0.035 0.068 c = jumping 0.023 0.830 0.851 0.840 d = lying 0.072 0.675 1.000 0.806 e = standing 0.000 1.000 0.515 0.680 f = sitting 0.021 0.879 0.985 0.929 g = running 0.133 0.343 0.401 0.370 h = walking ------------------------------------------------------- 0.065 0.703 0.669 0.661 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.835 0.686 0.753 a = climbing down 0.138 0.541 0.575 0.558 b = climbing up 0.000 1.000 0.024 0.046 c = jumping 0.023 0.830 0.851 0.840 d = lying 0.072 0.675 1.000 0.806 e = standing 0.000 1.000 0.515 0.680 f = sitting 0.022 0.877 0.990 0.930 g = running 0.118 0.341 0.352 0.346 h = walking ------------------------------------------------------- 0.064 0.707 0.677 0.667 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.946 0.341 0.502 a = climbing down 0.064 0.607 0.761 0.675 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.010 0.939 0.887 0.912 e = standing 0.022 0.876 0.948 0.910 f = sitting 0.000 1.000 0.959 0.979 g = running 0.058 0.738 0.987 0.845 h = walking ------------------------------------------------------- 0.021 0.884 0.863 0.854 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.946 0.341 0.502 a = climbing down 0.063 0.611 0.753 0.675 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.009 0.942 0.889 0.915 e = standing 0.022 0.878 0.951 0.913 f = sitting 0.000 1.000 0.960 0.980 g = running 0.060 0.733 0.992 0.843 h = walking ------------------------------------------------------- 0.020 0.885 0.864 0.855 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.949 0.367 0.530 a = climbing down 0.061 0.622 0.765 0.686 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.009 0.942 0.884 0.912 e = standing 0.023 0.873 0.951 0.911 f = sitting 0.000 1.000 0.959 0.979 g = running 0.058 0.738 0.987 0.845 h = walking ------------------------------------------------------- 0.020 0.887 0.867 0.859 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.952 0.385 0.548 a = climbing down 0.059 0.636 0.792 0.705 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.010 0.940 0.902 0.921 e = standing 0.020 0.888 0.948 0.917 f = sitting 0.000 1.000 0.959 0.979 g = running 0.054 0.752 0.985 0.853 h = walking ------------------------------------------------------- 0.019 0.892 0.874 0.866 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.944 0.400 0.562 a = climbing down 0.058 0.643 0.796 0.712 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.012 0.928 0.919 0.923 e = standing 0.017 0.901 0.934 0.917 f = sitting 0.000 1.000 0.959 0.979 g = running 0.053 0.755 0.982 0.853 h = walking ------------------------------------------------------- 0.019 0.893 0.876 0.869 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.945 0.413 0.575 a = climbing down 0.055 0.656 0.806 0.723 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.012 0.927 0.919 0.923 e = standing 0.017 0.901 0.933 0.917 f = sitting 0.000 1.000 0.960 0.980 g = running 0.052 0.757 0.982 0.855 h = walking ------------------------------------------------------- 0.018 0.895 0.878 0.872 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.000 1.000 0.505 0.672 a = climbing down 0.050 0.637 0.672 0.654 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 0.920 0.958 e = standing 0.018 0.904 1.000 0.950 f = sitting 0.001 0.997 1.000 0.999 g = running 0.062 0.719 0.961 0.823 h = walking ------------------------------------------------------- 0.017 0.904 0.887 0.883 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.492 0.660 a = climbing down 0.052 0.627 0.663 0.644 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 0.920 0.958 e = standing 0.018 0.904 1.000 0.950 f = sitting 0.001 0.997 1.000 0.999 g = running 0.062 0.721 0.968 0.826 h = walking ------------------------------------------------------- 0.017 0.903 0.885 0.882 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.512 0.677 a = climbing down 0.051 0.637 0.680 0.658 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 0.908 0.952 e = standing 0.020 0.895 1.000 0.944 f = sitting 0.001 0.997 1.000 0.999 g = running 0.059 0.730 0.965 0.831 h = walking ------------------------------------------------------- 0.017 0.904 0.887 0.884 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.556 0.715 a = climbing down 0.045 0.677 0.723 0.699 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 0.935 0.966 e = standing 0.015 0.917 1.000 0.957 f = sitting 0.001 0.996 1.000 0.998 g = running 0.053 0.753 0.966 0.846 h = walking ------------------------------------------------------- 0.015 0.915 0.901 0.899 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.565 0.722 a = climbing down 0.043 0.697 0.751 0.723 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 0.942 0.970 e = standing 0.014 0.922 1.000 0.960 f = sitting 0.001 0.996 1.000 0.998 g = running 0.051 0.759 0.965 0.850 h = walking ------------------------------------------------------- 0.014 0.919 0.906 0.904 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.591 0.743 a = climbing down 0.042 0.709 0.784 0.744 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 0.960 0.980 e = standing 0.011 0.938 1.000 0.968 f = sitting 0.001 0.995 1.000 0.997 g = running 0.044 0.783 0.959 0.863 h = walking ------------------------------------------------------- 0.013 0.926 0.915 0.913 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.041 0.619 0.777 0.689 a = climbing down 0.015 0.641 0.213 0.320 b = climbing up 0.000 1.000 0.355 0.524 c = jumping 0.022 0.895 0.981 0.936 d = lying 0.015 0.866 0.475 0.614 e = standing 0.103 0.547 0.789 0.646 f = sitting 0.029 0.868 1.000 0.929 g = running 0.083 0.656 0.848 0.740 h = walking ------------------------------------------------------- 0.043 0.753 0.734 0.712 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.037 0.642 0.780 0.704 a = climbing down 0.014 0.676 0.225 0.337 b = climbing up 0.000 1.000 0.419 0.591 c = jumping 0.022 0.895 0.981 0.936 d = lying 0.015 0.873 0.508 0.642 e = standing 0.097 0.562 0.789 0.657 f = sitting 0.027 0.877 1.000 0.934 g = running 0.083 0.663 0.870 0.753 h = walking ------------------------------------------------------- 0.041 0.764 0.746 0.725 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.659 0.787 0.717 a = climbing down 0.013 0.684 0.213 0.325 b = climbing up 0.000 1.000 0.505 0.671 c = jumping 0.022 0.895 0.981 0.936 d = lying 0.015 0.878 0.532 0.663 e = standing 0.092 0.575 0.789 0.665 f = sitting 0.023 0.892 1.000 0.943 g = running 0.086 0.658 0.885 0.755 h = walking ------------------------------------------------------- 0.040 0.771 0.754 0.733 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.034 0.664 0.790 0.722 a = climbing down 0.012 0.692 0.211 0.323 b = climbing up 0.000 1.000 0.559 0.717 c = jumping 0.022 0.895 0.981 0.936 d = lying 0.015 0.881 0.549 0.677 e = standing 0.089 0.584 0.789 0.671 f = sitting 0.022 0.898 1.000 0.946 g = running 0.086 0.659 0.892 0.758 h = walking ------------------------------------------------------- 0.039 0.775 0.759 0.739 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.034 0.668 0.790 0.724 a = climbing down 0.011 0.698 0.202 0.313 b = climbing up 0.000 1.000 0.613 0.760 c = jumping 0.022 0.895 0.981 0.936 d = lying 0.015 0.882 0.554 0.681 e = standing 0.088 0.586 0.789 0.673 f = sitting 0.020 0.904 1.000 0.950 g = running 0.087 0.661 0.903 0.763 h = walking ------------------------------------------------------- 0.039 0.778 0.762 0.741 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.033 0.675 0.790 0.728 a = climbing down 0.011 0.706 0.204 0.317 b = climbing up 0.000 1.000 0.624 0.768 c = jumping 0.022 0.896 0.981 0.936 d = lying 0.015 0.888 0.598 0.715 e = standing 0.079 0.611 0.789 0.689 f = sitting 0.020 0.906 1.000 0.951 g = running 0.087 0.662 0.910 0.767 h = walking ------------------------------------------------------- 0.038 0.784 0.771 0.751 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.664 0.786 0.720 a = climbing down 0.005 0.841 0.218 0.347 b = climbing up 0.000 1.000 0.289 0.448 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.005 0.965 0.674 0.794 e = standing 0.078 0.669 1.000 0.802 f = sitting 0.057 0.769 0.989 0.865 g = running 0.063 0.732 0.915 0.813 h = walking ------------------------------------------------------- 0.034 0.825 0.791 0.769 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.681 0.799 0.735 a = climbing down 0.005 0.847 0.216 0.344 b = climbing up 0.000 1.000 0.356 0.525 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.005 0.967 0.679 0.798 e = standing 0.078 0.670 1.000 0.803 f = sitting 0.055 0.777 0.989 0.870 g = running 0.063 0.736 0.930 0.822 h = walking ------------------------------------------------------- 0.033 0.829 0.797 0.775 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.689 0.803 0.742 a = climbing down 0.004 0.861 0.214 0.343 b = climbing up 0.000 1.000 0.478 0.647 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.005 0.966 0.660 0.785 e = standing 0.081 0.660 1.000 0.795 f = sitting 0.051 0.788 0.989 0.877 g = running 0.063 0.738 0.939 0.827 h = walking ------------------------------------------------------- 0.033 0.832 0.798 0.777 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.695 0.803 0.745 a = climbing down 0.005 0.849 0.207 0.333 b = climbing up 0.000 1.000 0.533 0.696 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.005 0.965 0.633 0.764 e = standing 0.087 0.646 1.000 0.785 f = sitting 0.050 0.794 0.989 0.880 g = running 0.063 0.739 0.946 0.830 h = walking ------------------------------------------------------- 0.033 0.830 0.795 0.773 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.028 0.718 0.836 0.772 a = climbing down 0.004 0.863 0.189 0.309 b = climbing up 0.000 1.000 0.478 0.647 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.005 0.961 0.612 0.748 e = standing 0.090 0.636 1.000 0.778 f = sitting 0.048 0.798 0.990 0.884 g = running 0.066 0.731 0.956 0.829 h = walking ------------------------------------------------------- 0.034 0.831 0.793 0.768 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.722 0.845 0.779 a = climbing down 0.004 0.851 0.170 0.284 b = climbing up 0.000 1.000 0.556 0.714 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.005 0.961 0.605 0.742 e = standing 0.092 0.633 1.000 0.775 f = sitting 0.046 0.806 0.990 0.889 g = running 0.068 0.725 0.956 0.825 h = walking ------------------------------------------------------- 0.034 0.830 0.792 0.766 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.806 0.667 0.730 a = climbing down 0.068 0.655 0.787 0.715 b = climbing up 0.000 0.987 0.950 0.968 c = jumping 0.001 0.996 0.763 0.864 d = lying 0.015 0.833 0.545 0.659 e = standing 0.104 0.612 0.950 0.744 f = sitting 0.002 0.987 0.997 0.992 g = running 0.035 0.764 0.713 0.738 h = walking ------------------------------------------------------- 0.035 0.816 0.788 0.788 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.816 0.665 0.733 a = climbing down 0.069 0.654 0.794 0.717 b = climbing up 0.000 0.986 0.912 0.948 c = jumping 0.001 0.996 0.763 0.864 d = lying 0.015 0.833 0.545 0.659 e = standing 0.104 0.612 0.950 0.744 f = sitting 0.003 0.982 0.997 0.989 g = running 0.034 0.770 0.716 0.742 h = walking ------------------------------------------------------- 0.035 0.817 0.788 0.789 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.817 0.658 0.729 a = climbing down 0.071 0.649 0.794 0.714 b = climbing up 0.000 0.987 0.950 0.968 c = jumping 0.001 0.996 0.763 0.864 d = lying 0.015 0.833 0.545 0.659 e = standing 0.104 0.612 0.950 0.744 f = sitting 0.002 0.987 0.997 0.992 g = running 0.034 0.769 0.714 0.741 h = walking ------------------------------------------------------- 0.035 0.817 0.788 0.789 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.818 0.654 0.727 a = climbing down 0.069 0.655 0.796 0.719 b = climbing up 0.000 0.987 0.950 0.968 c = jumping 0.001 0.996 0.763 0.864 d = lying 0.015 0.833 0.545 0.659 e = standing 0.104 0.612 0.950 0.744 f = sitting 0.003 0.985 0.997 0.991 g = running 0.035 0.770 0.725 0.747 h = walking ------------------------------------------------------- 0.034 0.818 0.789 0.790 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.823 0.654 0.729 a = climbing down 0.066 0.666 0.796 0.725 b = climbing up 0.000 0.987 0.950 0.968 c = jumping 0.001 0.996 0.763 0.864 d = lying 0.014 0.842 0.537 0.656 e = standing 0.106 0.607 0.951 0.742 f = sitting 0.003 0.984 0.997 0.990 g = running 0.036 0.770 0.741 0.755 h = walking ------------------------------------------------------- 0.034 0.820 0.790 0.791 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.819 0.658 0.730 a = climbing down 0.063 0.672 0.785 0.724 b = climbing up 0.000 0.987 0.950 0.968 c = jumping 0.001 0.996 0.763 0.864 d = lying 0.014 0.842 0.537 0.656 e = standing 0.106 0.607 0.951 0.742 f = sitting 0.003 0.984 0.997 0.990 g = running 0.037 0.764 0.750 0.757 h = walking ------------------------------------------------------- 0.034 0.820 0.791 0.791 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.840 0.720 0.775 a = climbing down 0.044 0.766 0.882 0.820 b = climbing up 0.000 0.981 0.637 0.773 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.727 0.842 e = standing 0.039 0.816 1.000 0.899 f = sitting 0.009 0.952 0.985 0.968 g = running 0.032 0.797 0.777 0.787 h = walking ------------------------------------------------------- 0.020 0.886 0.878 0.876 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.840 0.723 0.777 a = climbing down 0.044 0.765 0.879 0.818 b = climbing up 0.000 0.981 0.650 0.782 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.727 0.842 e = standing 0.039 0.816 1.000 0.899 f = sitting 0.008 0.953 0.985 0.969 g = running 0.031 0.799 0.781 0.790 h = walking ------------------------------------------------------- 0.020 0.886 0.878 0.876 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.840 0.720 0.775 a = climbing down 0.045 0.763 0.877 0.816 b = climbing up 0.000 0.981 0.650 0.782 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 0.953 0.985 0.969 g = running 0.032 0.796 0.779 0.787 h = walking ------------------------------------------------------- 0.019 0.889 0.883 0.881 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.840 0.720 0.775 a = climbing down 0.044 0.767 0.875 0.817 b = climbing up 0.000 0.981 0.662 0.791 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 0.955 0.985 0.970 g = running 0.033 0.792 0.781 0.786 h = walking ------------------------------------------------------- 0.019 0.889 0.883 0.882 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.847 0.727 0.782 a = climbing down 0.042 0.776 0.879 0.824 b = climbing up 0.000 0.982 0.675 0.800 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 0.956 0.988 0.972 g = running 0.032 0.800 0.793 0.797 h = walking ------------------------------------------------------- 0.018 0.893 0.887 0.885 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.848 0.729 0.784 a = climbing down 0.039 0.786 0.879 0.830 b = climbing up 0.000 0.981 0.650 0.782 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 0.953 0.988 0.971 g = running 0.033 0.796 0.800 0.798 h = walking ------------------------------------------------------- 0.018 0.893 0.888 0.886 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.895 0.833 0.863 a = climbing down 0.028 0.812 0.806 0.809 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.012 0.921 0.950 0.935 e = standing 0.008 0.953 0.919 0.936 f = sitting 0.001 0.992 1.000 0.996 g = running 0.032 0.830 0.871 0.850 h = walking ------------------------------------------------------- 0.013 0.918 0.918 0.918 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.893 0.836 0.863 a = climbing down 0.028 0.815 0.812 0.813 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.012 0.921 0.950 0.935 e = standing 0.008 0.953 0.919 0.936 f = sitting 0.001 0.992 1.000 0.996 g = running 0.031 0.837 0.873 0.854 h = walking ------------------------------------------------------- 0.013 0.919 0.919 0.919 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.906 0.833 0.868 a = climbing down 0.027 0.818 0.819 0.819 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.012 0.921 0.950 0.935 e = standing 0.008 0.953 0.919 0.936 f = sitting 0.001 0.992 1.000 0.996 g = running 0.031 0.836 0.878 0.856 h = walking ------------------------------------------------------- 0.013 0.921 0.920 0.920 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.914 0.829 0.869 a = climbing down 0.029 0.811 0.823 0.817 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.014 0.912 0.950 0.931 e = standing 0.008 0.952 0.911 0.931 f = sitting 0.001 0.992 1.000 0.996 g = running 0.031 0.834 0.874 0.854 h = walking ------------------------------------------------------- 0.013 0.920 0.919 0.919 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.919 0.829 0.871 a = climbing down 0.028 0.814 0.825 0.820 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.011 0.930 0.950 0.939 e = standing 0.008 0.953 0.928 0.941 f = sitting 0.001 0.992 1.000 0.996 g = running 0.032 0.834 0.878 0.855 h = walking ------------------------------------------------------- 0.013 0.923 0.922 0.922 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.915 0.836 0.873 a = climbing down 0.027 0.819 0.827 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 0.008 0.950 0.951 0.951 e = standing 0.007 0.956 0.947 0.952 f = sitting 0.001 0.992 1.000 0.996 g = running 0.031 0.836 0.876 0.856 h = walking ------------------------------------------------------- 0.012 0.926 0.926 0.926 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.917 0.940 0.928 a = climbing down 0.013 0.898 0.735 0.808 b = climbing up 0.000 0.978 0.542 0.698 c = jumping 0.001 0.993 0.898 0.943 d = lying 0.006 0.960 0.990 0.975 e = standing 0.018 0.902 0.970 0.935 f = sitting 0.013 0.930 0.998 0.963 g = running 0.034 0.833 0.937 0.882 h = walking ------------------------------------------------------- 0.014 0.920 0.918 0.915 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.917 0.940 0.928 a = climbing down 0.012 0.899 0.729 0.805 b = climbing up 0.000 0.978 0.542 0.698 c = jumping 0.001 0.996 0.884 0.937 d = lying 0.004 0.971 0.990 0.981 e = standing 0.022 0.881 0.974 0.925 f = sitting 0.013 0.930 0.998 0.963 g = running 0.035 0.830 0.939 0.881 h = walking ------------------------------------------------------- 0.014 0.919 0.915 0.913 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.917 0.935 0.926 a = climbing down 0.013 0.893 0.729 0.803 b = climbing up 0.000 0.978 0.542 0.698 c = jumping 0.001 0.996 0.887 0.939 d = lying 0.005 0.966 0.990 0.978 e = standing 0.021 0.888 0.974 0.929 f = sitting 0.013 0.930 0.998 0.963 g = running 0.035 0.829 0.937 0.880 h = walking ------------------------------------------------------- 0.014 0.918 0.915 0.913 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.921 0.935 0.928 a = climbing down 0.013 0.894 0.743 0.812 b = climbing up 0.000 0.978 0.542 0.698 c = jumping 0.001 0.996 0.887 0.939 d = lying 0.005 0.966 0.990 0.978 e = standing 0.021 0.888 0.974 0.929 f = sitting 0.013 0.930 0.998 0.963 g = running 0.033 0.836 0.937 0.883 h = walking ------------------------------------------------------- 0.014 0.920 0.917 0.915 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.935 0.931 0.933 a = climbing down 0.014 0.892 0.772 0.828 b = climbing up 0.000 0.978 0.542 0.698 c = jumping 0.001 0.996 0.887 0.939 d = lying 0.005 0.966 0.990 0.978 e = standing 0.021 0.888 0.974 0.929 f = sitting 0.013 0.930 0.998 0.963 g = running 0.031 0.845 0.935 0.888 h = walking ------------------------------------------------------- 0.013 0.923 0.920 0.918 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.939 0.926 0.933 a = climbing down 0.014 0.893 0.795 0.841 b = climbing up 0.000 0.978 0.542 0.698 c = jumping 0.001 0.996 0.887 0.939 d = lying 0.005 0.966 0.990 0.978 e = standing 0.021 0.888 0.974 0.929 f = sitting 0.013 0.930 0.998 0.963 g = running 0.028 0.857 0.935 0.894 h = walking ------------------------------------------------------- 0.013 0.925 0.922 0.921 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.846 0.388 0.532 a = climbing down 0.080 0.645 0.906 0.754 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.157 0.436 0.988 0.605 e = standing 0.002 0.938 0.124 0.218 f = sitting 0.000 0.998 0.997 0.997 g = running 0.040 0.763 0.776 0.769 h = walking ------------------------------------------------------- 0.035 0.829 0.748 0.714 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.852 0.393 0.538 a = climbing down 0.078 0.650 0.908 0.757 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.157 0.436 0.986 0.604 e = standing 0.002 0.928 0.125 0.221 f = sitting 0.000 0.998 0.997 0.997 g = running 0.040 0.762 0.779 0.771 h = walking ------------------------------------------------------- 0.035 0.828 0.749 0.716 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.845 0.398 0.541 a = climbing down 0.078 0.651 0.911 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 0.159 0.433 0.986 0.601 e = standing 0.002 0.921 0.114 0.203 f = sitting 0.000 0.998 0.997 0.997 g = running 0.039 0.765 0.774 0.770 h = walking ------------------------------------------------------- 0.035 0.826 0.747 0.713 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.839 0.395 0.537 a = climbing down 0.078 0.651 0.911 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 0.433 0.986 0.602 e = standing 0.002 0.922 0.115 0.205 f = sitting 0.000 0.998 0.997 0.997 g = running 0.039 0.765 0.774 0.770 h = walking ------------------------------------------------------- 0.035 0.826 0.747 0.713 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.844 0.395 0.538 a = climbing down 0.078 0.654 0.915 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 0.157 0.434 0.986 0.603 e = standing 0.002 0.925 0.120 0.213 f = sitting 0.000 0.998 0.997 0.997 g = running 0.039 0.769 0.779 0.774 h = walking ------------------------------------------------------- 0.035 0.828 0.749 0.716 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.841 0.400 0.542 a = climbing down 0.076 0.659 0.915 0.766 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 0.432 0.988 0.601 e = standing 0.002 0.932 0.111 0.198 f = sitting 0.000 0.998 0.997 0.997 g = running 0.039 0.771 0.785 0.778 h = walking ------------------------------------------------------- 0.035 0.830 0.749 0.715 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.828 0.722 0.772 a = climbing down 0.075 0.627 0.784 0.697 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.174 0.411 0.988 0.581 e = standing 0.010 0.732 0.147 0.245 f = sitting 0.013 0.936 1.000 0.967 g = running 0.038 0.708 0.552 0.621 h = walking ------------------------------------------------------- 0.040 0.771 0.713 0.694 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.829 0.727 0.775 a = climbing down 0.074 0.629 0.784 0.698 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.179 0.404 0.988 0.574 e = standing 0.008 0.743 0.127 0.217 f = sitting 0.013 0.936 1.000 0.967 g = running 0.038 0.706 0.550 0.619 h = walking ------------------------------------------------------- 0.041 0.772 0.710 0.689 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.815 0.725 0.767 a = climbing down 0.075 0.628 0.784 0.697 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.179 0.404 0.988 0.574 e = standing 0.008 0.743 0.127 0.217 f = sitting 0.013 0.936 1.000 0.967 g = running 0.037 0.709 0.545 0.616 h = walking ------------------------------------------------------- 0.041 0.771 0.709 0.687 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.821 0.742 0.779 a = climbing down 0.076 0.623 0.783 0.694 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.179 0.405 0.993 0.576 e = standing 0.008 0.757 0.127 0.218 f = sitting 0.013 0.936 1.000 0.967 g = running 0.036 0.712 0.536 0.612 h = walking ------------------------------------------------------- 0.041 0.774 0.710 0.688 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.815 0.747 0.779 a = climbing down 0.075 0.627 0.786 0.698 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.181 0.402 0.988 0.572 e = standing 0.008 0.730 0.119 0.205 f = sitting 0.013 0.936 1.000 0.967 g = running 0.035 0.719 0.536 0.614 h = walking ------------------------------------------------------- 0.041 0.770 0.709 0.686 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.838 0.752 0.793 a = climbing down 0.076 0.627 0.802 0.704 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 0.008 0.732 0.116 0.200 f = sitting 0.013 0.936 1.000 0.967 g = running 0.033 0.733 0.539 0.622 h = walking ------------------------------------------------------- 0.040 0.775 0.712 0.689 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.095 0.279 0.554 0.371 a = climbing down 0.003 0.737 0.050 0.094 b = climbing up 0.000 0.988 0.941 0.964 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.112 0.600 0.963 0.739 e = standing 0.009 0.883 0.376 0.527 f = sitting 0.067 0.717 0.998 0.835 g = running 0.080 0.640 0.702 0.670 h = walking ------------------------------------------------------- 0.047 0.738 0.681 0.639 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.081 0.312 0.554 0.399 a = climbing down 0.003 0.757 0.050 0.094 b = climbing up 0.001 0.976 0.941 0.958 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.111 0.600 0.963 0.740 e = standing 0.009 0.875 0.374 0.524 f = sitting 0.067 0.715 0.996 0.833 g = running 0.080 0.664 0.780 0.718 h = walking ------------------------------------------------------- 0.047 0.746 0.694 0.648 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.077 0.325 0.558 0.410 a = climbing down 0.002 0.778 0.050 0.094 b = climbing up 0.001 0.976 0.941 0.958 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.113 0.598 0.963 0.738 e = standing 0.009 0.873 0.367 0.517 f = sitting 0.067 0.717 0.996 0.834 g = running 0.080 0.670 0.805 0.731 h = walking ------------------------------------------------------- 0.046 0.750 0.697 0.650 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.058 0.384 0.545 0.451 a = climbing down 0.003 0.757 0.050 0.094 b = climbing up 0.002 0.930 0.941 0.936 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.113 0.598 0.963 0.738 e = standing 0.009 0.873 0.367 0.517 f = sitting 0.068 0.713 0.989 0.829 g = running 0.084 0.681 0.889 0.771 h = walking ------------------------------------------------------- 0.046 0.751 0.710 0.658 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.050 0.426 0.562 0.485 a = climbing down 0.002 0.794 0.048 0.091 b = climbing up 0.002 0.931 0.953 0.942 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.112 0.599 0.963 0.739 e = standing 0.009 0.874 0.371 0.521 f = sitting 0.066 0.717 0.989 0.832 g = running 0.084 0.694 0.939 0.798 h = walking ------------------------------------------------------- 0.045 0.762 0.720 0.665 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.051 0.432 0.587 0.497 a = climbing down 0.002 0.794 0.048 0.091 b = climbing up 0.002 0.931 0.953 0.942 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.115 0.592 0.963 0.733 e = standing 0.009 0.868 0.352 0.501 f = sitting 0.063 0.727 0.989 0.838 g = running 0.083 0.696 0.942 0.801 h = walking ------------------------------------------------------- 0.045 0.763 0.719 0.664 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.138 0.227 0.613 0.331 a = climbing down 0.002 0.960 0.305 0.462 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.000 1.000 0.950 0.975 d = lying 0.096 0.643 0.995 0.781 e = standing 0.009 0.896 0.462 0.610 f = sitting 0.030 0.848 1.000 0.918 g = running 0.034 0.795 0.642 0.711 h = walking ------------------------------------------------------- 0.034 0.821 0.725 0.725 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.138 0.228 0.613 0.332 a = climbing down 0.002 0.960 0.306 0.464 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.000 1.000 0.949 0.974 d = lying 0.097 0.640 0.995 0.779 e = standing 0.010 0.892 0.455 0.603 f = sitting 0.030 0.848 1.000 0.918 g = running 0.033 0.800 0.647 0.715 h = walking ------------------------------------------------------- 0.035 0.821 0.725 0.725 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.126 0.248 0.629 0.356 a = climbing down 0.002 0.961 0.308 0.467 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.000 1.000 0.949 0.974 d = lying 0.099 0.634 0.995 0.775 e = standing 0.010 0.889 0.441 0.590 f = sitting 0.029 0.854 1.000 0.921 g = running 0.033 0.814 0.708 0.757 h = walking ------------------------------------------------------- 0.034 0.824 0.734 0.731 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.130 0.235 0.604 0.339 a = climbing down 0.002 0.961 0.314 0.473 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.000 1.000 0.950 0.975 d = lying 0.100 0.633 0.995 0.774 e = standing 0.009 0.891 0.438 0.587 f = sitting 0.031 0.846 1.000 0.917 g = running 0.033 0.808 0.683 0.741 h = walking ------------------------------------------------------- 0.035 0.822 0.729 0.727 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.130 0.237 0.608 0.341 a = climbing down 0.002 0.962 0.315 0.475 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.000 1.000 0.950 0.975 d = lying 0.101 0.630 0.995 0.771 e = standing 0.009 0.890 0.431 0.581 f = sitting 0.030 0.848 1.000 0.918 g = running 0.035 0.799 0.676 0.732 h = walking ------------------------------------------------------- 0.035 0.820 0.727 0.725 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.137 0.245 0.671 0.359 a = climbing down 0.002 0.967 0.315 0.476 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.000 1.000 0.950 0.975 d = lying 0.101 0.630 0.995 0.771 e = standing 0.009 0.890 0.431 0.581 f = sitting 0.026 0.867 1.000 0.929 g = running 0.034 0.792 0.639 0.707 h = walking ------------------------------------------------------- 0.035 0.823 0.725 0.724 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.084 0.370 0.419 0.393 a = climbing down 0.157 0.347 0.571 0.431 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.021 0.823 0.696 0.754 e = standing 0.048 0.772 0.823 0.797 f = sitting 0.000 1.000 0.802 0.890 g = running 0.051 0.579 0.403 0.476 h = walking ------------------------------------------------------- 0.049 0.695 0.671 0.675 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.080 0.393 0.443 0.417 a = climbing down 0.166 0.358 0.635 0.458 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.021 0.823 0.696 0.754 e = standing 0.048 0.772 0.823 0.797 f = sitting 0.000 0.998 0.812 0.896 g = running 0.041 0.589 0.341 0.432 h = walking ------------------------------------------------------- 0.049 0.701 0.675 0.675 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.080 0.414 0.481 0.445 a = climbing down 0.176 0.360 0.678 0.470 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.021 0.834 0.754 0.792 e = standing 0.039 0.805 0.823 0.814 f = sitting 0.000 0.998 0.814 0.897 g = running 0.030 0.625 0.285 0.391 h = walking ------------------------------------------------------- 0.047 0.715 0.683 0.681 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.079 0.444 0.536 0.485 a = climbing down 0.172 0.370 0.694 0.483 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.022 0.836 0.776 0.805 e = standing 0.036 0.820 0.823 0.821 f = sitting 0.000 0.998 0.817 0.899 g = running 0.025 0.660 0.283 0.396 h = walking ------------------------------------------------------- 0.045 0.727 0.694 0.691 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.081 0.432 0.524 0.474 a = climbing down 0.185 0.375 0.763 0.503 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.022 0.836 0.776 0.805 e = standing 0.036 0.820 0.823 0.821 f = sitting 0.000 0.998 0.797 0.886 g = running 0.016 0.712 0.222 0.339 h = walking ------------------------------------------------------- 0.046 0.734 0.689 0.682 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.072 0.442 0.488 0.464 a = climbing down 0.188 0.392 0.829 0.532 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.022 0.836 0.776 0.805 e = standing 0.036 0.820 0.823 0.821 f = sitting 0.000 0.998 0.800 0.888 g = running 0.013 0.749 0.232 0.354 h = walking ------------------------------------------------------- 0.045 0.743 0.696 0.687 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.761 0.839 0.798 a = climbing down 0.149 0.422 0.747 0.539 b = climbing up 0.000 0.833 0.067 0.123 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.002 0.983 0.952 0.967 e = standing 0.033 0.856 0.992 0.919 f = sitting 0.010 0.935 0.764 0.841 g = running 0.029 0.710 0.415 0.524 h = walking ------------------------------------------------------- 0.034 0.818 0.778 0.777 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.136 0.417 0.834 0.556 a = climbing down 0.161 0.420 0.800 0.550 b = climbing up 0.000 1.000 0.013 0.026 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.002 0.983 0.954 0.968 e = standing 0.033 0.857 0.992 0.920 f = sitting 0.006 0.867 0.194 0.317 g = running 0.023 0.726 0.354 0.476 h = walking ------------------------------------------------------- 0.045 0.776 0.683 0.660 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.050 0.676 0.901 0.773 a = climbing down 0.162 0.418 0.800 0.549 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.003 0.981 0.962 0.971 e = standing 0.031 0.863 0.992 0.923 f = sitting 0.009 0.938 0.686 0.792 g = running 0.019 0.726 0.292 0.416 h = walking ------------------------------------------------------- 0.036 0.796 0.760 0.751 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.039 0.730 0.906 0.809 a = climbing down 0.172 0.412 0.828 0.550 b = climbing up 0.000 0.000 0.000 0.000 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 0.009 0.940 0.734 0.825 g = running 0.017 0.703 0.232 0.349 h = walking ------------------------------------------------------- 0.036 0.798 0.764 0.750 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.767 0.913 0.834 a = climbing down 0.179 0.413 0.865 0.559 b = climbing up 0.000 0.000 0.000 0.000 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 0.010 0.933 0.762 0.839 g = running 0.012 0.727 0.185 0.295 h = walking ------------------------------------------------------- 0.035 0.805 0.767 0.748 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.774 0.940 0.849 a = climbing down 0.181 0.415 0.881 0.564 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.003 0.976 0.966 0.971 e = standing 0.030 0.869 0.992 0.926 f = sitting 0.011 0.932 0.767 0.841 g = running 0.009 0.744 0.153 0.253 h = walking ------------------------------------------------------- 0.035 0.808 0.768 0.745 Weighted Avg. >> headshin >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.136 0.411 0.730 0.526 a = climbing down 0.051 0.723 0.775 0.748 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.992 0.994 d = lying 0.075 0.514 0.417 0.460 e = standing 0.107 0.382 0.480 0.426 f = sitting 0.001 0.977 0.357 0.523 g = running 0.042 0.747 0.706 0.726 h = walking ------------------------------------------------------- 0.055 0.697 0.641 0.642 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.099 0.489 0.732 0.587 a = climbing down 0.037 0.783 0.780 0.781 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.992 0.994 d = lying 0.075 0.514 0.417 0.460 e = standing 0.107 0.382 0.480 0.426 f = sitting 0.001 0.984 0.531 0.690 g = running 0.043 0.772 0.823 0.796 h = walking ------------------------------------------------------- 0.049 0.719 0.685 0.688 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.087 0.540 0.784 0.639 a = climbing down 0.026 0.835 0.767 0.799 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.997 0.997 d = lying 0.076 0.510 0.415 0.458 e = standing 0.107 0.381 0.474 0.422 f = sitting 0.001 0.988 0.692 0.814 g = running 0.040 0.778 0.794 0.786 h = walking ------------------------------------------------------- 0.045 0.734 0.707 0.712 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.058 0.637 0.778 0.701 a = climbing down 0.031 0.814 0.787 0.800 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.997 0.997 d = lying 0.075 0.514 0.414 0.458 e = standing 0.107 0.385 0.484 0.429 f = sitting 0.001 0.990 0.831 0.903 g = running 0.036 0.800 0.815 0.807 h = walking ------------------------------------------------------- 0.042 0.746 0.734 0.737 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.051 0.665 0.780 0.718 a = climbing down 0.029 0.821 0.780 0.800 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.997 0.997 d = lying 0.075 0.514 0.414 0.458 e = standing 0.107 0.385 0.484 0.429 f = sitting 0.001 0.990 0.871 0.927 g = running 0.036 0.803 0.829 0.816 h = walking ------------------------------------------------------- 0.041 0.751 0.741 0.743 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.049 0.680 0.799 0.735 a = climbing down 0.027 0.830 0.783 0.806 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.997 0.997 d = lying 0.073 0.527 0.427 0.472 e = standing 0.105 0.395 0.494 0.439 f = sitting 0.001 0.991 0.894 0.940 g = running 0.033 0.817 0.829 0.823 h = walking ------------------------------------------------------- 0.039 0.760 0.750 0.753 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.082 0.569 0.832 0.676 a = climbing down 0.063 0.693 0.834 0.757 b = climbing up 0.000 1.000 0.958 0.979 c = jumping 0.000 1.000 0.955 0.977 d = lying 0.080 0.555 0.523 0.538 e = standing 0.095 0.395 0.446 0.419 f = sitting 0.002 0.976 0.543 0.698 g = running 0.035 0.774 0.682 0.725 h = walking ------------------------------------------------------- 0.049 0.723 0.691 0.694 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.093 0.510 0.743 0.605 a = climbing down 0.063 0.691 0.830 0.754 b = climbing up 0.000 1.000 0.958 0.979 c = jumping 0.000 1.000 0.955 0.977 d = lying 0.082 0.551 0.529 0.540 e = standing 0.093 0.390 0.432 0.410 f = sitting 0.002 0.975 0.450 0.616 g = running 0.043 0.753 0.735 0.744 h = walking ------------------------------------------------------- 0.051 0.712 0.675 0.676 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.136 0.391 0.672 0.494 a = climbing down 0.087 0.627 0.859 0.725 b = climbing up 0.000 1.000 0.931 0.964 c = jumping 0.001 0.997 0.955 0.975 d = lying 0.080 0.548 0.511 0.529 e = standing 0.096 0.389 0.444 0.415 f = sitting 0.002 0.931 0.182 0.304 g = running 0.047 0.694 0.606 0.647 h = walking ------------------------------------------------------- 0.061 0.672 0.610 0.597 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.158 0.357 0.674 0.466 a = climbing down 0.095 0.619 0.905 0.735 b = climbing up 0.000 1.000 0.931 0.964 c = jumping 0.001 0.995 0.955 0.974 d = lying 0.080 0.549 0.509 0.528 e = standing 0.096 0.392 0.448 0.418 f = sitting 0.002 0.788 0.044 0.083 g = running 0.041 0.706 0.554 0.621 h = walking ------------------------------------------------------- 0.063 0.648 0.590 0.560 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.161 0.361 0.697 0.476 a = climbing down 0.073 0.677 0.899 0.772 b = climbing up 0.000 1.000 0.931 0.964 c = jumping 0.001 0.995 0.955 0.974 d = lying 0.080 0.549 0.509 0.528 e = standing 0.096 0.392 0.448 0.418 f = sitting 0.002 0.682 0.025 0.049 g = running 0.043 0.729 0.658 0.692 h = walking ------------------------------------------------------- 0.061 0.646 0.605 0.572 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.165 0.359 0.709 0.477 a = climbing down 0.049 0.754 0.882 0.813 b = climbing up 0.000 1.000 0.931 0.964 c = jumping 0.001 0.995 0.955 0.974 d = lying 0.082 0.547 0.515 0.530 e = standing 0.095 0.388 0.436 0.411 f = sitting 0.002 0.111 0.002 0.003 g = running 0.045 0.755 0.785 0.770 h = walking ------------------------------------------------------- 0.058 0.577 0.619 0.583 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.051 0.612 0.580 0.595 a = climbing down 0.063 0.624 0.785 0.695 b = climbing up 0.016 0.567 0.941 0.708 c = jumping 0.033 0.823 0.985 0.897 d = lying 0.005 0.974 0.998 0.986 e = standing 0.001 0.994 0.789 0.880 f = sitting 0.006 0.963 0.879 0.919 g = running 0.030 0.798 0.667 0.727 h = walking ------------------------------------------------------- 0.025 0.834 0.820 0.821 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.678 0.536 0.599 a = climbing down 0.069 0.616 0.826 0.706 b = climbing up 0.006 0.786 0.953 0.862 c = jumping 0.027 0.850 0.985 0.912 d = lying 0.005 0.974 0.998 0.986 e = standing 0.001 0.994 0.823 0.901 f = sitting 0.006 0.967 0.945 0.956 g = running 0.034 0.792 0.710 0.749 h = walking ------------------------------------------------------- 0.023 0.849 0.841 0.840 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.701 0.523 0.599 a = climbing down 0.067 0.627 0.834 0.716 b = climbing up 0.003 0.871 0.953 0.910 c = jumping 0.025 0.861 0.985 0.919 d = lying 0.005 0.974 0.998 0.986 e = standing 0.001 0.994 0.837 0.909 f = sitting 0.006 0.968 0.958 0.963 g = running 0.034 0.800 0.753 0.776 h = walking ------------------------------------------------------- 0.022 0.858 0.851 0.849 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.028 0.721 0.521 0.605 a = climbing down 0.063 0.641 0.839 0.727 b = climbing up 0.002 0.920 0.953 0.936 c = jumping 0.023 0.869 0.985 0.924 d = lying 0.005 0.974 0.998 0.986 e = standing 0.001 0.994 0.847 0.915 f = sitting 0.006 0.968 0.965 0.966 g = running 0.036 0.794 0.778 0.786 h = walking ------------------------------------------------------- 0.021 0.863 0.858 0.856 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.745 0.511 0.606 a = climbing down 0.062 0.649 0.852 0.737 b = climbing up 0.002 0.920 0.953 0.936 c = jumping 0.022 0.874 0.985 0.926 d = lying 0.005 0.974 0.998 0.986 e = standing 0.001 0.994 0.852 0.918 f = sitting 0.006 0.968 0.963 0.966 g = running 0.037 0.797 0.803 0.800 h = walking ------------------------------------------------------- 0.021 0.868 0.862 0.860 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.754 0.496 0.598 a = climbing down 0.058 0.667 0.862 0.752 b = climbing up 0.002 0.931 0.953 0.942 c = jumping 0.021 0.878 0.985 0.929 d = lying 0.005 0.974 0.998 0.986 e = standing 0.001 0.994 0.858 0.921 f = sitting 0.006 0.968 0.963 0.966 g = running 0.040 0.787 0.823 0.805 h = walking ------------------------------------------------------- 0.020 0.870 0.866 0.862 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.146 0.359 0.592 0.447 a = climbing down 0.076 0.557 0.708 0.623 b = climbing up 0.007 0.719 0.800 0.757 c = jumping 0.035 0.817 1.000 0.899 d = lying 0.002 0.988 1.000 0.994 e = standing 0.000 1.000 0.783 0.878 f = sitting 0.007 0.886 0.314 0.464 g = running 0.048 0.704 0.635 0.668 h = walking ------------------------------------------------------- 0.040 0.774 0.719 0.718 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.141 0.360 0.573 0.442 a = climbing down 0.076 0.559 0.714 0.627 b = climbing up 0.005 0.759 0.787 0.773 c = jumping 0.035 0.817 1.000 0.899 d = lying 0.002 0.988 1.000 0.994 e = standing 0.000 1.000 0.783 0.878 f = sitting 0.008 0.885 0.323 0.473 g = running 0.050 0.705 0.665 0.684 h = walking ------------------------------------------------------- 0.040 0.776 0.723 0.722 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.135 0.366 0.564 0.444 a = climbing down 0.075 0.572 0.744 0.647 b = climbing up 0.003 0.841 0.863 0.852 c = jumping 0.036 0.814 1.000 0.898 d = lying 0.002 0.988 1.000 0.994 e = standing 0.000 1.000 0.779 0.876 f = sitting 0.006 0.913 0.336 0.491 g = running 0.051 0.703 0.675 0.689 h = walking ------------------------------------------------------- 0.039 0.783 0.730 0.729 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.127 0.370 0.541 0.440 a = climbing down 0.072 0.590 0.768 0.667 b = climbing up 0.002 0.910 0.887 0.899 c = jumping 0.040 0.798 1.000 0.888 d = lying 0.002 0.988 1.000 0.994 e = standing 0.000 1.000 0.757 0.862 f = sitting 0.005 0.924 0.350 0.507 g = running 0.054 0.705 0.720 0.713 h = walking ------------------------------------------------------- 0.039 0.787 0.736 0.735 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.122 0.365 0.507 0.425 a = climbing down 0.066 0.612 0.768 0.681 b = climbing up 0.000 0.987 0.950 0.968 c = jumping 0.034 0.820 1.000 0.901 d = lying 0.002 0.988 1.000 0.994 e = standing 0.000 1.000 0.788 0.881 f = sitting 0.004 0.947 0.360 0.521 g = running 0.061 0.695 0.776 0.733 h = walking ------------------------------------------------------- 0.038 0.796 0.748 0.746 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.122 0.366 0.507 0.425 a = climbing down 0.061 0.631 0.776 0.696 b = climbing up 0.000 0.987 0.950 0.968 c = jumping 0.033 0.826 1.000 0.904 d = lying 0.002 0.988 1.000 0.994 e = standing 0.000 1.000 0.795 0.886 f = sitting 0.004 0.947 0.360 0.521 g = running 0.063 0.690 0.784 0.734 h = walking ------------------------------------------------------- 0.037 0.798 0.752 0.749 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.131 0.432 0.751 0.549 a = climbing down 0.118 0.437 0.613 0.510 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.003 0.982 0.924 0.952 d = lying 0.080 0.639 0.833 0.723 e = standing 0.035 0.627 0.438 0.516 f = sitting 0.000 0.998 0.854 0.921 g = running 0.008 0.832 0.227 0.357 h = walking ------------------------------------------------------- 0.048 0.736 0.674 0.666 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.129 0.432 0.740 0.546 a = climbing down 0.114 0.447 0.620 0.520 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.003 0.982 0.921 0.951 d = lying 0.074 0.668 0.884 0.761 e = standing 0.026 0.711 0.483 0.575 f = sitting 0.000 0.998 0.861 0.925 g = running 0.008 0.846 0.252 0.388 h = walking ------------------------------------------------------- 0.045 0.753 0.691 0.685 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.111 0.474 0.757 0.583 a = climbing down 0.116 0.468 0.686 0.556 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.002 0.984 0.921 0.951 d = lying 0.075 0.668 0.897 0.766 e = standing 0.024 0.723 0.475 0.573 f = sitting 0.000 1.000 0.869 0.930 g = running 0.007 0.882 0.273 0.417 h = walking ------------------------------------------------------- 0.043 0.768 0.707 0.700 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.098 0.516 0.785 0.623 a = climbing down 0.127 0.450 0.697 0.547 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.002 0.989 0.921 0.954 d = lying 0.071 0.683 0.907 0.779 e = standing 0.023 0.748 0.509 0.606 f = sitting 0.000 1.000 0.890 0.942 g = running 0.008 0.850 0.234 0.366 h = walking ------------------------------------------------------- 0.042 0.772 0.714 0.703 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.087 0.546 0.787 0.645 a = climbing down 0.126 0.472 0.760 0.582 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.002 0.989 0.921 0.954 d = lying 0.069 0.692 0.921 0.790 e = standing 0.020 0.776 0.525 0.627 f = sitting 0.000 1.000 0.893 0.944 g = running 0.008 0.853 0.240 0.374 h = walking ------------------------------------------------------- 0.040 0.783 0.728 0.716 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.063 0.622 0.779 0.692 a = climbing down 0.147 0.457 0.833 0.590 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.002 0.989 0.921 0.954 d = lying 0.072 0.688 0.941 0.795 e = standing 0.017 0.799 0.505 0.619 f = sitting 0.000 1.000 0.899 0.947 g = running 0.006 0.868 0.211 0.339 h = walking ------------------------------------------------------- 0.040 0.795 0.734 0.718 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.079 0.582 0.829 0.684 a = climbing down 0.108 0.528 0.812 0.640 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.987 1.000 0.993 d = lying 0.073 0.645 0.788 0.709 e = standing 0.032 0.656 0.465 0.545 f = sitting 0.000 1.000 0.886 0.940 g = running 0.013 0.805 0.286 0.422 h = walking ------------------------------------------------------- 0.040 0.766 0.732 0.720 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.078 0.584 0.824 0.684 a = climbing down 0.100 0.551 0.821 0.660 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.987 1.000 0.993 d = lying 0.078 0.631 0.785 0.700 e = standing 0.033 0.637 0.435 0.517 f = sitting 0.000 1.000 0.901 0.948 g = running 0.013 0.822 0.320 0.461 h = walking ------------------------------------------------------- 0.039 0.768 0.737 0.725 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.085 0.562 0.822 0.668 a = climbing down 0.090 0.573 0.812 0.672 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.988 1.000 0.994 d = lying 0.078 0.632 0.792 0.703 e = standing 0.032 0.642 0.433 0.517 f = sitting 0.000 1.000 0.908 0.952 g = running 0.014 0.817 0.331 0.471 h = walking ------------------------------------------------------- 0.039 0.768 0.739 0.728 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.081 0.577 0.839 0.684 a = climbing down 0.082 0.606 0.851 0.708 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.990 1.000 0.995 d = lying 0.089 0.601 0.793 0.684 e = standing 0.032 0.592 0.352 0.441 f = sitting 0.000 1.000 0.914 0.955 g = running 0.013 0.830 0.346 0.489 h = walking ------------------------------------------------------- 0.039 0.766 0.740 0.726 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.088 0.553 0.824 0.662 a = climbing down 0.069 0.657 0.884 0.754 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.990 1.000 0.995 d = lying 0.091 0.602 0.818 0.694 e = standing 0.028 0.613 0.335 0.434 f = sitting 0.000 1.000 0.921 0.959 g = running 0.014 0.824 0.352 0.494 h = walking ------------------------------------------------------- 0.038 0.772 0.746 0.731 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.082 0.569 0.822 0.673 a = climbing down 0.072 0.656 0.921 0.766 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.002 0.990 1.000 0.995 d = lying 0.093 0.602 0.835 0.699 e = standing 0.025 0.627 0.321 0.425 f = sitting 0.000 1.000 0.917 0.957 g = running 0.013 0.835 0.351 0.494 h = walking ------------------------------------------------------- 0.038 0.777 0.750 0.734 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.701 0.271 0.391 a = climbing down 0.199 0.492 0.995 0.659 b = climbing up 0.000 0.982 0.733 0.840 c = jumping 0.006 0.954 0.899 0.926 d = lying 0.039 0.739 0.964 0.837 e = standing 0.006 0.947 0.769 0.849 f = sitting 0.005 0.974 0.833 0.898 g = running 0.017 0.805 0.490 0.609 h = walking ------------------------------------------------------- 0.044 0.807 0.752 0.744 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.742 0.224 0.344 a = climbing down 0.213 0.474 0.992 0.642 b = climbing up 0.000 0.983 0.787 0.874 c = jumping 0.006 0.954 0.901 0.927 d = lying 0.039 0.740 0.964 0.837 e = standing 0.006 0.947 0.769 0.849 f = sitting 0.004 0.980 0.836 0.902 g = running 0.018 0.789 0.476 0.594 h = walking ------------------------------------------------------- 0.045 0.809 0.745 0.734 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.713 0.189 0.299 a = climbing down 0.219 0.468 0.992 0.636 b = climbing up 0.000 0.984 0.813 0.891 c = jumping 0.006 0.954 0.899 0.926 d = lying 0.039 0.739 0.964 0.837 e = standing 0.006 0.947 0.769 0.849 f = sitting 0.004 0.982 0.837 0.904 g = running 0.018 0.789 0.478 0.595 h = walking ------------------------------------------------------- 0.046 0.804 0.741 0.728 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.706 0.141 0.235 a = climbing down 0.225 0.462 0.992 0.630 b = climbing up 0.000 0.984 0.827 0.899 c = jumping 0.007 0.949 0.901 0.925 d = lying 0.040 0.736 0.966 0.835 e = standing 0.005 0.953 0.761 0.846 f = sitting 0.004 0.983 0.842 0.907 g = running 0.019 0.795 0.502 0.615 h = walking ------------------------------------------------------- 0.047 0.803 0.738 0.721 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.681 0.098 0.172 a = climbing down 0.232 0.453 0.993 0.623 b = climbing up 0.000 0.985 0.853 0.914 c = jumping 0.007 0.951 0.901 0.925 d = lying 0.040 0.735 0.968 0.836 e = standing 0.005 0.953 0.759 0.845 f = sitting 0.003 0.985 0.845 0.909 g = running 0.018 0.803 0.507 0.622 h = walking ------------------------------------------------------- 0.047 0.800 0.734 0.712 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.713 0.090 0.161 a = climbing down 0.233 0.453 0.993 0.622 b = climbing up 0.000 0.984 0.840 0.906 c = jumping 0.007 0.951 0.904 0.927 d = lying 0.040 0.735 0.971 0.837 e = standing 0.005 0.959 0.759 0.847 f = sitting 0.003 0.985 0.847 0.911 g = running 0.018 0.802 0.516 0.627 h = walking ------------------------------------------------------- 0.047 0.805 0.735 0.712 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.386 0.051 0.090 a = climbing down 0.237 0.448 0.996 0.618 b = climbing up 0.000 0.979 0.613 0.754 c = jumping 0.005 0.965 0.973 0.969 d = lying 0.033 0.758 0.912 0.828 e = standing 0.009 0.923 0.763 0.835 f = sitting 0.011 0.955 0.920 0.937 g = running 0.007 0.889 0.416 0.567 h = walking ------------------------------------------------------- 0.049 0.764 0.732 0.701 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.431 0.050 0.089 a = climbing down 0.241 0.444 0.995 0.614 b = climbing up 0.000 0.980 0.653 0.784 c = jumping 0.005 0.967 0.980 0.974 d = lying 0.035 0.752 0.914 0.825 e = standing 0.008 0.930 0.754 0.833 f = sitting 0.010 0.958 0.920 0.939 g = running 0.008 0.881 0.409 0.559 h = walking ------------------------------------------------------- 0.049 0.770 0.731 0.700 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.446 0.040 0.073 a = climbing down 0.244 0.441 0.995 0.611 b = climbing up 0.000 0.982 0.720 0.831 c = jumping 0.005 0.967 0.982 0.974 d = lying 0.035 0.748 0.914 0.823 e = standing 0.008 0.932 0.749 0.830 f = sitting 0.009 0.964 0.923 0.943 g = running 0.008 0.881 0.411 0.560 h = walking ------------------------------------------------------- 0.049 0.773 0.732 0.698 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.421 0.026 0.048 a = climbing down 0.247 0.438 0.995 0.608 b = climbing up 0.000 0.982 0.720 0.831 c = jumping 0.005 0.967 0.982 0.974 d = lying 0.035 0.748 0.914 0.823 e = standing 0.008 0.932 0.749 0.830 f = sitting 0.009 0.963 0.927 0.944 g = running 0.009 0.867 0.406 0.553 h = walking ------------------------------------------------------- 0.049 0.767 0.730 0.694 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.333 0.016 0.030 a = climbing down 0.252 0.433 0.996 0.604 b = climbing up 0.000 0.982 0.720 0.831 c = jumping 0.005 0.967 0.982 0.974 d = lying 0.035 0.748 0.914 0.823 e = standing 0.008 0.932 0.749 0.830 f = sitting 0.009 0.964 0.927 0.945 g = running 0.007 0.884 0.397 0.548 h = walking ------------------------------------------------------- 0.050 0.756 0.728 0.690 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.308 0.013 0.025 a = climbing down 0.251 0.435 0.996 0.605 b = climbing up 0.000 1.000 0.733 0.846 c = jumping 0.005 0.967 0.982 0.974 d = lying 0.035 0.750 0.914 0.824 e = standing 0.008 0.932 0.751 0.832 f = sitting 0.008 0.965 0.928 0.946 g = running 0.007 0.888 0.414 0.565 h = walking ------------------------------------------------------- 0.049 0.754 0.730 0.692 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.093 0.461 0.656 0.541 a = climbing down 0.105 0.476 0.694 0.565 b = climbing up 0.000 1.000 0.066 0.123 c = jumping 0.021 0.864 0.819 0.841 d = lying 0.057 0.662 0.875 0.753 e = standing 0.032 0.701 0.535 0.607 f = sitting 0.028 0.911 0.978 0.944 g = running 0.038 0.315 0.100 0.152 h = walking ------------------------------------------------------- 0.048 0.661 0.673 0.644 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.110 0.432 0.689 0.531 a = climbing down 0.088 0.527 0.709 0.604 b = climbing up 0.000 1.000 0.066 0.123 c = jumping 0.021 0.864 0.819 0.841 d = lying 0.057 0.664 0.871 0.753 e = standing 0.033 0.700 0.541 0.610 f = sitting 0.028 0.911 0.978 0.943 g = running 0.034 0.312 0.088 0.137 h = walking ------------------------------------------------------- 0.047 0.663 0.677 0.646 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.141 0.379 0.705 0.493 a = climbing down 0.056 0.634 0.707 0.668 b = climbing up 0.000 1.000 0.066 0.123 c = jumping 0.021 0.864 0.819 0.841 d = lying 0.057 0.665 0.880 0.758 e = standing 0.031 0.708 0.539 0.612 f = sitting 0.028 0.911 0.978 0.943 g = running 0.034 0.303 0.084 0.131 h = walking ------------------------------------------------------- 0.047 0.670 0.679 0.649 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.145 0.377 0.724 0.496 a = climbing down 0.048 0.672 0.711 0.691 b = climbing up 0.000 1.000 0.066 0.123 c = jumping 0.021 0.864 0.819 0.841 d = lying 0.057 0.667 0.892 0.763 e = standing 0.030 0.715 0.535 0.612 f = sitting 0.027 0.912 0.978 0.944 g = running 0.035 0.302 0.087 0.135 h = walking ------------------------------------------------------- 0.046 0.676 0.682 0.654 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.150 0.371 0.728 0.491 a = climbing down 0.043 0.696 0.720 0.708 b = climbing up 0.000 1.000 0.066 0.123 c = jumping 0.021 0.864 0.819 0.841 d = lying 0.058 0.671 0.924 0.777 e = standing 0.026 0.739 0.526 0.615 f = sitting 0.028 0.911 0.978 0.944 g = running 0.034 0.282 0.076 0.120 h = walking ------------------------------------------------------- 0.046 0.679 0.685 0.655 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.158 0.365 0.748 0.491 a = climbing down 0.038 0.727 0.731 0.729 b = climbing up 0.000 1.000 0.066 0.123 c = jumping 0.021 0.864 0.819 0.841 d = lying 0.058 0.671 0.925 0.778 e = standing 0.026 0.740 0.526 0.615 f = sitting 0.027 0.913 0.978 0.945 g = running 0.031 0.250 0.058 0.094 h = walking ------------------------------------------------------- 0.045 0.678 0.686 0.654 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.103 0.436 0.656 0.524 a = climbing down 0.109 0.464 0.685 0.553 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 0.748 0.843 0.793 e = standing 0.021 0.836 0.751 0.791 f = sitting 0.027 0.910 0.953 0.931 g = running 0.032 0.368 0.106 0.165 h = walking ------------------------------------------------------- 0.042 0.694 0.713 0.687 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.113 0.421 0.679 0.520 a = climbing down 0.095 0.499 0.687 0.578 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 0.761 0.929 0.837 e = standing 0.009 0.919 0.745 0.823 f = sitting 0.028 0.910 0.958 0.933 g = running 0.030 0.388 0.109 0.171 h = walking ------------------------------------------------------- 0.040 0.711 0.727 0.700 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.114 0.416 0.671 0.514 a = climbing down 0.091 0.504 0.674 0.577 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.039 0.754 0.937 0.836 e = standing 0.008 0.926 0.733 0.818 f = sitting 0.028 0.910 0.960 0.934 g = running 0.031 0.435 0.136 0.208 h = walking ------------------------------------------------------- 0.040 0.718 0.728 0.704 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.137 0.393 0.731 0.511 a = climbing down 0.062 0.609 0.700 0.651 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.040 0.752 0.941 0.836 e = standing 0.008 0.930 0.729 0.818 f = sitting 0.028 0.910 0.964 0.936 g = running 0.029 0.409 0.114 0.178 h = walking ------------------------------------------------------- 0.038 0.725 0.735 0.709 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.152 0.376 0.756 0.502 a = climbing down 0.048 0.674 0.724 0.698 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.041 0.748 0.943 0.834 e = standing 0.007 0.932 0.722 0.814 f = sitting 0.027 0.911 0.962 0.936 g = running 0.026 0.376 0.088 0.143 h = walking ------------------------------------------------------- 0.038 0.726 0.736 0.707 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.154 0.391 0.812 0.528 a = climbing down 0.042 0.706 0.730 0.718 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.040 0.752 0.943 0.837 e = standing 0.007 0.932 0.727 0.817 f = sitting 0.027 0.913 0.962 0.937 g = running 0.024 0.376 0.084 0.137 h = walking ------------------------------------------------------- 0.037 0.732 0.743 0.712 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.799 0.509 0.622 a = climbing down 0.085 0.588 0.877 0.704 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.035 0.827 0.979 0.897 d = lying 0.031 0.838 0.936 0.885 e = standing 0.012 0.899 0.626 0.738 f = sitting 0.003 0.982 0.933 0.957 g = running 0.030 0.816 0.766 0.790 h = walking ------------------------------------------------------- 0.029 0.833 0.816 0.812 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.809 0.499 0.617 a = climbing down 0.087 0.585 0.883 0.704 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.034 0.829 0.979 0.898 d = lying 0.032 0.837 0.935 0.883 e = standing 0.012 0.897 0.627 0.738 f = sitting 0.003 0.982 0.933 0.957 g = running 0.030 0.814 0.766 0.790 h = walking ------------------------------------------------------- 0.029 0.833 0.815 0.811 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.806 0.499 0.616 a = climbing down 0.092 0.568 0.873 0.688 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.034 0.828 0.979 0.897 d = lying 0.031 0.838 0.935 0.884 e = standing 0.012 0.897 0.627 0.738 f = sitting 0.003 0.982 0.938 0.959 g = running 0.030 0.808 0.736 0.770 h = walking ------------------------------------------------------- 0.029 0.830 0.810 0.807 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.796 0.501 0.615 a = climbing down 0.098 0.553 0.871 0.676 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.033 0.835 0.979 0.902 d = lying 0.031 0.840 0.936 0.885 e = standing 0.012 0.901 0.639 0.748 f = sitting 0.003 0.982 0.934 0.958 g = running 0.028 0.812 0.709 0.757 h = walking ------------------------------------------------------- 0.030 0.829 0.808 0.805 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.807 0.518 0.631 a = climbing down 0.097 0.557 0.873 0.680 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.032 0.838 0.976 0.902 d = lying 0.032 0.837 0.936 0.884 e = standing 0.012 0.902 0.644 0.752 f = sitting 0.003 0.982 0.934 0.958 g = running 0.029 0.809 0.704 0.753 h = walking ------------------------------------------------------- 0.029 0.831 0.810 0.807 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.799 0.528 0.636 a = climbing down 0.092 0.566 0.865 0.684 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.032 0.836 0.979 0.902 d = lying 0.031 0.840 0.940 0.887 e = standing 0.011 0.906 0.641 0.751 f = sitting 0.003 0.982 0.933 0.957 g = running 0.031 0.800 0.713 0.754 h = walking ------------------------------------------------------- 0.029 0.831 0.811 0.809 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.941 0.842 0.889 a = climbing down 0.080 0.575 0.783 0.663 b = climbing up 0.002 0.931 1.000 0.964 c = jumping 0.014 0.922 1.000 0.960 d = lying 0.019 0.896 0.970 0.931 e = standing 0.005 0.963 0.800 0.874 f = sitting 0.000 1.000 0.991 0.995 g = running 0.033 0.753 0.590 0.662 h = walking ------------------------------------------------------- 0.021 0.872 0.860 0.861 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.941 0.842 0.889 a = climbing down 0.078 0.583 0.785 0.669 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.015 0.920 1.000 0.958 d = lying 0.019 0.896 0.973 0.933 e = standing 0.005 0.967 0.797 0.873 f = sitting 0.000 1.000 0.994 0.997 g = running 0.033 0.756 0.602 0.670 h = walking ------------------------------------------------------- 0.021 0.874 0.862 0.863 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.943 0.844 0.891 a = climbing down 0.075 0.593 0.783 0.675 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.015 0.920 1.000 0.958 d = lying 0.020 0.894 0.978 0.934 e = standing 0.004 0.973 0.793 0.874 f = sitting 0.000 1.000 0.994 0.997 g = running 0.035 0.755 0.617 0.679 h = walking ------------------------------------------------------- 0.021 0.875 0.865 0.865 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.941 0.846 0.891 a = climbing down 0.069 0.611 0.777 0.684 b = climbing up 0.002 0.931 1.000 0.964 c = jumping 0.015 0.917 1.000 0.957 d = lying 0.020 0.894 0.978 0.934 e = standing 0.004 0.972 0.790 0.872 f = sitting 0.000 1.000 0.991 0.995 g = running 0.035 0.759 0.649 0.700 h = walking ------------------------------------------------------- 0.020 0.877 0.868 0.869 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.935 0.850 0.891 a = climbing down 0.052 0.672 0.769 0.717 b = climbing up 0.002 0.931 1.000 0.964 c = jumping 0.014 0.921 1.000 0.959 d = lying 0.020 0.894 0.978 0.934 e = standing 0.004 0.973 0.795 0.875 f = sitting 0.000 1.000 0.991 0.995 g = running 0.036 0.782 0.745 0.763 h = walking ------------------------------------------------------- 0.018 0.888 0.883 0.883 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.933 0.859 0.895 a = climbing down 0.052 0.674 0.781 0.724 b = climbing up 0.002 0.931 1.000 0.964 c = jumping 0.013 0.928 1.000 0.963 d = lying 0.020 0.895 0.978 0.935 e = standing 0.004 0.973 0.805 0.881 f = sitting 0.000 1.000 0.991 0.995 g = running 0.033 0.797 0.744 0.770 h = walking ------------------------------------------------------- 0.018 0.892 0.886 0.887 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.742 0.522 0.613 a = climbing down 0.057 0.638 0.605 0.621 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.020 0.869 0.992 0.927 d = lying 0.044 0.737 0.832 0.781 e = standing 0.026 0.803 0.618 0.699 f = sitting 0.001 0.997 0.994 0.996 g = running 0.064 0.699 0.926 0.797 h = walking ------------------------------------------------------- 0.033 0.794 0.792 0.786 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.762 0.528 0.624 a = climbing down 0.057 0.648 0.629 0.638 b = climbing up 0.002 0.927 1.000 0.962 c = jumping 0.020 0.868 0.992 0.926 d = lying 0.044 0.739 0.836 0.784 e = standing 0.025 0.807 0.618 0.700 f = sitting 0.001 0.997 0.990 0.994 g = running 0.061 0.709 0.932 0.805 h = walking ------------------------------------------------------- 0.032 0.799 0.797 0.790 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.814 0.539 0.649 a = climbing down 0.055 0.673 0.679 0.676 b = climbing up 0.002 0.927 1.000 0.962 c = jumping 0.020 0.868 0.992 0.926 d = lying 0.044 0.739 0.837 0.785 e = standing 0.025 0.808 0.618 0.701 f = sitting 0.001 0.997 0.990 0.994 g = running 0.059 0.719 0.937 0.814 h = walking ------------------------------------------------------- 0.030 0.811 0.807 0.800 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.825 0.547 0.658 a = climbing down 0.054 0.684 0.706 0.695 b = climbing up 0.002 0.927 1.000 0.962 c = jumping 0.020 0.873 0.992 0.928 d = lying 0.041 0.752 0.837 0.792 e = standing 0.025 0.814 0.640 0.716 f = sitting 0.001 0.997 0.990 0.994 g = running 0.054 0.737 0.942 0.827 h = walking ------------------------------------------------------- 0.029 0.819 0.815 0.810 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.873 0.526 0.657 a = climbing down 0.057 0.690 0.761 0.724 b = climbing up 0.002 0.927 1.000 0.962 c = jumping 0.020 0.873 0.992 0.928 d = lying 0.041 0.753 0.841 0.794 e = standing 0.024 0.817 0.640 0.718 f = sitting 0.001 0.997 0.990 0.994 g = running 0.050 0.753 0.951 0.841 h = walking ------------------------------------------------------- 0.028 0.829 0.822 0.816 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.916 0.530 0.671 a = climbing down 0.058 0.699 0.810 0.751 b = climbing up 0.002 0.918 1.000 0.957 c = jumping 0.019 0.874 0.992 0.929 d = lying 0.043 0.746 0.847 0.793 e = standing 0.024 0.820 0.632 0.714 f = sitting 0.001 0.997 0.989 0.993 g = running 0.045 0.775 0.951 0.854 h = walking ------------------------------------------------------- 0.027 0.839 0.829 0.823 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.673 0.462 0.548 a = climbing down 0.054 0.681 0.689 0.685 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.001 0.992 0.779 0.873 d = lying 0.047 0.744 0.916 0.821 e = standing 0.044 0.735 0.713 0.724 f = sitting 0.006 0.971 0.996 0.983 g = running 0.065 0.684 0.874 0.767 h = walking ------------------------------------------------------- 0.035 0.791 0.785 0.781 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.685 0.464 0.553 a = climbing down 0.054 0.688 0.713 0.700 b = climbing up 0.000 1.000 0.835 0.910 c = jumping 0.001 0.987 0.796 0.881 d = lying 0.047 0.745 0.919 0.823 e = standing 0.041 0.747 0.709 0.728 f = sitting 0.005 0.975 0.996 0.985 g = running 0.062 0.695 0.877 0.776 h = walking ------------------------------------------------------- 0.034 0.797 0.792 0.787 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.748 0.453 0.564 a = climbing down 0.053 0.697 0.732 0.714 b = climbing up 0.000 1.000 0.847 0.917 c = jumping 0.001 0.987 0.796 0.881 d = lying 0.048 0.743 0.921 0.822 e = standing 0.041 0.747 0.706 0.726 f = sitting 0.005 0.977 0.996 0.986 g = running 0.063 0.701 0.921 0.796 h = walking ------------------------------------------------------- 0.032 0.807 0.799 0.793 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.760 0.455 0.569 a = climbing down 0.053 0.698 0.738 0.718 b = climbing up 0.000 1.000 0.847 0.917 c = jumping 0.001 0.987 0.796 0.881 d = lying 0.048 0.743 0.923 0.823 e = standing 0.040 0.749 0.706 0.727 f = sitting 0.005 0.977 0.996 0.986 g = running 0.062 0.707 0.928 0.803 h = walking ------------------------------------------------------- 0.032 0.810 0.801 0.796 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.777 0.460 0.578 a = climbing down 0.056 0.696 0.766 0.729 b = climbing up 0.000 1.000 0.847 0.917 c = jumping 0.001 0.987 0.796 0.881 d = lying 0.048 0.743 0.921 0.822 e = standing 0.041 0.747 0.706 0.726 f = sitting 0.005 0.977 0.996 0.986 g = running 0.055 0.733 0.933 0.821 h = walking ------------------------------------------------------- 0.031 0.815 0.806 0.801 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.805 0.498 0.615 a = climbing down 0.052 0.718 0.795 0.754 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.001 0.987 0.796 0.881 d = lying 0.048 0.743 0.921 0.822 e = standing 0.041 0.747 0.706 0.726 f = sitting 0.005 0.978 0.996 0.987 g = running 0.050 0.750 0.932 0.831 h = walking ------------------------------------------------------- 0.030 0.824 0.815 0.811 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.200 0.252 0.792 0.383 a = climbing down 0.117 0.504 0.387 0.438 b = climbing up 0.013 0.593 0.956 0.732 c = jumping 0.001 0.991 0.773 0.868 d = lying 0.185 0.194 0.266 0.224 e = standing 0.124 0.010 0.008 0.009 f = sitting 0.003 0.905 0.176 0.294 g = running 0.107 0.194 0.166 0.179 h = walking ------------------------------------------------------- 0.102 0.445 0.351 0.349 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.207 0.235 0.747 0.358 a = climbing down 0.148 0.454 0.401 0.426 b = climbing up 0.000 1.000 0.956 0.977 c = jumping 0.001 0.995 0.778 0.873 d = lying 0.185 0.112 0.140 0.125 e = standing 0.145 0.014 0.013 0.013 f = sitting 0.002 0.763 0.048 0.091 g = running 0.111 0.170 0.146 0.157 h = walking ------------------------------------------------------- 0.112 0.407 0.314 0.306 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.189 0.239 0.699 0.357 a = climbing down 0.178 0.432 0.440 0.436 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.995 0.778 0.873 d = lying 0.185 0.109 0.135 0.121 e = standing 0.146 0.016 0.015 0.015 f = sitting 0.002 0.720 0.030 0.058 g = running 0.108 0.126 0.100 0.112 h = walking ------------------------------------------------------- 0.118 0.391 0.311 0.298 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.175 0.227 0.604 0.330 a = climbing down 0.205 0.432 0.506 0.466 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.995 0.795 0.884 d = lying 0.185 0.106 0.131 0.117 e = standing 0.144 0.016 0.015 0.015 f = sitting 0.002 0.600 0.015 0.029 g = running 0.101 0.064 0.044 0.052 h = walking ------------------------------------------------------- 0.122 0.365 0.311 0.292 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.149 0.091 0.174 0.119 a = climbing down 0.259 0.424 0.618 0.503 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 0.998 0.793 0.883 d = lying 0.182 0.096 0.115 0.105 e = standing 0.148 0.025 0.024 0.025 f = sitting 0.001 0.500 0.007 0.013 g = running 0.094 0.039 0.025 0.030 h = walking ------------------------------------------------------- 0.131 0.336 0.299 0.279 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.145 0.067 0.124 0.087 a = climbing down 0.266 0.388 0.548 0.454 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 0.998 0.776 0.873 d = lying 0.185 0.054 0.063 0.058 e = standing 0.156 0.025 0.026 0.026 f = sitting 0.001 0.500 0.005 0.010 g = running 0.116 0.024 0.018 0.020 h = walking ------------------------------------------------------- 0.137 0.318 0.268 0.255 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.164 0.219 0.541 0.312 a = climbing down 0.140 0.472 0.405 0.436 b = climbing up 0.009 0.647 0.885 0.748 c = jumping 0.037 0.729 0.725 0.727 d = lying 0.121 0.245 0.235 0.240 e = standing 0.164 0.000 0.000 0.000 f = sitting 0.003 0.917 0.203 0.333 g = running 0.148 0.138 0.151 0.144 h = walking ------------------------------------------------------- 0.110 0.404 0.324 0.327 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.180 0.223 0.606 0.326 a = climbing down 0.148 0.414 0.339 0.373 b = climbing up 0.000 1.000 0.885 0.939 c = jumping 0.039 0.720 0.734 0.727 d = lying 0.119 0.168 0.144 0.155 e = standing 0.178 0.000 0.000 0.000 f = sitting 0.003 0.872 0.126 0.220 g = running 0.167 0.082 0.095 0.088 h = walking ------------------------------------------------------- 0.118 0.372 0.284 0.283 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.158 0.226 0.541 0.319 a = climbing down 0.195 0.331 0.312 0.321 b = climbing up 0.000 1.000 0.943 0.970 c = jumping 0.038 0.730 0.736 0.733 d = lying 0.121 0.153 0.130 0.140 e = standing 0.180 0.001 0.002 0.002 f = sitting 0.002 0.838 0.052 0.098 g = running 0.176 0.070 0.086 0.077 h = walking ------------------------------------------------------- 0.128 0.345 0.261 0.252 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.147 0.168 0.349 0.227 a = climbing down 0.227 0.311 0.332 0.322 b = climbing up 0.000 1.000 0.943 0.970 c = jumping 0.029 0.778 0.733 0.755 d = lying 0.129 0.145 0.130 0.137 e = standing 0.180 0.007 0.008 0.008 f = sitting 0.002 0.538 0.012 0.023 g = running 0.179 0.057 0.069 0.062 h = walking ------------------------------------------------------- 0.136 0.300 0.243 0.236 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.147 0.161 0.330 0.216 a = climbing down 0.232 0.285 0.299 0.291 b = climbing up 0.000 1.000 0.954 0.976 c = jumping 0.029 0.778 0.733 0.755 d = lying 0.129 0.140 0.125 0.132 e = standing 0.181 0.007 0.008 0.008 f = sitting 0.001 0.286 0.003 0.007 g = running 0.189 0.048 0.061 0.053 h = walking ------------------------------------------------------- 0.138 0.258 0.231 0.224 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.145 0.131 0.256 0.173 a = climbing down 0.243 0.287 0.316 0.301 b = climbing up 0.000 1.000 0.966 0.982 c = jumping 0.033 0.791 0.892 0.838 d = lying 0.125 0.144 0.125 0.134 e = standing 0.159 0.008 0.008 0.008 f = sitting 0.001 0.333 0.003 0.007 g = running 0.185 0.032 0.039 0.035 h = walking ------------------------------------------------------- 0.137 0.263 0.246 0.231 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.740 0.527 0.615 a = climbing down 0.033 0.767 0.794 0.780 b = climbing up 0.005 0.811 1.000 0.896 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.017 0.902 0.803 0.850 e = standing 0.045 0.715 0.897 0.796 f = sitting 0.000 1.000 0.966 0.983 g = running 0.057 0.728 0.875 0.795 h = walking ------------------------------------------------------- 0.023 0.851 0.843 0.842 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.711 0.542 0.615 a = climbing down 0.028 0.788 0.774 0.781 b = climbing up 0.005 0.819 1.000 0.901 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.018 0.894 0.812 0.851 e = standing 0.043 0.720 0.884 0.793 f = sitting 0.000 1.000 0.968 0.984 g = running 0.057 0.727 0.876 0.795 h = walking ------------------------------------------------------- 0.023 0.850 0.843 0.842 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.730 0.554 0.630 a = climbing down 0.028 0.794 0.790 0.792 b = climbing up 0.004 0.851 1.000 0.920 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.018 0.898 0.830 0.863 e = standing 0.040 0.736 0.886 0.804 f = sitting 0.000 1.000 0.971 0.985 g = running 0.055 0.734 0.881 0.801 h = walking ------------------------------------------------------- 0.022 0.857 0.851 0.850 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.027 0.734 0.578 0.647 a = climbing down 0.024 0.811 0.766 0.788 b = climbing up 0.004 0.827 1.000 0.905 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.016 0.911 0.859 0.884 e = standing 0.035 0.765 0.901 0.827 f = sitting 0.000 1.000 0.968 0.984 g = running 0.056 0.733 0.893 0.805 h = walking ------------------------------------------------------- 0.021 0.864 0.858 0.857 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.028 0.729 0.584 0.649 a = climbing down 0.025 0.803 0.743 0.772 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 0.906 0.868 0.886 e = standing 0.033 0.771 0.892 0.828 f = sitting 0.000 1.000 0.971 0.985 g = running 0.060 0.719 0.880 0.792 h = walking ------------------------------------------------------- 0.021 0.861 0.855 0.855 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.815 0.584 0.681 a = climbing down 0.026 0.801 0.774 0.787 b = climbing up 0.002 0.896 1.000 0.945 c = jumping 0.000 1.000 0.925 0.961 d = lying 0.017 0.911 0.896 0.904 e = standing 0.028 0.800 0.897 0.846 f = sitting 0.000 1.000 0.978 0.989 g = running 0.054 0.751 0.943 0.836 h = walking ------------------------------------------------------- 0.019 0.880 0.874 0.873 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.800 0.516 0.627 a = climbing down 0.045 0.701 0.776 0.736 b = climbing up 0.000 0.985 0.776 0.868 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.018 0.895 0.812 0.852 e = standing 0.034 0.762 0.862 0.809 f = sitting 0.007 0.969 0.971 0.970 g = running 0.060 0.714 0.864 0.782 h = walking ------------------------------------------------------- 0.024 0.850 0.843 0.841 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.799 0.531 0.638 a = climbing down 0.041 0.721 0.772 0.745 b = climbing up 0.000 0.986 0.800 0.883 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.018 0.897 0.842 0.869 e = standing 0.029 0.792 0.860 0.825 f = sitting 0.006 0.972 0.970 0.971 g = running 0.061 0.713 0.876 0.786 h = walking ------------------------------------------------------- 0.023 0.856 0.851 0.849 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.837 0.531 0.650 a = climbing down 0.029 0.767 0.713 0.739 b = climbing up 0.000 0.971 0.788 0.870 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.018 0.897 0.842 0.869 e = standing 0.029 0.792 0.860 0.825 f = sitting 0.006 0.974 0.970 0.972 g = running 0.073 0.692 0.946 0.799 h = walking ------------------------------------------------------- 0.023 0.863 0.854 0.851 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.852 0.531 0.654 a = climbing down 0.030 0.769 0.739 0.754 b = climbing up 0.000 0.985 0.776 0.868 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.017 0.904 0.852 0.878 e = standing 0.027 0.805 0.869 0.836 f = sitting 0.006 0.972 0.974 0.973 g = running 0.070 0.700 0.941 0.803 h = walking ------------------------------------------------------- 0.022 0.869 0.860 0.857 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.871 0.535 0.663 a = climbing down 0.032 0.767 0.770 0.768 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 0.860 0.881 e = standing 0.025 0.812 0.867 0.839 f = sitting 0.007 0.971 0.975 0.973 g = running 0.066 0.711 0.936 0.808 h = walking ------------------------------------------------------- 0.022 0.873 0.864 0.861 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.884 0.540 0.670 a = climbing down 0.031 0.777 0.794 0.785 b = climbing up 0.000 1.000 0.729 0.844 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.018 0.904 0.878 0.891 e = standing 0.022 0.832 0.865 0.848 f = sitting 0.007 0.967 0.974 0.970 g = running 0.064 0.716 0.936 0.811 h = walking ------------------------------------------------------- 0.021 0.878 0.869 0.866 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.437 0.295 0.352 a = climbing down 0.055 0.504 0.434 0.466 b = climbing up 0.000 1.000 0.945 0.972 c = jumping 0.001 0.917 0.038 0.072 d = lying 0.053 0.627 0.465 0.534 e = standing 0.251 0.316 0.747 0.444 f = sitting 0.040 0.825 0.998 0.904 g = running 0.058 0.722 0.806 0.762 h = walking ------------------------------------------------------- 0.069 0.649 0.567 0.531 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.459 0.317 0.375 a = climbing down 0.051 0.534 0.456 0.492 b = climbing up 0.000 1.000 0.945 0.972 c = jumping 0.001 0.900 0.031 0.060 d = lying 0.053 0.636 0.483 0.549 e = standing 0.249 0.317 0.745 0.445 f = sitting 0.040 0.823 0.998 0.902 g = running 0.055 0.732 0.811 0.769 h = walking ------------------------------------------------------- 0.068 0.655 0.574 0.538 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.479 0.329 0.390 a = climbing down 0.051 0.551 0.492 0.520 b = climbing up 0.000 1.000 0.945 0.972 c = jumping 0.001 0.909 0.034 0.066 d = lying 0.053 0.642 0.495 0.559 e = standing 0.246 0.319 0.743 0.446 f = sitting 0.040 0.825 0.998 0.904 g = running 0.050 0.753 0.819 0.785 h = walking ------------------------------------------------------- 0.066 0.665 0.583 0.548 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.038 0.496 0.312 0.383 a = climbing down 0.050 0.570 0.519 0.543 b = climbing up 0.000 1.000 0.945 0.972 c = jumping 0.001 0.909 0.034 0.066 d = lying 0.053 0.647 0.505 0.567 e = standing 0.244 0.321 0.745 0.449 f = sitting 0.039 0.826 0.998 0.904 g = running 0.053 0.743 0.829 0.784 h = walking ------------------------------------------------------- 0.066 0.669 0.588 0.552 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.541 0.295 0.382 a = climbing down 0.050 0.587 0.553 0.569 b = climbing up 0.000 1.000 0.945 0.972 c = jumping 0.001 0.895 0.029 0.056 d = lying 0.054 0.656 0.538 0.591 e = standing 0.239 0.323 0.738 0.450 f = sitting 0.039 0.828 0.998 0.906 g = running 0.057 0.734 0.845 0.785 h = walking ------------------------------------------------------- 0.065 0.674 0.596 0.557 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.555 0.288 0.379 a = climbing down 0.051 0.582 0.557 0.569 b = climbing up 0.000 1.000 0.945 0.972 c = jumping 0.001 0.920 0.039 0.076 d = lying 0.053 0.675 0.574 0.620 e = standing 0.231 0.331 0.740 0.458 f = sitting 0.038 0.830 0.998 0.906 g = running 0.056 0.740 0.858 0.794 h = walking ------------------------------------------------------- 0.063 0.684 0.605 0.567 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.044 0.551 0.453 0.497 a = climbing down 0.042 0.580 0.456 0.511 b = climbing up 0.000 0.988 0.900 0.942 c = jumping 0.004 0.904 0.195 0.321 d = lying 0.046 0.706 0.578 0.635 e = standing 0.186 0.424 0.881 0.572 f = sitting 0.051 0.783 0.987 0.873 g = running 0.030 0.841 0.862 0.851 h = walking ------------------------------------------------------- 0.055 0.706 0.652 0.630 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.036 0.595 0.446 0.510 a = climbing down 0.041 0.607 0.499 0.547 b = climbing up 0.000 0.988 0.900 0.942 c = jumping 0.003 0.955 0.403 0.567 d = lying 0.046 0.697 0.548 0.614 e = standing 0.157 0.467 0.883 0.611 f = sitting 0.049 0.792 0.987 0.879 g = running 0.030 0.845 0.898 0.871 h = walking ------------------------------------------------------- 0.050 0.728 0.687 0.678 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.605 0.439 0.508 a = climbing down 0.039 0.623 0.506 0.558 b = climbing up 0.000 0.988 0.911 0.948 c = jumping 0.004 0.954 0.500 0.656 d = lying 0.045 0.692 0.524 0.597 e = standing 0.144 0.489 0.887 0.630 f = sitting 0.048 0.794 0.987 0.880 g = running 0.033 0.834 0.907 0.869 h = walking ------------------------------------------------------- 0.048 0.731 0.700 0.692 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.662 0.439 0.528 a = climbing down 0.038 0.620 0.492 0.549 b = climbing up 0.000 0.988 0.911 0.948 c = jumping 0.004 0.956 0.488 0.646 d = lying 0.044 0.704 0.546 0.615 e = standing 0.144 0.489 0.883 0.629 f = sitting 0.046 0.802 0.987 0.885 g = running 0.043 0.802 0.927 0.860 h = walking ------------------------------------------------------- 0.048 0.736 0.703 0.693 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.668 0.427 0.521 a = climbing down 0.041 0.624 0.530 0.574 b = climbing up 0.000 0.988 0.911 0.948 c = jumping 0.004 0.960 0.495 0.653 d = lying 0.041 0.715 0.532 0.610 e = standing 0.148 0.481 0.885 0.624 f = sitting 0.045 0.803 0.987 0.886 g = running 0.038 0.818 0.927 0.869 h = walking ------------------------------------------------------- 0.048 0.741 0.705 0.696 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.679 0.439 0.533 a = climbing down 0.041 0.609 0.501 0.550 b = climbing up 0.000 0.988 0.911 0.948 c = jumping 0.004 0.957 0.503 0.660 d = lying 0.042 0.720 0.559 0.629 e = standing 0.141 0.495 0.885 0.635 f = sitting 0.044 0.807 0.987 0.888 g = running 0.044 0.796 0.919 0.853 h = walking ------------------------------------------------------- 0.047 0.740 0.707 0.699 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.056 0.435 0.339 0.381 a = climbing down 0.041 0.717 0.602 0.654 b = climbing up 0.003 0.884 0.933 0.908 c = jumping 0.002 0.988 0.941 0.964 d = lying 0.066 0.660 0.727 0.692 e = standing 0.052 0.565 0.522 0.543 f = sitting 0.006 0.953 0.707 0.812 g = running 0.117 0.608 0.930 0.735 h = walking ------------------------------------------------------- 0.048 0.719 0.706 0.702 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.607 0.353 0.446 a = climbing down 0.036 0.723 0.544 0.620 b = climbing up 0.001 0.977 0.933 0.955 c = jumping 0.002 0.988 0.941 0.964 d = lying 0.064 0.668 0.734 0.700 e = standing 0.051 0.577 0.536 0.555 f = sitting 0.006 0.962 0.884 0.922 g = running 0.130 0.582 0.927 0.715 h = walking ------------------------------------------------------- 0.046 0.741 0.728 0.722 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.724 0.355 0.476 a = climbing down 0.037 0.722 0.547 0.623 b = climbing up 0.001 0.977 0.933 0.955 c = jumping 0.002 0.988 0.943 0.965 d = lying 0.064 0.668 0.736 0.700 e = standing 0.050 0.576 0.531 0.553 f = sitting 0.006 0.965 0.955 0.960 g = running 0.128 0.587 0.930 0.720 h = walking ------------------------------------------------------- 0.045 0.755 0.740 0.732 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.734 0.355 0.479 a = climbing down 0.036 0.723 0.535 0.615 b = climbing up 0.001 0.977 0.933 0.955 c = jumping 0.002 0.988 0.943 0.965 d = lying 0.064 0.670 0.736 0.701 e = standing 0.050 0.578 0.536 0.556 f = sitting 0.006 0.965 0.965 0.965 g = running 0.129 0.586 0.935 0.720 h = walking ------------------------------------------------------- 0.045 0.757 0.741 0.733 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.752 0.357 0.485 a = climbing down 0.035 0.718 0.515 0.600 b = climbing up 0.001 0.977 0.944 0.960 c = jumping 0.002 0.987 0.943 0.964 d = lying 0.064 0.670 0.736 0.701 e = standing 0.050 0.577 0.533 0.554 f = sitting 0.006 0.967 0.974 0.970 g = running 0.133 0.579 0.935 0.715 h = walking ------------------------------------------------------- 0.045 0.757 0.740 0.731 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.754 0.360 0.487 a = climbing down 0.035 0.719 0.520 0.603 b = climbing up 0.001 0.977 0.944 0.960 c = jumping 0.002 0.986 0.941 0.963 d = lying 0.065 0.666 0.732 0.697 e = standing 0.051 0.570 0.527 0.547 f = sitting 0.006 0.967 0.974 0.970 g = running 0.132 0.581 0.933 0.716 h = walking ------------------------------------------------------- 0.045 0.756 0.739 0.730 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.030 0.675 0.486 0.565 a = climbing down 0.024 0.698 0.314 0.434 b = climbing up 0.004 0.830 0.897 0.862 c = jumping 0.018 0.890 0.933 0.911 d = lying 0.029 0.818 0.737 0.775 e = standing 0.052 0.621 0.665 0.642 f = sitting 0.009 0.941 0.818 0.875 g = running 0.166 0.528 0.953 0.680 h = walking ------------------------------------------------------- 0.048 0.744 0.716 0.706 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.787 0.495 0.608 a = climbing down 0.024 0.730 0.368 0.489 b = climbing up 0.002 0.928 0.885 0.906 c = jumping 0.018 0.891 0.937 0.913 d = lying 0.028 0.822 0.726 0.771 e = standing 0.054 0.614 0.670 0.641 f = sitting 0.009 0.946 0.907 0.926 g = running 0.156 0.542 0.950 0.691 h = walking ------------------------------------------------------- 0.045 0.766 0.738 0.730 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.807 0.514 0.628 a = climbing down 0.022 0.734 0.351 0.474 b = climbing up 0.000 1.000 0.885 0.939 c = jumping 0.018 0.891 0.939 0.914 d = lying 0.027 0.823 0.725 0.771 e = standing 0.054 0.611 0.667 0.638 f = sitting 0.009 0.948 0.927 0.937 g = running 0.158 0.540 0.952 0.689 h = walking ------------------------------------------------------- 0.045 0.770 0.740 0.732 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.859 0.514 0.643 a = climbing down 0.024 0.753 0.419 0.539 b = climbing up 0.000 1.000 0.885 0.939 c = jumping 0.018 0.891 0.939 0.914 d = lying 0.027 0.825 0.732 0.775 e = standing 0.053 0.616 0.667 0.641 f = sitting 0.009 0.949 0.955 0.952 g = running 0.145 0.561 0.947 0.704 h = walking ------------------------------------------------------- 0.042 0.783 0.755 0.749 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.931 0.525 0.672 a = climbing down 0.023 0.759 0.421 0.541 b = climbing up 0.000 1.000 0.885 0.939 c = jumping 0.018 0.891 0.939 0.914 d = lying 0.027 0.825 0.726 0.773 e = standing 0.054 0.613 0.670 0.640 f = sitting 0.010 0.949 0.988 0.968 g = running 0.143 0.565 0.950 0.709 h = walking ------------------------------------------------------- 0.041 0.793 0.762 0.755 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.936 0.532 0.678 a = climbing down 0.024 0.769 0.452 0.569 b = climbing up 0.000 1.000 0.885 0.939 c = jumping 0.018 0.891 0.941 0.915 d = lying 0.029 0.820 0.745 0.781 e = standing 0.050 0.626 0.658 0.642 f = sitting 0.009 0.951 0.990 0.970 g = running 0.136 0.575 0.948 0.716 h = walking ------------------------------------------------------- 0.040 0.797 0.769 0.763 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.924 0.439 0.595 a = climbing down 0.041 0.764 0.884 0.819 b = climbing up 0.001 0.965 0.892 0.927 c = jumping 0.000 1.000 0.965 0.982 d = lying 0.029 0.841 0.883 0.862 e = standing 0.022 0.862 0.848 0.855 f = sitting 0.042 0.803 0.992 0.887 g = running 0.030 0.837 0.876 0.856 h = walking ------------------------------------------------------- 0.024 0.863 0.854 0.847 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.931 0.433 0.591 a = climbing down 0.038 0.775 0.878 0.824 b = climbing up 0.001 0.965 0.882 0.921 c = jumping 0.000 1.000 0.967 0.983 d = lying 0.029 0.837 0.885 0.860 e = standing 0.021 0.864 0.842 0.853 f = sitting 0.043 0.799 0.992 0.885 g = running 0.032 0.833 0.893 0.862 h = walking ------------------------------------------------------- 0.024 0.864 0.855 0.847 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.933 0.446 0.603 a = climbing down 0.040 0.767 0.875 0.817 b = climbing up 0.001 0.965 0.892 0.927 c = jumping 0.000 1.000 0.967 0.983 d = lying 0.027 0.846 0.882 0.864 e = standing 0.022 0.863 0.855 0.859 f = sitting 0.041 0.806 0.992 0.889 g = running 0.032 0.831 0.885 0.857 h = walking ------------------------------------------------------- 0.024 0.865 0.856 0.849 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.935 0.433 0.592 a = climbing down 0.038 0.776 0.876 0.823 b = climbing up 0.001 0.976 0.882 0.927 c = jumping 0.000 1.000 0.967 0.983 d = lying 0.027 0.846 0.882 0.864 e = standing 0.022 0.863 0.855 0.859 f = sitting 0.043 0.799 0.993 0.886 g = running 0.033 0.831 0.894 0.861 h = walking ------------------------------------------------------- 0.024 0.866 0.856 0.848 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.926 0.424 0.582 a = climbing down 0.035 0.786 0.865 0.824 b = climbing up 0.001 0.976 0.892 0.933 c = jumping 0.000 1.000 0.967 0.983 d = lying 0.028 0.845 0.887 0.866 e = standing 0.021 0.867 0.853 0.860 f = sitting 0.044 0.798 0.993 0.885 g = running 0.035 0.824 0.907 0.864 h = walking ------------------------------------------------------- 0.024 0.866 0.857 0.848 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.922 0.426 0.583 a = climbing down 0.034 0.791 0.856 0.822 b = climbing up 0.001 0.977 0.925 0.950 c = jumping 0.000 1.000 0.970 0.985 d = lying 0.026 0.852 0.887 0.869 e = standing 0.021 0.868 0.858 0.863 f = sitting 0.042 0.802 0.993 0.888 g = running 0.036 0.819 0.914 0.864 h = walking ------------------------------------------------------- 0.023 0.867 0.859 0.850 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.894 0.581 0.704 a = climbing down 0.030 0.805 0.832 0.818 b = climbing up 0.000 1.000 0.700 0.824 c = jumping 0.006 0.967 0.983 0.975 d = lying 0.024 0.860 0.866 0.863 e = standing 0.024 0.849 0.827 0.838 f = sitting 0.060 0.743 0.998 0.852 g = running 0.020 0.880 0.833 0.856 h = walking ------------------------------------------------------- 0.025 0.860 0.851 0.848 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.897 0.600 0.719 a = climbing down 0.027 0.821 0.815 0.818 b = climbing up 0.000 1.000 0.667 0.800 c = jumping 0.006 0.967 0.987 0.977 d = lying 0.024 0.858 0.863 0.861 e = standing 0.024 0.848 0.826 0.837 f = sitting 0.058 0.750 0.998 0.857 g = running 0.024 0.865 0.852 0.859 h = walking ------------------------------------------------------- 0.024 0.861 0.853 0.850 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.902 0.632 0.743 a = climbing down 0.024 0.832 0.802 0.817 b = climbing up 0.000 1.000 0.700 0.824 c = jumping 0.006 0.967 0.987 0.977 d = lying 0.024 0.861 0.864 0.863 e = standing 0.024 0.850 0.829 0.840 f = sitting 0.052 0.767 0.998 0.868 g = running 0.026 0.857 0.866 0.861 h = walking ------------------------------------------------------- 0.023 0.865 0.859 0.856 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.895 0.570 0.696 a = climbing down 0.021 0.850 0.777 0.812 b = climbing up 0.000 1.000 0.722 0.839 c = jumping 0.006 0.967 0.992 0.979 d = lying 0.024 0.862 0.868 0.865 e = standing 0.022 0.858 0.829 0.843 f = sitting 0.061 0.740 0.998 0.850 g = running 0.030 0.841 0.884 0.862 h = walking ------------------------------------------------------- 0.025 0.861 0.853 0.849 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.896 0.538 0.672 a = climbing down 0.019 0.861 0.789 0.823 b = climbing up 0.000 1.000 0.722 0.839 c = jumping 0.006 0.967 0.992 0.979 d = lying 0.023 0.868 0.866 0.867 e = standing 0.022 0.858 0.836 0.847 f = sitting 0.065 0.727 0.998 0.841 g = running 0.029 0.844 0.890 0.867 h = walking ------------------------------------------------------- 0.025 0.862 0.852 0.848 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.892 0.551 0.681 a = climbing down 0.021 0.850 0.796 0.822 b = climbing up 0.000 1.000 0.722 0.839 c = jumping 0.006 0.967 0.992 0.979 d = lying 0.022 0.870 0.864 0.867 e = standing 0.023 0.857 0.840 0.848 f = sitting 0.063 0.733 0.998 0.846 g = running 0.028 0.849 0.879 0.864 h = walking ------------------------------------------------------- 0.024 0.862 0.853 0.849 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.703 0.549 0.617 a = climbing down 0.043 0.724 0.728 0.726 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.083 0.697 0.984 0.816 e = standing 0.003 0.964 0.505 0.663 f = sitting 0.006 0.965 0.988 0.976 g = running 0.061 0.694 0.776 0.733 h = walking ------------------------------------------------------- 0.033 0.827 0.810 0.803 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.710 0.566 0.629 a = climbing down 0.043 0.725 0.733 0.729 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.086 0.691 0.987 0.813 e = standing 0.003 0.970 0.488 0.649 f = sitting 0.005 0.969 0.988 0.979 g = running 0.060 0.697 0.770 0.731 h = walking ------------------------------------------------------- 0.033 0.828 0.810 0.802 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.741 0.580 0.651 a = climbing down 0.042 0.736 0.756 0.746 b = climbing up 0.000 1.000 0.990 0.995 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.086 0.691 0.987 0.813 e = standing 0.003 0.970 0.490 0.651 f = sitting 0.006 0.968 0.988 0.978 g = running 0.058 0.704 0.775 0.738 h = walking ------------------------------------------------------- 0.032 0.834 0.815 0.808 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.756 0.585 0.659 a = climbing down 0.043 0.731 0.758 0.744 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.086 0.689 0.987 0.812 e = standing 0.003 0.969 0.485 0.646 f = sitting 0.005 0.972 0.988 0.980 g = running 0.058 0.704 0.775 0.738 h = walking ------------------------------------------------------- 0.032 0.835 0.815 0.808 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.769 0.594 0.670 a = climbing down 0.041 0.739 0.760 0.749 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.087 0.688 0.987 0.811 e = standing 0.003 0.969 0.481 0.643 f = sitting 0.003 0.980 0.988 0.984 g = running 0.059 0.707 0.789 0.746 h = walking ------------------------------------------------------- 0.032 0.839 0.818 0.811 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.770 0.585 0.665 a = climbing down 0.041 0.741 0.754 0.748 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.093 0.673 0.987 0.800 e = standing 0.003 0.967 0.446 0.610 f = sitting 0.004 0.979 0.987 0.983 g = running 0.061 0.702 0.797 0.746 h = walking ------------------------------------------------------- 0.033 0.836 0.812 0.804 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.807 0.788 0.798 a = climbing down 0.043 0.704 0.661 0.682 b = climbing up 0.000 0.986 0.768 0.864 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.101 0.650 0.970 0.778 e = standing 0.006 0.922 0.402 0.560 f = sitting 0.015 0.917 0.993 0.954 g = running 0.052 0.717 0.734 0.725 h = walking ------------------------------------------------------- 0.035 0.818 0.797 0.787 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.826 0.788 0.806 a = climbing down 0.043 0.704 0.663 0.683 b = climbing up 0.000 0.986 0.768 0.864 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.102 0.650 0.972 0.779 e = standing 0.005 0.925 0.400 0.559 f = sitting 0.015 0.917 0.993 0.954 g = running 0.052 0.718 0.743 0.731 h = walking ------------------------------------------------------- 0.035 0.820 0.799 0.789 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.835 0.778 0.805 a = climbing down 0.042 0.711 0.668 0.689 b = climbing up 0.000 0.986 0.768 0.864 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.103 0.646 0.972 0.776 e = standing 0.005 0.924 0.392 0.550 f = sitting 0.016 0.915 0.993 0.952 g = running 0.052 0.720 0.754 0.737 h = walking ------------------------------------------------------- 0.035 0.821 0.799 0.789 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.845 0.773 0.808 a = climbing down 0.041 0.720 0.681 0.700 b = climbing up 0.000 0.986 0.758 0.857 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.105 0.643 0.972 0.774 e = standing 0.005 0.922 0.383 0.541 f = sitting 0.017 0.910 0.993 0.950 g = running 0.052 0.724 0.761 0.742 h = walking ------------------------------------------------------- 0.035 0.823 0.800 0.789 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.852 0.788 0.819 a = climbing down 0.040 0.721 0.676 0.698 b = climbing up 0.000 0.987 0.779 0.871 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.105 0.642 0.972 0.773 e = standing 0.005 0.922 0.380 0.538 f = sitting 0.015 0.916 0.993 0.953 g = running 0.052 0.725 0.765 0.745 h = walking ------------------------------------------------------- 0.035 0.824 0.801 0.790 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.863 0.807 0.834 a = climbing down 0.040 0.727 0.690 0.708 b = climbing up 0.000 0.987 0.779 0.871 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.106 0.640 0.972 0.772 e = standing 0.005 0.921 0.375 0.533 f = sitting 0.014 0.924 0.993 0.958 g = running 0.051 0.728 0.762 0.745 h = walking ------------------------------------------------------- 0.035 0.827 0.804 0.793 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.618 0.356 0.452 a = climbing down 0.017 0.846 0.641 0.729 b = climbing up 0.000 0.987 0.882 0.932 c = jumping 0.000 1.000 0.928 0.962 d = lying 0.022 0.891 0.950 0.919 e = standing 0.020 0.885 0.891 0.888 f = sitting 0.081 0.699 0.997 0.822 g = running 0.006 0.967 0.927 0.947 h = walking ------------------------------------------------------- 0.023 0.868 0.862 0.856 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.604 0.348 0.442 a = climbing down 0.011 0.896 0.635 0.743 b = climbing up 0.000 0.987 0.882 0.932 c = jumping 0.000 1.000 0.939 0.969 d = lying 0.021 0.893 0.947 0.919 e = standing 0.018 0.893 0.895 0.894 f = sitting 0.082 0.699 0.997 0.821 g = running 0.006 0.969 0.963 0.966 h = walking ------------------------------------------------------- 0.022 0.875 0.869 0.862 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.589 0.344 0.434 a = climbing down 0.010 0.906 0.627 0.741 b = climbing up 0.000 0.987 0.882 0.932 c = jumping 0.000 1.000 0.939 0.969 d = lying 0.021 0.893 0.947 0.919 e = standing 0.018 0.893 0.895 0.894 f = sitting 0.082 0.698 0.997 0.821 g = running 0.006 0.969 0.970 0.970 h = walking ------------------------------------------------------- 0.022 0.875 0.869 0.862 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.592 0.348 0.438 a = climbing down 0.010 0.906 0.627 0.741 b = climbing up 0.000 0.987 0.882 0.932 c = jumping 0.000 1.000 0.939 0.969 d = lying 0.021 0.893 0.947 0.919 e = standing 0.018 0.893 0.895 0.894 f = sitting 0.082 0.699 0.997 0.821 g = running 0.006 0.969 0.970 0.970 h = walking ------------------------------------------------------- 0.022 0.876 0.869 0.862 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.617 0.348 0.445 a = climbing down 0.008 0.923 0.639 0.755 b = climbing up 0.000 0.987 0.882 0.932 c = jumping 0.000 1.000 0.939 0.969 d = lying 0.020 0.896 0.947 0.921 e = standing 0.018 0.893 0.898 0.896 f = sitting 0.081 0.701 0.997 0.823 g = running 0.006 0.971 0.986 0.978 h = walking ------------------------------------------------------- 0.022 0.881 0.873 0.867 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.626 0.348 0.447 a = climbing down 0.008 0.924 0.641 0.757 b = climbing up 0.000 0.987 0.906 0.945 c = jumping 0.000 1.000 0.934 0.966 d = lying 0.020 0.897 0.953 0.924 e = standing 0.018 0.893 0.896 0.895 f = sitting 0.080 0.703 0.997 0.824 g = running 0.006 0.969 0.986 0.978 h = walking ------------------------------------------------------- 0.022 0.881 0.874 0.868 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.337 0.253 0.289 a = climbing down 0.010 0.904 0.620 0.735 b = climbing up 0.000 1.000 0.788 0.882 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.014 0.931 0.990 0.960 e = standing 0.003 0.983 0.923 0.952 f = sitting 0.080 0.704 1.000 0.826 g = running 0.004 0.977 0.941 0.959 h = walking ------------------------------------------------------- 0.019 0.881 0.875 0.870 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.339 0.253 0.290 a = climbing down 0.006 0.938 0.624 0.749 b = climbing up 0.000 1.000 0.788 0.882 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.013 0.934 0.990 0.961 e = standing 0.003 0.983 0.926 0.954 f = sitting 0.079 0.704 1.000 0.827 g = running 0.004 0.979 0.961 0.970 h = walking ------------------------------------------------------- 0.019 0.886 0.880 0.874 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.035 0.340 0.261 0.296 a = climbing down 0.004 0.953 0.616 0.748 b = climbing up 0.000 1.000 0.788 0.882 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.014 0.931 0.992 0.960 e = standing 0.002 0.985 0.923 0.953 f = sitting 0.079 0.705 1.000 0.827 g = running 0.004 0.978 0.967 0.973 h = walking ------------------------------------------------------- 0.019 0.888 0.880 0.874 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.034 0.358 0.278 0.313 a = climbing down 0.003 0.965 0.620 0.755 b = climbing up 0.000 1.000 0.788 0.882 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.014 0.931 0.992 0.960 e = standing 0.002 0.985 0.923 0.953 f = sitting 0.078 0.708 1.000 0.829 g = running 0.004 0.981 0.975 0.978 h = walking ------------------------------------------------------- 0.018 0.892 0.883 0.878 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.034 0.354 0.273 0.309 a = climbing down 0.003 0.965 0.620 0.755 b = climbing up 0.000 1.000 0.788 0.882 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.013 0.935 0.990 0.962 e = standing 0.003 0.983 0.928 0.955 f = sitting 0.079 0.707 1.000 0.828 g = running 0.004 0.981 0.975 0.978 h = walking ------------------------------------------------------- 0.018 0.892 0.883 0.878 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.360 0.278 0.313 a = climbing down 0.004 0.962 0.620 0.754 b = climbing up 0.000 1.000 0.812 0.896 c = jumping 0.000 1.000 0.993 0.997 d = lying 0.012 0.938 0.990 0.964 e = standing 0.003 0.983 0.932 0.957 f = sitting 0.078 0.709 1.000 0.830 g = running 0.004 0.981 0.975 0.978 h = walking ------------------------------------------------------- 0.018 0.893 0.884 0.879 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.514 0.181 0.268 a = climbing down 0.263 0.210 0.466 0.289 b = climbing up 0.086 0.174 0.892 0.291 c = jumping 0.000 1.000 0.951 0.975 d = lying 0.152 0.292 0.387 0.333 e = standing 0.104 0.041 0.029 0.034 f = sitting 0.003 0.949 0.318 0.476 g = running 0.099 0.119 0.074 0.091 h = walking ------------------------------------------------------- 0.089 0.452 0.358 0.358 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.557 0.242 0.337 a = climbing down 0.270 0.220 0.508 0.307 b = climbing up 0.056 0.243 0.892 0.382 c = jumping 0.000 1.000 0.954 0.977 d = lying 0.152 0.310 0.423 0.358 e = standing 0.097 0.038 0.025 0.031 f = sitting 0.003 0.970 0.507 0.666 g = running 0.081 0.069 0.033 0.045 h = walking ------------------------------------------------------- 0.087 0.458 0.400 0.396 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.028 0.565 0.255 0.352 a = climbing down 0.274 0.228 0.539 0.321 b = climbing up 0.042 0.299 0.880 0.446 c = jumping 0.001 0.997 0.954 0.975 d = lying 0.151 0.291 0.384 0.331 e = standing 0.104 0.041 0.029 0.034 f = sitting 0.003 0.972 0.598 0.741 g = running 0.071 0.056 0.024 0.033 h = walking ------------------------------------------------------- 0.086 0.457 0.413 0.407 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.033 0.553 0.280 0.372 a = climbing down 0.271 0.228 0.534 0.320 b = climbing up 0.024 0.415 0.855 0.559 c = jumping 0.001 0.997 0.954 0.975 d = lying 0.151 0.286 0.375 0.325 e = standing 0.105 0.040 0.029 0.034 f = sitting 0.004 0.972 0.709 0.820 g = running 0.067 0.052 0.020 0.029 h = walking ------------------------------------------------------- 0.086 0.456 0.430 0.423 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.035 0.555 0.299 0.389 a = climbing down 0.267 0.221 0.505 0.307 b = climbing up 0.016 0.511 0.843 0.636 c = jumping 0.001 0.997 0.954 0.975 d = lying 0.151 0.286 0.375 0.325 e = standing 0.105 0.040 0.029 0.034 f = sitting 0.004 0.972 0.757 0.851 g = running 0.071 0.057 0.024 0.033 h = walking ------------------------------------------------------- 0.086 0.458 0.436 0.430 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.579 0.301 0.396 a = climbing down 0.268 0.220 0.503 0.306 b = climbing up 0.014 0.552 0.831 0.663 c = jumping 0.001 0.997 0.956 0.976 d = lying 0.151 0.283 0.370 0.321 e = standing 0.106 0.038 0.027 0.032 f = sitting 0.005 0.969 0.774 0.860 g = running 0.072 0.059 0.025 0.035 h = walking ------------------------------------------------------- 0.086 0.461 0.438 0.433 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.815 0.541 0.651 a = climbing down 0.231 0.239 0.483 0.320 b = climbing up 0.061 0.243 1.000 0.391 c = jumping 0.000 1.000 0.954 0.977 d = lying 0.142 0.401 0.588 0.477 e = standing 0.070 0.175 0.098 0.126 f = sitting 0.001 0.980 0.372 0.539 g = running 0.108 0.057 0.036 0.044 h = walking ------------------------------------------------------- 0.079 0.524 0.448 0.447 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.771 0.415 0.539 a = climbing down 0.256 0.220 0.481 0.302 b = climbing up 0.046 0.299 1.000 0.460 c = jumping 0.000 1.000 0.954 0.977 d = lying 0.147 0.395 0.593 0.474 e = standing 0.069 0.132 0.069 0.091 f = sitting 0.002 0.980 0.450 0.616 g = running 0.105 0.056 0.035 0.043 h = walking ------------------------------------------------------- 0.082 0.510 0.440 0.439 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.751 0.347 0.475 a = climbing down 0.269 0.222 0.510 0.309 b = climbing up 0.032 0.379 1.000 0.550 c = jumping 0.000 1.000 0.952 0.976 d = lying 0.150 0.375 0.557 0.448 e = standing 0.076 0.084 0.045 0.059 f = sitting 0.001 0.989 0.535 0.694 g = running 0.101 0.038 0.022 0.028 h = walking ------------------------------------------------------- 0.084 0.499 0.439 0.435 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.699 0.259 0.378 a = climbing down 0.286 0.223 0.545 0.316 b = climbing up 0.024 0.449 1.000 0.620 c = jumping 0.000 1.000 0.954 0.977 d = lying 0.150 0.359 0.521 0.425 e = standing 0.081 0.076 0.044 0.055 f = sitting 0.001 0.992 0.589 0.739 g = running 0.093 0.033 0.017 0.023 h = walking ------------------------------------------------------- 0.086 0.491 0.435 0.428 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.753 0.340 0.468 a = climbing down 0.279 0.232 0.560 0.328 b = climbing up 0.022 0.473 1.000 0.643 c = jumping 0.000 1.000 0.954 0.977 d = lying 0.150 0.359 0.521 0.425 e = standing 0.081 0.076 0.044 0.055 f = sitting 0.000 0.997 0.605 0.753 g = running 0.087 0.022 0.011 0.015 h = walking ------------------------------------------------------- 0.084 0.498 0.448 0.442 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.614 0.207 0.310 a = climbing down 0.297 0.232 0.597 0.334 b = climbing up 0.023 0.460 1.000 0.630 c = jumping 0.000 1.000 0.954 0.977 d = lying 0.151 0.355 0.512 0.419 e = standing 0.083 0.072 0.042 0.053 f = sitting 0.000 0.997 0.595 0.746 g = running 0.081 0.014 0.006 0.009 h = walking ------------------------------------------------------- 0.086 0.478 0.433 0.420 Weighted Avg. >> headthigh >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.082 0.254 0.217 0.234 a = climbing down 0.055 0.745 0.834 0.787 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.003 0.981 0.925 0.952 d = lying 0.111 0.241 0.306 0.270 e = standing 0.095 0.414 0.362 0.386 f = sitting 0.002 0.974 0.514 0.673 g = running 0.090 0.658 0.939 0.774 h = walking ------------------------------------------------------- 0.059 0.644 0.621 0.617 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.070 0.282 0.213 0.242 a = climbing down 0.054 0.750 0.843 0.794 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.007 0.959 0.997 0.977 d = lying 0.109 0.247 0.311 0.275 e = standing 0.078 0.470 0.372 0.415 f = sitting 0.002 0.980 0.589 0.736 g = running 0.088 0.666 0.950 0.783 h = walking ------------------------------------------------------- 0.055 0.656 0.647 0.639 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.066 0.312 0.234 0.268 a = climbing down 0.050 0.765 0.843 0.802 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.009 0.950 0.997 0.973 d = lying 0.109 0.250 0.315 0.279 e = standing 0.075 0.478 0.373 0.419 f = sitting 0.002 0.981 0.616 0.757 g = running 0.087 0.670 0.956 0.788 h = walking ------------------------------------------------------- 0.054 0.663 0.655 0.647 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.066 0.318 0.238 0.273 a = climbing down 0.052 0.759 0.847 0.801 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.010 0.947 0.997 0.971 d = lying 0.111 0.250 0.322 0.282 e = standing 0.074 0.474 0.361 0.410 f = sitting 0.002 0.979 0.618 0.757 g = running 0.084 0.677 0.955 0.792 h = walking ------------------------------------------------------- 0.054 0.663 0.655 0.647 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.044 0.418 0.245 0.309 a = climbing down 0.053 0.755 0.852 0.801 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.010 0.947 0.997 0.971 d = lying 0.117 0.240 0.322 0.275 e = standing 0.074 0.447 0.323 0.375 f = sitting 0.002 0.985 0.755 0.854 g = running 0.082 0.679 0.947 0.791 h = walking ------------------------------------------------------- 0.052 0.669 0.669 0.659 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.042 0.440 0.255 0.323 a = climbing down 0.050 0.766 0.847 0.804 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.010 0.947 0.997 0.971 d = lying 0.117 0.241 0.322 0.276 e = standing 0.074 0.450 0.327 0.378 f = sitting 0.002 0.985 0.766 0.862 g = running 0.085 0.673 0.947 0.787 h = walking ------------------------------------------------------- 0.051 0.673 0.672 0.662 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.720 0.374 0.492 a = climbing down 0.043 0.790 0.826 0.807 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.984 0.905 0.943 d = lying 0.114 0.344 0.519 0.414 e = standing 0.073 0.469 0.347 0.399 f = sitting 0.000 1.000 0.897 0.945 g = running 0.090 0.651 0.913 0.760 h = walking ------------------------------------------------------- 0.046 0.727 0.706 0.703 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.649 0.359 0.462 a = climbing down 0.046 0.780 0.842 0.810 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.971 0.943 0.957 d = lying 0.113 0.349 0.524 0.419 e = standing 0.063 0.508 0.353 0.417 f = sitting 0.000 1.000 0.858 0.923 g = running 0.087 0.654 0.901 0.758 h = walking ------------------------------------------------------- 0.046 0.722 0.707 0.702 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.702 0.338 0.456 a = climbing down 0.044 0.788 0.845 0.816 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.963 0.943 0.953 d = lying 0.113 0.349 0.524 0.419 e = standing 0.062 0.514 0.353 0.419 f = sitting 0.000 1.000 0.898 0.946 g = running 0.090 0.649 0.910 0.758 h = walking ------------------------------------------------------- 0.045 0.729 0.712 0.705 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.727 0.325 0.449 a = climbing down 0.046 0.784 0.856 0.818 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.961 0.943 0.952 d = lying 0.114 0.346 0.521 0.416 e = standing 0.062 0.510 0.348 0.414 f = sitting 0.000 1.000 0.914 0.955 g = running 0.090 0.647 0.901 0.753 h = walking ------------------------------------------------------- 0.046 0.729 0.712 0.704 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.717 0.325 0.447 a = climbing down 0.043 0.793 0.857 0.824 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.961 0.943 0.952 d = lying 0.115 0.344 0.521 0.415 e = standing 0.062 0.506 0.342 0.408 f = sitting 0.000 1.000 0.908 0.952 g = running 0.090 0.652 0.915 0.761 h = walking ------------------------------------------------------- 0.045 0.729 0.713 0.704 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.754 0.340 0.468 a = climbing down 0.040 0.805 0.851 0.827 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.961 0.943 0.952 d = lying 0.116 0.342 0.524 0.413 e = standing 0.061 0.501 0.333 0.400 f = sitting 0.000 1.000 0.919 0.958 g = running 0.091 0.651 0.924 0.764 h = walking ------------------------------------------------------- 0.045 0.734 0.715 0.707 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.245 0.272 0.647 0.383 a = climbing down 0.019 0.614 0.224 0.329 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.001 0.692 0.017 0.033 d = lying 0.024 0.878 0.998 0.934 e = standing 0.156 0.492 0.855 0.625 f = sitting 0.025 0.877 0.992 0.931 g = running 0.033 0.398 0.124 0.189 h = walking ------------------------------------------------------- 0.069 0.619 0.565 0.507 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.262 0.279 0.716 0.401 a = climbing down 0.016 0.616 0.192 0.293 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.002 0.742 0.043 0.081 d = lying 0.024 0.878 0.998 0.934 e = standing 0.152 0.497 0.849 0.627 f = sitting 0.022 0.889 0.992 0.937 g = running 0.026 0.312 0.067 0.110 h = walking ------------------------------------------------------- 0.068 0.616 0.563 0.500 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.268 0.282 0.743 0.409 a = climbing down 0.015 0.646 0.203 0.309 b = climbing up 0.000 1.000 0.424 0.595 c = jumping 0.002 0.758 0.047 0.088 d = lying 0.024 0.878 0.998 0.934 e = standing 0.152 0.498 0.849 0.627 f = sitting 0.021 0.894 0.992 0.940 g = running 0.023 0.220 0.037 0.063 h = walking ------------------------------------------------------- 0.068 0.609 0.563 0.497 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.270 0.281 0.745 0.408 a = climbing down 0.015 0.639 0.197 0.301 b = climbing up 0.000 1.000 0.424 0.595 c = jumping 0.002 0.750 0.045 0.085 d = lying 0.024 0.878 0.998 0.934 e = standing 0.152 0.497 0.849 0.627 f = sitting 0.021 0.894 0.992 0.940 g = running 0.023 0.200 0.032 0.055 h = walking ------------------------------------------------------- 0.069 0.604 0.562 0.494 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.275 0.282 0.765 0.413 a = climbing down 0.013 0.651 0.179 0.281 b = climbing up 0.000 1.000 0.424 0.595 c = jumping 0.002 0.731 0.036 0.068 d = lying 0.024 0.878 0.998 0.934 e = standing 0.153 0.495 0.850 0.626 f = sitting 0.020 0.898 0.992 0.942 g = running 0.021 0.153 0.022 0.038 h = walking ------------------------------------------------------- 0.069 0.596 0.560 0.488 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.273 0.284 0.767 0.415 a = climbing down 0.013 0.676 0.201 0.310 b = climbing up 0.000 1.000 0.329 0.496 c = jumping 0.004 0.700 0.052 0.098 d = lying 0.024 0.878 0.998 0.934 e = standing 0.151 0.497 0.842 0.625 f = sitting 0.022 0.889 0.992 0.937 g = running 0.021 0.146 0.020 0.035 h = walking ------------------------------------------------------- 0.069 0.593 0.561 0.492 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.226 0.334 0.802 0.472 a = climbing down 0.015 0.756 0.340 0.469 b = climbing up 0.000 1.000 0.048 0.091 c = jumping 0.000 1.000 0.064 0.121 d = lying 0.000 1.000 0.998 0.999 e = standing 0.149 0.544 1.000 0.704 f = sitting 0.036 0.831 0.998 0.907 g = running 0.024 0.380 0.082 0.135 h = walking ------------------------------------------------------- 0.061 0.701 0.612 0.544 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.231 0.331 0.806 0.470 a = climbing down 0.015 0.741 0.320 0.447 b = climbing up 0.000 1.000 0.048 0.091 c = jumping 0.000 1.000 0.057 0.107 d = lying 0.000 1.000 0.998 0.999 e = standing 0.150 0.542 1.000 0.703 f = sitting 0.035 0.834 0.998 0.909 g = running 0.022 0.398 0.082 0.136 h = walking ------------------------------------------------------- 0.062 0.702 0.609 0.540 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.235 0.328 0.808 0.466 a = climbing down 0.014 0.736 0.288 0.414 b = climbing up 0.000 1.000 0.036 0.069 c = jumping 0.000 1.000 0.064 0.121 d = lying 0.000 1.000 0.998 0.999 e = standing 0.149 0.544 1.000 0.704 f = sitting 0.035 0.834 0.998 0.909 g = running 0.022 0.405 0.086 0.141 h = walking ------------------------------------------------------- 0.062 0.702 0.607 0.538 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.240 0.322 0.804 0.460 a = climbing down 0.013 0.741 0.271 0.397 b = climbing up 0.000 1.000 0.048 0.091 c = jumping 0.000 1.000 0.068 0.127 d = lying 0.000 1.000 0.998 0.999 e = standing 0.148 0.545 1.000 0.705 f = sitting 0.033 0.844 0.998 0.915 g = running 0.024 0.389 0.086 0.140 h = walking ------------------------------------------------------- 0.062 0.701 0.605 0.537 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.241 0.322 0.808 0.461 a = climbing down 0.013 0.744 0.282 0.409 b = climbing up 0.000 1.000 0.048 0.091 c = jumping 0.000 1.000 0.057 0.107 d = lying 0.000 1.000 0.998 0.999 e = standing 0.150 0.542 1.000 0.703 f = sitting 0.031 0.851 0.998 0.919 g = running 0.023 0.384 0.081 0.133 h = walking ------------------------------------------------------- 0.062 0.701 0.604 0.535 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.245 0.320 0.814 0.460 a = climbing down 0.012 0.753 0.269 0.396 b = climbing up 0.000 1.000 0.048 0.091 c = jumping 0.000 1.000 0.057 0.107 d = lying 0.000 1.000 0.998 0.999 e = standing 0.150 0.542 1.000 0.703 f = sitting 0.030 0.856 0.997 0.921 g = running 0.023 0.374 0.077 0.128 h = walking ------------------------------------------------------- 0.062 0.701 0.603 0.533 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.217 0.319 0.782 0.454 a = climbing down 0.039 0.617 0.404 0.488 b = climbing up 0.001 0.956 0.967 0.961 c = jumping 0.011 0.932 0.928 0.930 d = lying 0.001 0.991 0.551 0.708 e = standing 0.075 0.637 1.000 0.778 f = sitting 0.016 0.925 0.949 0.937 g = running 0.007 0.790 0.150 0.252 h = walking ------------------------------------------------------- 0.044 0.771 0.678 0.663 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.241 0.319 0.869 0.467 a = climbing down 0.025 0.698 0.374 0.487 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.991 0.928 0.959 d = lying 0.001 0.993 0.465 0.633 e = standing 0.099 0.570 1.000 0.726 f = sitting 0.009 0.958 0.975 0.966 g = running 0.005 0.708 0.070 0.128 h = walking ------------------------------------------------------- 0.045 0.777 0.664 0.638 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.242 0.326 0.902 0.479 a = climbing down 0.022 0.723 0.367 0.487 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.991 0.928 0.959 d = lying 0.001 0.991 0.529 0.690 e = standing 0.088 0.597 0.998 0.747 f = sitting 0.007 0.968 0.978 0.973 g = running 0.006 0.691 0.072 0.130 h = walking ------------------------------------------------------- 0.043 0.783 0.677 0.652 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.239 0.332 0.912 0.487 a = climbing down 0.019 0.764 0.398 0.524 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.993 0.928 0.959 d = lying 0.001 0.990 0.478 0.644 e = standing 0.097 0.574 0.998 0.729 f = sitting 0.006 0.972 0.981 0.976 g = running 0.006 0.691 0.072 0.130 h = walking ------------------------------------------------------- 0.043 0.787 0.675 0.649 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.227 0.344 0.916 0.500 a = climbing down 0.018 0.804 0.475 0.598 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.996 0.928 0.961 d = lying 0.001 0.990 0.473 0.640 e = standing 0.099 0.571 0.998 0.726 f = sitting 0.006 0.972 0.978 0.975 g = running 0.006 0.690 0.075 0.135 h = walking ------------------------------------------------------- 0.042 0.794 0.685 0.660 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.210 0.361 0.912 0.518 a = climbing down 0.017 0.835 0.567 0.675 b = climbing up 0.000 1.000 0.967 0.983 c = jumping 0.001 0.996 0.928 0.961 d = lying 0.001 0.984 0.505 0.667 e = standing 0.093 0.584 0.994 0.735 f = sitting 0.007 0.969 0.988 0.978 g = running 0.006 0.713 0.087 0.155 h = walking ------------------------------------------------------- 0.040 0.804 0.705 0.682 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.135 0.467 0.914 0.618 a = climbing down 0.038 0.717 0.621 0.665 b = climbing up 0.002 0.896 1.000 0.945 c = jumping 0.014 0.924 1.000 0.961 d = lying 0.000 1.000 0.645 0.784 e = standing 0.046 0.741 1.000 0.851 f = sitting 0.003 0.983 0.964 0.973 g = running 0.020 0.735 0.298 0.425 h = walking ------------------------------------------------------- 0.032 0.814 0.773 0.763 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.165 0.425 0.936 0.584 a = climbing down 0.027 0.757 0.543 0.632 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.016 0.915 1.000 0.955 d = lying 0.000 1.000 0.646 0.785 e = standing 0.044 0.750 1.000 0.857 f = sitting 0.003 0.987 0.979 0.983 g = running 0.018 0.721 0.254 0.375 h = walking ------------------------------------------------------- 0.033 0.815 0.761 0.750 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.176 0.415 0.959 0.579 a = climbing down 0.021 0.804 0.557 0.658 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.930 1.000 0.964 d = lying 0.000 1.000 0.670 0.803 e = standing 0.043 0.755 1.000 0.860 f = sitting 0.002 0.992 0.979 0.985 g = running 0.015 0.722 0.215 0.332 h = walking ------------------------------------------------------- 0.032 0.824 0.764 0.750 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.191 0.397 0.969 0.563 a = climbing down 0.020 0.811 0.545 0.652 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.936 1.000 0.967 d = lying 0.000 1.000 0.667 0.800 e = standing 0.044 0.748 1.000 0.856 f = sitting 0.001 0.994 0.971 0.982 g = running 0.012 0.709 0.165 0.267 h = walking ------------------------------------------------------- 0.033 0.821 0.753 0.737 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.197 0.393 0.984 0.562 a = climbing down 0.014 0.851 0.526 0.650 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.962 1.000 0.981 d = lying 0.000 1.000 0.666 0.799 e = standing 0.049 0.727 1.000 0.842 f = sitting 0.001 0.994 1.000 0.997 g = running 0.011 0.710 0.143 0.238 h = walking ------------------------------------------------------- 0.033 0.828 0.754 0.735 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.208 0.379 0.979 0.547 a = climbing down 0.012 0.871 0.534 0.662 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.962 1.000 0.981 d = lying 0.000 1.000 0.666 0.799 e = standing 0.049 0.727 1.000 0.842 f = sitting 0.001 0.994 0.999 0.997 g = running 0.009 0.677 0.100 0.174 h = walking ------------------------------------------------------- 0.034 0.824 0.748 0.725 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.664 0.261 0.375 a = climbing down 0.136 0.580 0.979 0.729 b = climbing up 0.001 0.959 0.921 0.940 c = jumping 0.003 0.972 0.803 0.880 d = lying 0.023 0.827 0.987 0.900 e = standing 0.022 0.854 0.872 0.863 f = sitting 0.003 0.988 0.881 0.932 g = running 0.024 0.825 0.786 0.805 h = walking ------------------------------------------------------- 0.034 0.821 0.801 0.788 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.660 0.159 0.256 a = climbing down 0.150 0.556 0.979 0.710 b = climbing up 0.001 0.960 0.947 0.954 c = jumping 0.003 0.972 0.803 0.880 d = lying 0.023 0.827 0.987 0.900 e = standing 0.022 0.854 0.872 0.863 f = sitting 0.002 0.990 0.884 0.934 g = running 0.026 0.821 0.840 0.830 h = walking ------------------------------------------------------- 0.035 0.817 0.795 0.773 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.736 0.145 0.242 a = climbing down 0.152 0.553 0.980 0.707 b = climbing up 0.001 0.960 0.947 0.954 c = jumping 0.003 0.972 0.803 0.880 d = lying 0.023 0.827 0.987 0.900 e = standing 0.022 0.854 0.872 0.863 f = sitting 0.002 0.990 0.884 0.934 g = running 0.026 0.827 0.872 0.849 h = walking ------------------------------------------------------- 0.035 0.828 0.797 0.773 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.785 0.098 0.174 a = climbing down 0.157 0.545 0.981 0.701 b = climbing up 0.001 0.962 0.987 0.974 c = jumping 0.003 0.972 0.808 0.883 d = lying 0.023 0.829 0.987 0.901 e = standing 0.022 0.857 0.872 0.864 f = sitting 0.001 0.994 0.890 0.939 g = running 0.026 0.830 0.903 0.865 h = walking ------------------------------------------------------- 0.035 0.835 0.797 0.767 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.830 0.061 0.114 a = climbing down 0.164 0.536 0.984 0.694 b = climbing up 0.001 0.950 1.000 0.974 c = jumping 0.003 0.973 0.821 0.891 d = lying 0.023 0.832 0.987 0.903 e = standing 0.021 0.865 0.872 0.869 f = sitting 0.001 0.995 0.890 0.940 g = running 0.024 0.845 0.924 0.883 h = walking ------------------------------------------------------- 0.035 0.843 0.797 0.762 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.897 0.055 0.104 a = climbing down 0.166 0.533 0.984 0.691 b = climbing up 0.001 0.950 1.000 0.974 c = jumping 0.003 0.973 0.821 0.891 d = lying 0.023 0.832 0.987 0.903 e = standing 0.021 0.865 0.872 0.869 f = sitting 0.001 0.995 0.888 0.938 g = running 0.024 0.846 0.929 0.886 h = walking ------------------------------------------------------- 0.035 0.851 0.796 0.760 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.766 0.321 0.453 a = climbing down 0.122 0.605 0.972 0.746 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.796 0.886 d = lying 0.052 0.688 1.000 0.815 e = standing 0.014 0.887 0.752 0.814 f = sitting 0.005 0.977 0.933 0.955 g = running 0.015 0.888 0.828 0.857 h = walking ------------------------------------------------------- 0.032 0.840 0.809 0.799 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.817 0.275 0.412 a = climbing down 0.128 0.593 0.975 0.737 b = climbing up 0.000 0.987 0.987 0.987 c = jumping 0.000 1.000 0.799 0.888 d = lying 0.052 0.688 1.000 0.815 e = standing 0.014 0.890 0.752 0.815 f = sitting 0.004 0.982 0.933 0.957 g = running 0.016 0.888 0.863 0.875 h = walking ------------------------------------------------------- 0.032 0.845 0.808 0.796 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.849 0.231 0.363 a = climbing down 0.136 0.580 0.976 0.727 b = climbing up 0.000 0.987 0.987 0.987 c = jumping 0.000 1.000 0.814 0.898 d = lying 0.052 0.688 1.000 0.815 e = standing 0.012 0.906 0.752 0.822 f = sitting 0.004 0.982 0.933 0.957 g = running 0.016 0.887 0.880 0.883 h = walking ------------------------------------------------------- 0.032 0.850 0.806 0.791 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.903 0.250 0.392 a = climbing down 0.132 0.587 0.977 0.734 b = climbing up 0.000 0.987 0.987 0.987 c = jumping 0.000 1.000 0.814 0.898 d = lying 0.052 0.688 1.000 0.815 e = standing 0.012 0.906 0.752 0.822 f = sitting 0.004 0.982 0.933 0.957 g = running 0.016 0.887 0.899 0.893 h = walking ------------------------------------------------------- 0.031 0.858 0.812 0.797 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.931 0.255 0.400 a = climbing down 0.129 0.592 0.979 0.737 b = climbing up 0.000 0.974 1.000 0.987 c = jumping 0.000 1.000 0.814 0.898 d = lying 0.052 0.688 1.000 0.815 e = standing 0.012 0.906 0.752 0.822 f = sitting 0.004 0.984 0.932 0.957 g = running 0.016 0.889 0.917 0.903 h = walking ------------------------------------------------------- 0.031 0.863 0.815 0.800 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.886 0.123 0.217 a = climbing down 0.149 0.557 0.979 0.710 b = climbing up 0.000 0.987 1.000 0.993 c = jumping 0.000 1.000 0.814 0.898 d = lying 0.052 0.688 1.000 0.815 e = standing 0.012 0.906 0.752 0.822 f = sitting 0.004 0.984 0.932 0.957 g = running 0.017 0.884 0.927 0.905 h = walking ------------------------------------------------------- 0.034 0.851 0.798 0.771 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.062 0.420 0.388 0.403 a = climbing down 0.096 0.484 0.618 0.543 b = climbing up 0.000 1.000 0.068 0.128 c = jumping 0.063 0.562 0.553 0.558 d = lying 0.052 0.712 0.957 0.816 e = standing 0.061 0.507 0.372 0.429 f = sitting 0.031 0.899 0.979 0.937 g = running 0.043 0.679 0.540 0.602 h = walking ------------------------------------------------------- 0.054 0.645 0.647 0.632 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.051 0.455 0.371 0.409 a = climbing down 0.093 0.499 0.637 0.559 b = climbing up 0.000 1.000 0.045 0.087 c = jumping 0.063 0.564 0.551 0.558 d = lying 0.052 0.714 0.964 0.821 e = standing 0.060 0.513 0.377 0.434 f = sitting 0.031 0.897 0.980 0.937 g = running 0.046 0.687 0.599 0.640 h = walking ------------------------------------------------------- 0.053 0.653 0.657 0.641 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.048 0.469 0.365 0.411 a = climbing down 0.090 0.514 0.654 0.575 b = climbing up 0.000 1.000 0.045 0.087 c = jumping 0.063 0.563 0.551 0.557 d = lying 0.052 0.715 0.966 0.822 e = standing 0.060 0.513 0.375 0.433 f = sitting 0.032 0.895 0.981 0.936 g = running 0.046 0.693 0.624 0.657 h = walking ------------------------------------------------------- 0.053 0.657 0.662 0.645 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.507 0.363 0.423 a = climbing down 0.088 0.525 0.666 0.587 b = climbing up 0.000 1.000 0.045 0.087 c = jumping 0.062 0.567 0.550 0.558 d = lying 0.052 0.715 0.976 0.826 e = standing 0.059 0.521 0.380 0.439 f = sitting 0.032 0.895 0.981 0.936 g = running 0.046 0.707 0.670 0.688 h = walking ------------------------------------------------------- 0.051 0.666 0.672 0.654 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.534 0.357 0.428 a = climbing down 0.082 0.547 0.679 0.606 b = climbing up 0.000 1.000 0.045 0.087 c = jumping 0.062 0.564 0.547 0.555 d = lying 0.052 0.716 0.976 0.826 e = standing 0.059 0.519 0.380 0.439 f = sitting 0.031 0.896 0.981 0.937 g = running 0.047 0.723 0.728 0.726 h = walking ------------------------------------------------------- 0.050 0.673 0.681 0.662 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.531 0.332 0.409 a = climbing down 0.081 0.549 0.681 0.608 b = climbing up 0.000 1.000 0.045 0.087 c = jumping 0.062 0.567 0.555 0.561 d = lying 0.052 0.717 0.980 0.828 e = standing 0.057 0.528 0.380 0.442 f = sitting 0.031 0.898 0.980 0.937 g = running 0.050 0.716 0.748 0.731 h = walking ------------------------------------------------------- 0.050 0.674 0.683 0.662 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.067 0.290 0.236 0.260 a = climbing down 0.082 0.528 0.628 0.573 b = climbing up 0.000 0.667 0.024 0.045 c = jumping 0.129 0.480 0.808 0.602 d = lying 0.019 0.870 0.965 0.916 e = standing 0.033 0.356 0.108 0.166 f = sitting 0.027 0.910 0.975 0.941 g = running 0.063 0.616 0.603 0.609 h = walking ------------------------------------------------------- 0.056 0.610 0.636 0.601 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.063 0.296 0.228 0.257 a = climbing down 0.080 0.538 0.635 0.582 b = climbing up 0.000 0.667 0.024 0.045 c = jumping 0.130 0.479 0.810 0.602 d = lying 0.020 0.868 0.967 0.915 e = standing 0.033 0.343 0.101 0.156 f = sitting 0.026 0.911 0.975 0.942 g = running 0.065 0.617 0.631 0.624 h = walking ------------------------------------------------------- 0.055 0.611 0.639 0.603 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.054 0.300 0.201 0.241 a = climbing down 0.076 0.554 0.650 0.598 b = climbing up 0.000 1.000 0.024 0.046 c = jumping 0.130 0.479 0.810 0.602 d = lying 0.020 0.865 0.971 0.915 e = standing 0.032 0.351 0.101 0.157 f = sitting 0.026 0.911 0.975 0.942 g = running 0.069 0.624 0.688 0.654 h = walking ------------------------------------------------------- 0.055 0.621 0.647 0.608 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.051 0.298 0.186 0.229 a = climbing down 0.078 0.549 0.652 0.596 b = climbing up 0.000 1.000 0.024 0.046 c = jumping 0.129 0.481 0.813 0.605 d = lying 0.021 0.859 0.973 0.912 e = standing 0.030 0.356 0.099 0.155 f = sitting 0.026 0.911 0.975 0.942 g = running 0.071 0.623 0.700 0.660 h = walking ------------------------------------------------------- 0.055 0.620 0.648 0.607 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.039 0.322 0.161 0.215 a = climbing down 0.074 0.579 0.700 0.634 b = climbing up 0.000 1.000 0.024 0.046 c = jumping 0.130 0.478 0.810 0.601 d = lying 0.022 0.858 0.975 0.912 e = standing 0.031 0.337 0.092 0.144 f = sitting 0.026 0.911 0.973 0.941 g = running 0.073 0.634 0.759 0.691 h = walking ------------------------------------------------------- 0.053 0.625 0.658 0.612 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.038 0.329 0.159 0.215 a = climbing down 0.071 0.594 0.707 0.646 b = climbing up 0.000 1.000 0.024 0.046 c = jumping 0.130 0.476 0.803 0.598 d = lying 0.023 0.852 0.976 0.910 e = standing 0.031 0.317 0.086 0.135 f = sitting 0.027 0.910 0.975 0.941 g = running 0.074 0.637 0.777 0.700 h = walking ------------------------------------------------------- 0.053 0.624 0.660 0.613 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.055 0.552 0.467 0.506 a = climbing down 0.081 0.553 0.693 0.615 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.042 0.781 0.815 0.798 d = lying 0.018 0.884 0.962 0.921 e = standing 0.037 0.753 0.659 0.703 f = sitting 0.002 0.992 0.978 0.985 g = running 0.069 0.604 0.568 0.585 h = walking ------------------------------------------------------- 0.042 0.739 0.740 0.737 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.053 0.559 0.467 0.509 a = climbing down 0.080 0.560 0.707 0.625 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.038 0.795 0.809 0.802 d = lying 0.018 0.888 0.966 0.925 e = standing 0.037 0.755 0.683 0.717 f = sitting 0.002 0.992 0.978 0.985 g = running 0.068 0.607 0.571 0.589 h = walking ------------------------------------------------------- 0.041 0.744 0.745 0.743 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.055 0.549 0.469 0.506 a = climbing down 0.089 0.527 0.691 0.598 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.038 0.797 0.810 0.803 d = lying 0.018 0.889 0.977 0.931 e = standing 0.035 0.767 0.687 0.725 f = sitting 0.002 0.992 0.978 0.985 g = running 0.068 0.586 0.520 0.551 h = walking ------------------------------------------------------- 0.042 0.738 0.737 0.735 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.057 0.544 0.469 0.504 a = climbing down 0.095 0.511 0.693 0.588 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.038 0.795 0.809 0.802 d = lying 0.018 0.889 0.975 0.930 e = standing 0.036 0.763 0.685 0.722 f = sitting 0.002 0.992 0.978 0.985 g = running 0.067 0.570 0.481 0.522 h = walking ------------------------------------------------------- 0.043 0.732 0.731 0.728 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.056 0.548 0.469 0.506 a = climbing down 0.095 0.511 0.693 0.588 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.038 0.798 0.810 0.804 d = lying 0.018 0.889 0.975 0.930 e = standing 0.035 0.768 0.690 0.727 f = sitting 0.002 0.992 0.978 0.985 g = running 0.067 0.573 0.486 0.526 h = walking ------------------------------------------------------- 0.043 0.734 0.733 0.730 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.057 0.546 0.474 0.507 a = climbing down 0.095 0.509 0.686 0.585 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.036 0.803 0.807 0.805 d = lying 0.018 0.887 0.975 0.929 e = standing 0.036 0.764 0.694 0.727 f = sitting 0.002 0.992 0.979 0.986 g = running 0.067 0.571 0.483 0.523 h = walking ------------------------------------------------------- 0.043 0.733 0.732 0.730 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.047 0.700 0.762 0.729 a = climbing down 0.107 0.396 0.486 0.436 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.030 0.787 0.602 0.682 d = lying 0.003 0.981 0.987 0.984 e = standing 0.074 0.649 0.809 0.721 f = sitting 0.002 0.992 0.997 0.994 g = running 0.050 0.633 0.467 0.537 h = walking ------------------------------------------------------- 0.043 0.741 0.730 0.730 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.048 0.699 0.768 0.732 a = climbing down 0.104 0.400 0.484 0.438 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.030 0.788 0.599 0.680 d = lying 0.003 0.981 0.987 0.984 e = standing 0.075 0.648 0.811 0.720 f = sitting 0.002 0.992 0.997 0.994 g = running 0.049 0.645 0.480 0.551 h = walking ------------------------------------------------------- 0.043 0.743 0.733 0.732 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.048 0.699 0.768 0.732 a = climbing down 0.102 0.408 0.486 0.444 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.030 0.790 0.605 0.685 d = lying 0.002 0.983 0.989 0.986 e = standing 0.073 0.653 0.813 0.724 f = sitting 0.002 0.992 0.997 0.994 g = running 0.049 0.649 0.492 0.560 h = walking ------------------------------------------------------- 0.042 0.746 0.737 0.736 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.040 0.731 0.764 0.747 a = climbing down 0.093 0.450 0.531 0.487 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.031 0.783 0.602 0.681 d = lying 0.002 0.983 0.989 0.986 e = standing 0.074 0.650 0.807 0.720 f = sitting 0.002 0.992 0.997 0.994 g = running 0.050 0.669 0.543 0.600 h = walking ------------------------------------------------------- 0.041 0.757 0.748 0.748 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.038 0.743 0.764 0.753 a = climbing down 0.088 0.469 0.541 0.502 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.031 0.783 0.614 0.688 d = lying 0.002 0.985 0.989 0.987 e = standing 0.072 0.656 0.806 0.723 f = sitting 0.002 0.992 1.000 0.996 g = running 0.050 0.677 0.572 0.620 h = walking ------------------------------------------------------- 0.040 0.764 0.756 0.756 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.039 0.739 0.770 0.754 a = climbing down 0.089 0.468 0.545 0.504 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.031 0.783 0.607 0.684 d = lying 0.002 0.985 0.992 0.988 e = standing 0.073 0.654 0.807 0.722 f = sitting 0.002 0.992 1.000 0.996 g = running 0.049 0.682 0.562 0.616 h = walking ------------------------------------------------------- 0.040 0.763 0.755 0.755 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.582 0.196 0.293 a = climbing down 0.131 0.552 0.942 0.696 b = climbing up 0.004 0.835 1.000 0.910 c = jumping 0.022 0.448 0.133 0.205 d = lying 0.010 0.882 0.504 0.641 e = standing 0.187 0.443 0.867 0.587 f = sitting 0.001 0.997 0.974 0.986 g = running 0.021 0.853 0.741 0.793 h = walking ------------------------------------------------------- 0.056 0.694 0.660 0.630 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.774 0.156 0.260 a = climbing down 0.148 0.526 0.960 0.680 b = climbing up 0.002 0.910 1.000 0.953 c = jumping 0.023 0.680 0.355 0.466 d = lying 0.010 0.884 0.498 0.637 e = standing 0.156 0.487 0.865 0.623 f = sitting 0.001 0.997 0.986 0.991 g = running 0.016 0.883 0.765 0.820 h = walking ------------------------------------------------------- 0.052 0.755 0.689 0.665 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.787 0.162 0.269 a = climbing down 0.143 0.536 0.963 0.689 b = climbing up 0.002 0.890 1.000 0.942 c = jumping 0.023 0.716 0.433 0.539 d = lying 0.010 0.883 0.507 0.644 e = standing 0.144 0.507 0.862 0.638 f = sitting 0.001 0.997 0.983 0.990 g = running 0.015 0.894 0.797 0.843 h = walking ------------------------------------------------------- 0.049 0.766 0.704 0.682 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.793 0.168 0.277 a = climbing down 0.148 0.528 0.970 0.684 b = climbing up 0.004 0.835 1.000 0.910 c = jumping 0.023 0.762 0.543 0.634 d = lying 0.010 0.885 0.504 0.642 e = standing 0.129 0.534 0.864 0.660 f = sitting 0.001 0.997 0.974 0.986 g = running 0.014 0.899 0.760 0.824 h = walking ------------------------------------------------------- 0.048 0.775 0.712 0.692 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.873 0.131 0.228 a = climbing down 0.158 0.515 0.980 0.675 b = climbing up 0.004 0.844 1.000 0.915 c = jumping 0.023 0.760 0.543 0.633 d = lying 0.010 0.885 0.504 0.642 e = standing 0.129 0.533 0.862 0.659 f = sitting 0.001 0.997 0.976 0.986 g = running 0.012 0.907 0.755 0.824 h = walking ------------------------------------------------------- 0.048 0.784 0.708 0.685 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.914 0.122 0.215 a = climbing down 0.153 0.524 0.983 0.684 b = climbing up 0.002 0.900 1.000 0.947 c = jumping 0.023 0.805 0.698 0.748 d = lying 0.010 0.883 0.496 0.635 e = standing 0.109 0.576 0.862 0.690 f = sitting 0.001 0.997 0.984 0.991 g = running 0.013 0.908 0.795 0.848 h = walking ------------------------------------------------------- 0.045 0.803 0.732 0.707 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.809 0.235 0.364 a = climbing down 0.093 0.618 0.883 0.727 b = climbing up 0.004 0.835 0.950 0.889 c = jumping 0.001 0.975 0.237 0.382 d = lying 0.006 0.950 0.715 0.816 e = standing 0.148 0.532 0.977 0.689 f = sitting 0.002 0.991 0.976 0.983 g = running 0.051 0.739 0.888 0.806 h = walking ------------------------------------------------------- 0.045 0.801 0.733 0.703 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.880 0.182 0.301 a = climbing down 0.097 0.614 0.898 0.729 b = climbing up 0.001 0.960 0.900 0.929 c = jumping 0.001 0.974 0.305 0.464 d = lying 0.005 0.952 0.713 0.816 e = standing 0.138 0.548 0.977 0.702 f = sitting 0.003 0.986 0.990 0.988 g = running 0.053 0.739 0.921 0.820 h = walking ------------------------------------------------------- 0.044 0.813 0.742 0.711 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.949 0.107 0.192 a = climbing down 0.107 0.597 0.923 0.725 b = climbing up 0.000 0.973 0.887 0.928 c = jumping 0.001 0.988 0.489 0.654 d = lying 0.006 0.952 0.749 0.838 e = standing 0.107 0.609 0.975 0.750 f = sitting 0.003 0.984 0.991 0.988 g = running 0.050 0.753 0.937 0.835 h = walking ------------------------------------------------------- 0.040 0.832 0.765 0.731 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.971 0.065 0.122 a = climbing down 0.112 0.591 0.943 0.727 b = climbing up 0.000 0.986 0.863 0.920 c = jumping 0.001 0.991 0.667 0.797 d = lying 0.005 0.954 0.747 0.838 e = standing 0.083 0.669 0.975 0.793 f = sitting 0.004 0.982 0.993 0.987 g = running 0.046 0.771 0.953 0.852 h = walking ------------------------------------------------------- 0.036 0.846 0.785 0.748 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.027 0.052 a = climbing down 0.123 0.573 0.960 0.718 b = climbing up 0.000 0.986 0.863 0.920 c = jumping 0.001 0.995 0.763 0.863 d = lying 0.005 0.954 0.747 0.838 e = standing 0.070 0.707 0.977 0.820 f = sitting 0.004 0.982 0.993 0.987 g = running 0.039 0.799 0.949 0.868 h = walking ------------------------------------------------------- 0.035 0.857 0.794 0.752 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 1.000 0.021 0.041 a = climbing down 0.121 0.574 0.957 0.718 b = climbing up 0.000 0.986 0.863 0.920 c = jumping 0.001 0.995 0.779 0.874 d = lying 0.005 0.954 0.740 0.833 e = standing 0.068 0.710 0.977 0.822 f = sitting 0.004 0.982 0.993 0.987 g = running 0.039 0.797 0.960 0.871 h = walking ------------------------------------------------------- 0.035 0.857 0.795 0.752 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.314 0.169 0.761 0.277 a = climbing down 0.002 0.967 0.182 0.307 b = climbing up 0.000 1.000 0.344 0.512 c = jumping 0.001 0.987 0.795 0.880 d = lying 0.180 0.461 0.992 0.630 e = standing 0.004 0.211 0.006 0.013 f = sitting 0.039 0.785 0.943 0.857 g = running 0.057 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.062 0.586 0.465 0.413 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.275 0.148 0.570 0.235 a = climbing down 0.001 0.971 0.147 0.255 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.993 0.786 0.877 d = lying 0.182 0.459 0.995 0.628 e = standing 0.004 0.062 0.002 0.003 f = sitting 0.111 0.571 0.980 0.721 g = running 0.056 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.069 0.518 0.439 0.368 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.332 0.180 0.865 0.298 a = climbing down 0.000 1.000 0.101 0.184 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.993 0.786 0.877 d = lying 0.182 0.459 0.995 0.628 e = standing 0.004 0.062 0.002 0.003 f = sitting 0.037 0.799 0.965 0.874 g = running 0.060 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.064 0.557 0.448 0.375 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.355 0.173 0.885 0.290 a = climbing down 0.000 1.000 0.033 0.065 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.993 0.786 0.877 d = lying 0.182 0.459 0.995 0.628 e = standing 0.004 0.062 0.002 0.003 f = sitting 0.034 0.811 0.965 0.881 g = running 0.056 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.064 0.558 0.433 0.346 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.368 0.172 0.907 0.289 a = climbing down 0.000 1.000 0.011 0.021 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.993 0.786 0.877 d = lying 0.182 0.459 0.995 0.628 e = standing 0.004 0.062 0.002 0.003 f = sitting 0.032 0.820 0.965 0.887 g = running 0.049 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.064 0.559 0.429 0.335 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.370 0.175 0.935 0.295 a = climbing down 0.000 1.000 0.007 0.014 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.986 0.782 0.873 d = lying 0.183 0.458 0.992 0.626 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.029 0.833 0.965 0.894 g = running 0.047 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.064 0.552 0.429 0.334 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.223 0.250 0.882 0.390 a = climbing down 0.008 0.910 0.258 0.402 b = climbing up 0.000 0.941 0.184 0.308 c = jumping 0.020 0.873 0.975 0.921 d = lying 0.136 0.533 0.998 0.695 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.030 0.830 0.973 0.896 g = running 0.124 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.061 0.550 0.516 0.459 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.225 0.248 0.879 0.387 a = climbing down 0.006 0.897 0.145 0.250 b = climbing up 0.000 1.000 0.046 0.088 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 0.031 0.825 0.985 0.898 g = running 0.157 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.065 0.547 0.487 0.417 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.242 0.218 0.803 0.343 a = climbing down 0.002 0.900 0.063 0.119 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.020 0.868 0.975 0.919 d = lying 0.135 0.535 1.000 0.697 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.044 0.772 0.988 0.867 g = running 0.159 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.067 0.519 0.461 0.375 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.262 0.235 0.955 0.377 a = climbing down 0.001 0.927 0.033 0.065 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.019 0.877 0.975 0.923 d = lying 0.137 0.532 1.000 0.695 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.027 0.846 0.987 0.911 g = running 0.152 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.065 0.537 0.465 0.370 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.274 0.229 0.969 0.371 a = climbing down 0.000 1.000 0.013 0.026 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.019 0.877 0.975 0.923 d = lying 0.137 0.532 1.000 0.695 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.025 0.854 0.985 0.915 g = running 0.146 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.065 0.556 0.461 0.361 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.275 0.230 0.977 0.373 a = climbing down 0.000 1.000 0.011 0.023 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.019 0.877 0.975 0.923 d = lying 0.137 0.532 1.000 0.695 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.024 0.859 0.983 0.917 g = running 0.146 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.065 0.557 0.461 0.360 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.957 0.184 0.308 a = climbing down 0.048 0.692 0.824 0.752 b = climbing up 0.000 0.989 0.967 0.978 c = jumping 0.021 0.881 0.952 0.915 d = lying 0.037 0.787 0.962 0.865 e = standing 0.010 0.928 0.702 0.799 f = sitting 0.000 1.000 0.972 0.986 g = running 0.096 0.621 0.955 0.753 h = walking ------------------------------------------------------- 0.028 0.851 0.815 0.794 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.949 0.190 0.316 a = climbing down 0.042 0.714 0.810 0.759 b = climbing up 0.000 0.988 0.922 0.954 c = jumping 0.021 0.881 0.950 0.914 d = lying 0.036 0.789 0.962 0.867 e = standing 0.011 0.924 0.703 0.799 f = sitting 0.001 0.996 0.975 0.985 g = running 0.101 0.611 0.964 0.748 h = walking ------------------------------------------------------- 0.029 0.851 0.815 0.794 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.925 0.202 0.332 a = climbing down 0.040 0.720 0.796 0.756 b = climbing up 0.000 0.988 0.889 0.936 c = jumping 0.019 0.892 0.947 0.918 d = lying 0.034 0.797 0.962 0.871 e = standing 0.011 0.923 0.724 0.811 f = sitting 0.001 0.995 0.975 0.985 g = running 0.103 0.609 0.967 0.747 h = walking ------------------------------------------------------- 0.028 0.850 0.817 0.798 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.933 0.198 0.327 a = climbing down 0.036 0.742 0.794 0.767 b = climbing up 0.000 0.988 0.889 0.936 c = jumping 0.019 0.892 0.947 0.918 d = lying 0.032 0.807 0.966 0.879 e = standing 0.011 0.926 0.734 0.819 f = sitting 0.001 0.994 0.979 0.986 g = running 0.106 0.603 0.975 0.745 h = walking ------------------------------------------------------- 0.028 0.854 0.821 0.801 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.933 0.198 0.327 a = climbing down 0.036 0.737 0.790 0.763 b = climbing up 0.000 0.987 0.867 0.923 c = jumping 0.017 0.900 0.945 0.922 d = lying 0.033 0.803 0.966 0.877 e = standing 0.011 0.926 0.740 0.823 f = sitting 0.002 0.991 0.979 0.985 g = running 0.106 0.604 0.975 0.746 h = walking ------------------------------------------------------- 0.028 0.854 0.820 0.801 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.929 0.188 0.312 a = climbing down 0.036 0.738 0.794 0.765 b = climbing up 0.000 0.987 0.844 0.910 c = jumping 0.016 0.908 0.940 0.924 d = lying 0.030 0.824 0.987 0.898 e = standing 0.009 0.938 0.765 0.843 f = sitting 0.003 0.989 0.986 0.987 g = running 0.104 0.608 0.979 0.750 h = walking ------------------------------------------------------- 0.027 0.860 0.827 0.806 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.965 0.170 0.290 a = climbing down 0.060 0.639 0.821 0.718 b = climbing up 0.004 0.738 0.565 0.640 c = jumping 0.004 0.977 0.985 0.981 d = lying 0.066 0.665 0.935 0.777 e = standing 0.012 0.906 0.615 0.733 f = sitting 0.010 0.954 0.947 0.951 g = running 0.097 0.605 0.895 0.722 h = walking ------------------------------------------------------- 0.033 0.826 0.780 0.758 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.960 0.148 0.256 a = climbing down 0.056 0.649 0.796 0.715 b = climbing up 0.004 0.738 0.565 0.640 c = jumping 0.003 0.983 0.985 0.984 d = lying 0.066 0.668 0.950 0.785 e = standing 0.010 0.923 0.619 0.741 f = sitting 0.010 0.954 0.948 0.951 g = running 0.103 0.597 0.922 0.725 h = walking ------------------------------------------------------- 0.033 0.829 0.781 0.757 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.985 0.136 0.238 a = climbing down 0.051 0.665 0.786 0.720 b = climbing up 0.004 0.742 0.576 0.649 c = jumping 0.002 0.985 0.985 0.985 d = lying 0.068 0.665 0.960 0.786 e = standing 0.008 0.932 0.612 0.739 f = sitting 0.010 0.956 0.956 0.956 g = running 0.106 0.595 0.942 0.729 h = walking ------------------------------------------------------- 0.033 0.835 0.783 0.757 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.973 0.146 0.254 a = climbing down 0.045 0.689 0.773 0.729 b = climbing up 0.004 0.746 0.588 0.658 c = jumping 0.002 0.985 0.985 0.985 d = lying 0.066 0.671 0.960 0.790 e = standing 0.008 0.933 0.622 0.747 f = sitting 0.010 0.957 0.961 0.959 g = running 0.106 0.601 0.970 0.742 h = walking ------------------------------------------------------- 0.032 0.839 0.789 0.764 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 0.986 0.150 0.260 a = climbing down 0.043 0.704 0.794 0.746 b = climbing up 0.002 0.836 0.600 0.699 c = jumping 0.002 0.987 0.985 0.986 d = lying 0.066 0.672 0.962 0.792 e = standing 0.008 0.936 0.625 0.750 f = sitting 0.010 0.958 0.971 0.964 g = running 0.105 0.604 0.968 0.744 h = walking ------------------------------------------------------- 0.031 0.845 0.795 0.770 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.987 0.152 0.263 a = climbing down 0.042 0.709 0.788 0.746 b = climbing up 0.003 0.818 0.635 0.715 c = jumping 0.002 0.987 0.985 0.986 d = lying 0.066 0.672 0.962 0.792 e = standing 0.008 0.936 0.625 0.750 f = sitting 0.009 0.960 0.968 0.964 g = running 0.107 0.598 0.965 0.738 h = walking ------------------------------------------------------- 0.031 0.845 0.794 0.770 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.050 0.458 0.334 0.387 a = climbing down 0.047 0.610 0.599 0.605 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.005 0.961 0.758 0.848 d = lying 0.049 0.782 0.934 0.851 e = standing 0.015 0.908 0.911 0.909 f = sitting 0.010 0.949 1.000 0.974 g = running 0.049 0.772 0.906 0.833 h = walking ------------------------------------------------------- 0.030 0.800 0.805 0.798 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.048 0.501 0.381 0.433 a = climbing down 0.045 0.629 0.627 0.628 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.004 0.968 0.772 0.859 d = lying 0.047 0.792 0.952 0.864 e = standing 0.012 0.926 0.913 0.919 f = sitting 0.011 0.942 1.000 0.970 g = running 0.042 0.796 0.902 0.846 h = walking ------------------------------------------------------- 0.028 0.814 0.818 0.812 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.044 0.487 0.330 0.393 a = climbing down 0.047 0.627 0.646 0.636 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.004 0.972 0.775 0.863 d = lying 0.046 0.793 0.945 0.862 e = standing 0.013 0.921 0.918 0.920 f = sitting 0.011 0.942 1.000 0.970 g = running 0.046 0.781 0.916 0.843 h = walking ------------------------------------------------------- 0.029 0.810 0.816 0.808 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.037 0.490 0.276 0.353 a = climbing down 0.044 0.656 0.681 0.668 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.003 0.978 0.780 0.868 d = lying 0.045 0.798 0.950 0.867 e = standing 0.013 0.921 0.920 0.921 f = sitting 0.011 0.942 1.000 0.970 g = running 0.058 0.745 0.932 0.828 h = walking ------------------------------------------------------- 0.029 0.810 0.818 0.806 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.034 0.485 0.251 0.331 a = climbing down 0.049 0.634 0.695 0.663 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.003 0.981 0.786 0.872 d = lying 0.044 0.801 0.947 0.868 e = standing 0.014 0.917 0.920 0.918 f = sitting 0.011 0.942 1.000 0.970 g = running 0.056 0.750 0.932 0.831 h = walking ------------------------------------------------------- 0.029 0.808 0.817 0.804 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.464 0.188 0.268 a = climbing down 0.054 0.621 0.730 0.671 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.003 0.981 0.792 0.877 d = lying 0.043 0.805 0.945 0.869 e = standing 0.014 0.915 0.920 0.917 f = sitting 0.011 0.943 1.000 0.971 g = running 0.059 0.744 0.945 0.833 h = walking ------------------------------------------------------- 0.029 0.804 0.817 0.799 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.447 0.265 0.333 a = climbing down 0.039 0.673 0.654 0.663 b = climbing up 0.000 1.000 0.130 0.230 c = jumping 0.011 0.907 0.621 0.737 d = lying 0.077 0.709 0.992 0.827 e = standing 0.012 0.917 0.811 0.861 f = sitting 0.028 0.869 0.998 0.929 g = running 0.079 0.659 0.844 0.740 h = walking ------------------------------------------------------- 0.041 0.757 0.753 0.735 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.437 0.196 0.270 a = climbing down 0.037 0.692 0.687 0.689 b = climbing up 0.000 1.000 0.143 0.250 c = jumping 0.010 0.910 0.614 0.733 d = lying 0.080 0.699 0.992 0.820 e = standing 0.012 0.918 0.802 0.856 f = sitting 0.028 0.868 0.998 0.928 g = running 0.090 0.638 0.874 0.737 h = walking ------------------------------------------------------- 0.042 0.754 0.751 0.729 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.413 0.139 0.208 a = climbing down 0.037 0.694 0.694 0.694 b = climbing up 0.000 1.000 0.156 0.270 c = jumping 0.010 0.915 0.614 0.735 d = lying 0.081 0.698 0.994 0.820 e = standing 0.012 0.920 0.802 0.857 f = sitting 0.028 0.870 0.998 0.930 g = running 0.099 0.625 0.905 0.739 h = walking ------------------------------------------------------- 0.042 0.751 0.751 0.723 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.482 0.119 0.191 a = climbing down 0.038 0.700 0.729 0.714 b = climbing up 0.000 1.000 0.169 0.289 c = jumping 0.010 0.915 0.612 0.733 d = lying 0.082 0.696 0.994 0.819 e = standing 0.011 0.922 0.802 0.858 f = sitting 0.027 0.871 0.998 0.930 g = running 0.103 0.616 0.915 0.737 h = walking ------------------------------------------------------- 0.042 0.758 0.754 0.723 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.440 0.074 0.127 a = climbing down 0.035 0.717 0.720 0.718 b = climbing up 0.000 1.000 0.273 0.429 c = jumping 0.010 0.915 0.616 0.736 d = lying 0.081 0.698 0.994 0.820 e = standing 0.011 0.922 0.802 0.858 f = sitting 0.024 0.884 0.998 0.938 g = running 0.117 0.589 0.927 0.720 h = walking ------------------------------------------------------- 0.043 0.753 0.752 0.719 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.490 0.056 0.101 a = climbing down 0.030 0.747 0.729 0.738 b = climbing up 0.000 1.000 0.390 0.561 c = jumping 0.010 0.917 0.633 0.749 d = lying 0.078 0.705 0.994 0.825 e = standing 0.011 0.926 0.804 0.860 f = sitting 0.023 0.890 0.998 0.941 g = running 0.122 0.586 0.953 0.726 h = walking ------------------------------------------------------- 0.042 0.765 0.761 0.725 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.579 0.165 0.257 a = climbing down 0.030 0.733 0.472 0.574 b = climbing up 0.000 1.000 0.706 0.828 c = jumping 0.018 0.870 0.718 0.787 d = lying 0.073 0.672 0.971 0.794 e = standing 0.047 0.613 0.461 0.526 f = sitting 0.007 0.957 0.962 0.959 g = running 0.172 0.506 0.945 0.659 h = walking ------------------------------------------------------- 0.053 0.714 0.691 0.669 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.703 0.204 0.316 a = climbing down 0.027 0.759 0.485 0.592 b = climbing up 0.000 1.000 0.835 0.910 c = jumping 0.012 0.911 0.716 0.802 d = lying 0.065 0.697 0.971 0.811 e = standing 0.047 0.653 0.550 0.597 f = sitting 0.004 0.975 0.992 0.984 g = running 0.166 0.515 0.948 0.668 h = walking ------------------------------------------------------- 0.049 0.750 0.717 0.699 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.706 0.229 0.345 a = climbing down 0.027 0.765 0.497 0.602 b = climbing up 0.000 1.000 0.847 0.917 c = jumping 0.011 0.915 0.716 0.803 d = lying 0.059 0.717 0.971 0.825 e = standing 0.047 0.669 0.590 0.627 f = sitting 0.004 0.976 0.997 0.986 g = running 0.160 0.524 0.944 0.674 h = walking ------------------------------------------------------- 0.047 0.759 0.727 0.711 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.723 0.242 0.363 a = climbing down 0.028 0.764 0.515 0.615 b = climbing up 0.000 1.000 0.835 0.910 c = jumping 0.007 0.944 0.718 0.816 d = lying 0.056 0.728 0.978 0.835 e = standing 0.046 0.691 0.633 0.660 f = sitting 0.005 0.974 0.997 0.985 g = running 0.154 0.534 0.945 0.682 h = walking ------------------------------------------------------- 0.045 0.770 0.738 0.724 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.727 0.253 0.376 a = climbing down 0.027 0.768 0.511 0.614 b = climbing up 0.000 1.000 0.835 0.910 c = jumping 0.008 0.939 0.711 0.809 d = lying 0.060 0.717 0.978 0.828 e = standing 0.047 0.677 0.610 0.642 f = sitting 0.005 0.974 0.997 0.985 g = running 0.154 0.534 0.945 0.683 h = walking ------------------------------------------------------- 0.046 0.767 0.735 0.721 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.742 0.260 0.385 a = climbing down 0.029 0.763 0.534 0.629 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.006 0.952 0.706 0.811 d = lying 0.062 0.708 0.978 0.821 e = standing 0.047 0.673 0.605 0.637 f = sitting 0.005 0.972 0.997 0.984 g = running 0.147 0.547 0.948 0.694 h = walking ------------------------------------------------------- 0.045 0.770 0.738 0.724 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.660 0.211 0.320 a = climbing down 0.024 0.762 0.431 0.551 b = climbing up 0.003 0.711 0.321 0.443 c = jumping 0.007 0.939 0.634 0.757 d = lying 0.117 0.566 0.983 0.718 e = standing 0.061 0.391 0.243 0.300 f = sitting 0.022 0.879 0.918 0.898 g = running 0.178 0.502 0.959 0.659 h = walking ------------------------------------------------------- 0.061 0.674 0.637 0.609 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.688 0.200 0.310 a = climbing down 0.023 0.760 0.421 0.542 b = climbing up 0.001 0.920 0.274 0.422 c = jumping 0.009 0.923 0.635 0.753 d = lying 0.132 0.537 0.993 0.697 e = standing 0.059 0.261 0.130 0.174 f = sitting 0.023 0.877 0.942 0.908 g = running 0.183 0.495 0.959 0.653 h = walking ------------------------------------------------------- 0.064 0.656 0.623 0.586 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.746 0.200 0.315 a = climbing down 0.022 0.760 0.395 0.520 b = climbing up 0.000 0.967 0.345 0.509 c = jumping 0.009 0.920 0.649 0.761 d = lying 0.125 0.551 0.993 0.709 e = standing 0.057 0.325 0.171 0.225 f = sitting 0.021 0.889 0.962 0.924 g = running 0.188 0.488 0.961 0.647 h = walking ------------------------------------------------------- 0.063 0.674 0.631 0.596 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.820 0.186 0.304 a = climbing down 0.021 0.764 0.393 0.519 b = climbing up 0.000 1.000 0.381 0.552 c = jumping 0.007 0.941 0.651 0.769 d = lying 0.109 0.585 0.994 0.737 e = standing 0.056 0.451 0.289 0.353 f = sitting 0.020 0.893 0.975 0.932 g = running 0.192 0.483 0.962 0.644 h = walking ------------------------------------------------------- 0.060 0.708 0.649 0.619 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.822 0.189 0.307 a = climbing down 0.020 0.776 0.397 0.525 b = climbing up 0.000 1.000 0.405 0.576 c = jumping 0.007 0.940 0.647 0.767 d = lying 0.107 0.591 0.994 0.741 e = standing 0.057 0.462 0.305 0.368 f = sitting 0.019 0.897 0.975 0.935 g = running 0.192 0.484 0.964 0.644 h = walking ------------------------------------------------------- 0.060 0.713 0.653 0.624 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.828 0.186 0.304 a = climbing down 0.020 0.794 0.443 0.568 b = climbing up 0.000 1.000 0.524 0.688 c = jumping 0.006 0.950 0.658 0.777 d = lying 0.104 0.598 0.996 0.747 e = standing 0.055 0.491 0.330 0.395 f = sitting 0.017 0.910 0.975 0.941 g = running 0.183 0.496 0.969 0.656 h = walking ------------------------------------------------------- 0.057 0.727 0.668 0.641 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.068 0.578 0.699 0.633 a = climbing down 0.048 0.733 0.807 0.768 b = climbing up 0.000 1.000 0.911 0.953 c = jumping 0.036 0.823 0.960 0.886 d = lying 0.059 0.674 0.835 0.746 e = standing 0.029 0.708 0.430 0.535 f = sitting 0.011 0.939 1.000 0.969 g = running 0.023 0.814 0.564 0.666 h = walking ------------------------------------------------------- 0.037 0.766 0.762 0.753 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.061 0.608 0.712 0.656 a = climbing down 0.047 0.740 0.823 0.779 b = climbing up 0.001 0.976 0.922 0.949 c = jumping 0.036 0.823 0.960 0.886 d = lying 0.058 0.681 0.843 0.754 e = standing 0.028 0.721 0.439 0.546 f = sitting 0.009 0.952 0.997 0.974 g = running 0.024 0.811 0.588 0.682 h = walking ------------------------------------------------------- 0.036 0.775 0.772 0.763 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.060 0.623 0.744 0.678 a = climbing down 0.035 0.784 0.789 0.786 b = climbing up 0.001 0.946 0.978 0.962 c = jumping 0.032 0.840 0.960 0.896 d = lying 0.060 0.671 0.845 0.748 e = standing 0.028 0.726 0.446 0.553 f = sitting 0.004 0.979 0.990 0.984 g = running 0.032 0.780 0.645 0.706 h = walking ------------------------------------------------------- 0.034 0.783 0.781 0.774 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.052 0.660 0.753 0.703 a = climbing down 0.035 0.789 0.800 0.794 b = climbing up 0.001 0.977 0.956 0.966 c = jumping 0.033 0.838 0.960 0.895 d = lying 0.064 0.658 0.843 0.739 e = standing 0.028 0.713 0.423 0.531 f = sitting 0.003 0.984 0.995 0.989 g = running 0.033 0.789 0.686 0.734 h = walking ------------------------------------------------------- 0.033 0.787 0.786 0.779 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.052 0.657 0.757 0.704 a = climbing down 0.031 0.803 0.764 0.783 b = climbing up 0.000 0.989 0.956 0.972 c = jumping 0.032 0.841 0.960 0.896 d = lying 0.072 0.630 0.843 0.721 e = standing 0.028 0.688 0.375 0.486 f = sitting 0.003 0.984 0.997 0.990 g = running 0.037 0.775 0.712 0.742 h = walking ------------------------------------------------------- 0.034 0.780 0.779 0.770 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.045 0.689 0.755 0.720 a = climbing down 0.030 0.812 0.786 0.799 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.031 0.843 0.960 0.898 d = lying 0.076 0.622 0.853 0.720 e = standing 0.026 0.689 0.358 0.471 f = sitting 0.003 0.985 0.998 0.992 g = running 0.040 0.764 0.727 0.745 h = walking ------------------------------------------------------- 0.034 0.784 0.783 0.773 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.708 0.776 0.741 a = climbing down 0.055 0.676 0.703 0.689 b = climbing up 0.000 1.000 0.279 0.436 c = jumping 0.027 0.863 0.965 0.911 d = lying 0.076 0.615 0.822 0.704 e = standing 0.032 0.659 0.378 0.480 f = sitting 0.033 0.843 0.995 0.913 g = running 0.019 0.871 0.709 0.782 h = walking ------------------------------------------------------- 0.039 0.759 0.755 0.743 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.041 0.716 0.781 0.747 a = climbing down 0.055 0.684 0.728 0.705 b = climbing up 0.000 1.000 0.279 0.436 c = jumping 0.027 0.863 0.965 0.911 d = lying 0.073 0.625 0.824 0.711 e = standing 0.032 0.672 0.395 0.498 f = sitting 0.032 0.846 0.995 0.914 g = running 0.018 0.873 0.698 0.776 h = walking ------------------------------------------------------- 0.038 0.765 0.760 0.748 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.041 0.715 0.770 0.741 a = climbing down 0.053 0.695 0.735 0.714 b = climbing up 0.000 1.000 0.302 0.464 c = jumping 0.025 0.870 0.965 0.915 d = lying 0.074 0.622 0.827 0.710 e = standing 0.031 0.677 0.397 0.501 f = sitting 0.033 0.841 0.995 0.911 g = running 0.018 0.876 0.706 0.782 h = walking ------------------------------------------------------- 0.038 0.767 0.763 0.751 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.742 0.781 0.761 a = climbing down 0.047 0.726 0.754 0.740 b = climbing up 0.000 1.000 0.302 0.464 c = jumping 0.028 0.859 0.965 0.909 d = lying 0.072 0.628 0.827 0.714 e = standing 0.031 0.675 0.394 0.497 f = sitting 0.033 0.841 0.995 0.911 g = running 0.018 0.878 0.739 0.803 h = walking ------------------------------------------------------- 0.036 0.774 0.771 0.759 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.768 0.798 0.783 a = climbing down 0.045 0.734 0.763 0.749 b = climbing up 0.000 1.000 0.314 0.478 c = jumping 0.025 0.872 0.963 0.915 d = lying 0.076 0.615 0.825 0.705 e = standing 0.032 0.668 0.388 0.491 f = sitting 0.030 0.853 0.995 0.919 g = running 0.019 0.875 0.759 0.813 h = walking ------------------------------------------------------- 0.035 0.779 0.776 0.765 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.771 0.813 0.792 a = climbing down 0.042 0.748 0.762 0.755 b = climbing up 0.000 1.000 0.314 0.478 c = jumping 0.022 0.887 0.963 0.923 d = lying 0.091 0.573 0.827 0.677 e = standing 0.032 0.624 0.317 0.421 f = sitting 0.028 0.860 0.992 0.921 g = running 0.020 0.873 0.776 0.821 h = walking ------------------------------------------------------- 0.036 0.773 0.770 0.756 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.724 0.589 0.649 a = climbing down 0.063 0.639 0.813 0.716 b = climbing up 0.063 0.258 0.979 0.408 c = jumping 0.002 0.986 0.926 0.955 d = lying 0.144 0.587 0.997 0.739 e = standing 0.012 0.779 0.223 0.346 f = sitting 0.005 0.947 0.562 0.705 g = running 0.034 0.770 0.681 0.723 h = walking ------------------------------------------------------- 0.044 0.763 0.693 0.681 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.774 0.580 0.663 a = climbing down 0.064 0.649 0.856 0.738 b = climbing up 0.017 0.558 0.979 0.710 c = jumping 0.002 0.984 0.926 0.954 d = lying 0.146 0.583 0.999 0.736 e = standing 0.011 0.772 0.209 0.329 f = sitting 0.005 0.966 0.879 0.920 g = running 0.035 0.771 0.689 0.727 h = walking ------------------------------------------------------- 0.043 0.777 0.742 0.720 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.801 0.578 0.672 a = climbing down 0.065 0.653 0.888 0.752 b = climbing up 0.002 0.920 0.979 0.948 c = jumping 0.002 0.986 0.926 0.955 d = lying 0.147 0.582 0.999 0.736 e = standing 0.011 0.771 0.208 0.327 f = sitting 0.005 0.969 0.987 0.978 g = running 0.032 0.783 0.689 0.733 h = walking ------------------------------------------------------- 0.042 0.791 0.760 0.736 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.823 0.578 0.679 a = climbing down 0.065 0.656 0.904 0.760 b = climbing up 0.001 0.938 0.957 0.947 c = jumping 0.002 0.986 0.926 0.955 d = lying 0.147 0.582 0.999 0.736 e = standing 0.011 0.771 0.208 0.327 f = sitting 0.006 0.966 0.990 0.978 g = running 0.032 0.783 0.689 0.733 h = walking ------------------------------------------------------- 0.042 0.793 0.762 0.738 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.823 0.576 0.678 a = climbing down 0.065 0.659 0.912 0.765 b = climbing up 0.000 0.978 0.957 0.968 c = jumping 0.002 0.986 0.926 0.955 d = lying 0.148 0.580 0.999 0.734 e = standing 0.011 0.766 0.202 0.319 f = sitting 0.006 0.966 0.997 0.981 g = running 0.032 0.785 0.689 0.734 h = walking ------------------------------------------------------- 0.042 0.794 0.763 0.738 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.817 0.572 0.673 a = climbing down 0.066 0.655 0.908 0.761 b = climbing up 0.000 0.989 0.957 0.973 c = jumping 0.002 0.986 0.926 0.955 d = lying 0.148 0.581 0.997 0.734 e = standing 0.012 0.763 0.203 0.321 f = sitting 0.006 0.966 0.998 0.982 g = running 0.031 0.788 0.689 0.735 h = walking ------------------------------------------------------- 0.042 0.793 0.762 0.737 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.037 0.687 0.665 0.675 a = climbing down 0.082 0.570 0.787 0.661 b = climbing up 0.057 0.182 0.589 0.277 c = jumping 0.004 0.976 0.915 0.945 d = lying 0.144 0.586 0.993 0.737 e = standing 0.014 0.728 0.211 0.327 f = sitting 0.017 0.856 0.600 0.706 g = running 0.025 0.780 0.522 0.625 h = walking ------------------------------------------------------- 0.048 0.728 0.669 0.656 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.744 0.626 0.680 a = climbing down 0.093 0.559 0.855 0.676 b = climbing up 0.044 0.226 0.600 0.328 c = jumping 0.003 0.982 0.915 0.947 d = lying 0.146 0.583 0.993 0.735 e = standing 0.014 0.723 0.206 0.321 f = sitting 0.016 0.874 0.692 0.772 g = running 0.022 0.797 0.509 0.621 h = walking ------------------------------------------------------- 0.048 0.739 0.683 0.667 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.767 0.624 0.688 a = climbing down 0.098 0.552 0.880 0.679 b = climbing up 0.034 0.257 0.544 0.349 c = jumping 0.003 0.982 0.915 0.947 d = lying 0.149 0.579 0.992 0.731 e = standing 0.014 0.717 0.195 0.307 f = sitting 0.017 0.878 0.763 0.816 g = running 0.019 0.811 0.493 0.613 h = walking ------------------------------------------------------- 0.048 0.742 0.691 0.671 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.792 0.613 0.691 a = climbing down 0.102 0.547 0.897 0.680 b = climbing up 0.026 0.347 0.644 0.451 c = jumping 0.003 0.982 0.915 0.947 d = lying 0.149 0.579 0.992 0.731 e = standing 0.014 0.717 0.195 0.307 f = sitting 0.015 0.900 0.818 0.857 g = running 0.019 0.813 0.486 0.609 h = walking ------------------------------------------------------- 0.048 0.749 0.700 0.679 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.795 0.617 0.695 a = climbing down 0.101 0.553 0.905 0.686 b = climbing up 0.019 0.451 0.711 0.552 c = jumping 0.003 0.982 0.915 0.947 d = lying 0.149 0.579 0.992 0.731 e = standing 0.014 0.717 0.195 0.307 f = sitting 0.013 0.914 0.869 0.891 g = running 0.018 0.818 0.489 0.613 h = walking ------------------------------------------------------- 0.047 0.755 0.711 0.688 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.806 0.624 0.703 a = climbing down 0.099 0.558 0.905 0.691 b = climbing up 0.011 0.619 0.811 0.702 c = jumping 0.003 0.982 0.915 0.947 d = lying 0.150 0.577 0.995 0.730 e = standing 0.014 0.717 0.188 0.298 f = sitting 0.011 0.933 0.924 0.928 g = running 0.018 0.828 0.509 0.631 h = walking ------------------------------------------------------- 0.046 0.765 0.724 0.699 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.542 0.611 0.574 a = climbing down 0.002 0.974 0.464 0.629 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.000 0.998 0.849 0.917 d = lying 0.200 0.452 1.000 0.622 e = standing 0.005 0.564 0.036 0.069 f = sitting 0.003 0.985 1.000 0.992 g = running 0.093 0.653 0.871 0.746 h = walking ------------------------------------------------------- 0.048 0.757 0.706 0.665 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.762 0.543 0.634 a = climbing down 0.002 0.974 0.467 0.631 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.000 0.998 0.860 0.924 d = lying 0.202 0.450 1.000 0.621 e = standing 0.003 0.643 0.030 0.057 f = sitting 0.002 0.990 1.000 0.995 g = running 0.105 0.655 0.984 0.786 h = walking ------------------------------------------------------- 0.048 0.786 0.722 0.676 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.787 0.600 0.681 a = climbing down 0.002 0.974 0.469 0.633 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 0.998 0.862 0.925 d = lying 0.202 0.450 1.000 0.621 e = standing 0.003 0.654 0.028 0.054 f = sitting 0.001 0.993 1.000 0.997 g = running 0.101 0.664 0.984 0.793 h = walking ------------------------------------------------------- 0.047 0.791 0.727 0.681 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.778 0.581 0.665 a = climbing down 0.002 0.974 0.464 0.629 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.001 0.996 0.865 0.926 d = lying 0.202 0.450 1.000 0.621 e = standing 0.003 0.625 0.025 0.048 f = sitting 0.001 0.993 1.000 0.997 g = running 0.103 0.660 0.984 0.790 h = walking ------------------------------------------------------- 0.048 0.785 0.725 0.678 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.779 0.600 0.678 a = climbing down 0.002 0.974 0.464 0.629 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 0.998 0.863 0.926 d = lying 0.202 0.449 1.000 0.620 e = standing 0.003 0.565 0.022 0.042 f = sitting 0.001 0.993 1.000 0.997 g = running 0.101 0.663 0.983 0.792 h = walking ------------------------------------------------------- 0.048 0.776 0.725 0.678 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.776 0.562 0.652 a = climbing down 0.002 0.974 0.462 0.627 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.000 0.998 0.862 0.925 d = lying 0.202 0.449 1.000 0.620 e = standing 0.003 0.625 0.025 0.048 f = sitting 0.001 0.993 1.000 0.997 g = running 0.104 0.657 0.988 0.789 h = walking ------------------------------------------------------- 0.048 0.785 0.723 0.676 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.065 0.387 0.553 0.455 a = climbing down 0.003 0.946 0.335 0.495 b = climbing up 0.000 1.000 0.687 0.814 c = jumping 0.012 0.940 0.992 0.965 d = lying 0.156 0.513 1.000 0.678 e = standing 0.000 1.000 0.097 0.176 f = sitting 0.009 0.951 1.000 0.975 g = running 0.084 0.680 0.881 0.767 h = walking ------------------------------------------------------- 0.045 0.811 0.714 0.670 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.050 0.447 0.550 0.493 a = climbing down 0.003 0.940 0.328 0.487 b = climbing up 0.000 1.000 0.759 0.863 c = jumping 0.011 0.943 0.992 0.967 d = lying 0.153 0.518 1.000 0.683 e = standing 0.000 1.000 0.118 0.212 f = sitting 0.007 0.961 1.000 0.980 g = running 0.087 0.692 0.956 0.803 h = walking ------------------------------------------------------- 0.043 0.819 0.731 0.686 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.048 0.482 0.607 0.537 a = climbing down 0.003 0.945 0.326 0.485 b = climbing up 0.001 0.960 0.867 0.911 c = jumping 0.010 0.951 0.992 0.971 d = lying 0.160 0.508 1.000 0.673 e = standing 0.000 1.000 0.090 0.165 f = sitting 0.005 0.973 0.995 0.984 g = running 0.082 0.705 0.967 0.816 h = walking ------------------------------------------------------- 0.043 0.825 0.734 0.685 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.048 0.483 0.611 0.540 a = climbing down 0.003 0.945 0.326 0.485 b = climbing up 0.002 0.925 0.892 0.908 c = jumping 0.010 0.948 0.992 0.969 d = lying 0.159 0.509 1.000 0.674 e = standing 0.000 1.000 0.090 0.165 f = sitting 0.004 0.977 0.990 0.983 g = running 0.080 0.712 0.975 0.823 h = walking ------------------------------------------------------- 0.042 0.826 0.735 0.686 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.044 0.508 0.615 0.556 a = climbing down 0.003 0.946 0.331 0.490 b = climbing up 0.001 0.949 0.892 0.919 c = jumping 0.010 0.948 0.992 0.969 d = lying 0.161 0.506 1.000 0.672 e = standing 0.000 1.000 0.082 0.151 f = sitting 0.004 0.977 0.993 0.985 g = running 0.081 0.713 0.991 0.829 h = walking ------------------------------------------------------- 0.042 0.828 0.738 0.687 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.043 0.521 0.622 0.567 a = climbing down 0.003 0.945 0.326 0.485 b = climbing up 0.001 0.949 0.892 0.919 c = jumping 0.008 0.957 0.992 0.974 d = lying 0.167 0.496 1.000 0.663 e = standing 0.000 1.000 0.057 0.107 f = sitting 0.004 0.977 0.993 0.985 g = running 0.081 0.714 0.998 0.833 h = walking ------------------------------------------------------- 0.043 0.829 0.735 0.680 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.363 0.158 0.220 a = climbing down 0.283 0.294 0.714 0.416 b = climbing up 0.110 0.164 1.000 0.281 c = jumping 0.160 0.519 0.960 0.674 d = lying 0.075 0.490 0.514 0.501 e = standing 0.000 0.750 0.005 0.011 f = sitting 0.000 1.000 0.145 0.253 g = running 0.051 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.088 0.480 0.372 0.294 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.352 0.129 0.189 a = climbing down 0.282 0.300 0.734 0.426 b = climbing up 0.116 0.154 0.989 0.267 c = jumping 0.041 0.805 0.949 0.871 d = lying 0.136 0.484 0.910 0.632 e = standing 0.000 0.750 0.005 0.011 f = sitting 0.000 0.985 0.103 0.186 g = running 0.057 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.078 0.520 0.412 0.328 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.327 0.103 0.157 a = climbing down 0.284 0.306 0.758 0.436 b = climbing up 0.121 0.149 0.989 0.259 c = jumping 0.010 0.943 0.948 0.945 d = lying 0.157 0.464 0.973 0.629 e = standing 0.000 0.750 0.005 0.011 f = sitting 0.000 0.978 0.072 0.135 g = running 0.059 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.076 0.535 0.416 0.328 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.395 0.095 0.153 a = climbing down 0.285 0.332 0.859 0.479 b = climbing up 0.121 0.149 0.989 0.259 c = jumping 0.002 0.990 0.948 0.968 d = lying 0.162 0.464 0.998 0.633 e = standing 0.000 0.750 0.005 0.011 f = sitting 0.000 0.978 0.071 0.132 g = running 0.052 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.554 0.432 0.338 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.453 0.097 0.160 a = climbing down 0.284 0.337 0.877 0.487 b = climbing up 0.117 0.153 0.989 0.265 c = jumping 0.001 0.992 0.948 0.969 d = lying 0.162 0.464 1.000 0.634 e = standing 0.000 0.750 0.005 0.011 f = sitting 0.000 0.983 0.095 0.173 g = running 0.053 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.073 0.563 0.438 0.346 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.612 0.083 0.146 a = climbing down 0.290 0.351 0.952 0.513 b = climbing up 0.121 0.149 0.989 0.259 c = jumping 0.001 0.992 0.941 0.966 d = lying 0.163 0.462 1.000 0.632 e = standing 0.000 0.750 0.005 0.011 f = sitting 0.000 0.977 0.069 0.129 g = running 0.046 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.072 0.582 0.443 0.341 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.498 0.267 0.347 a = climbing down 0.268 0.330 0.802 0.468 b = climbing up 0.036 0.367 0.988 0.535 c = jumping 0.136 0.558 0.957 0.705 d = lying 0.053 0.616 0.608 0.612 e = standing 0.034 0.000 0.000 0.000 f = sitting 0.000 0.997 0.566 0.722 g = running 0.048 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.082 0.424 0.471 0.409 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.518 0.259 0.345 a = climbing down 0.269 0.331 0.809 0.469 b = climbing up 0.061 0.256 1.000 0.408 c = jumping 0.103 0.624 0.957 0.755 d = lying 0.074 0.562 0.680 0.616 e = standing 0.034 0.000 0.000 0.000 f = sitting 0.000 1.000 0.402 0.573 g = running 0.051 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.081 0.428 0.455 0.392 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.553 0.240 0.335 a = climbing down 0.277 0.338 0.858 0.485 b = climbing up 0.065 0.243 1.000 0.391 c = jumping 0.091 0.653 0.955 0.776 d = lying 0.081 0.556 0.722 0.628 e = standing 0.034 0.000 0.000 0.000 f = sitting 0.000 1.000 0.373 0.543 g = running 0.044 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.079 0.436 0.460 0.393 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.581 0.188 0.284 a = climbing down 0.280 0.346 0.901 0.500 b = climbing up 0.079 0.209 1.000 0.346 c = jumping 0.042 0.801 0.940 0.865 d = lying 0.127 0.455 0.753 0.567 e = standing 0.034 0.000 0.000 0.000 f = sitting 0.000 1.000 0.281 0.438 g = running 0.050 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.078 0.450 0.448 0.379 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.584 0.182 0.277 a = climbing down 0.279 0.348 0.906 0.503 b = climbing up 0.101 0.172 1.000 0.293 c = jumping 0.006 0.966 0.916 0.940 d = lying 0.165 0.391 0.757 0.516 e = standing 0.034 0.000 0.000 0.000 f = sitting 0.000 1.000 0.139 0.244 g = running 0.051 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.078 0.468 0.424 0.353 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.592 0.170 0.264 a = climbing down 0.279 0.351 0.916 0.508 b = climbing up 0.108 0.163 1.000 0.281 c = jumping 0.006 0.966 0.916 0.940 d = lying 0.165 0.391 0.757 0.516 e = standing 0.034 0.000 0.000 0.000 f = sitting 0.000 1.000 0.097 0.176 g = running 0.053 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.078 0.469 0.417 0.342 Weighted Avg. >> headupperarm >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.030 0.734 0.642 0.685 a = climbing down 0.027 0.827 0.700 0.758 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.007 0.959 0.972 0.965 d = lying 0.153 0.355 0.556 0.434 e = standing 0.067 0.269 0.135 0.180 f = sitting 0.000 0.998 0.866 0.927 g = running 0.075 0.680 0.950 0.793 h = walking ------------------------------------------------------- 0.050 0.694 0.691 0.681 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.746 0.642 0.690 a = climbing down 0.025 0.836 0.695 0.759 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.006 0.964 0.972 0.968 d = lying 0.153 0.355 0.556 0.433 e = standing 0.068 0.264 0.134 0.178 f = sitting 0.000 0.998 0.879 0.935 g = running 0.077 0.677 0.955 0.792 h = walking ------------------------------------------------------- 0.049 0.696 0.693 0.683 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.028 0.752 0.650 0.697 a = climbing down 0.026 0.834 0.714 0.769 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.010 0.945 0.970 0.958 d = lying 0.153 0.358 0.564 0.438 e = standing 0.064 0.271 0.131 0.176 f = sitting 0.000 0.998 0.883 0.937 g = running 0.071 0.693 0.955 0.803 h = walking ------------------------------------------------------- 0.049 0.697 0.697 0.686 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.773 0.671 0.718 a = climbing down 0.024 0.844 0.720 0.777 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.009 0.947 0.970 0.958 d = lying 0.153 0.361 0.571 0.442 e = standing 0.063 0.276 0.132 0.179 f = sitting 0.000 0.998 0.894 0.943 g = running 0.069 0.698 0.953 0.806 h = walking ------------------------------------------------------- 0.048 0.703 0.703 0.692 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.795 0.675 0.730 a = climbing down 0.023 0.849 0.713 0.775 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.010 0.945 0.970 0.958 d = lying 0.153 0.360 0.569 0.441 e = standing 0.063 0.276 0.132 0.179 f = sitting 0.000 0.998 0.918 0.956 g = running 0.070 0.695 0.955 0.805 h = walking ------------------------------------------------------- 0.047 0.706 0.706 0.694 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.833 0.679 0.748 a = climbing down 0.024 0.847 0.725 0.781 b = climbing up 0.000 1.000 0.986 0.993 c = jumping 0.008 0.956 0.970 0.963 d = lying 0.153 0.362 0.575 0.444 e = standing 0.064 0.270 0.131 0.176 f = sitting 0.000 0.998 0.946 0.972 g = running 0.067 0.706 0.955 0.812 h = walking ------------------------------------------------------- 0.046 0.712 0.713 0.701 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.943 0.657 0.774 a = climbing down 0.024 0.823 0.607 0.699 b = climbing up 0.000 1.000 0.940 0.969 c = jumping 0.007 0.958 0.943 0.950 d = lying 0.172 0.330 0.559 0.415 e = standing 0.070 0.085 0.036 0.051 f = sitting 0.001 0.993 1.000 0.997 g = running 0.091 0.643 0.980 0.776 h = walking ------------------------------------------------------- 0.052 0.679 0.682 0.665 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.940 0.659 0.775 a = climbing down 0.024 0.821 0.613 0.702 b = climbing up 0.000 1.000 0.940 0.969 c = jumping 0.008 0.955 0.947 0.951 d = lying 0.172 0.333 0.568 0.420 e = standing 0.068 0.085 0.034 0.049 f = sitting 0.001 0.993 1.000 0.997 g = running 0.089 0.648 0.980 0.780 h = walking ------------------------------------------------------- 0.051 0.679 0.685 0.666 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.943 0.661 0.777 a = climbing down 0.024 0.827 0.643 0.723 b = climbing up 0.000 1.000 0.940 0.969 c = jumping 0.008 0.955 0.947 0.951 d = lying 0.172 0.334 0.570 0.421 e = standing 0.067 0.088 0.036 0.051 f = sitting 0.001 0.993 1.000 0.997 g = running 0.083 0.663 0.980 0.791 h = walking ------------------------------------------------------- 0.050 0.683 0.690 0.672 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.936 0.678 0.786 a = climbing down 0.022 0.835 0.629 0.717 b = climbing up 0.000 1.000 0.940 0.969 c = jumping 0.007 0.958 0.947 0.952 d = lying 0.173 0.325 0.553 0.410 e = standing 0.071 0.064 0.027 0.038 f = sitting 0.001 0.993 1.000 0.997 g = running 0.085 0.660 0.980 0.788 h = walking ------------------------------------------------------- 0.051 0.679 0.686 0.668 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.940 0.688 0.795 a = climbing down 0.022 0.840 0.652 0.734 b = climbing up 0.000 1.000 0.940 0.969 c = jumping 0.007 0.958 0.947 0.952 d = lying 0.173 0.324 0.549 0.408 e = standing 0.071 0.064 0.027 0.037 f = sitting 0.001 0.993 1.000 0.997 g = running 0.079 0.675 0.982 0.800 h = walking ------------------------------------------------------- 0.050 0.682 0.691 0.673 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.942 0.714 0.812 a = climbing down 0.021 0.852 0.658 0.743 b = climbing up 0.000 1.000 0.940 0.969 c = jumping 0.008 0.953 0.947 0.950 d = lying 0.174 0.323 0.549 0.407 e = standing 0.070 0.057 0.023 0.033 f = sitting 0.001 0.993 1.000 0.997 g = running 0.076 0.685 0.985 0.808 h = walking ------------------------------------------------------- 0.050 0.684 0.694 0.677 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.143 0.461 0.882 0.606 a = climbing down 0.054 0.627 0.665 0.645 b = climbing up 0.000 0.987 0.938 0.962 c = jumping 0.017 0.903 0.993 0.946 d = lying 0.055 0.766 0.979 0.859 e = standing 0.004 0.951 0.549 0.696 f = sitting 0.003 0.982 0.998 0.990 g = running 0.014 0.683 0.159 0.258 h = walking ------------------------------------------------------- 0.038 0.780 0.747 0.720 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.147 0.455 0.884 0.601 a = climbing down 0.048 0.641 0.630 0.636 b = climbing up 0.000 0.988 0.975 0.981 c = jumping 0.016 0.906 0.996 0.949 d = lying 0.048 0.792 0.979 0.875 e = standing 0.004 0.957 0.599 0.737 f = sitting 0.002 0.987 0.998 0.992 g = running 0.016 0.669 0.179 0.282 h = walking ------------------------------------------------------- 0.037 0.785 0.754 0.732 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.146 0.459 0.888 0.605 a = climbing down 0.047 0.651 0.645 0.648 b = climbing up 0.000 1.000 0.975 0.988 c = jumping 0.016 0.908 0.996 0.950 d = lying 0.047 0.794 0.979 0.876 e = standing 0.004 0.958 0.605 0.741 f = sitting 0.002 0.987 1.000 0.993 g = running 0.015 0.699 0.187 0.295 h = walking ------------------------------------------------------- 0.036 0.792 0.759 0.737 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.163 0.433 0.897 0.584 a = climbing down 0.040 0.682 0.632 0.656 b = climbing up 0.000 1.000 0.975 0.988 c = jumping 0.015 0.913 0.996 0.953 d = lying 0.047 0.795 0.979 0.877 e = standing 0.004 0.958 0.612 0.747 f = sitting 0.002 0.987 1.000 0.993 g = running 0.013 0.667 0.141 0.233 h = walking ------------------------------------------------------- 0.037 0.789 0.752 0.727 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.173 0.417 0.893 0.569 a = climbing down 0.037 0.703 0.641 0.670 b = climbing up 0.000 1.000 0.975 0.988 c = jumping 0.013 0.925 0.996 0.959 d = lying 0.047 0.796 0.980 0.879 e = standing 0.004 0.962 0.629 0.761 f = sitting 0.002 0.988 1.000 0.994 g = running 0.011 0.644 0.110 0.188 h = walking ------------------------------------------------------- 0.037 0.788 0.750 0.723 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.171 0.419 0.886 0.569 a = climbing down 0.040 0.692 0.662 0.677 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.012 0.928 0.996 0.961 d = lying 0.042 0.812 0.982 0.889 e = standing 0.004 0.967 0.662 0.786 f = sitting 0.002 0.990 1.000 0.995 g = running 0.011 0.621 0.097 0.168 h = walking ------------------------------------------------------- 0.036 0.788 0.755 0.726 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.154 0.421 0.807 0.553 a = climbing down 0.094 0.398 0.456 0.425 b = climbing up 0.002 0.915 0.938 0.926 c = jumping 0.020 0.888 1.000 0.941 d = lying 0.035 0.841 0.990 0.910 e = standing 0.002 0.983 0.657 0.788 f = sitting 0.004 0.980 0.973 0.976 g = running 0.013 0.589 0.104 0.177 h = walking ------------------------------------------------------- 0.041 0.746 0.718 0.692 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.155 0.418 0.803 0.550 a = climbing down 0.097 0.394 0.462 0.425 b = climbing up 0.001 0.938 0.950 0.944 c = jumping 0.020 0.888 1.000 0.941 d = lying 0.032 0.850 0.992 0.915 e = standing 0.001 0.986 0.670 0.798 f = sitting 0.003 0.981 0.976 0.979 g = running 0.012 0.570 0.088 0.152 h = walking ------------------------------------------------------- 0.041 0.744 0.718 0.691 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.160 0.413 0.807 0.546 a = climbing down 0.094 0.410 0.479 0.442 b = climbing up 0.001 0.940 0.975 0.957 c = jumping 0.020 0.886 1.000 0.940 d = lying 0.033 0.847 0.995 0.915 e = standing 0.001 0.991 0.663 0.795 f = sitting 0.003 0.985 0.976 0.980 g = running 0.010 0.590 0.076 0.135 h = walking ------------------------------------------------------- 0.041 0.749 0.719 0.689 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.155 0.419 0.803 0.551 a = climbing down 0.099 0.402 0.488 0.441 b = climbing up 0.001 0.941 1.000 0.970 c = jumping 0.021 0.883 1.000 0.938 d = lying 0.034 0.844 0.995 0.914 e = standing 0.001 0.991 0.655 0.789 f = sitting 0.002 0.988 0.976 0.982 g = running 0.009 0.592 0.074 0.132 h = walking ------------------------------------------------------- 0.041 0.749 0.719 0.689 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.149 0.428 0.801 0.558 a = climbing down 0.103 0.414 0.533 0.466 b = climbing up 0.001 0.941 1.000 0.970 c = jumping 0.017 0.904 1.000 0.950 d = lying 0.028 0.870 0.997 0.929 e = standing 0.001 0.995 0.722 0.837 f = sitting 0.002 0.988 0.976 0.982 g = running 0.008 0.597 0.061 0.111 h = walking ------------------------------------------------------- 0.039 0.760 0.731 0.700 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.144 0.436 0.801 0.565 a = climbing down 0.105 0.422 0.564 0.482 b = climbing up 0.001 0.941 1.000 0.970 c = jumping 0.016 0.909 1.000 0.952 d = lying 0.024 0.885 0.995 0.937 e = standing 0.001 0.992 0.750 0.855 f = sitting 0.002 0.988 0.976 0.982 g = running 0.007 0.589 0.055 0.100 h = walking ------------------------------------------------------- 0.038 0.763 0.737 0.705 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.035 0.722 0.751 0.736 a = climbing down 0.152 0.487 0.914 0.635 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.002 0.986 0.934 0.959 d = lying 0.015 0.874 0.654 0.748 e = standing 0.065 0.646 0.879 0.745 f = sitting 0.001 0.996 0.683 0.811 g = running 0.009 0.918 0.511 0.657 h = walking ------------------------------------------------------- 0.036 0.825 0.758 0.764 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.883 0.735 0.802 a = climbing down 0.161 0.474 0.919 0.626 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.002 0.987 0.945 0.965 d = lying 0.015 0.874 0.654 0.748 e = standing 0.063 0.653 0.879 0.749 f = sitting 0.000 0.998 0.682 0.810 g = running 0.011 0.906 0.589 0.714 h = walking ------------------------------------------------------- 0.035 0.840 0.771 0.780 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.866 0.757 0.808 a = climbing down 0.128 0.522 0.888 0.658 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.002 0.988 0.935 0.961 d = lying 0.014 0.885 0.683 0.771 e = standing 0.060 0.666 0.887 0.761 f = sitting 0.000 0.998 0.682 0.810 g = running 0.016 0.895 0.742 0.811 h = walking ------------------------------------------------------- 0.031 0.846 0.796 0.805 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.908 0.744 0.818 a = climbing down 0.120 0.535 0.877 0.664 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.991 0.932 0.961 d = lying 0.017 0.879 0.770 0.821 e = standing 0.047 0.715 0.871 0.785 f = sitting 0.000 0.998 0.682 0.810 g = running 0.022 0.870 0.800 0.834 h = walking ------------------------------------------------------- 0.029 0.854 0.812 0.820 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.932 0.722 0.813 a = climbing down 0.119 0.545 0.905 0.680 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.002 0.990 0.932 0.960 d = lying 0.017 0.884 0.807 0.844 e = standing 0.041 0.740 0.869 0.799 f = sitting 0.000 0.998 0.682 0.810 g = running 0.019 0.889 0.827 0.857 h = walking ------------------------------------------------------- 0.027 0.864 0.823 0.830 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.930 0.731 0.818 a = climbing down 0.107 0.568 0.889 0.694 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.002 0.990 0.932 0.960 d = lying 0.017 0.886 0.823 0.853 e = standing 0.039 0.752 0.869 0.806 f = sitting 0.000 0.998 0.682 0.810 g = running 0.024 0.871 0.878 0.875 h = walking ------------------------------------------------------- 0.026 0.866 0.831 0.837 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.881 0.858 0.869 a = climbing down 0.079 0.632 0.854 0.727 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 0.981 0.988 d = lying 0.000 1.000 0.767 0.868 e = standing 0.040 0.771 0.994 0.869 f = sitting 0.002 0.990 0.972 0.981 g = running 0.021 0.844 0.617 0.713 h = walking ------------------------------------------------------- 0.021 0.883 0.864 0.865 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.943 0.838 0.887 a = climbing down 0.087 0.618 0.884 0.728 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.981 0.989 d = lying 0.000 1.000 0.783 0.878 e = standing 0.037 0.783 0.996 0.877 f = sitting 0.001 0.995 0.904 0.948 g = running 0.020 0.868 0.695 0.772 h = walking ------------------------------------------------------- 0.020 0.894 0.869 0.873 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.945 0.836 0.887 a = climbing down 0.082 0.630 0.882 0.735 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.000 1.000 0.794 0.885 e = standing 0.035 0.791 1.000 0.883 f = sitting 0.001 0.995 0.894 0.942 g = running 0.020 0.872 0.734 0.797 h = walking ------------------------------------------------------- 0.019 0.898 0.875 0.879 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.952 0.831 0.887 a = climbing down 0.065 0.676 0.858 0.756 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.000 1.000 0.860 0.925 e = standing 0.025 0.842 1.000 0.914 f = sitting 0.001 0.995 0.896 0.943 g = running 0.027 0.850 0.818 0.834 h = walking ------------------------------------------------------- 0.017 0.908 0.894 0.897 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.952 0.829 0.886 a = climbing down 0.059 0.697 0.851 0.766 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.000 1.000 0.939 0.968 e = standing 0.013 0.913 1.000 0.954 f = sitting 0.001 0.995 0.896 0.943 g = running 0.028 0.847 0.852 0.850 h = walking ------------------------------------------------------- 0.015 0.918 0.909 0.911 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.954 0.831 0.888 a = climbing down 0.052 0.715 0.814 0.761 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.979 0.989 d = lying 0.000 0.998 0.965 0.981 e = standing 0.009 0.939 1.000 0.969 f = sitting 0.001 0.995 0.887 0.938 g = running 0.036 0.823 0.895 0.858 h = walking ------------------------------------------------------- 0.014 0.920 0.912 0.914 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.811 0.457 0.585 a = climbing down 0.118 0.602 0.937 0.733 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.011 0.920 0.821 0.868 d = lying 0.087 0.503 0.777 0.610 e = standing 0.038 0.523 0.329 0.404 f = sitting 0.004 0.983 0.867 0.921 g = running 0.030 0.781 0.755 0.768 h = walking ------------------------------------------------------- 0.040 0.767 0.737 0.733 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.819 0.444 0.576 a = climbing down 0.115 0.609 0.941 0.740 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.011 0.919 0.826 0.870 d = lying 0.086 0.502 0.773 0.609 e = standing 0.037 0.524 0.329 0.404 f = sitting 0.004 0.984 0.872 0.925 g = running 0.029 0.792 0.788 0.790 h = walking ------------------------------------------------------- 0.039 0.770 0.741 0.736 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.814 0.459 0.587 a = climbing down 0.103 0.633 0.929 0.753 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.011 0.919 0.828 0.871 d = lying 0.088 0.502 0.787 0.613 e = standing 0.035 0.530 0.317 0.397 f = sitting 0.004 0.985 0.875 0.927 g = running 0.032 0.789 0.843 0.815 h = walking ------------------------------------------------------- 0.038 0.774 0.749 0.743 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.821 0.467 0.596 a = climbing down 0.097 0.646 0.928 0.761 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.011 0.919 0.828 0.871 d = lying 0.088 0.504 0.792 0.616 e = standing 0.035 0.535 0.319 0.400 f = sitting 0.004 0.986 0.883 0.932 g = running 0.032 0.794 0.866 0.828 h = walking ------------------------------------------------------- 0.036 0.779 0.755 0.749 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.819 0.469 0.596 a = climbing down 0.094 0.652 0.923 0.764 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.011 0.921 0.828 0.872 d = lying 0.090 0.499 0.792 0.612 e = standing 0.034 0.538 0.314 0.396 f = sitting 0.004 0.985 0.883 0.931 g = running 0.031 0.800 0.890 0.842 h = walking ------------------------------------------------------- 0.036 0.780 0.757 0.751 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.832 0.464 0.596 a = climbing down 0.088 0.668 0.927 0.777 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.011 0.916 0.828 0.870 d = lying 0.087 0.507 0.794 0.619 e = standing 0.034 0.550 0.329 0.411 f = sitting 0.004 0.986 0.897 0.939 g = running 0.033 0.796 0.907 0.848 h = walking ------------------------------------------------------- 0.035 0.785 0.764 0.757 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.801 0.411 0.543 a = climbing down 0.111 0.606 0.897 0.723 b = climbing up 0.000 0.982 0.846 0.909 c = jumping 0.002 0.984 0.902 0.941 d = lying 0.096 0.485 0.798 0.603 e = standing 0.033 0.483 0.244 0.324 f = sitting 0.005 0.981 0.917 0.948 g = running 0.034 0.763 0.785 0.774 h = walking ------------------------------------------------------- 0.039 0.765 0.741 0.732 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.817 0.419 0.554 a = climbing down 0.104 0.624 0.905 0.739 b = climbing up 0.000 0.983 0.877 0.927 c = jumping 0.002 0.982 0.910 0.945 d = lying 0.097 0.480 0.792 0.597 e = standing 0.032 0.486 0.238 0.320 f = sitting 0.005 0.983 0.922 0.952 g = running 0.036 0.761 0.806 0.783 h = walking ------------------------------------------------------- 0.038 0.770 0.748 0.737 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.814 0.431 0.563 a = climbing down 0.087 0.660 0.891 0.759 b = climbing up 0.000 0.983 0.877 0.927 c = jumping 0.003 0.981 0.919 0.949 d = lying 0.098 0.476 0.785 0.593 e = standing 0.031 0.488 0.235 0.317 f = sitting 0.005 0.982 0.944 0.963 g = running 0.039 0.753 0.849 0.798 h = walking ------------------------------------------------------- 0.036 0.774 0.758 0.746 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.817 0.434 0.567 a = climbing down 0.081 0.679 0.901 0.775 b = climbing up 0.000 0.983 0.908 0.944 c = jumping 0.002 0.982 0.919 0.949 d = lying 0.099 0.475 0.789 0.593 e = standing 0.030 0.488 0.229 0.312 f = sitting 0.005 0.982 0.950 0.965 g = running 0.039 0.759 0.867 0.809 h = walking ------------------------------------------------------- 0.035 0.778 0.763 0.750 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.826 0.429 0.565 a = climbing down 0.080 0.684 0.906 0.780 b = climbing up 0.000 0.983 0.908 0.944 c = jumping 0.003 0.981 0.919 0.949 d = lying 0.094 0.483 0.777 0.596 e = standing 0.032 0.509 0.263 0.347 f = sitting 0.006 0.979 0.947 0.962 g = running 0.039 0.762 0.880 0.817 h = walking ------------------------------------------------------- 0.034 0.782 0.767 0.755 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.818 0.436 0.569 a = climbing down 0.076 0.691 0.898 0.781 b = climbing up 0.000 0.984 0.969 0.977 c = jumping 0.003 0.981 0.919 0.949 d = lying 0.094 0.483 0.777 0.596 e = standing 0.032 0.509 0.263 0.347 f = sitting 0.005 0.982 0.950 0.966 g = running 0.040 0.759 0.886 0.818 h = walking ------------------------------------------------------- 0.034 0.783 0.769 0.757 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.131 0.379 0.709 0.494 a = climbing down 0.068 0.608 0.773 0.681 b = climbing up 0.000 1.000 0.094 0.172 c = jumping 0.085 0.584 0.829 0.685 d = lying 0.037 0.776 0.932 0.847 e = standing 0.030 0.628 0.297 0.403 f = sitting 0.028 0.911 0.987 0.948 g = running 0.013 0.411 0.056 0.099 h = walking ------------------------------------------------------- 0.049 0.652 0.656 0.609 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.140 0.370 0.726 0.490 a = climbing down 0.062 0.639 0.804 0.712 b = climbing up 0.000 1.000 0.094 0.172 c = jumping 0.085 0.583 0.829 0.685 d = lying 0.038 0.773 0.936 0.847 e = standing 0.030 0.627 0.291 0.398 f = sitting 0.028 0.911 0.986 0.947 g = running 0.009 0.375 0.032 0.059 h = walking ------------------------------------------------------- 0.049 0.649 0.658 0.606 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.151 0.356 0.739 0.481 a = climbing down 0.053 0.673 0.802 0.732 b = climbing up 0.000 1.000 0.094 0.172 c = jumping 0.088 0.578 0.833 0.682 d = lying 0.039 0.768 0.936 0.844 e = standing 0.029 0.622 0.275 0.381 f = sitting 0.028 0.911 0.988 0.948 g = running 0.006 0.405 0.023 0.043 h = walking ------------------------------------------------------- 0.049 0.654 0.656 0.602 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.152 0.354 0.737 0.478 a = climbing down 0.053 0.673 0.809 0.735 b = climbing up 0.000 1.000 0.094 0.172 c = jumping 0.087 0.580 0.831 0.683 d = lying 0.041 0.762 0.936 0.840 e = standing 0.028 0.624 0.275 0.382 f = sitting 0.028 0.911 0.988 0.948 g = running 0.005 0.357 0.015 0.029 h = walking ------------------------------------------------------- 0.049 0.647 0.655 0.600 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.162 0.342 0.746 0.469 a = climbing down 0.042 0.724 0.820 0.769 b = climbing up 0.000 1.000 0.094 0.172 c = jumping 0.087 0.580 0.834 0.685 d = lying 0.040 0.763 0.936 0.840 e = standing 0.028 0.628 0.275 0.382 f = sitting 0.028 0.911 0.988 0.948 g = running 0.004 0.318 0.011 0.021 h = walking ------------------------------------------------------- 0.048 0.647 0.657 0.602 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.161 0.338 0.724 0.461 a = climbing down 0.043 0.728 0.853 0.785 b = climbing up 0.000 1.000 0.094 0.172 c = jumping 0.087 0.580 0.840 0.686 d = lying 0.042 0.756 0.938 0.837 e = standing 0.027 0.627 0.263 0.370 f = sitting 0.028 0.911 0.988 0.948 g = running 0.003 0.333 0.008 0.015 h = walking ------------------------------------------------------- 0.048 0.648 0.658 0.600 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.163 0.384 0.903 0.539 a = climbing down 0.037 0.703 0.642 0.671 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.062 0.664 0.843 0.743 d = lying 0.063 0.664 0.905 0.766 e = standing 0.028 0.652 0.305 0.416 f = sitting 0.031 0.902 0.991 0.944 g = running 0.011 0.236 0.020 0.037 h = walking ------------------------------------------------------- 0.049 0.619 0.654 0.599 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.164 0.384 0.908 0.540 a = climbing down 0.037 0.704 0.653 0.677 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.060 0.671 0.848 0.749 d = lying 0.065 0.660 0.911 0.765 e = standing 0.027 0.665 0.305 0.418 f = sitting 0.031 0.903 0.991 0.945 g = running 0.008 0.256 0.017 0.032 h = walking ------------------------------------------------------- 0.048 0.624 0.657 0.601 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.167 0.383 0.920 0.541 a = climbing down 0.033 0.733 0.673 0.701 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.062 0.666 0.848 0.746 d = lying 0.065 0.661 0.911 0.766 e = standing 0.027 0.659 0.298 0.410 f = sitting 0.030 0.904 0.991 0.946 g = running 0.006 0.258 0.012 0.023 h = walking ------------------------------------------------------- 0.048 0.627 0.659 0.601 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.173 0.376 0.925 0.535 a = climbing down 0.028 0.765 0.676 0.718 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.060 0.672 0.850 0.750 d = lying 0.065 0.661 0.909 0.765 e = standing 0.027 0.666 0.307 0.420 f = sitting 0.031 0.903 0.991 0.945 g = running 0.005 0.217 0.008 0.015 h = walking ------------------------------------------------------- 0.048 0.626 0.660 0.603 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.170 0.379 0.923 0.537 a = climbing down 0.027 0.779 0.713 0.745 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.059 0.676 0.848 0.752 d = lying 0.065 0.661 0.912 0.766 e = standing 0.026 0.672 0.313 0.427 f = sitting 0.031 0.903 0.991 0.945 g = running 0.003 0.235 0.006 0.012 h = walking ------------------------------------------------------- 0.047 0.632 0.665 0.607 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.164 0.387 0.918 0.545 a = climbing down 0.030 0.775 0.756 0.765 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.059 0.674 0.850 0.752 d = lying 0.065 0.661 0.914 0.767 e = standing 0.026 0.674 0.310 0.424 f = sitting 0.030 0.904 0.991 0.946 g = running 0.003 0.214 0.005 0.009 h = walking ------------------------------------------------------- 0.047 0.629 0.670 0.610 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.048 0.539 0.475 0.505 a = climbing down 0.074 0.613 0.898 0.729 b = climbing up 0.000 1.000 0.870 0.930 c = jumping 0.033 0.830 0.974 0.896 d = lying 0.018 0.846 0.506 0.634 e = standing 0.099 0.549 0.709 0.619 f = sitting 0.004 0.977 0.991 0.984 g = running 0.025 0.811 0.592 0.684 h = walking ------------------------------------------------------- 0.040 0.759 0.739 0.734 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.048 0.543 0.484 0.512 a = climbing down 0.072 0.624 0.910 0.740 b = climbing up 0.000 1.000 0.870 0.930 c = jumping 0.034 0.825 0.973 0.893 d = lying 0.018 0.847 0.496 0.626 e = standing 0.101 0.543 0.706 0.614 f = sitting 0.004 0.977 0.991 0.984 g = running 0.023 0.821 0.597 0.691 h = walking ------------------------------------------------------- 0.040 0.761 0.740 0.734 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.051 0.529 0.484 0.505 a = climbing down 0.070 0.627 0.902 0.740 b = climbing up 0.000 1.000 0.870 0.930 c = jumping 0.035 0.821 0.978 0.892 d = lying 0.017 0.851 0.496 0.627 e = standing 0.101 0.543 0.702 0.613 f = sitting 0.004 0.977 0.991 0.984 g = running 0.024 0.814 0.590 0.684 h = walking ------------------------------------------------------- 0.040 0.759 0.738 0.732 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.051 0.526 0.482 0.503 a = climbing down 0.069 0.629 0.904 0.742 b = climbing up 0.000 1.000 0.870 0.930 c = jumping 0.035 0.821 0.978 0.892 d = lying 0.018 0.843 0.488 0.618 e = standing 0.102 0.538 0.698 0.607 f = sitting 0.004 0.977 0.991 0.984 g = running 0.023 0.823 0.598 0.693 h = walking ------------------------------------------------------- 0.040 0.758 0.737 0.731 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.052 0.531 0.493 0.511 a = climbing down 0.067 0.635 0.896 0.743 b = climbing up 0.000 1.000 0.870 0.930 c = jumping 0.034 0.825 0.976 0.894 d = lying 0.019 0.840 0.491 0.619 e = standing 0.102 0.539 0.701 0.610 f = sitting 0.004 0.977 0.991 0.984 g = running 0.025 0.812 0.598 0.689 h = walking ------------------------------------------------------- 0.040 0.758 0.738 0.733 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.052 0.527 0.489 0.507 a = climbing down 0.069 0.631 0.904 0.743 b = climbing up 0.000 1.000 0.870 0.930 c = jumping 0.033 0.829 0.976 0.896 d = lying 0.020 0.831 0.489 0.616 e = standing 0.102 0.538 0.699 0.608 f = sitting 0.004 0.977 0.988 0.983 g = running 0.024 0.818 0.594 0.688 h = walking ------------------------------------------------------- 0.041 0.757 0.737 0.731 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.830 0.831 0.830 a = climbing down 0.053 0.644 0.741 0.689 b = climbing up 0.000 1.000 0.846 0.917 c = jumping 0.024 0.857 0.897 0.877 d = lying 0.014 0.864 0.432 0.576 e = standing 0.127 0.512 0.781 0.619 f = sitting 0.004 0.980 0.992 0.986 g = running 0.023 0.854 0.758 0.803 h = walking ------------------------------------------------------- 0.037 0.802 0.771 0.769 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.824 0.829 0.826 a = climbing down 0.053 0.641 0.728 0.682 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.024 0.859 0.899 0.878 d = lying 0.016 0.839 0.407 0.548 e = standing 0.131 0.503 0.776 0.611 f = sitting 0.003 0.982 0.992 0.987 g = running 0.024 0.848 0.759 0.801 h = walking ------------------------------------------------------- 0.038 0.795 0.765 0.762 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.823 0.836 0.829 a = climbing down 0.051 0.649 0.733 0.688 b = climbing up 0.000 1.000 0.877 0.934 c = jumping 0.024 0.859 0.901 0.879 d = lying 0.016 0.841 0.420 0.560 e = standing 0.128 0.507 0.773 0.612 f = sitting 0.003 0.983 0.992 0.988 g = running 0.023 0.854 0.764 0.806 h = walking ------------------------------------------------------- 0.037 0.798 0.769 0.767 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.828 0.834 0.831 a = climbing down 0.051 0.655 0.747 0.698 b = climbing up 0.000 1.000 0.877 0.934 c = jumping 0.024 0.861 0.901 0.880 d = lying 0.017 0.831 0.428 0.565 e = standing 0.126 0.511 0.772 0.615 f = sitting 0.003 0.983 0.992 0.988 g = running 0.023 0.859 0.766 0.809 h = walking ------------------------------------------------------- 0.037 0.799 0.772 0.770 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.828 0.836 0.832 a = climbing down 0.051 0.652 0.728 0.688 b = climbing up 0.000 1.000 0.877 0.934 c = jumping 0.024 0.862 0.901 0.881 d = lying 0.019 0.832 0.458 0.591 e = standing 0.120 0.521 0.767 0.621 f = sitting 0.003 0.983 0.992 0.988 g = running 0.025 0.845 0.767 0.804 h = walking ------------------------------------------------------- 0.036 0.798 0.775 0.773 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.829 0.838 0.834 a = climbing down 0.049 0.651 0.709 0.679 b = climbing up 0.000 1.000 0.877 0.934 c = jumping 0.023 0.868 0.901 0.884 d = lying 0.019 0.828 0.461 0.592 e = standing 0.120 0.524 0.770 0.623 f = sitting 0.003 0.983 0.992 0.988 g = running 0.028 0.833 0.772 0.801 h = walking ------------------------------------------------------- 0.036 0.797 0.774 0.773 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.838 0.251 0.387 a = climbing down 0.008 0.711 0.111 0.191 b = climbing up 0.116 0.149 1.000 0.259 c = jumping 0.010 0.908 0.765 0.831 d = lying 0.065 0.654 0.670 0.662 e = standing 0.084 0.496 0.549 0.521 f = sitting 0.002 0.967 0.322 0.484 g = running 0.257 0.359 0.947 0.520 h = walking ------------------------------------------------------- 0.061 0.699 0.512 0.500 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.844 0.245 0.379 a = climbing down 0.005 0.725 0.080 0.144 b = climbing up 0.141 0.126 1.000 0.223 c = jumping 0.009 0.917 0.767 0.836 d = lying 0.065 0.655 0.676 0.665 e = standing 0.083 0.502 0.554 0.527 f = sitting 0.002 0.942 0.178 0.300 g = running 0.265 0.353 0.953 0.515 h = walking ------------------------------------------------------- 0.062 0.698 0.485 0.462 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.835 0.255 0.390 a = climbing down 0.004 0.725 0.059 0.110 b = climbing up 0.145 0.123 1.000 0.218 c = jumping 0.009 0.913 0.771 0.836 d = lying 0.067 0.653 0.681 0.667 e = standing 0.081 0.504 0.546 0.524 f = sitting 0.002 0.934 0.155 0.266 g = running 0.268 0.349 0.947 0.510 h = walking ------------------------------------------------------- 0.062 0.695 0.479 0.452 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.858 0.253 0.391 a = climbing down 0.003 0.745 0.056 0.104 b = climbing up 0.145 0.123 1.000 0.219 c = jumping 0.010 0.912 0.782 0.842 d = lying 0.071 0.645 0.698 0.670 e = standing 0.076 0.508 0.521 0.514 f = sitting 0.002 0.934 0.156 0.268 g = running 0.269 0.350 0.956 0.512 h = walking ------------------------------------------------------- 0.062 0.700 0.480 0.452 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.844 0.245 0.379 a = climbing down 0.003 0.714 0.048 0.090 b = climbing up 0.143 0.124 1.000 0.221 c = jumping 0.010 0.908 0.790 0.845 d = lying 0.069 0.649 0.692 0.670 e = standing 0.076 0.511 0.528 0.519 f = sitting 0.002 0.938 0.166 0.282 g = running 0.272 0.347 0.954 0.509 h = walking ------------------------------------------------------- 0.062 0.695 0.480 0.451 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.873 0.229 0.363 a = climbing down 0.003 0.722 0.042 0.079 b = climbing up 0.145 0.122 1.000 0.217 c = jumping 0.010 0.906 0.790 0.844 d = lying 0.069 0.649 0.693 0.670 e = standing 0.076 0.511 0.526 0.519 f = sitting 0.002 0.940 0.151 0.260 g = running 0.276 0.346 0.965 0.509 h = walking ------------------------------------------------------- 0.063 0.700 0.476 0.444 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.948 0.304 0.461 a = climbing down 0.011 0.600 0.097 0.167 b = climbing up 0.036 0.360 1.000 0.530 c = jumping 0.003 0.974 0.924 0.949 d = lying 0.066 0.701 0.839 0.764 e = standing 0.038 0.690 0.560 0.618 f = sitting 0.002 0.988 0.783 0.874 g = running 0.247 0.378 0.991 0.548 h = walking ------------------------------------------------------- 0.051 0.749 0.646 0.624 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.944 0.282 0.435 a = climbing down 0.009 0.633 0.092 0.161 b = climbing up 0.038 0.346 1.000 0.514 c = jumping 0.004 0.966 0.924 0.945 d = lying 0.065 0.707 0.852 0.773 e = standing 0.035 0.707 0.562 0.626 f = sitting 0.002 0.988 0.770 0.865 g = running 0.253 0.373 0.991 0.542 h = walking ------------------------------------------------------- 0.051 0.754 0.642 0.619 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.949 0.284 0.437 a = climbing down 0.007 0.629 0.071 0.128 b = climbing up 0.037 0.353 1.000 0.521 c = jumping 0.003 0.972 0.924 0.948 d = lying 0.066 0.703 0.851 0.770 e = standing 0.036 0.703 0.558 0.622 f = sitting 0.002 0.988 0.778 0.870 g = running 0.258 0.369 0.993 0.538 h = walking ------------------------------------------------------- 0.052 0.753 0.640 0.614 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.963 0.259 0.408 a = climbing down 0.004 0.643 0.044 0.082 b = climbing up 0.036 0.360 1.000 0.530 c = jumping 0.004 0.966 0.926 0.946 d = lying 0.069 0.701 0.878 0.780 e = standing 0.031 0.726 0.535 0.616 f = sitting 0.002 0.988 0.785 0.875 g = running 0.270 0.359 0.996 0.528 h = walking ------------------------------------------------------- 0.053 0.758 0.636 0.604 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.967 0.244 0.389 a = climbing down 0.004 0.641 0.040 0.076 b = climbing up 0.037 0.349 0.988 0.515 c = jumping 0.005 0.962 0.939 0.950 d = lying 0.069 0.703 0.885 0.784 e = standing 0.028 0.744 0.532 0.620 f = sitting 0.002 0.986 0.777 0.869 g = running 0.273 0.356 0.996 0.525 h = walking ------------------------------------------------------- 0.053 0.760 0.634 0.600 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.967 0.249 0.396 a = climbing down 0.003 0.656 0.034 0.064 b = climbing up 0.036 0.355 0.976 0.520 c = jumping 0.004 0.966 0.943 0.954 d = lying 0.070 0.702 0.897 0.787 e = standing 0.025 0.761 0.526 0.622 f = sitting 0.003 0.984 0.785 0.873 g = running 0.274 0.355 0.996 0.524 h = walking ------------------------------------------------------- 0.053 0.764 0.636 0.601 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.641 0.497 0.560 a = climbing down 0.170 0.467 0.497 0.482 b = climbing up 0.018 0.536 0.989 0.695 c = jumping 0.000 0.998 0.727 0.841 d = lying 0.133 0.479 0.782 0.594 e = standing 0.051 0.499 0.313 0.385 f = sitting 0.051 0.716 0.828 0.768 g = running 0.072 0.391 0.292 0.334 h = walking ------------------------------------------------------- 0.083 0.578 0.565 0.557 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.660 0.486 0.560 a = climbing down 0.175 0.463 0.503 0.482 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.993 0.741 0.849 d = lying 0.132 0.497 0.833 0.622 e = standing 0.036 0.602 0.342 0.436 f = sitting 0.053 0.738 0.965 0.836 g = running 0.070 0.373 0.264 0.309 h = walking ------------------------------------------------------- 0.082 0.604 0.593 0.581 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.714 0.666 0.689 a = climbing down 0.146 0.506 0.501 0.504 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.002 0.986 0.745 0.848 d = lying 0.137 0.502 0.881 0.640 e = standing 0.025 0.678 0.329 0.443 f = sitting 0.053 0.739 0.968 0.838 g = running 0.071 0.407 0.307 0.350 h = walking ------------------------------------------------------- 0.074 0.634 0.618 0.605 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.032 0.682 0.789 0.732 a = climbing down 0.139 0.501 0.466 0.483 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.002 0.986 0.755 0.855 d = lying 0.136 0.506 0.889 0.645 e = standing 0.021 0.723 0.340 0.463 f = sitting 0.056 0.726 0.967 0.829 g = running 0.069 0.375 0.264 0.310 h = walking ------------------------------------------------------- 0.073 0.631 0.618 0.602 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.044 0.628 0.857 0.724 a = climbing down 0.135 0.507 0.464 0.485 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.002 0.984 0.762 0.859 d = lying 0.137 0.506 0.894 0.646 e = standing 0.019 0.738 0.335 0.461 f = sitting 0.057 0.725 0.967 0.829 g = running 0.060 0.371 0.225 0.280 h = walking ------------------------------------------------------- 0.072 0.629 0.618 0.598 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.063 0.546 0.876 0.673 a = climbing down 0.142 0.470 0.421 0.444 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.002 0.984 0.759 0.857 d = lying 0.138 0.508 0.909 0.652 e = standing 0.017 0.752 0.327 0.456 f = sitting 0.056 0.726 0.965 0.828 g = running 0.051 0.356 0.179 0.238 h = walking ------------------------------------------------------- 0.074 0.614 0.604 0.578 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.648 0.296 0.406 a = climbing down 0.202 0.333 0.335 0.334 b = climbing up 0.003 0.859 0.977 0.914 c = jumping 0.013 0.912 0.937 0.924 d = lying 0.106 0.549 0.818 0.657 e = standing 0.038 0.526 0.261 0.349 f = sitting 0.094 0.613 0.970 0.751 g = running 0.077 0.326 0.235 0.273 h = walking ------------------------------------------------------- 0.092 0.533 0.546 0.518 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.636 0.330 0.434 a = climbing down 0.199 0.333 0.330 0.332 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.014 0.909 0.957 0.932 d = lying 0.109 0.552 0.853 0.670 e = standing 0.029 0.564 0.237 0.333 f = sitting 0.095 0.617 0.992 0.761 g = running 0.076 0.316 0.222 0.261 h = walking ------------------------------------------------------- 0.091 0.539 0.553 0.521 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.698 0.515 0.593 a = climbing down 0.175 0.382 0.360 0.371 b = climbing up 0.000 1.000 0.977 0.988 c = jumping 0.014 0.907 0.953 0.930 d = lying 0.110 0.539 0.821 0.651 e = standing 0.035 0.509 0.225 0.312 f = sitting 0.096 0.614 0.993 0.759 g = running 0.066 0.359 0.234 0.283 h = walking ------------------------------------------------------- 0.086 0.552 0.570 0.540 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.688 0.597 0.640 a = climbing down 0.174 0.402 0.388 0.395 b = climbing up 0.000 1.000 0.977 0.988 c = jumping 0.014 0.907 0.951 0.929 d = lying 0.111 0.554 0.877 0.679 e = standing 0.026 0.574 0.220 0.319 f = sitting 0.094 0.621 0.993 0.764 g = running 0.056 0.353 0.194 0.251 h = walking ------------------------------------------------------- 0.083 0.566 0.584 0.550 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.684 0.724 0.703 a = climbing down 0.150 0.410 0.346 0.375 b = climbing up 0.000 1.000 0.977 0.988 c = jumping 0.014 0.907 0.950 0.928 d = lying 0.113 0.555 0.901 0.687 e = standing 0.023 0.595 0.207 0.308 f = sitting 0.095 0.618 0.993 0.762 g = running 0.064 0.370 0.237 0.289 h = walking ------------------------------------------------------- 0.079 0.573 0.591 0.555 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.033 0.676 0.806 0.735 a = climbing down 0.137 0.416 0.322 0.363 b = climbing up 0.000 1.000 0.977 0.988 c = jumping 0.015 0.902 0.950 0.925 d = lying 0.110 0.569 0.927 0.705 e = standing 0.019 0.659 0.222 0.332 f = sitting 0.099 0.607 0.993 0.754 g = running 0.062 0.395 0.257 0.311 h = walking ------------------------------------------------------- 0.075 0.586 0.601 0.562 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.954 0.187 0.312 a = climbing down 0.039 0.726 0.738 0.732 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.018 0.893 0.997 0.942 d = lying 0.081 0.645 0.874 0.742 e = standing 0.021 0.790 0.445 0.569 f = sitting 0.000 0.998 0.714 0.833 g = running 0.155 0.509 0.989 0.672 h = walking ------------------------------------------------------- 0.044 0.795 0.728 0.710 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.946 0.196 0.324 a = climbing down 0.040 0.724 0.755 0.739 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.018 0.893 0.997 0.942 d = lying 0.079 0.651 0.869 0.744 e = standing 0.022 0.789 0.458 0.580 f = sitting 0.000 0.998 0.714 0.833 g = running 0.152 0.511 0.977 0.671 h = walking ------------------------------------------------------- 0.044 0.795 0.730 0.714 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.938 0.204 0.336 a = climbing down 0.037 0.743 0.778 0.760 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.018 0.893 0.997 0.942 d = lying 0.078 0.653 0.872 0.747 e = standing 0.021 0.794 0.461 0.584 f = sitting 0.000 0.998 0.718 0.835 g = running 0.148 0.521 0.989 0.683 h = walking ------------------------------------------------------- 0.042 0.799 0.737 0.720 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.939 0.207 0.339 a = climbing down 0.037 0.747 0.785 0.766 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.018 0.893 0.997 0.942 d = lying 0.079 0.654 0.885 0.752 e = standing 0.019 0.810 0.457 0.584 f = sitting 0.000 0.998 0.718 0.835 g = running 0.147 0.523 0.989 0.684 h = walking ------------------------------------------------------- 0.042 0.802 0.739 0.722 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.931 0.182 0.305 a = climbing down 0.038 0.744 0.794 0.769 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.018 0.893 0.997 0.942 d = lying 0.078 0.658 0.890 0.756 e = standing 0.019 0.817 0.461 0.590 f = sitting 0.000 0.998 0.711 0.830 g = running 0.149 0.518 0.987 0.679 h = walking ------------------------------------------------------- 0.042 0.802 0.738 0.719 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.933 0.187 0.311 a = climbing down 0.041 0.731 0.802 0.765 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.018 0.893 0.997 0.942 d = lying 0.079 0.658 0.896 0.759 e = standing 0.017 0.825 0.458 0.589 f = sitting 0.000 0.998 0.714 0.833 g = running 0.145 0.525 0.982 0.684 h = walking ------------------------------------------------------- 0.042 0.803 0.740 0.721 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.942 0.220 0.357 a = climbing down 0.030 0.713 0.535 0.611 b = climbing up 0.000 1.000 0.624 0.768 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.095 0.620 0.924 0.742 e = standing 0.013 0.865 0.463 0.603 f = sitting 0.009 0.958 0.903 0.930 g = running 0.152 0.509 0.967 0.667 h = walking ------------------------------------------------------- 0.043 0.807 0.741 0.725 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.944 0.229 0.369 a = climbing down 0.028 0.733 0.548 0.627 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.096 0.617 0.914 0.737 e = standing 0.015 0.850 0.462 0.598 f = sitting 0.010 0.956 0.907 0.931 g = running 0.150 0.512 0.969 0.670 h = walking ------------------------------------------------------- 0.042 0.807 0.743 0.727 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.944 0.229 0.369 a = climbing down 0.029 0.739 0.581 0.651 b = climbing up 0.000 1.000 0.553 0.712 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.096 0.616 0.914 0.736 e = standing 0.015 0.850 0.459 0.596 f = sitting 0.011 0.949 0.874 0.910 g = running 0.151 0.510 0.971 0.669 h = walking ------------------------------------------------------- 0.043 0.806 0.740 0.725 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.943 0.227 0.366 a = climbing down 0.030 0.761 0.677 0.716 b = climbing up 0.000 1.000 0.553 0.712 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.097 0.615 0.916 0.736 e = standing 0.014 0.851 0.456 0.594 f = sitting 0.011 0.949 0.872 0.909 g = running 0.139 0.530 0.962 0.684 h = walking ------------------------------------------------------- 0.041 0.811 0.749 0.734 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.943 0.224 0.363 a = climbing down 0.032 0.757 0.710 0.733 b = climbing up 0.000 1.000 0.459 0.629 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.097 0.614 0.917 0.735 e = standing 0.014 0.852 0.451 0.590 f = sitting 0.013 0.939 0.872 0.905 g = running 0.134 0.537 0.953 0.687 h = walking ------------------------------------------------------- 0.041 0.810 0.750 0.733 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.944 0.229 0.369 a = climbing down 0.032 0.759 0.714 0.736 b = climbing up 0.000 1.000 0.482 0.651 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.097 0.621 0.938 0.747 e = standing 0.011 0.886 0.456 0.602 f = sitting 0.012 0.942 0.872 0.906 g = running 0.133 0.538 0.953 0.688 h = walking ------------------------------------------------------- 0.040 0.817 0.755 0.739 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.906 0.530 0.669 a = climbing down 0.106 0.464 0.949 0.624 b = climbing up 0.000 1.000 0.936 0.967 c = jumping 0.001 0.996 0.816 0.897 d = lying 0.027 0.770 0.469 0.583 e = standing 0.122 0.595 0.921 0.723 f = sitting 0.017 0.915 0.997 0.954 g = running 0.006 0.946 0.565 0.708 h = walking ------------------------------------------------------- 0.038 0.818 0.753 0.752 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.920 0.573 0.706 a = climbing down 0.104 0.472 0.952 0.631 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.001 0.996 0.823 0.901 d = lying 0.024 0.785 0.465 0.584 e = standing 0.124 0.593 0.923 0.722 f = sitting 0.015 0.926 0.997 0.960 g = running 0.005 0.957 0.572 0.716 h = walking ------------------------------------------------------- 0.037 0.825 0.759 0.760 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.916 0.598 0.723 a = climbing down 0.100 0.481 0.949 0.638 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.001 0.996 0.823 0.901 d = lying 0.023 0.794 0.461 0.583 e = standing 0.125 0.593 0.930 0.724 f = sitting 0.013 0.937 0.997 0.966 g = running 0.005 0.955 0.588 0.728 h = walking ------------------------------------------------------- 0.036 0.828 0.765 0.765 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.909 0.600 0.723 a = climbing down 0.099 0.480 0.940 0.636 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.001 0.996 0.823 0.901 d = lying 0.021 0.809 0.459 0.586 e = standing 0.125 0.594 0.940 0.728 f = sitting 0.012 0.939 0.997 0.967 g = running 0.006 0.951 0.591 0.729 h = walking ------------------------------------------------------- 0.036 0.830 0.766 0.766 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.909 0.600 0.723 a = climbing down 0.096 0.486 0.937 0.640 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.001 0.996 0.827 0.903 d = lying 0.019 0.822 0.456 0.586 e = standing 0.126 0.595 0.946 0.730 f = sitting 0.011 0.946 0.997 0.971 g = running 0.007 0.945 0.605 0.738 h = walking ------------------------------------------------------- 0.036 0.833 0.770 0.770 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.911 0.590 0.716 a = climbing down 0.096 0.489 0.940 0.643 b = climbing up 0.000 1.000 0.989 0.995 c = jumping 0.001 0.994 0.828 0.904 d = lying 0.018 0.831 0.456 0.589 e = standing 0.126 0.596 0.949 0.732 f = sitting 0.011 0.947 0.995 0.971 g = running 0.006 0.948 0.622 0.751 h = walking ------------------------------------------------------- 0.035 0.835 0.772 0.772 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.849 0.484 0.616 a = climbing down 0.105 0.439 0.843 0.577 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.993 0.924 0.957 d = lying 0.027 0.631 0.239 0.347 e = standing 0.151 0.540 0.904 0.676 f = sitting 0.036 0.841 0.995 0.911 g = running 0.001 0.989 0.566 0.720 h = walking ------------------------------------------------------- 0.045 0.772 0.715 0.701 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.866 0.522 0.651 a = climbing down 0.107 0.439 0.860 0.581 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.993 0.922 0.956 d = lying 0.027 0.617 0.224 0.328 e = standing 0.154 0.535 0.905 0.673 f = sitting 0.027 0.872 0.995 0.930 g = running 0.000 0.997 0.571 0.726 h = walking ------------------------------------------------------- 0.044 0.777 0.719 0.705 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.872 0.534 0.662 a = climbing down 0.105 0.443 0.860 0.585 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.993 0.922 0.956 d = lying 0.027 0.617 0.224 0.328 e = standing 0.154 0.535 0.905 0.673 f = sitting 0.027 0.875 0.995 0.931 g = running 0.000 0.997 0.579 0.733 h = walking ------------------------------------------------------- 0.044 0.779 0.721 0.708 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.875 0.565 0.686 a = climbing down 0.104 0.444 0.851 0.584 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.001 0.993 0.934 0.963 d = lying 0.026 0.619 0.217 0.322 e = standing 0.154 0.534 0.904 0.672 f = sitting 0.025 0.884 0.995 0.936 g = running 0.000 0.997 0.582 0.735 h = walking ------------------------------------------------------- 0.044 0.780 0.725 0.711 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.879 0.590 0.706 a = climbing down 0.099 0.453 0.846 0.590 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.991 0.936 0.963 d = lying 0.026 0.617 0.216 0.320 e = standing 0.154 0.534 0.902 0.671 f = sitting 0.023 0.891 0.995 0.940 g = running 0.001 0.995 0.602 0.750 h = walking ------------------------------------------------------- 0.043 0.782 0.730 0.716 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.899 0.610 0.727 a = climbing down 0.097 0.460 0.851 0.597 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.991 0.940 0.965 d = lying 0.025 0.623 0.216 0.320 e = standing 0.154 0.534 0.902 0.671 f = sitting 0.021 0.900 0.995 0.945 g = running 0.000 0.997 0.618 0.763 h = walking ------------------------------------------------------- 0.042 0.787 0.735 0.722 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.736 0.240 0.362 a = climbing down 0.040 0.579 0.384 0.462 b = climbing up 0.001 0.952 0.663 0.781 c = jumping 0.032 0.837 0.978 0.902 d = lying 0.016 0.879 0.602 0.714 e = standing 0.072 0.635 0.751 0.688 f = sitting 0.013 0.923 0.942 0.932 g = running 0.150 0.529 0.941 0.678 h = walking ------------------------------------------------------- 0.048 0.740 0.714 0.696 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.792 0.267 0.399 a = climbing down 0.035 0.589 0.342 0.432 b = climbing up 0.000 0.967 0.663 0.787 c = jumping 0.034 0.832 0.975 0.898 d = lying 0.016 0.889 0.672 0.765 e = standing 0.059 0.679 0.746 0.711 f = sitting 0.013 0.925 0.960 0.942 g = running 0.157 0.519 0.946 0.670 h = walking ------------------------------------------------------- 0.047 0.753 0.725 0.707 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.795 0.271 0.405 a = climbing down 0.033 0.587 0.328 0.421 b = climbing up 0.000 0.983 0.663 0.792 c = jumping 0.035 0.826 0.978 0.896 d = lying 0.017 0.881 0.669 0.761 e = standing 0.058 0.676 0.732 0.703 f = sitting 0.013 0.925 0.965 0.945 g = running 0.159 0.516 0.946 0.668 h = walking ------------------------------------------------------- 0.047 0.751 0.722 0.704 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.799 0.278 0.413 a = climbing down 0.030 0.595 0.305 0.404 b = climbing up 0.000 0.983 0.663 0.792 c = jumping 0.034 0.832 0.978 0.899 d = lying 0.020 0.869 0.705 0.778 e = standing 0.052 0.700 0.722 0.711 f = sitting 0.013 0.925 0.965 0.945 g = running 0.165 0.507 0.946 0.660 h = walking ------------------------------------------------------- 0.047 0.753 0.725 0.706 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.796 0.274 0.407 a = climbing down 0.030 0.601 0.307 0.407 b = climbing up 0.000 0.983 0.663 0.792 c = jumping 0.034 0.832 0.978 0.899 d = lying 0.022 0.862 0.707 0.777 e = standing 0.051 0.699 0.715 0.707 f = sitting 0.013 0.925 0.965 0.945 g = running 0.166 0.506 0.948 0.660 h = walking ------------------------------------------------------- 0.047 0.752 0.724 0.705 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.836 0.276 0.415 a = climbing down 0.030 0.600 0.309 0.408 b = climbing up 0.000 1.000 0.663 0.797 c = jumping 0.035 0.825 0.978 0.895 d = lying 0.017 0.885 0.695 0.778 e = standing 0.053 0.694 0.731 0.712 f = sitting 0.013 0.926 0.977 0.951 g = running 0.165 0.507 0.948 0.661 h = walking ------------------------------------------------------- 0.047 0.759 0.726 0.708 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.000 0.995 0.475 0.643 a = climbing down 0.025 0.452 0.144 0.219 b = climbing up 0.000 1.000 0.082 0.152 c = jumping 0.005 0.972 0.933 0.952 d = lying 0.048 0.718 0.635 0.674 e = standing 0.079 0.596 0.698 0.643 f = sitting 0.026 0.867 1.000 0.929 g = running 0.173 0.495 0.944 0.649 h = walking ------------------------------------------------------- 0.053 0.727 0.697 0.672 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 0.995 0.461 0.630 a = climbing down 0.024 0.482 0.158 0.238 b = climbing up 0.000 1.000 0.071 0.132 c = jumping 0.004 0.974 0.933 0.953 d = lying 0.052 0.703 0.636 0.668 e = standing 0.078 0.591 0.680 0.632 f = sitting 0.026 0.865 1.000 0.928 g = running 0.175 0.491 0.939 0.645 h = walking ------------------------------------------------------- 0.054 0.727 0.694 0.669 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.995 0.452 0.622 a = climbing down 0.023 0.491 0.156 0.236 b = climbing up 0.000 1.000 0.071 0.132 c = jumping 0.004 0.974 0.932 0.952 d = lying 0.056 0.695 0.669 0.682 e = standing 0.072 0.600 0.652 0.625 f = sitting 0.026 0.865 1.000 0.928 g = running 0.177 0.489 0.943 0.644 h = walking ------------------------------------------------------- 0.054 0.728 0.694 0.669 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.995 0.443 0.613 a = climbing down 0.023 0.500 0.160 0.242 b = climbing up 0.000 1.000 0.082 0.152 c = jumping 0.003 0.979 0.928 0.953 d = lying 0.064 0.687 0.729 0.708 e = standing 0.061 0.626 0.615 0.620 f = sitting 0.026 0.867 1.000 0.929 g = running 0.177 0.490 0.946 0.645 h = walking ------------------------------------------------------- 0.053 0.733 0.698 0.673 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 0.995 0.445 0.615 a = climbing down 0.023 0.497 0.158 0.239 b = climbing up 0.000 1.000 0.082 0.152 c = jumping 0.003 0.981 0.930 0.955 d = lying 0.069 0.683 0.776 0.727 e = standing 0.052 0.653 0.588 0.619 f = sitting 0.026 0.867 1.000 0.929 g = running 0.178 0.486 0.939 0.641 h = walking ------------------------------------------------------- 0.053 0.735 0.701 0.676 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.995 0.484 0.651 a = climbing down 0.021 0.526 0.158 0.243 b = climbing up 0.000 1.000 0.153 0.265 c = jumping 0.003 0.981 0.930 0.955 d = lying 0.076 0.664 0.785 0.720 e = standing 0.050 0.644 0.545 0.590 f = sitting 0.024 0.874 1.000 0.933 g = running 0.174 0.494 0.947 0.649 h = walking ------------------------------------------------------- 0.053 0.737 0.704 0.679 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.075 0.549 0.830 0.661 a = climbing down 0.062 0.622 0.646 0.634 b = climbing up 0.013 0.514 0.889 0.651 c = jumping 0.000 0.998 0.983 0.991 d = lying 0.122 0.595 0.909 0.719 e = standing 0.019 0.629 0.217 0.322 f = sitting 0.003 0.980 0.905 0.941 g = running 0.014 0.882 0.565 0.688 h = walking ------------------------------------------------------- 0.041 0.760 0.733 0.719 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.077 0.541 0.830 0.655 a = climbing down 0.050 0.660 0.620 0.640 b = climbing up 0.011 0.571 0.889 0.696 c = jumping 0.000 0.998 0.982 0.990 d = lying 0.122 0.596 0.907 0.719 e = standing 0.020 0.626 0.221 0.326 f = sitting 0.003 0.981 0.923 0.951 g = running 0.017 0.871 0.621 0.725 h = walking ------------------------------------------------------- 0.040 0.764 0.741 0.727 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.072 0.560 0.841 0.672 a = climbing down 0.045 0.688 0.622 0.653 b = climbing up 0.011 0.571 0.889 0.696 c = jumping 0.000 0.998 0.982 0.990 d = lying 0.122 0.594 0.906 0.718 e = standing 0.020 0.619 0.217 0.321 f = sitting 0.002 0.986 0.923 0.954 g = running 0.020 0.860 0.661 0.747 h = walking ------------------------------------------------------- 0.040 0.767 0.747 0.734 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.074 0.558 0.846 0.672 a = climbing down 0.042 0.689 0.585 0.633 b = climbing up 0.006 0.718 0.889 0.794 c = jumping 0.000 0.998 0.982 0.990 d = lying 0.122 0.594 0.909 0.719 e = standing 0.019 0.624 0.215 0.319 f = sitting 0.002 0.986 0.957 0.971 g = running 0.023 0.842 0.681 0.753 h = walking ------------------------------------------------------- 0.040 0.767 0.751 0.736 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.069 0.571 0.835 0.678 a = climbing down 0.042 0.682 0.574 0.624 b = climbing up 0.003 0.824 0.889 0.855 c = jumping 0.000 0.998 0.982 0.990 d = lying 0.125 0.592 0.917 0.719 e = standing 0.018 0.627 0.201 0.305 f = sitting 0.002 0.986 0.973 0.980 g = running 0.029 0.814 0.690 0.747 h = walking ------------------------------------------------------- 0.040 0.765 0.752 0.735 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.068 0.575 0.841 0.683 a = climbing down 0.035 0.718 0.565 0.632 b = climbing up 0.003 0.838 0.905 0.870 c = jumping 0.000 0.998 0.982 0.990 d = lying 0.130 0.585 0.929 0.718 e = standing 0.016 0.614 0.166 0.262 f = sitting 0.002 0.988 0.975 0.982 g = running 0.033 0.797 0.716 0.754 h = walking ------------------------------------------------------- 0.040 0.765 0.753 0.732 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.054 0.635 0.848 0.726 a = climbing down 0.088 0.535 0.635 0.581 b = climbing up 0.006 0.529 0.450 0.486 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.137 0.568 0.916 0.701 e = standing 0.018 0.496 0.122 0.196 f = sitting 0.012 0.935 0.960 0.947 g = running 0.009 0.921 0.563 0.699 h = walking ------------------------------------------------------- 0.046 0.735 0.722 0.698 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.052 0.634 0.825 0.717 a = climbing down 0.089 0.531 0.637 0.579 b = climbing up 0.003 0.714 0.417 0.526 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.131 0.580 0.916 0.710 e = standing 0.018 0.570 0.165 0.256 f = sitting 0.012 0.933 0.983 0.957 g = running 0.009 0.919 0.571 0.704 h = walking ------------------------------------------------------- 0.045 0.748 0.729 0.709 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.051 0.644 0.845 0.731 a = climbing down 0.077 0.569 0.639 0.602 b = climbing up 0.003 0.714 0.417 0.526 c = jumping 0.000 1.000 0.976 0.988 d = lying 0.131 0.579 0.910 0.707 e = standing 0.020 0.545 0.163 0.251 f = sitting 0.012 0.933 0.983 0.957 g = running 0.009 0.927 0.632 0.752 h = walking ------------------------------------------------------- 0.043 0.752 0.740 0.720 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.051 0.642 0.838 0.727 a = climbing down 0.050 0.665 0.629 0.647 b = climbing up 0.001 0.871 0.450 0.593 c = jumping 0.000 0.998 0.976 0.987 d = lying 0.131 0.579 0.913 0.709 e = standing 0.020 0.547 0.159 0.247 f = sitting 0.012 0.937 0.993 0.964 g = running 0.012 0.925 0.779 0.846 h = walking ------------------------------------------------------- 0.040 0.767 0.763 0.742 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.050 0.648 0.835 0.729 a = climbing down 0.042 0.704 0.633 0.667 b = climbing up 0.001 0.871 0.450 0.593 c = jumping 0.000 0.998 0.976 0.987 d = lying 0.136 0.569 0.913 0.701 e = standing 0.020 0.485 0.124 0.198 f = sitting 0.012 0.937 0.993 0.964 g = running 0.012 0.928 0.829 0.876 h = walking ------------------------------------------------------- 0.039 0.764 0.766 0.742 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.047 0.667 0.858 0.750 a = climbing down 0.035 0.742 0.639 0.686 b = climbing up 0.001 0.917 0.550 0.687 c = jumping 0.000 0.998 0.976 0.987 d = lying 0.139 0.565 0.915 0.698 e = standing 0.019 0.451 0.107 0.173 f = sitting 0.010 0.946 0.995 0.970 g = running 0.013 0.922 0.856 0.888 h = walking ------------------------------------------------------- 0.039 0.767 0.773 0.747 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.810 0.258 0.392 a = climbing down 0.132 0.509 0.769 0.612 b = climbing up 0.001 0.979 0.960 0.969 c = jumping 0.003 0.983 0.986 0.985 d = lying 0.083 0.598 0.686 0.639 e = standing 0.057 0.492 0.400 0.441 f = sitting 0.006 0.969 0.995 0.982 g = running 0.069 0.598 0.545 0.570 h = walking ------------------------------------------------------- 0.053 0.712 0.695 0.685 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.831 0.261 0.397 a = climbing down 0.135 0.509 0.787 0.618 b = climbing up 0.000 0.990 0.970 0.980 c = jumping 0.003 0.985 0.986 0.986 d = lying 0.086 0.602 0.723 0.657 e = standing 0.051 0.510 0.380 0.435 f = sitting 0.005 0.970 0.997 0.983 g = running 0.065 0.609 0.537 0.571 h = walking ------------------------------------------------------- 0.052 0.720 0.701 0.689 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.844 0.273 0.413 a = climbing down 0.133 0.513 0.787 0.621 b = climbing up 0.000 0.990 0.970 0.980 c = jumping 0.002 0.986 0.985 0.986 d = lying 0.084 0.595 0.686 0.637 e = standing 0.057 0.489 0.396 0.437 f = sitting 0.005 0.970 0.997 0.983 g = running 0.065 0.610 0.541 0.574 h = walking ------------------------------------------------------- 0.052 0.718 0.699 0.689 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.847 0.281 0.422 a = climbing down 0.128 0.520 0.779 0.624 b = climbing up 0.000 0.990 0.980 0.985 c = jumping 0.002 0.986 0.985 0.986 d = lying 0.087 0.613 0.765 0.681 e = standing 0.044 0.544 0.376 0.444 f = sitting 0.005 0.972 0.997 0.984 g = running 0.067 0.613 0.562 0.586 h = walking ------------------------------------------------------- 0.050 0.730 0.711 0.700 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.853 0.278 0.420 a = climbing down 0.131 0.516 0.780 0.621 b = climbing up 0.000 0.990 0.980 0.985 c = jumping 0.002 0.986 0.985 0.986 d = lying 0.087 0.614 0.768 0.683 e = standing 0.043 0.548 0.376 0.446 f = sitting 0.005 0.972 0.997 0.984 g = running 0.065 0.616 0.557 0.585 h = walking ------------------------------------------------------- 0.050 0.731 0.711 0.699 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.856 0.286 0.429 a = climbing down 0.133 0.512 0.784 0.620 b = climbing up 0.000 0.990 0.980 0.985 c = jumping 0.002 0.986 0.985 0.986 d = lying 0.091 0.616 0.807 0.699 e = standing 0.036 0.577 0.353 0.438 f = sitting 0.005 0.972 0.997 0.984 g = running 0.064 0.616 0.545 0.578 h = walking ------------------------------------------------------- 0.050 0.735 0.714 0.700 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.875 0.780 0.825 a = climbing down 0.109 0.518 0.654 0.578 b = climbing up 0.000 1.000 0.916 0.956 c = jumping 0.005 0.969 0.966 0.968 d = lying 0.078 0.586 0.613 0.599 e = standing 0.070 0.464 0.440 0.452 f = sitting 0.017 0.910 1.000 0.953 g = running 0.054 0.610 0.449 0.517 h = walking ------------------------------------------------------- 0.050 0.706 0.704 0.701 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.918 0.742 0.821 a = climbing down 0.121 0.502 0.682 0.579 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.005 0.969 0.966 0.968 d = lying 0.073 0.580 0.554 0.567 e = standing 0.081 0.452 0.479 0.465 f = sitting 0.016 0.916 1.000 0.956 g = running 0.052 0.610 0.428 0.503 h = walking ------------------------------------------------------- 0.051 0.707 0.697 0.696 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.918 0.734 0.816 a = climbing down 0.122 0.500 0.682 0.577 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.005 0.969 0.966 0.968 d = lying 0.077 0.587 0.607 0.597 e = standing 0.072 0.465 0.448 0.456 f = sitting 0.015 0.920 1.000 0.958 g = running 0.052 0.609 0.427 0.502 h = walking ------------------------------------------------------- 0.051 0.709 0.701 0.699 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.918 0.734 0.816 a = climbing down 0.121 0.506 0.693 0.585 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.005 0.969 0.966 0.968 d = lying 0.082 0.589 0.646 0.616 e = standing 0.065 0.472 0.417 0.443 f = sitting 0.015 0.920 1.000 0.958 g = running 0.049 0.624 0.433 0.511 h = walking ------------------------------------------------------- 0.050 0.714 0.706 0.703 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.929 0.727 0.815 a = climbing down 0.122 0.509 0.703 0.591 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.005 0.969 0.966 0.968 d = lying 0.083 0.590 0.657 0.622 e = standing 0.063 0.470 0.405 0.435 f = sitting 0.015 0.920 1.000 0.958 g = running 0.049 0.626 0.435 0.513 h = walking ------------------------------------------------------- 0.050 0.716 0.707 0.704 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.927 0.734 0.819 a = climbing down 0.122 0.512 0.713 0.596 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.005 0.969 0.966 0.968 d = lying 0.082 0.586 0.641 0.612 e = standing 0.066 0.463 0.411 0.436 f = sitting 0.015 0.920 1.000 0.958 g = running 0.047 0.633 0.428 0.511 h = walking ------------------------------------------------------- 0.050 0.715 0.707 0.704 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.062 0.422 0.689 0.523 a = climbing down 0.149 0.432 0.657 0.522 b = climbing up 0.000 0.985 0.943 0.964 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.107 0.289 0.241 0.263 e = standing 0.315 0.138 0.331 0.195 f = sitting 0.031 0.859 1.000 0.924 g = running 0.007 0.781 0.128 0.220 h = walking ------------------------------------------------------- 0.090 0.439 0.418 0.377 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.042 0.521 0.689 0.593 a = climbing down 0.185 0.385 0.668 0.488 b = climbing up 0.000 0.986 0.971 0.978 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.108 0.290 0.244 0.265 e = standing 0.314 0.136 0.325 0.192 f = sitting 0.030 0.864 1.000 0.927 g = running 0.007 0.610 0.056 0.103 h = walking ------------------------------------------------------- 0.094 0.410 0.408 0.357 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.568 0.677 0.617 a = climbing down 0.197 0.373 0.675 0.480 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 0.287 0.248 0.266 e = standing 0.314 0.130 0.307 0.182 f = sitting 0.029 0.866 1.000 0.928 g = running 0.007 0.560 0.044 0.081 h = walking ------------------------------------------------------- 0.095 0.402 0.404 0.353 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.033 0.581 0.702 0.636 a = climbing down 0.199 0.368 0.671 0.476 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 0.287 0.248 0.266 e = standing 0.314 0.130 0.307 0.182 f = sitting 0.028 0.871 1.000 0.931 g = running 0.006 0.535 0.036 0.067 h = walking ------------------------------------------------------- 0.095 0.398 0.404 0.352 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.596 0.711 0.649 a = climbing down 0.202 0.369 0.684 0.479 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.111 0.287 0.248 0.266 e = standing 0.314 0.130 0.307 0.182 f = sitting 0.025 0.884 1.000 0.938 g = running 0.005 0.564 0.034 0.065 h = walking ------------------------------------------------------- 0.095 0.406 0.406 0.354 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.033 0.596 0.740 0.660 a = climbing down 0.204 0.367 0.684 0.478 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.110 0.291 0.251 0.270 e = standing 0.313 0.131 0.311 0.185 f = sitting 0.022 0.895 1.000 0.944 g = running 0.005 0.467 0.022 0.042 h = walking ------------------------------------------------------- 0.095 0.392 0.407 0.352 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.039 0.549 0.714 0.621 a = climbing down 0.178 0.441 0.813 0.572 b = climbing up 0.000 0.983 0.877 0.927 c = jumping 0.000 1.000 0.022 0.042 d = lying 0.080 0.155 0.081 0.106 e = standing 0.342 0.178 0.486 0.261 f = sitting 0.013 0.935 1.000 0.966 g = running 0.014 0.343 0.036 0.065 h = walking ------------------------------------------------------- 0.091 0.529 0.424 0.361 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.038 0.562 0.731 0.636 a = climbing down 0.177 0.439 0.805 0.568 b = climbing up 0.000 0.983 0.877 0.927 c = jumping 0.000 1.000 0.022 0.042 d = lying 0.082 0.152 0.081 0.106 e = standing 0.342 0.175 0.474 0.255 f = sitting 0.013 0.936 1.000 0.967 g = running 0.014 0.397 0.045 0.081 h = walking ------------------------------------------------------- 0.091 0.538 0.424 0.363 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.036 0.581 0.765 0.661 a = climbing down 0.182 0.431 0.800 0.561 b = climbing up 0.000 0.984 0.938 0.961 c = jumping 0.000 1.000 0.022 0.042 d = lying 0.087 0.147 0.083 0.106 e = standing 0.342 0.165 0.442 0.240 f = sitting 0.010 0.951 1.000 0.975 g = running 0.014 0.312 0.031 0.057 h = walking ------------------------------------------------------- 0.092 0.524 0.420 0.359 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.590 0.769 0.668 a = climbing down 0.187 0.426 0.804 0.556 b = climbing up 0.000 0.984 0.938 0.961 c = jumping 0.000 1.000 0.020 0.039 d = lying 0.091 0.141 0.083 0.104 e = standing 0.342 0.157 0.416 0.227 f = sitting 0.009 0.954 1.000 0.976 g = running 0.014 0.140 0.011 0.020 h = walking ------------------------------------------------------- 0.093 0.493 0.414 0.351 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.624 0.795 0.699 a = climbing down 0.191 0.423 0.811 0.556 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 1.000 0.020 0.039 d = lying 0.093 0.139 0.083 0.104 e = standing 0.342 0.153 0.406 0.223 f = sitting 0.008 0.962 1.000 0.980 g = running 0.013 0.106 0.008 0.015 h = walking ------------------------------------------------------- 0.093 0.490 0.415 0.352 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.662 0.795 0.722 a = climbing down 0.192 0.429 0.834 0.566 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.000 1.000 0.020 0.039 d = lying 0.095 0.136 0.083 0.103 e = standing 0.342 0.148 0.390 0.215 f = sitting 0.008 0.960 1.000 0.980 g = running 0.013 0.106 0.008 0.015 h = walking ------------------------------------------------------- 0.093 0.492 0.416 0.353 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.902 0.420 0.573 a = climbing down 0.240 0.273 0.642 0.383 b = climbing up 0.049 0.263 0.912 0.408 c = jumping 0.000 0.998 0.951 0.974 d = lying 0.064 0.110 0.039 0.057 e = standing 0.194 0.317 0.596 0.414 f = sitting 0.002 0.985 0.592 0.739 g = running 0.055 0.287 0.118 0.167 h = walking ------------------------------------------------------- 0.076 0.531 0.467 0.455 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.905 0.437 0.589 a = climbing down 0.250 0.267 0.647 0.378 b = climbing up 0.020 0.468 0.925 0.622 c = jumping 0.000 0.998 0.951 0.974 d = lying 0.063 0.110 0.039 0.057 e = standing 0.194 0.318 0.598 0.415 f = sitting 0.002 0.988 0.773 0.868 g = running 0.053 0.161 0.054 0.081 h = walking ------------------------------------------------------- 0.077 0.515 0.488 0.467 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.926 0.461 0.615 a = climbing down 0.255 0.291 0.743 0.418 b = climbing up 0.001 0.962 0.950 0.956 c = jumping 0.000 0.998 0.951 0.974 d = lying 0.063 0.110 0.039 0.057 e = standing 0.194 0.318 0.598 0.415 f = sitting 0.001 0.993 0.895 0.942 g = running 0.038 0.111 0.025 0.041 h = walking ------------------------------------------------------- 0.074 0.522 0.517 0.486 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.943 0.472 0.629 a = climbing down 0.256 0.303 0.791 0.438 b = climbing up 0.000 0.987 0.950 0.968 c = jumping 0.000 0.998 0.951 0.974 d = lying 0.063 0.110 0.039 0.057 e = standing 0.194 0.318 0.598 0.415 f = sitting 0.001 0.993 0.898 0.943 g = running 0.031 0.105 0.019 0.032 h = walking ------------------------------------------------------- 0.073 0.525 0.524 0.489 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.944 0.474 0.631 a = climbing down 0.257 0.312 0.826 0.453 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.000 0.998 0.951 0.974 d = lying 0.063 0.110 0.039 0.057 e = standing 0.194 0.318 0.598 0.415 f = sitting 0.001 0.995 0.899 0.945 g = running 0.025 0.110 0.016 0.028 h = walking ------------------------------------------------------- 0.072 0.527 0.529 0.491 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.968 0.461 0.624 a = climbing down 0.260 0.315 0.851 0.460 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.000 0.998 0.951 0.974 d = lying 0.063 0.110 0.039 0.057 e = standing 0.194 0.318 0.598 0.415 f = sitting 0.001 0.993 0.899 0.944 g = running 0.023 0.057 0.007 0.013 h = walking ------------------------------------------------------- 0.072 0.522 0.529 0.488 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.924 0.505 0.654 a = climbing down 0.227 0.306 0.712 0.428 b = climbing up 0.017 0.520 1.000 0.684 c = jumping 0.004 0.975 1.000 0.987 d = lying 0.004 0.928 0.267 0.414 e = standing 0.142 0.503 0.947 0.657 f = sitting 0.002 0.988 0.746 0.850 g = running 0.052 0.310 0.126 0.179 h = walking ------------------------------------------------------- 0.057 0.705 0.603 0.588 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.901 0.558 0.689 a = climbing down 0.236 0.305 0.736 0.431 b = climbing up 0.016 0.545 1.000 0.705 c = jumping 0.004 0.975 1.000 0.987 d = lying 0.004 0.928 0.267 0.414 e = standing 0.142 0.503 0.947 0.657 f = sitting 0.001 0.990 0.758 0.859 g = running 0.043 0.200 0.058 0.090 h = walking ------------------------------------------------------- 0.057 0.686 0.603 0.580 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.939 0.538 0.684 a = climbing down 0.244 0.320 0.816 0.460 b = climbing up 0.009 0.669 1.000 0.802 c = jumping 0.004 0.975 1.000 0.987 d = lying 0.004 0.928 0.267 0.414 e = standing 0.142 0.503 0.947 0.657 f = sitting 0.001 0.991 0.798 0.884 g = running 0.034 0.139 0.030 0.049 h = walking ------------------------------------------------------- 0.056 0.685 0.613 0.582 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.950 0.536 0.685 a = climbing down 0.246 0.325 0.843 0.469 b = climbing up 0.008 0.705 1.000 0.827 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 0.001 0.994 0.808 0.891 g = running 0.031 0.134 0.025 0.042 h = walking ------------------------------------------------------- 0.056 0.687 0.617 0.584 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.948 0.551 0.697 a = climbing down 0.247 0.322 0.835 0.465 b = climbing up 0.005 0.782 1.000 0.878 c = jumping 0.004 0.975 1.000 0.987 d = lying 0.004 0.929 0.271 0.419 e = standing 0.142 0.505 0.947 0.658 f = sitting 0.001 0.995 0.824 0.901 g = running 0.030 0.092 0.016 0.028 h = walking ------------------------------------------------------- 0.056 0.682 0.619 0.586 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.948 0.553 0.699 a = climbing down 0.247 0.324 0.841 0.468 b = climbing up 0.003 0.859 1.000 0.924 c = jumping 0.004 0.975 1.000 0.987 d = lying 0.004 0.929 0.271 0.419 e = standing 0.142 0.505 0.947 0.658 f = sitting 0.001 0.996 0.838 0.910 g = running 0.030 0.093 0.016 0.028 h = walking ------------------------------------------------------- 0.056 0.684 0.622 0.588 Weighted Avg. >> headwaist >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.058 0.419 0.331 0.370 a = climbing down 0.074 0.677 0.897 0.772 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 0.921 0.475 0.627 e = standing 0.255 0.400 0.961 0.565 f = sitting 0.003 0.972 0.647 0.777 g = running 0.042 0.791 0.910 0.846 h = walking ------------------------------------------------------- 0.063 0.610 0.625 0.582 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.058 0.419 0.331 0.370 a = climbing down 0.072 0.680 0.886 0.770 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 0.921 0.475 0.627 e = standing 0.255 0.400 0.961 0.565 f = sitting 0.003 0.972 0.647 0.777 g = running 0.045 0.781 0.917 0.843 h = walking ------------------------------------------------------- 0.063 0.609 0.624 0.581 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.056 0.434 0.342 0.382 a = climbing down 0.068 0.692 0.889 0.778 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 0.917 0.465 0.617 e = standing 0.257 0.398 0.960 0.563 f = sitting 0.003 0.973 0.657 0.784 g = running 0.044 0.786 0.929 0.851 h = walking ------------------------------------------------------- 0.063 0.612 0.628 0.584 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.049 0.469 0.348 0.400 a = climbing down 0.066 0.698 0.884 0.780 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 0.918 0.472 0.623 e = standing 0.256 0.399 0.960 0.564 f = sitting 0.003 0.974 0.698 0.814 g = running 0.045 0.783 0.935 0.852 h = walking ------------------------------------------------------- 0.062 0.617 0.635 0.592 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.042 0.512 0.350 0.416 a = climbing down 0.066 0.698 0.876 0.777 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 0.917 0.483 0.633 e = standing 0.254 0.401 0.958 0.565 f = sitting 0.003 0.976 0.747 0.846 g = running 0.047 0.778 0.937 0.850 h = walking ------------------------------------------------------- 0.061 0.621 0.643 0.599 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.040 0.523 0.352 0.421 a = climbing down 0.065 0.702 0.884 0.782 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 0.917 0.483 0.633 e = standing 0.254 0.401 0.958 0.565 f = sitting 0.003 0.976 0.757 0.853 g = running 0.045 0.783 0.939 0.854 h = walking ------------------------------------------------------- 0.060 0.624 0.646 0.602 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.750 0.676 0.711 a = climbing down 0.047 0.761 0.857 0.806 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 0.556 0.715 e = standing 0.239 0.425 1.000 0.596 f = sitting 0.005 0.961 0.824 0.887 g = running 0.040 0.788 0.856 0.820 h = walking ------------------------------------------------------- 0.053 0.672 0.691 0.654 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.743 0.676 0.708 a = climbing down 0.048 0.754 0.852 0.800 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 0.545 0.706 e = standing 0.241 0.423 1.000 0.595 f = sitting 0.005 0.960 0.817 0.883 g = running 0.040 0.789 0.854 0.820 h = walking ------------------------------------------------------- 0.054 0.670 0.688 0.650 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.807 0.669 0.732 a = climbing down 0.048 0.754 0.844 0.796 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 0.005 0.963 0.876 0.917 g = running 0.041 0.784 0.860 0.821 h = walking ------------------------------------------------------- 0.053 0.677 0.696 0.658 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.895 0.667 0.765 a = climbing down 0.048 0.754 0.843 0.796 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.000 1.000 0.556 0.715 e = standing 0.239 0.425 1.000 0.596 f = sitting 0.006 0.964 0.941 0.952 g = running 0.041 0.785 0.865 0.823 h = walking ------------------------------------------------------- 0.051 0.688 0.706 0.668 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.935 0.661 0.774 a = climbing down 0.046 0.759 0.838 0.796 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.000 1.000 0.556 0.715 e = standing 0.239 0.425 1.000 0.596 f = sitting 0.006 0.965 0.966 0.966 g = running 0.042 0.784 0.878 0.828 h = walking ------------------------------------------------------- 0.051 0.693 0.710 0.672 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.949 0.672 0.787 a = climbing down 0.043 0.771 0.841 0.805 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.000 1.000 0.553 0.712 e = standing 0.240 0.424 1.000 0.596 f = sitting 0.006 0.965 0.975 0.970 g = running 0.041 0.790 0.889 0.836 h = walking ------------------------------------------------------- 0.050 0.697 0.714 0.675 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.104 0.499 0.720 0.589 a = climbing down 0.027 0.663 0.417 0.512 b = climbing up 0.007 0.733 0.906 0.811 c = jumping 0.001 0.994 1.000 0.997 d = lying 0.062 0.741 0.997 0.850 e = standing 0.001 0.995 0.644 0.782 f = sitting 0.003 0.981 0.953 0.967 g = running 0.052 0.681 0.617 0.648 h = walking ------------------------------------------------------- 0.034 0.800 0.777 0.774 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.090 0.534 0.712 0.610 a = climbing down 0.026 0.701 0.466 0.560 b = climbing up 0.004 0.828 0.906 0.865 c = jumping 0.001 0.994 1.000 0.997 d = lying 0.062 0.741 0.997 0.850 e = standing 0.001 0.995 0.644 0.782 f = sitting 0.003 0.981 0.973 0.977 g = running 0.057 0.673 0.654 0.663 h = walking ------------------------------------------------------- 0.033 0.810 0.790 0.787 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.077 0.570 0.712 0.633 a = climbing down 0.016 0.762 0.395 0.520 b = climbing up 0.002 0.917 0.906 0.911 c = jumping 0.001 0.994 1.000 0.997 d = lying 0.062 0.741 0.997 0.850 e = standing 0.001 0.995 0.644 0.782 f = sitting 0.003 0.982 0.988 0.985 g = running 0.065 0.688 0.790 0.735 h = walking ------------------------------------------------------- 0.032 0.826 0.805 0.799 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.073 0.584 0.708 0.640 a = climbing down 0.013 0.771 0.349 0.480 b = climbing up 0.002 0.918 0.918 0.918 c = jumping 0.001 0.994 1.000 0.997 d = lying 0.062 0.742 0.998 0.851 e = standing 0.000 0.997 0.645 0.784 f = sitting 0.003 0.983 0.988 0.986 g = running 0.071 0.679 0.834 0.749 h = walking ------------------------------------------------------- 0.032 0.828 0.807 0.798 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.069 0.596 0.710 0.648 a = climbing down 0.011 0.790 0.325 0.460 b = climbing up 0.002 0.909 0.941 0.925 c = jumping 0.001 0.994 1.000 0.997 d = lying 0.062 0.742 0.998 0.851 e = standing 0.000 0.997 0.645 0.784 f = sitting 0.002 0.987 0.987 0.987 g = running 0.075 0.677 0.864 0.759 h = walking ------------------------------------------------------- 0.031 0.832 0.809 0.798 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.058 0.634 0.704 0.667 a = climbing down 0.009 0.821 0.325 0.465 b = climbing up 0.001 0.953 0.965 0.959 c = jumping 0.001 0.994 1.000 0.997 d = lying 0.061 0.743 0.998 0.852 e = standing 0.000 0.997 0.647 0.785 f = sitting 0.002 0.990 0.993 0.992 g = running 0.081 0.670 0.908 0.771 h = walking ------------------------------------------------------- 0.031 0.841 0.817 0.805 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.082 0.600 0.849 0.703 a = climbing down 0.017 0.748 0.389 0.512 b = climbing up 0.000 0.986 0.869 0.924 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 0.004 0.977 0.998 0.988 g = running 0.046 0.750 0.757 0.753 h = walking ------------------------------------------------------- 0.021 0.871 0.863 0.858 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.169 0.430 0.882 0.578 a = climbing down 0.007 0.812 0.231 0.360 b = climbing up 0.000 1.000 0.893 0.943 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 0.004 0.980 1.000 0.990 g = running 0.038 0.686 0.455 0.547 h = walking ------------------------------------------------------- 0.030 0.848 0.804 0.794 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.157 0.440 0.855 0.581 a = climbing down 0.007 0.793 0.196 0.314 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 0.983 1.000 0.992 g = running 0.041 0.711 0.552 0.621 h = walking ------------------------------------------------------- 0.028 0.852 0.812 0.801 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.139 0.467 0.847 0.602 a = climbing down 0.007 0.800 0.204 0.326 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 0.983 1.000 0.992 g = running 0.042 0.736 0.646 0.688 h = walking ------------------------------------------------------- 0.026 0.860 0.827 0.816 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.122 0.496 0.831 0.621 a = climbing down 0.006 0.823 0.227 0.355 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 0.983 1.000 0.992 g = running 0.045 0.742 0.724 0.733 h = walking ------------------------------------------------------- 0.025 0.867 0.839 0.828 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.083 0.582 0.805 0.676 a = climbing down 0.006 0.854 0.260 0.399 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 0.983 1.000 0.992 g = running 0.062 0.714 0.853 0.777 h = walking ------------------------------------------------------- 0.022 0.877 0.859 0.847 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.710 0.646 0.676 a = climbing down 0.055 0.663 0.700 0.681 b = climbing up 0.002 0.918 0.968 0.942 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.982 0.994 0.988 f = sitting 0.040 0.821 0.881 0.850 g = running 0.026 0.850 0.794 0.821 h = walking ------------------------------------------------------- 0.023 0.859 0.859 0.859 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.833 0.848 0.840 a = climbing down 0.044 0.717 0.728 0.723 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.982 0.994 0.988 f = sitting 0.009 0.954 0.921 0.937 g = running 0.030 0.841 0.853 0.847 h = walking ------------------------------------------------------- 0.016 0.905 0.904 0.904 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.861 0.890 0.875 a = climbing down 0.039 0.752 0.763 0.757 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.982 0.994 0.988 f = sitting 0.003 0.982 0.921 0.951 g = running 0.028 0.857 0.887 0.872 h = walking ------------------------------------------------------- 0.013 0.920 0.919 0.919 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.873 0.892 0.882 a = climbing down 0.036 0.769 0.782 0.775 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.982 0.994 0.988 f = sitting 0.003 0.982 0.921 0.951 g = running 0.026 0.867 0.902 0.884 h = walking ------------------------------------------------------- 0.012 0.925 0.924 0.924 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.911 0.902 0.907 a = climbing down 0.037 0.778 0.851 0.813 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.982 0.994 0.988 f = sitting 0.002 0.988 0.922 0.954 g = running 0.017 0.910 0.916 0.913 h = walking ------------------------------------------------------- 0.010 0.939 0.937 0.937 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.898 0.902 0.900 a = climbing down 0.034 0.792 0.851 0.820 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.982 0.994 0.988 f = sitting 0.003 0.982 0.925 0.953 g = running 0.015 0.922 0.925 0.924 h = walking ------------------------------------------------------- 0.010 0.940 0.938 0.939 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.782 0.745 0.763 a = climbing down 0.054 0.697 0.802 0.746 b = climbing up 0.009 0.704 0.978 0.819 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.001 0.996 0.998 0.997 e = standing 0.003 0.978 1.000 0.989 f = sitting 0.018 0.915 0.929 0.922 g = running 0.023 0.849 0.711 0.774 h = walking ------------------------------------------------------- 0.018 0.885 0.882 0.881 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.873 0.772 0.819 a = climbing down 0.043 0.740 0.796 0.767 b = climbing up 0.001 0.967 0.978 0.972 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.001 0.996 0.998 0.997 e = standing 0.003 0.978 1.000 0.989 f = sitting 0.010 0.956 0.986 0.971 g = running 0.032 0.824 0.814 0.819 h = walking ------------------------------------------------------- 0.015 0.911 0.910 0.910 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.915 0.758 0.829 a = climbing down 0.044 0.743 0.816 0.778 b = climbing up 0.000 0.989 0.978 0.983 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.001 0.996 0.998 0.997 e = standing 0.003 0.978 1.000 0.989 f = sitting 0.009 0.960 0.989 0.974 g = running 0.032 0.829 0.842 0.835 h = walking ------------------------------------------------------- 0.014 0.918 0.916 0.916 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.943 0.792 0.861 a = climbing down 0.044 0.746 0.831 0.786 b = climbing up 0.000 0.989 0.978 0.983 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.001 0.996 0.998 0.997 e = standing 0.003 0.978 1.000 0.989 f = sitting 0.002 0.990 0.992 0.991 g = running 0.031 0.838 0.860 0.849 h = walking ------------------------------------------------------- 0.012 0.929 0.925 0.926 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.952 0.798 0.868 a = climbing down 0.039 0.768 0.840 0.802 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.001 0.996 0.998 0.997 e = standing 0.003 0.978 1.000 0.989 f = sitting 0.001 0.993 0.994 0.994 g = running 0.031 0.843 0.882 0.862 h = walking ------------------------------------------------------- 0.011 0.934 0.931 0.931 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.954 0.784 0.860 a = climbing down 0.040 0.765 0.834 0.798 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.000 1.000 0.980 0.990 d = lying 0.001 0.996 0.998 0.997 e = standing 0.003 0.978 1.000 0.989 f = sitting 0.001 0.993 0.988 0.990 g = running 0.032 0.837 0.895 0.865 h = walking ------------------------------------------------------- 0.012 0.933 0.930 0.930 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.400 0.163 0.231 a = climbing down 0.151 0.538 0.943 0.685 b = climbing up 0.000 1.000 0.827 0.905 c = jumping 0.000 1.000 0.972 0.986 d = lying 0.006 0.951 0.983 0.967 e = standing 0.002 0.985 0.986 0.986 f = sitting 0.006 0.976 0.917 0.946 g = running 0.009 0.919 0.741 0.821 h = walking ------------------------------------------------------- 0.032 0.825 0.820 0.806 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.455 0.180 0.258 a = climbing down 0.147 0.544 0.941 0.690 b = climbing up 0.000 1.000 0.853 0.921 c = jumping 0.000 1.000 0.972 0.986 d = lying 0.006 0.951 0.983 0.967 e = standing 0.002 0.985 0.986 0.986 f = sitting 0.005 0.978 0.919 0.948 g = running 0.009 0.920 0.778 0.843 h = walking ------------------------------------------------------- 0.031 0.834 0.828 0.813 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.480 0.172 0.253 a = climbing down 0.147 0.548 0.951 0.695 b = climbing up 0.000 1.000 0.867 0.929 c = jumping 0.000 1.000 0.972 0.986 d = lying 0.006 0.951 0.983 0.967 e = standing 0.002 0.985 0.986 0.986 f = sitting 0.005 0.979 0.922 0.950 g = running 0.009 0.927 0.809 0.864 h = walking ------------------------------------------------------- 0.030 0.839 0.833 0.817 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.514 0.170 0.256 a = climbing down 0.145 0.551 0.952 0.698 b = climbing up 0.000 1.000 0.867 0.929 c = jumping 0.000 1.000 0.972 0.986 d = lying 0.006 0.951 0.983 0.967 e = standing 0.002 0.985 0.986 0.986 f = sitting 0.005 0.979 0.921 0.950 g = running 0.009 0.930 0.848 0.887 h = walking ------------------------------------------------------- 0.029 0.844 0.837 0.820 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.521 0.178 0.265 a = climbing down 0.141 0.557 0.949 0.702 b = climbing up 0.000 1.000 0.867 0.929 c = jumping 0.000 1.000 0.972 0.986 d = lying 0.006 0.951 0.983 0.967 e = standing 0.002 0.985 0.986 0.986 f = sitting 0.005 0.979 0.919 0.948 g = running 0.009 0.930 0.871 0.899 h = walking ------------------------------------------------------- 0.029 0.846 0.840 0.824 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.537 0.180 0.269 a = climbing down 0.138 0.562 0.949 0.706 b = climbing up 0.000 1.000 0.867 0.929 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 0.005 0.979 0.923 0.951 g = running 0.009 0.932 0.891 0.911 h = walking ------------------------------------------------------- 0.028 0.849 0.844 0.826 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.737 0.528 0.615 a = climbing down 0.098 0.651 0.979 0.782 b = climbing up 0.000 1.000 0.770 0.870 c = jumping 0.015 0.896 0.884 0.890 d = lying 0.025 0.799 0.903 0.848 e = standing 0.017 0.884 0.812 0.847 f = sitting 0.005 0.981 0.930 0.955 g = running 0.012 0.891 0.693 0.780 h = walking ------------------------------------------------------- 0.028 0.843 0.828 0.826 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.772 0.544 0.638 a = climbing down 0.094 0.661 0.981 0.790 b = climbing up 0.000 1.000 0.784 0.879 c = jumping 0.015 0.896 0.884 0.890 d = lying 0.025 0.799 0.903 0.848 e = standing 0.017 0.884 0.812 0.847 f = sitting 0.005 0.982 0.934 0.958 g = running 0.011 0.906 0.731 0.809 h = walking ------------------------------------------------------- 0.027 0.852 0.836 0.834 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.778 0.535 0.634 a = climbing down 0.094 0.660 0.983 0.789 b = climbing up 0.000 1.000 0.784 0.879 c = jumping 0.015 0.896 0.884 0.890 d = lying 0.025 0.799 0.903 0.848 e = standing 0.017 0.884 0.812 0.847 f = sitting 0.004 0.983 0.930 0.956 g = running 0.011 0.906 0.752 0.822 h = walking ------------------------------------------------------- 0.027 0.852 0.837 0.835 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.801 0.525 0.634 a = climbing down 0.096 0.656 0.983 0.786 b = climbing up 0.000 1.000 0.784 0.879 c = jumping 0.015 0.896 0.884 0.890 d = lying 0.025 0.800 0.903 0.849 e = standing 0.017 0.885 0.814 0.848 f = sitting 0.004 0.983 0.932 0.957 g = running 0.010 0.912 0.775 0.838 h = walking ------------------------------------------------------- 0.027 0.856 0.839 0.837 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.850 0.489 0.621 a = climbing down 0.101 0.644 0.984 0.778 b = climbing up 0.000 1.000 0.811 0.896 c = jumping 0.015 0.896 0.884 0.890 d = lying 0.025 0.800 0.903 0.849 e = standing 0.017 0.885 0.814 0.848 f = sitting 0.004 0.985 0.933 0.958 g = running 0.011 0.915 0.821 0.866 h = walking ------------------------------------------------------- 0.027 0.861 0.840 0.838 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.868 0.476 0.615 a = climbing down 0.102 0.643 0.985 0.778 b = climbing up 0.000 1.000 0.811 0.896 c = jumping 0.015 0.896 0.884 0.890 d = lying 0.025 0.800 0.903 0.849 e = standing 0.017 0.885 0.814 0.848 f = sitting 0.004 0.985 0.933 0.958 g = running 0.011 0.914 0.842 0.876 h = walking ------------------------------------------------------- 0.026 0.863 0.841 0.838 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.571 0.282 0.378 a = climbing down 0.102 0.489 0.763 0.596 b = climbing up 0.000 1.000 0.101 0.184 c = jumping 0.006 0.958 0.947 0.952 d = lying 0.007 0.949 0.931 0.940 e = standing 0.012 0.925 0.952 0.938 f = sitting 0.029 0.911 0.958 0.934 g = running 0.032 0.791 0.745 0.767 h = walking ------------------------------------------------------- 0.029 0.826 0.816 0.806 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.567 0.270 0.366 a = climbing down 0.099 0.498 0.766 0.604 b = climbing up 0.000 1.000 0.101 0.184 c = jumping 0.006 0.958 0.947 0.952 d = lying 0.007 0.949 0.931 0.940 e = standing 0.012 0.925 0.952 0.938 f = sitting 0.029 0.911 0.958 0.934 g = running 0.033 0.788 0.766 0.777 h = walking ------------------------------------------------------- 0.028 0.827 0.818 0.807 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.603 0.260 0.363 a = climbing down 0.094 0.517 0.781 0.622 b = climbing up 0.000 1.000 0.101 0.184 c = jumping 0.006 0.958 0.947 0.952 d = lying 0.007 0.949 0.931 0.940 e = standing 0.012 0.925 0.952 0.938 f = sitting 0.029 0.911 0.958 0.934 g = running 0.039 0.767 0.788 0.778 h = walking ------------------------------------------------------- 0.028 0.830 0.822 0.809 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.631 0.264 0.372 a = climbing down 0.092 0.524 0.785 0.628 b = climbing up 0.000 1.000 0.101 0.184 c = jumping 0.006 0.958 0.947 0.952 d = lying 0.007 0.949 0.934 0.942 e = standing 0.012 0.928 0.952 0.940 f = sitting 0.029 0.911 0.958 0.934 g = running 0.040 0.762 0.797 0.779 h = walking ------------------------------------------------------- 0.028 0.833 0.825 0.811 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.616 0.258 0.363 a = climbing down 0.092 0.521 0.781 0.625 b = climbing up 0.000 1.000 0.101 0.184 c = jumping 0.006 0.958 0.947 0.952 d = lying 0.007 0.949 0.934 0.942 e = standing 0.012 0.928 0.952 0.940 f = sitting 0.029 0.911 0.958 0.934 g = running 0.040 0.766 0.801 0.783 h = walking ------------------------------------------------------- 0.028 0.832 0.824 0.811 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.629 0.252 0.359 a = climbing down 0.092 0.523 0.781 0.626 b = climbing up 0.000 1.000 0.101 0.184 c = jumping 0.006 0.958 0.947 0.952 d = lying 0.007 0.951 0.931 0.941 e = standing 0.012 0.924 0.952 0.938 f = sitting 0.029 0.911 0.958 0.934 g = running 0.042 0.758 0.806 0.781 h = walking ------------------------------------------------------- 0.028 0.832 0.824 0.810 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.522 0.271 0.357 a = climbing down 0.067 0.593 0.754 0.664 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.007 0.952 0.992 0.971 d = lying 0.009 0.937 0.916 0.927 e = standing 0.012 0.919 0.902 0.911 f = sitting 0.024 0.927 0.987 0.956 g = running 0.050 0.729 0.834 0.778 h = walking ------------------------------------------------------- 0.027 0.807 0.829 0.812 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.462 0.228 0.305 a = climbing down 0.081 0.536 0.725 0.616 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.007 0.952 0.992 0.971 d = lying 0.009 0.936 0.921 0.928 e = standing 0.012 0.924 0.901 0.912 f = sitting 0.024 0.927 0.988 0.956 g = running 0.046 0.740 0.811 0.774 h = walking ------------------------------------------------------- 0.028 0.797 0.819 0.802 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.441 0.215 0.289 a = climbing down 0.074 0.553 0.712 0.622 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.007 0.952 0.992 0.971 d = lying 0.009 0.936 0.921 0.928 e = standing 0.012 0.924 0.901 0.912 f = sitting 0.024 0.927 0.987 0.956 g = running 0.051 0.726 0.837 0.777 h = walking ------------------------------------------------------- 0.028 0.795 0.820 0.801 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.474 0.211 0.292 a = climbing down 0.066 0.592 0.741 0.658 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.007 0.952 0.992 0.971 d = lying 0.009 0.936 0.921 0.928 e = standing 0.012 0.924 0.901 0.912 f = sitting 0.024 0.927 0.988 0.956 g = running 0.056 0.714 0.865 0.782 h = walking ------------------------------------------------------- 0.027 0.801 0.827 0.806 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.541 0.205 0.297 a = climbing down 0.065 0.610 0.791 0.689 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.007 0.952 0.992 0.971 d = lying 0.009 0.936 0.926 0.931 e = standing 0.011 0.928 0.901 0.914 f = sitting 0.024 0.927 0.988 0.956 g = running 0.058 0.710 0.870 0.782 h = walking ------------------------------------------------------- 0.027 0.810 0.833 0.811 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.652 0.209 0.317 a = climbing down 0.062 0.636 0.842 0.725 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.007 0.952 0.992 0.971 d = lying 0.009 0.937 0.931 0.934 e = standing 0.010 0.933 0.901 0.916 f = sitting 0.024 0.927 0.988 0.956 g = running 0.058 0.713 0.886 0.790 h = walking ------------------------------------------------------- 0.026 0.825 0.842 0.819 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.751 0.699 0.724 a = climbing down 0.075 0.523 0.632 0.572 b = climbing up 0.000 1.000 0.824 0.903 c = jumping 0.027 0.850 0.947 0.896 d = lying 0.100 0.603 0.882 0.716 e = standing 0.026 0.719 0.344 0.465 f = sitting 0.006 0.969 0.953 0.961 g = running 0.041 0.758 0.708 0.732 h = walking ------------------------------------------------------- 0.042 0.751 0.738 0.729 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.031 0.742 0.701 0.721 a = climbing down 0.073 0.528 0.619 0.570 b = climbing up 0.000 1.000 0.847 0.917 c = jumping 0.026 0.855 0.945 0.898 d = lying 0.108 0.585 0.890 0.706 e = standing 0.024 0.713 0.309 0.431 f = sitting 0.005 0.972 0.953 0.962 g = running 0.041 0.763 0.724 0.743 h = walking ------------------------------------------------------- 0.042 0.749 0.735 0.723 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.744 0.705 0.724 a = climbing down 0.072 0.532 0.623 0.574 b = climbing up 0.000 1.000 0.847 0.917 c = jumping 0.025 0.856 0.945 0.898 d = lying 0.110 0.583 0.898 0.707 e = standing 0.022 0.719 0.300 0.424 f = sitting 0.005 0.972 0.953 0.962 g = running 0.041 0.763 0.724 0.743 h = walking ------------------------------------------------------- 0.042 0.750 0.736 0.723 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.029 0.752 0.703 0.727 a = climbing down 0.070 0.541 0.628 0.581 b = climbing up 0.000 1.000 0.859 0.924 c = jumping 0.027 0.847 0.945 0.893 d = lying 0.110 0.583 0.898 0.707 e = standing 0.022 0.712 0.290 0.412 f = sitting 0.005 0.974 0.953 0.963 g = running 0.041 0.766 0.740 0.753 h = walking ------------------------------------------------------- 0.042 0.751 0.737 0.724 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.750 0.707 0.728 a = climbing down 0.066 0.553 0.623 0.586 b = climbing up 0.000 0.986 0.859 0.918 c = jumping 0.027 0.849 0.945 0.895 d = lying 0.113 0.577 0.898 0.702 e = standing 0.022 0.703 0.277 0.397 f = sitting 0.005 0.973 0.950 0.961 g = running 0.041 0.769 0.759 0.764 h = walking ------------------------------------------------------- 0.042 0.750 0.737 0.723 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.030 0.746 0.712 0.728 a = climbing down 0.065 0.558 0.621 0.588 b = climbing up 0.000 0.986 0.859 0.918 c = jumping 0.027 0.846 0.945 0.893 d = lying 0.114 0.576 0.898 0.702 e = standing 0.022 0.698 0.271 0.390 f = sitting 0.005 0.973 0.948 0.961 g = running 0.041 0.772 0.765 0.768 h = walking ------------------------------------------------------- 0.042 0.749 0.737 0.722 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.732 0.785 0.758 a = climbing down 0.094 0.376 0.433 0.402 b = climbing up 0.000 1.000 0.765 0.867 c = jumping 0.016 0.911 1.000 0.953 d = lying 0.135 0.512 0.825 0.632 e = standing 0.031 0.553 0.199 0.292 f = sitting 0.008 0.959 0.974 0.967 g = running 0.049 0.682 0.578 0.626 h = walking ------------------------------------------------------- 0.051 0.687 0.683 0.664 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.737 0.787 0.761 a = climbing down 0.094 0.379 0.437 0.406 b = climbing up 0.000 1.000 0.815 0.898 c = jumping 0.018 0.901 1.000 0.948 d = lying 0.136 0.510 0.823 0.630 e = standing 0.031 0.532 0.184 0.273 f = sitting 0.006 0.965 0.976 0.970 g = running 0.049 0.680 0.577 0.624 h = walking ------------------------------------------------------- 0.051 0.684 0.682 0.662 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.036 0.734 0.785 0.758 a = climbing down 0.092 0.383 0.437 0.408 b = climbing up 0.000 1.000 0.815 0.898 c = jumping 0.018 0.900 1.000 0.947 d = lying 0.137 0.507 0.823 0.628 e = standing 0.031 0.518 0.174 0.260 f = sitting 0.006 0.965 0.976 0.970 g = running 0.049 0.686 0.587 0.633 h = walking ------------------------------------------------------- 0.051 0.682 0.681 0.661 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.740 0.781 0.760 a = climbing down 0.090 0.397 0.453 0.423 b = climbing up 0.000 1.000 0.815 0.898 c = jumping 0.017 0.904 1.000 0.950 d = lying 0.138 0.506 0.823 0.627 e = standing 0.031 0.520 0.175 0.262 f = sitting 0.006 0.965 0.976 0.970 g = running 0.048 0.697 0.604 0.647 h = walking ------------------------------------------------------- 0.050 0.686 0.686 0.665 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.035 0.736 0.783 0.759 a = climbing down 0.088 0.401 0.451 0.425 b = climbing up 0.000 1.000 0.840 0.913 c = jumping 0.016 0.910 1.000 0.953 d = lying 0.142 0.500 0.823 0.622 e = standing 0.031 0.500 0.162 0.244 f = sitting 0.006 0.968 0.976 0.972 g = running 0.047 0.701 0.612 0.654 h = walking ------------------------------------------------------- 0.050 0.684 0.685 0.664 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.035 0.738 0.785 0.761 a = climbing down 0.092 0.397 0.461 0.427 b = climbing up 0.000 1.000 0.877 0.934 c = jumping 0.013 0.924 1.000 0.960 d = lying 0.149 0.488 0.823 0.612 e = standing 0.031 0.461 0.138 0.213 f = sitting 0.005 0.973 0.976 0.974 g = running 0.046 0.699 0.590 0.640 h = walking ------------------------------------------------------- 0.051 0.678 0.680 0.658 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.839 0.471 0.604 a = climbing down 0.057 0.669 0.758 0.711 b = climbing up 0.000 1.000 0.980 0.990 c = jumping 0.042 0.735 0.916 0.816 d = lying 0.012 0.880 0.523 0.656 e = standing 0.095 0.579 0.699 0.633 f = sitting 0.002 0.992 0.999 0.995 g = running 0.048 0.754 0.963 0.846 h = walking ------------------------------------------------------- 0.037 0.788 0.769 0.761 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.879 0.482 0.623 a = climbing down 0.056 0.687 0.818 0.747 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.042 0.735 0.916 0.816 d = lying 0.012 0.880 0.523 0.656 e = standing 0.095 0.579 0.699 0.633 f = sitting 0.001 0.996 0.999 0.997 g = running 0.039 0.790 0.975 0.873 h = walking ------------------------------------------------------- 0.036 0.801 0.780 0.772 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.908 0.494 0.640 a = climbing down 0.056 0.694 0.839 0.759 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.042 0.735 0.916 0.816 d = lying 0.012 0.879 0.519 0.653 e = standing 0.095 0.578 0.699 0.632 f = sitting 0.001 0.996 0.999 0.997 g = running 0.036 0.805 0.982 0.885 h = walking ------------------------------------------------------- 0.035 0.807 0.784 0.777 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.924 0.514 0.660 a = climbing down 0.056 0.701 0.860 0.772 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.042 0.735 0.916 0.816 d = lying 0.013 0.877 0.521 0.654 e = standing 0.095 0.579 0.699 0.633 f = sitting 0.001 0.996 0.999 0.997 g = running 0.032 0.824 0.981 0.895 h = walking ------------------------------------------------------- 0.034 0.813 0.790 0.783 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.933 0.518 0.666 a = climbing down 0.056 0.700 0.865 0.774 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.042 0.735 0.916 0.816 d = lying 0.013 0.877 0.523 0.655 e = standing 0.094 0.580 0.699 0.634 f = sitting 0.001 0.996 0.999 0.997 g = running 0.030 0.831 0.984 0.901 h = walking ------------------------------------------------------- 0.034 0.815 0.792 0.785 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.926 0.529 0.673 a = climbing down 0.055 0.707 0.881 0.784 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.042 0.735 0.916 0.816 d = lying 0.013 0.878 0.524 0.656 e = standing 0.094 0.581 0.699 0.634 f = sitting 0.001 0.996 0.999 0.997 g = running 0.026 0.850 0.984 0.912 h = walking ------------------------------------------------------- 0.033 0.817 0.795 0.789 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.838 0.413 0.553 a = climbing down 0.060 0.649 0.728 0.687 b = climbing up 0.000 0.979 0.465 0.630 c = jumping 0.012 0.914 1.000 0.955 d = lying 0.014 0.907 0.780 0.839 e = standing 0.026 0.868 0.925 0.896 f = sitting 0.015 0.930 0.993 0.961 g = running 0.057 0.725 0.989 0.837 h = walking ------------------------------------------------------- 0.027 0.841 0.831 0.820 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.854 0.402 0.547 a = climbing down 0.063 0.652 0.772 0.707 b = climbing up 0.000 0.981 0.515 0.675 c = jumping 0.012 0.914 1.000 0.955 d = lying 0.014 0.907 0.778 0.838 e = standing 0.026 0.867 0.925 0.895 f = sitting 0.014 0.936 0.993 0.964 g = running 0.051 0.748 0.989 0.852 h = walking ------------------------------------------------------- 0.026 0.847 0.836 0.826 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.857 0.411 0.556 a = climbing down 0.064 0.651 0.782 0.711 b = climbing up 0.000 0.981 0.515 0.675 c = jumping 0.012 0.914 1.000 0.955 d = lying 0.014 0.907 0.781 0.840 e = standing 0.026 0.869 0.925 0.896 f = sitting 0.014 0.936 0.993 0.964 g = running 0.047 0.765 0.991 0.863 h = walking ------------------------------------------------------- 0.026 0.850 0.840 0.829 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.862 0.430 0.574 a = climbing down 0.063 0.656 0.784 0.715 b = climbing up 0.000 0.981 0.515 0.675 c = jumping 0.012 0.914 1.000 0.955 d = lying 0.014 0.906 0.784 0.841 e = standing 0.025 0.872 0.923 0.897 f = sitting 0.014 0.936 0.993 0.964 g = running 0.045 0.771 0.991 0.867 h = walking ------------------------------------------------------- 0.025 0.852 0.842 0.833 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.880 0.433 0.581 a = climbing down 0.063 0.660 0.796 0.722 b = climbing up 0.000 0.981 0.515 0.675 c = jumping 0.012 0.914 1.000 0.955 d = lying 0.016 0.895 0.784 0.836 e = standing 0.025 0.870 0.913 0.891 f = sitting 0.014 0.936 0.993 0.964 g = running 0.043 0.778 0.995 0.873 h = walking ------------------------------------------------------- 0.025 0.854 0.843 0.834 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.901 0.439 0.590 a = climbing down 0.062 0.669 0.818 0.736 b = climbing up 0.000 0.981 0.525 0.684 c = jumping 0.012 0.914 1.000 0.955 d = lying 0.017 0.890 0.784 0.834 e = standing 0.025 0.870 0.908 0.889 f = sitting 0.013 0.938 0.993 0.965 g = running 0.042 0.784 0.995 0.877 h = walking ------------------------------------------------------- 0.025 0.858 0.846 0.837 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.061 0.506 0.750 0.604 a = climbing down 0.153 0.304 0.203 0.243 b = climbing up 0.003 0.870 0.978 0.921 c = jumping 0.001 0.987 0.763 0.861 d = lying 0.082 0.490 0.443 0.465 e = standing 0.119 0.406 0.526 0.459 f = sitting 0.003 0.973 0.768 0.858 g = running 0.190 0.187 0.287 0.226 h = walking ------------------------------------------------------- 0.096 0.518 0.485 0.492 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.045 0.594 0.784 0.676 a = climbing down 0.153 0.345 0.244 0.286 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.995 0.729 0.842 d = lying 0.093 0.287 0.212 0.243 e = standing 0.161 0.312 0.473 0.376 f = sitting 0.003 0.981 0.948 0.964 g = running 0.174 0.177 0.248 0.207 h = walking ------------------------------------------------------- 0.100 0.495 0.471 0.474 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.049 0.577 0.801 0.671 a = climbing down 0.148 0.357 0.249 0.293 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.718 0.835 d = lying 0.093 0.245 0.171 0.202 e = standing 0.169 0.303 0.476 0.370 f = sitting 0.003 0.981 0.950 0.965 g = running 0.171 0.181 0.249 0.210 h = walking ------------------------------------------------------- 0.100 0.491 0.467 0.468 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.052 0.580 0.862 0.694 a = climbing down 0.153 0.325 0.223 0.264 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.765 0.866 d = lying 0.086 0.235 0.150 0.183 e = standing 0.166 0.327 0.523 0.402 f = sitting 0.003 0.981 0.955 0.968 g = running 0.175 0.136 0.182 0.156 h = walking ------------------------------------------------------- 0.101 0.479 0.465 0.461 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.053 0.584 0.888 0.705 a = climbing down 0.157 0.309 0.213 0.252 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.765 0.866 d = lying 0.080 0.228 0.134 0.169 e = standing 0.169 0.339 0.561 0.423 f = sitting 0.003 0.981 0.953 0.967 g = running 0.177 0.113 0.148 0.128 h = walking ------------------------------------------------------- 0.101 0.472 0.463 0.455 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.054 0.587 0.916 0.716 a = climbing down 0.156 0.323 0.225 0.266 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.997 0.763 0.864 d = lying 0.073 0.216 0.114 0.149 e = standing 0.173 0.351 0.606 0.445 f = sitting 0.003 0.981 0.950 0.965 g = running 0.174 0.104 0.133 0.117 h = walking ------------------------------------------------------- 0.100 0.475 0.468 0.458 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.071 0.434 0.651 0.521 a = climbing down 0.145 0.368 0.257 0.302 b = climbing up 0.013 0.543 0.824 0.654 c = jumping 0.015 0.888 0.984 0.934 d = lying 0.039 0.605 0.337 0.433 e = standing 0.117 0.463 0.652 0.541 f = sitting 0.004 0.945 0.457 0.616 g = running 0.221 0.151 0.258 0.190 h = walking ------------------------------------------------------- 0.095 0.528 0.469 0.473 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.130 0.292 0.642 0.401 a = climbing down 0.141 0.347 0.226 0.274 b = climbing up 0.005 0.782 0.929 0.849 c = jumping 0.014 0.901 1.000 0.948 d = lying 0.049 0.480 0.257 0.335 e = standing 0.129 0.417 0.596 0.491 f = sitting 0.002 0.897 0.102 0.183 g = running 0.230 0.159 0.286 0.204 h = walking ------------------------------------------------------- 0.102 0.488 0.403 0.386 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.149 0.263 0.637 0.372 a = climbing down 0.156 0.304 0.207 0.246 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.014 0.899 1.000 0.947 d = lying 0.062 0.276 0.134 0.181 e = standing 0.150 0.345 0.512 0.413 f = sitting 0.001 0.000 0.000 0.000 g = running 0.235 0.118 0.207 0.150 h = walking ------------------------------------------------------- 0.112 0.317 0.345 0.315 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.146 0.267 0.639 0.377 a = climbing down 0.166 0.268 0.183 0.218 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.013 0.903 1.000 0.949 d = lying 0.059 0.217 0.092 0.130 e = standing 0.157 0.345 0.536 0.420 f = sitting 0.001 0.000 0.000 0.000 g = running 0.242 0.095 0.168 0.122 h = walking ------------------------------------------------------- 0.116 0.297 0.331 0.298 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.147 0.286 0.704 0.407 a = climbing down 0.170 0.162 0.099 0.123 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.013 0.903 1.000 0.949 d = lying 0.057 0.199 0.079 0.114 e = standing 0.160 0.348 0.551 0.427 f = sitting 0.001 0.000 0.000 0.000 g = running 0.268 0.050 0.092 0.065 h = walking ------------------------------------------------------- 0.120 0.264 0.305 0.268 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.147 0.288 0.713 0.410 a = climbing down 0.174 0.099 0.058 0.073 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.013 0.904 1.000 0.950 d = lying 0.056 0.193 0.075 0.108 e = standing 0.160 0.350 0.559 0.431 f = sitting 0.000 0.000 0.000 0.000 g = running 0.281 0.029 0.056 0.039 h = walking ------------------------------------------------------- 0.123 0.245 0.292 0.252 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.915 0.482 0.631 a = climbing down 0.036 0.735 0.779 0.757 b = climbing up 0.000 0.989 1.000 0.995 c = jumping 0.000 0.998 0.973 0.986 d = lying 0.004 0.976 0.843 0.904 e = standing 0.031 0.844 0.981 0.908 f = sitting 0.000 0.999 0.963 0.980 g = running 0.068 0.702 0.966 0.813 h = walking ------------------------------------------------------- 0.020 0.891 0.875 0.871 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.908 0.486 0.633 a = climbing down 0.035 0.741 0.784 0.762 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.973 0.986 d = lying 0.004 0.977 0.855 0.912 e = standing 0.029 0.854 0.981 0.913 f = sitting 0.000 0.999 0.964 0.981 g = running 0.067 0.705 0.966 0.815 h = walking ------------------------------------------------------- 0.019 0.893 0.878 0.874 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.908 0.484 0.631 a = climbing down 0.036 0.732 0.784 0.757 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.973 0.986 d = lying 0.004 0.977 0.860 0.915 e = standing 0.028 0.857 0.981 0.915 f = sitting 0.000 0.999 0.964 0.981 g = running 0.067 0.705 0.961 0.813 h = walking ------------------------------------------------------- 0.019 0.892 0.878 0.873 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.900 0.514 0.655 a = climbing down 0.035 0.738 0.771 0.754 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.973 0.986 d = lying 0.004 0.977 0.876 0.924 e = standing 0.025 0.869 0.981 0.922 f = sitting 0.000 0.999 0.964 0.981 g = running 0.064 0.714 0.964 0.820 h = walking ------------------------------------------------------- 0.018 0.895 0.882 0.879 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.900 0.516 0.656 a = climbing down 0.035 0.736 0.775 0.755 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.973 0.986 d = lying 0.005 0.969 0.898 0.932 e = standing 0.022 0.886 0.973 0.927 f = sitting 0.000 0.999 0.964 0.981 g = running 0.063 0.717 0.962 0.822 h = walking ------------------------------------------------------- 0.018 0.897 0.885 0.882 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.895 0.524 0.662 a = climbing down 0.033 0.750 0.781 0.766 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.998 0.973 0.986 d = lying 0.007 0.959 0.920 0.939 e = standing 0.018 0.903 0.962 0.932 f = sitting 0.000 0.999 0.969 0.984 g = running 0.061 0.724 0.967 0.828 h = walking ------------------------------------------------------- 0.017 0.900 0.890 0.887 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.974 0.626 0.763 a = climbing down 0.037 0.724 0.763 0.743 b = climbing up 0.000 0.964 0.589 0.731 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.007 0.952 0.782 0.859 e = standing 0.038 0.814 0.960 0.881 f = sitting 0.012 0.941 0.936 0.939 g = running 0.057 0.735 0.962 0.833 h = walking ------------------------------------------------------- 0.021 0.883 0.867 0.866 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.975 0.641 0.773 a = climbing down 0.035 0.715 0.701 0.708 b = climbing up 0.000 1.000 0.544 0.705 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.007 0.950 0.785 0.860 e = standing 0.037 0.816 0.959 0.882 f = sitting 0.013 0.939 0.940 0.939 g = running 0.065 0.712 0.967 0.820 h = walking ------------------------------------------------------- 0.022 0.879 0.863 0.861 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.975 0.651 0.781 a = climbing down 0.033 0.723 0.678 0.700 b = climbing up 0.000 1.000 0.544 0.705 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.007 0.949 0.793 0.864 e = standing 0.036 0.822 0.957 0.884 f = sitting 0.013 0.939 0.940 0.939 g = running 0.067 0.705 0.975 0.818 h = walking ------------------------------------------------------- 0.022 0.880 0.863 0.861 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.976 0.663 0.790 a = climbing down 0.032 0.730 0.692 0.711 b = climbing up 0.000 1.000 0.544 0.705 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.007 0.949 0.792 0.863 e = standing 0.036 0.820 0.957 0.884 f = sitting 0.013 0.939 0.943 0.941 g = running 0.064 0.716 0.975 0.826 h = walking ------------------------------------------------------- 0.022 0.882 0.867 0.865 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.674 0.798 a = climbing down 0.033 0.735 0.726 0.730 b = climbing up 0.000 1.000 0.544 0.705 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.007 0.950 0.815 0.878 e = standing 0.032 0.838 0.957 0.893 f = sitting 0.013 0.939 0.941 0.940 g = running 0.059 0.731 0.969 0.833 h = walking ------------------------------------------------------- 0.020 0.888 0.874 0.872 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.976 0.682 0.803 a = climbing down 0.034 0.743 0.775 0.759 b = climbing up 0.000 1.000 0.544 0.705 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 0.013 0.939 0.940 0.939 g = running 0.051 0.757 0.965 0.849 h = walking ------------------------------------------------------- 0.019 0.894 0.882 0.880 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.760 0.776 0.768 a = climbing down 0.021 0.753 0.516 0.613 b = climbing up 0.000 1.000 0.895 0.944 c = jumping 0.020 0.889 0.979 0.932 d = lying 0.016 0.849 0.486 0.618 e = standing 0.094 0.628 0.829 0.714 f = sitting 0.021 0.897 1.000 0.946 g = running 0.056 0.713 0.796 0.752 h = walking ------------------------------------------------------- 0.037 0.789 0.780 0.771 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.773 0.772 0.773 a = climbing down 0.021 0.743 0.497 0.596 b = climbing up 0.000 1.000 0.895 0.944 c = jumping 0.020 0.889 0.979 0.932 d = lying 0.016 0.851 0.494 0.625 e = standing 0.093 0.631 0.829 0.717 f = sitting 0.020 0.899 1.000 0.947 g = running 0.058 0.711 0.817 0.760 h = walking ------------------------------------------------------- 0.037 0.791 0.781 0.773 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.788 0.785 0.786 a = climbing down 0.018 0.780 0.521 0.625 b = climbing up 0.000 1.000 0.895 0.944 c = jumping 0.020 0.888 0.979 0.931 d = lying 0.016 0.858 0.524 0.650 e = standing 0.087 0.645 0.827 0.725 f = sitting 0.020 0.900 1.000 0.947 g = running 0.055 0.723 0.833 0.774 h = walking ------------------------------------------------------- 0.035 0.801 0.792 0.785 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.794 0.778 0.786 a = climbing down 0.017 0.790 0.505 0.617 b = climbing up 0.000 1.000 0.895 0.944 c = jumping 0.020 0.888 0.979 0.931 d = lying 0.016 0.858 0.533 0.658 e = standing 0.086 0.649 0.826 0.727 f = sitting 0.020 0.899 1.000 0.947 g = running 0.057 0.721 0.853 0.781 h = walking ------------------------------------------------------- 0.035 0.803 0.794 0.786 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.025 0.798 0.783 0.790 a = climbing down 0.016 0.799 0.505 0.619 b = climbing up 0.000 1.000 0.895 0.944 c = jumping 0.020 0.888 0.979 0.931 d = lying 0.016 0.863 0.542 0.666 e = standing 0.084 0.654 0.827 0.730 f = sitting 0.021 0.897 1.000 0.946 g = running 0.057 0.723 0.858 0.785 h = walking ------------------------------------------------------- 0.035 0.806 0.797 0.789 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.804 0.778 0.791 a = climbing down 0.017 0.792 0.519 0.627 b = climbing up 0.000 1.000 0.895 0.944 c = jumping 0.020 0.889 0.979 0.932 d = lying 0.016 0.873 0.605 0.715 e = standing 0.072 0.687 0.827 0.750 f = sitting 0.020 0.899 1.000 0.947 g = running 0.055 0.732 0.864 0.793 h = walking ------------------------------------------------------- 0.033 0.815 0.809 0.802 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.686 0.485 0.568 a = climbing down 0.031 0.665 0.504 0.574 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.007 0.949 0.757 0.842 e = standing 0.045 0.805 0.974 0.881 f = sitting 0.054 0.766 0.994 0.865 g = running 0.050 0.737 0.810 0.772 h = walking ------------------------------------------------------- 0.031 0.815 0.814 0.806 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.701 0.489 0.576 a = climbing down 0.031 0.671 0.515 0.583 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.007 0.952 0.742 0.834 e = standing 0.048 0.795 0.977 0.877 f = sitting 0.054 0.767 0.994 0.866 g = running 0.050 0.739 0.813 0.774 h = walking ------------------------------------------------------- 0.031 0.816 0.814 0.806 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.707 0.502 0.587 a = climbing down 0.032 0.670 0.527 0.590 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.007 0.951 0.731 0.826 e = standing 0.050 0.789 0.977 0.873 f = sitting 0.053 0.770 0.994 0.867 g = running 0.047 0.748 0.810 0.778 h = walking ------------------------------------------------------- 0.031 0.817 0.815 0.807 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.742 0.518 0.610 a = climbing down 0.032 0.680 0.544 0.604 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.007 0.950 0.718 0.818 e = standing 0.052 0.781 0.977 0.868 f = sitting 0.052 0.775 0.994 0.871 g = running 0.045 0.765 0.833 0.797 h = walking ------------------------------------------------------- 0.030 0.824 0.820 0.813 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.748 0.529 0.620 a = climbing down 0.032 0.677 0.538 0.599 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.007 0.950 0.718 0.818 e = standing 0.052 0.781 0.977 0.868 f = sitting 0.052 0.775 0.994 0.871 g = running 0.044 0.770 0.838 0.802 h = walking ------------------------------------------------------- 0.030 0.825 0.821 0.814 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.777 0.572 0.659 a = climbing down 0.032 0.681 0.549 0.608 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 1.000 0.981 0.990 d = lying 0.007 0.949 0.702 0.807 e = standing 0.055 0.772 0.977 0.862 f = sitting 0.048 0.789 0.994 0.880 g = running 0.041 0.783 0.844 0.812 h = walking ------------------------------------------------------- 0.029 0.831 0.826 0.819 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.716 0.581 0.642 a = climbing down 0.049 0.703 0.659 0.680 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.996 0.741 0.850 d = lying 0.016 0.899 0.939 0.918 e = standing 0.052 0.740 0.903 0.814 f = sitting 0.004 0.977 0.998 0.988 g = running 0.069 0.693 0.807 0.746 h = walking ------------------------------------------------------- 0.031 0.822 0.814 0.812 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.732 0.581 0.648 a = climbing down 0.050 0.706 0.671 0.688 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.996 0.741 0.850 d = lying 0.016 0.899 0.939 0.918 e = standing 0.052 0.740 0.903 0.814 f = sitting 0.004 0.977 0.998 0.988 g = running 0.067 0.697 0.812 0.750 h = walking ------------------------------------------------------- 0.031 0.825 0.816 0.815 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.721 0.584 0.645 a = climbing down 0.050 0.711 0.687 0.699 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.996 0.741 0.850 d = lying 0.016 0.900 0.946 0.922 e = standing 0.051 0.744 0.903 0.816 f = sitting 0.004 0.977 0.998 0.988 g = running 0.063 0.709 0.807 0.755 h = walking ------------------------------------------------------- 0.030 0.827 0.819 0.818 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.726 0.588 0.650 a = climbing down 0.051 0.708 0.692 0.700 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.996 0.741 0.850 d = lying 0.016 0.900 0.948 0.923 e = standing 0.051 0.745 0.903 0.817 f = sitting 0.004 0.977 0.998 0.988 g = running 0.062 0.714 0.806 0.757 h = walking ------------------------------------------------------- 0.030 0.828 0.820 0.819 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.722 0.588 0.648 a = climbing down 0.050 0.709 0.684 0.696 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.996 0.741 0.850 d = lying 0.016 0.900 0.948 0.923 e = standing 0.051 0.745 0.903 0.817 f = sitting 0.004 0.977 0.997 0.987 g = running 0.063 0.709 0.806 0.754 h = walking ------------------------------------------------------- 0.030 0.827 0.819 0.818 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.026 0.728 0.588 0.651 a = climbing down 0.050 0.709 0.687 0.698 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.996 0.741 0.850 d = lying 0.016 0.900 0.952 0.925 e = standing 0.050 0.748 0.903 0.818 f = sitting 0.004 0.976 0.997 0.986 g = running 0.063 0.711 0.807 0.756 h = walking ------------------------------------------------------- 0.030 0.828 0.820 0.819 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.013 0.860 0.698 0.770 a = climbing down 0.026 0.845 0.799 0.822 b = climbing up 0.000 1.000 0.379 0.550 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.025 0.853 0.972 0.909 e = standing 0.004 0.971 0.847 0.904 f = sitting 0.017 0.910 0.982 0.944 g = running 0.054 0.760 0.901 0.825 h = walking ------------------------------------------------------- 0.020 0.887 0.881 0.878 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.856 0.705 0.773 a = climbing down 0.028 0.841 0.817 0.829 b = climbing up 0.000 1.000 0.391 0.562 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.025 0.852 0.974 0.909 e = standing 0.004 0.973 0.845 0.904 f = sitting 0.016 0.911 0.980 0.944 g = running 0.050 0.773 0.893 0.829 h = walking ------------------------------------------------------- 0.020 0.888 0.883 0.880 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.856 0.702 0.772 a = climbing down 0.028 0.838 0.817 0.827 b = climbing up 0.000 1.000 0.391 0.562 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.025 0.852 0.976 0.910 e = standing 0.004 0.974 0.845 0.905 f = sitting 0.016 0.911 0.980 0.944 g = running 0.050 0.772 0.890 0.827 h = walking ------------------------------------------------------- 0.020 0.888 0.882 0.879 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.876 0.689 0.771 a = climbing down 0.029 0.834 0.826 0.830 b = climbing up 0.000 1.000 0.414 0.585 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.025 0.852 0.976 0.910 e = standing 0.004 0.974 0.845 0.905 f = sitting 0.016 0.914 0.980 0.946 g = running 0.049 0.777 0.902 0.835 h = walking ------------------------------------------------------- 0.020 0.891 0.885 0.882 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.894 0.693 0.781 a = climbing down 0.030 0.834 0.830 0.832 b = climbing up 0.000 1.000 0.437 0.608 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.025 0.851 0.978 0.910 e = standing 0.003 0.976 0.843 0.905 f = sitting 0.015 0.916 0.980 0.947 g = running 0.049 0.778 0.905 0.837 h = walking ------------------------------------------------------- 0.019 0.893 0.887 0.884 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.896 0.689 0.779 a = climbing down 0.032 0.826 0.846 0.836 b = climbing up 0.000 1.000 0.437 0.608 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.025 0.851 0.978 0.910 e = standing 0.003 0.976 0.843 0.905 f = sitting 0.015 0.916 0.980 0.947 g = running 0.045 0.793 0.905 0.846 h = walking ------------------------------------------------------- 0.019 0.895 0.889 0.886 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.928 0.740 0.823 a = climbing down 0.028 0.818 0.824 0.821 b = climbing up 0.003 0.886 1.000 0.939 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.012 0.926 0.943 0.934 e = standing 0.009 0.940 0.917 0.928 f = sitting 0.016 0.916 0.980 0.947 g = running 0.036 0.816 0.863 0.839 h = walking ------------------------------------------------------- 0.016 0.904 0.903 0.902 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.940 0.804 0.867 a = climbing down 0.028 0.819 0.813 0.816 b = climbing up 0.003 0.877 1.000 0.935 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.012 0.926 0.943 0.934 e = standing 0.009 0.940 0.917 0.928 f = sitting 0.007 0.959 0.978 0.969 g = running 0.037 0.809 0.870 0.839 h = walking ------------------------------------------------------- 0.015 0.911 0.909 0.909 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.936 0.810 0.869 a = climbing down 0.027 0.828 0.829 0.829 b = climbing up 0.005 0.838 1.000 0.912 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.012 0.930 0.944 0.937 e = standing 0.009 0.942 0.920 0.931 f = sitting 0.006 0.964 0.970 0.967 g = running 0.035 0.821 0.873 0.846 h = walking ------------------------------------------------------- 0.014 0.914 0.912 0.912 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.939 0.817 0.873 a = climbing down 0.027 0.824 0.833 0.828 b = climbing up 0.003 0.877 1.000 0.935 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.012 0.930 0.948 0.939 e = standing 0.009 0.945 0.920 0.933 f = sitting 0.006 0.967 0.978 0.973 g = running 0.034 0.823 0.868 0.845 h = walking ------------------------------------------------------- 0.014 0.916 0.914 0.914 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.936 0.817 0.872 a = climbing down 0.027 0.825 0.839 0.832 b = climbing up 0.003 0.886 1.000 0.939 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.012 0.927 0.948 0.937 e = standing 0.009 0.945 0.917 0.931 f = sitting 0.006 0.967 0.980 0.974 g = running 0.033 0.828 0.868 0.847 h = walking ------------------------------------------------------- 0.014 0.916 0.915 0.915 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.943 0.819 0.877 a = climbing down 0.028 0.823 0.835 0.829 b = climbing up 0.004 0.853 1.000 0.921 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.012 0.927 0.948 0.937 e = standing 0.009 0.945 0.917 0.931 f = sitting 0.005 0.972 0.973 0.973 g = running 0.034 0.823 0.871 0.847 h = walking ------------------------------------------------------- 0.014 0.916 0.914 0.914 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.946 0.905 0.925 a = climbing down 0.014 0.896 0.774 0.831 b = climbing up 0.001 0.976 0.900 0.936 c = jumping 0.003 0.980 0.982 0.981 d = lying 0.001 0.995 0.989 0.992 e = standing 0.003 0.982 0.986 0.984 f = sitting 0.008 0.955 0.993 0.974 g = running 0.032 0.842 0.946 0.891 h = walking ------------------------------------------------------- 0.010 0.942 0.941 0.940 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.946 0.905 0.925 a = climbing down 0.014 0.899 0.780 0.835 b = climbing up 0.000 0.988 0.889 0.936 c = jumping 0.003 0.980 0.982 0.981 d = lying 0.001 0.996 0.989 0.993 e = standing 0.003 0.981 0.986 0.983 f = sitting 0.008 0.953 0.995 0.974 g = running 0.032 0.846 0.947 0.894 h = walking ------------------------------------------------------- 0.010 0.943 0.942 0.941 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.947 0.914 0.930 a = climbing down 0.014 0.896 0.772 0.830 b = climbing up 0.000 0.988 0.889 0.936 c = jumping 0.003 0.980 0.982 0.981 d = lying 0.001 0.996 0.989 0.993 e = standing 0.003 0.981 0.986 0.983 f = sitting 0.007 0.959 0.995 0.977 g = running 0.033 0.841 0.946 0.890 h = walking ------------------------------------------------------- 0.010 0.943 0.942 0.941 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.955 0.918 0.936 a = climbing down 0.013 0.900 0.780 0.836 b = climbing up 0.000 1.000 0.889 0.941 c = jumping 0.003 0.980 0.982 0.981 d = lying 0.001 0.996 0.989 0.993 e = standing 0.003 0.981 0.986 0.983 f = sitting 0.007 0.960 0.997 0.978 g = running 0.032 0.845 0.950 0.895 h = walking ------------------------------------------------------- 0.009 0.945 0.944 0.944 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.920 0.939 a = climbing down 0.014 0.900 0.791 0.842 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.003 0.980 0.982 0.981 d = lying 0.001 0.996 0.989 0.993 e = standing 0.003 0.981 0.986 0.983 f = sitting 0.007 0.963 0.997 0.979 g = running 0.030 0.851 0.949 0.897 h = walking ------------------------------------------------------- 0.009 0.947 0.946 0.945 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.955 0.920 0.938 a = climbing down 0.015 0.893 0.815 0.852 b = climbing up 0.000 1.000 0.911 0.953 c = jumping 0.003 0.980 0.982 0.981 d = lying 0.001 0.995 0.993 0.994 e = standing 0.002 0.986 0.986 0.986 f = sitting 0.006 0.964 0.997 0.980 g = running 0.026 0.867 0.941 0.903 h = walking ------------------------------------------------------- 0.009 0.949 0.949 0.948 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.938 0.298 0.452 a = climbing down 0.062 0.672 0.866 0.757 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.166 0.534 0.996 0.695 e = standing 0.001 0.919 0.055 0.104 f = sitting 0.001 0.997 0.995 0.996 g = running 0.060 0.727 0.872 0.793 h = walking ------------------------------------------------------- 0.044 0.822 0.752 0.700 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.937 0.290 0.443 a = climbing down 0.062 0.672 0.862 0.755 b = climbing up 0.000 0.990 1.000 0.995 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 0.995 0.996 g = running 0.061 0.724 0.875 0.792 h = walking ------------------------------------------------------- 0.045 0.820 0.751 0.698 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.953 0.300 0.456 a = climbing down 0.062 0.673 0.868 0.758 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.166 0.534 0.996 0.695 e = standing 0.001 0.919 0.055 0.104 f = sitting 0.001 0.997 0.995 0.996 g = running 0.058 0.732 0.878 0.799 h = walking ------------------------------------------------------- 0.044 0.824 0.754 0.702 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.961 0.300 0.457 a = climbing down 0.061 0.678 0.874 0.763 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.168 0.532 0.996 0.693 e = standing 0.001 0.906 0.047 0.090 f = sitting 0.001 0.997 0.995 0.996 g = running 0.058 0.737 0.886 0.805 h = walking ------------------------------------------------------- 0.044 0.824 0.754 0.701 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.961 0.302 0.460 a = climbing down 0.061 0.678 0.879 0.766 b = climbing up 0.000 0.990 1.000 0.995 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 0.995 0.996 g = running 0.057 0.739 0.883 0.805 h = walking ------------------------------------------------------- 0.044 0.826 0.755 0.703 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.960 0.295 0.451 a = climbing down 0.063 0.671 0.879 0.761 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.168 0.532 0.997 0.694 e = standing 0.001 0.933 0.046 0.087 f = sitting 0.001 0.997 0.995 0.996 g = running 0.056 0.739 0.878 0.803 h = walking ------------------------------------------------------- 0.044 0.828 0.753 0.699 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.010 0.888 0.717 0.793 a = climbing down 0.055 0.647 0.688 0.667 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.000 1.000 0.902 0.948 d = lying 0.179 0.514 0.985 0.676 e = standing 0.010 0.435 0.044 0.080 f = sitting 0.014 0.924 1.000 0.961 g = running 0.055 0.698 0.696 0.697 h = walking ------------------------------------------------------- 0.049 0.724 0.727 0.688 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.882 0.717 0.791 a = climbing down 0.056 0.642 0.684 0.662 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 1.000 0.902 0.948 d = lying 0.179 0.513 0.985 0.675 e = standing 0.009 0.458 0.044 0.080 f = sitting 0.014 0.923 1.000 0.960 g = running 0.055 0.697 0.691 0.694 h = walking ------------------------------------------------------- 0.049 0.726 0.725 0.687 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.893 0.717 0.796 a = climbing down 0.056 0.644 0.692 0.667 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 1.000 0.902 0.948 d = lying 0.179 0.513 0.985 0.675 e = standing 0.009 0.458 0.044 0.080 f = sitting 0.014 0.923 1.000 0.960 g = running 0.054 0.698 0.693 0.696 h = walking ------------------------------------------------------- 0.049 0.728 0.726 0.688 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.895 0.713 0.793 a = climbing down 0.056 0.650 0.709 0.678 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 1.000 0.903 0.949 d = lying 0.179 0.513 0.983 0.674 e = standing 0.009 0.450 0.044 0.080 f = sitting 0.014 0.923 1.000 0.960 g = running 0.052 0.707 0.694 0.701 h = walking ------------------------------------------------------- 0.048 0.729 0.728 0.690 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.898 0.715 0.796 a = climbing down 0.055 0.654 0.709 0.681 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 1.000 0.903 0.949 d = lying 0.179 0.513 0.983 0.674 e = standing 0.009 0.450 0.044 0.080 f = sitting 0.014 0.923 1.000 0.960 g = running 0.053 0.707 0.699 0.703 h = walking ------------------------------------------------------- 0.048 0.730 0.729 0.691 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.898 0.715 0.796 a = climbing down 0.054 0.656 0.707 0.681 b = climbing up 0.000 1.000 0.957 0.978 c = jumping 0.000 1.000 0.903 0.949 d = lying 0.179 0.513 0.983 0.674 e = standing 0.009 0.450 0.044 0.080 f = sitting 0.014 0.923 1.000 0.960 g = running 0.053 0.705 0.701 0.703 h = walking ------------------------------------------------------- 0.048 0.729 0.729 0.691 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.059 0.386 0.525 0.445 a = climbing down 0.008 0.770 0.156 0.259 b = climbing up 0.000 1.000 0.412 0.583 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.159 0.536 0.986 0.694 e = standing 0.005 0.824 0.124 0.216 f = sitting 0.078 0.699 1.000 0.823 g = running 0.059 0.742 0.899 0.813 h = walking ------------------------------------------------------- 0.052 0.740 0.684 0.626 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.055 0.409 0.532 0.462 a = climbing down 0.008 0.757 0.145 0.244 b = climbing up 0.000 1.000 0.424 0.595 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.160 0.535 0.986 0.694 e = standing 0.005 0.820 0.121 0.211 f = sitting 0.077 0.701 1.000 0.824 g = running 0.063 0.736 0.917 0.817 h = walking ------------------------------------------------------- 0.052 0.739 0.686 0.625 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.049 0.430 0.525 0.473 a = climbing down 0.008 0.755 0.143 0.241 b = climbing up 0.000 1.000 0.424 0.595 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.162 0.532 0.986 0.691 e = standing 0.005 0.807 0.111 0.195 f = sitting 0.077 0.703 1.000 0.825 g = running 0.067 0.728 0.936 0.819 h = walking ------------------------------------------------------- 0.053 0.736 0.686 0.623 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.046 0.449 0.528 0.485 a = climbing down 0.008 0.748 0.138 0.233 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.160 0.535 0.986 0.694 e = standing 0.005 0.820 0.121 0.211 f = sitting 0.076 0.704 1.000 0.826 g = running 0.067 0.730 0.955 0.828 h = walking ------------------------------------------------------- 0.052 0.740 0.691 0.628 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.046 0.453 0.540 0.492 a = climbing down 0.008 0.740 0.133 0.225 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.160 0.534 0.986 0.693 e = standing 0.005 0.816 0.118 0.206 f = sitting 0.075 0.708 1.000 0.829 g = running 0.068 0.727 0.955 0.825 h = walking ------------------------------------------------------- 0.052 0.738 0.690 0.626 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.043 0.469 0.536 0.500 a = climbing down 0.008 0.727 0.129 0.219 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.161 0.533 0.986 0.692 e = standing 0.004 0.835 0.118 0.206 f = sitting 0.074 0.710 1.000 0.830 g = running 0.070 0.724 0.967 0.828 h = walking ------------------------------------------------------- 0.052 0.740 0.692 0.627 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.047 0.462 0.576 0.513 a = climbing down 0.004 0.953 0.506 0.661 b = climbing up 0.000 1.000 0.338 0.505 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.157 0.543 0.998 0.703 e = standing 0.001 0.961 0.123 0.219 f = sitting 0.039 0.824 1.000 0.904 g = running 0.042 0.815 0.966 0.884 h = walking ------------------------------------------------------- 0.041 0.823 0.751 0.712 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.048 0.456 0.569 0.506 a = climbing down 0.004 0.952 0.499 0.655 b = climbing up 0.000 1.000 0.350 0.519 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.157 0.543 0.998 0.703 e = standing 0.001 0.962 0.125 0.221 f = sitting 0.039 0.824 1.000 0.904 g = running 0.043 0.811 0.964 0.881 h = walking ------------------------------------------------------- 0.041 0.822 0.750 0.711 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.046 0.453 0.538 0.492 a = climbing down 0.004 0.952 0.499 0.655 b = climbing up 0.000 1.000 0.388 0.559 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.157 0.543 0.998 0.703 e = standing 0.001 0.962 0.125 0.221 f = sitting 0.040 0.819 1.000 0.900 g = running 0.043 0.813 0.977 0.887 h = walking ------------------------------------------------------- 0.041 0.822 0.751 0.712 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.044 0.464 0.534 0.496 a = climbing down 0.004 0.955 0.497 0.654 b = climbing up 0.000 1.000 0.388 0.559 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.157 0.543 0.998 0.703 e = standing 0.001 0.962 0.125 0.221 f = sitting 0.041 0.817 1.000 0.899 g = running 0.044 0.811 0.986 0.890 h = walking ------------------------------------------------------- 0.041 0.822 0.752 0.712 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.044 0.466 0.542 0.501 a = climbing down 0.004 0.955 0.495 0.652 b = climbing up 0.000 1.000 0.388 0.559 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.157 0.543 0.998 0.703 e = standing 0.001 0.962 0.125 0.221 f = sitting 0.041 0.817 1.000 0.899 g = running 0.043 0.813 0.986 0.891 h = walking ------------------------------------------------------- 0.041 0.823 0.752 0.712 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.042 0.482 0.557 0.517 a = climbing down 0.004 0.958 0.494 0.652 b = climbing up 0.000 1.000 0.438 0.609 c = jumping 0.000 1.000 0.997 0.998 d = lying 0.157 0.543 0.998 0.703 e = standing 0.001 0.962 0.125 0.221 f = sitting 0.039 0.824 1.000 0.904 g = running 0.045 0.810 0.991 0.891 h = walking ------------------------------------------------------- 0.041 0.825 0.755 0.715 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.159 0.264 0.392 0.315 a = climbing down 0.226 0.277 0.606 0.381 b = climbing up 0.029 0.269 0.506 0.351 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.099 0.415 0.502 0.454 e = standing 0.072 0.407 0.308 0.351 f = sitting 0.000 1.000 0.088 0.162 g = running 0.053 0.396 0.186 0.253 h = walking ------------------------------------------------------- 0.082 0.537 0.426 0.403 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.214 0.207 0.384 0.269 a = climbing down 0.239 0.302 0.720 0.425 b = climbing up 0.000 1.000 0.176 0.300 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.103 0.436 0.566 0.493 e = standing 0.063 0.423 0.287 0.342 f = sitting 0.000 0.000 0.000 0.000 g = running 0.036 0.410 0.133 0.201 h = walking ------------------------------------------------------- 0.087 0.396 0.415 0.371 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.216 0.211 0.398 0.276 a = climbing down 0.246 0.311 0.775 0.444 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.102 0.438 0.568 0.494 e = standing 0.063 0.426 0.288 0.344 f = sitting 0.000 0.000 0.000 0.000 g = running 0.027 0.405 0.099 0.159 h = walking ------------------------------------------------------- 0.086 0.377 0.415 0.362 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.215 0.212 0.400 0.277 a = climbing down 0.251 0.313 0.798 0.449 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.100 0.449 0.584 0.508 e = standing 0.061 0.445 0.301 0.359 f = sitting 0.000 0.000 0.000 0.000 g = running 0.023 0.375 0.074 0.124 h = walking ------------------------------------------------------- 0.086 0.377 0.418 0.361 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.211 0.213 0.394 0.277 a = climbing down 0.258 0.317 0.835 0.459 b = climbing up 0.000 1.000 0.071 0.132 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.103 0.433 0.560 0.489 e = standing 0.064 0.420 0.287 0.341 f = sitting 0.000 0.000 0.000 0.000 g = running 0.019 0.347 0.053 0.092 h = walking ------------------------------------------------------- 0.086 0.388 0.415 0.355 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.208 0.221 0.406 0.286 a = climbing down 0.259 0.326 0.873 0.475 b = climbing up 0.000 1.000 0.318 0.482 c = jumping 0.017 0.907 0.957 0.931 d = lying 0.106 0.435 0.582 0.498 e = standing 0.061 0.413 0.265 0.323 f = sitting 0.000 0.000 0.000 0.000 g = running 0.013 0.290 0.028 0.051 h = walking ------------------------------------------------------- 0.085 0.381 0.422 0.358 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.121 0.448 0.674 0.538 a = climbing down 0.217 0.309 0.681 0.425 b = climbing up 0.020 0.497 0.917 0.644 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.086 0.592 0.895 0.713 e = standing 0.037 0.676 0.480 0.561 f = sitting 0.000 1.000 0.061 0.115 g = running 0.058 0.354 0.168 0.228 h = walking ------------------------------------------------------- 0.068 0.634 0.528 0.490 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.154 0.389 0.676 0.494 a = climbing down 0.234 0.314 0.750 0.442 b = climbing up 0.003 0.857 0.786 0.820 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.082 0.603 0.895 0.720 e = standing 0.037 0.686 0.503 0.580 f = sitting 0.000 1.000 0.006 0.012 g = running 0.046 0.235 0.075 0.113 h = walking ------------------------------------------------------- 0.072 0.619 0.514 0.459 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.151 0.389 0.663 0.490 a = climbing down 0.241 0.314 0.772 0.446 b = climbing up 0.002 0.919 0.940 0.929 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.082 0.605 0.899 0.724 e = standing 0.037 0.691 0.506 0.584 f = sitting 0.000 0.667 0.003 0.006 g = running 0.042 0.186 0.051 0.081 h = walking ------------------------------------------------------- 0.071 0.560 0.515 0.456 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.153 0.386 0.663 0.488 a = climbing down 0.245 0.305 0.752 0.434 b = climbing up 0.001 0.953 0.964 0.959 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.079 0.603 0.867 0.711 e = standing 0.041 0.674 0.522 0.588 f = sitting 0.000 0.500 0.002 0.003 g = running 0.044 0.135 0.036 0.057 h = walking ------------------------------------------------------- 0.073 0.522 0.508 0.450 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.151 0.389 0.661 0.490 a = climbing down 0.250 0.298 0.745 0.426 b = climbing up 0.002 0.933 0.988 0.960 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.092 0.567 0.861 0.684 e = standing 0.042 0.633 0.446 0.523 f = sitting 0.000 1.000 0.002 0.003 g = running 0.043 0.094 0.023 0.037 h = walking ------------------------------------------------------- 0.074 0.584 0.494 0.434 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.151 0.385 0.649 0.483 a = climbing down 0.254 0.301 0.766 0.432 b = climbing up 0.002 0.932 0.976 0.953 c = jumping 0.001 0.990 0.843 0.911 d = lying 0.096 0.547 0.828 0.659 e = standing 0.047 0.594 0.419 0.492 f = sitting 0.000 1.000 0.002 0.003 g = running 0.038 0.103 0.023 0.038 h = walking ------------------------------------------------------- 0.075 0.577 0.487 0.426 Weighted Avg. >> shinthigh >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.225 0.306 0.719 0.429 a = climbing down 0.088 0.637 0.838 0.724 b = climbing up 0.002 0.925 0.987 0.955 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.061 0.283 0.198 0.233 e = standing 0.277 0.237 0.579 0.337 f = sitting 0.002 0.966 0.335 0.497 g = running 0.016 0.695 0.195 0.305 h = walking ------------------------------------------------------- 0.086 0.627 0.415 0.377 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.208 0.317 0.704 0.438 a = climbing down 0.123 0.558 0.846 0.673 b = climbing up 0.000 0.987 0.987 0.987 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.059 0.291 0.198 0.235 e = standing 0.277 0.242 0.595 0.344 f = sitting 0.002 0.969 0.374 0.540 g = running 0.015 0.510 0.081 0.139 h = walking ------------------------------------------------------- 0.089 0.590 0.404 0.352 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.163 0.376 0.715 0.493 a = climbing down 0.170 0.484 0.863 0.620 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.059 0.289 0.195 0.233 e = standing 0.278 0.243 0.597 0.345 f = sitting 0.002 0.974 0.438 0.604 g = running 0.012 0.204 0.016 0.030 h = walking ------------------------------------------------------- 0.091 0.538 0.408 0.342 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.161 0.388 0.745 0.510 a = climbing down 0.150 0.515 0.864 0.645 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.059 0.287 0.195 0.232 e = standing 0.278 0.241 0.593 0.343 f = sitting 0.002 0.979 0.545 0.700 g = running 0.010 0.150 0.010 0.018 h = walking ------------------------------------------------------- 0.087 0.536 0.426 0.361 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.147 0.419 0.774 0.544 a = climbing down 0.135 0.545 0.874 0.671 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.057 0.304 0.205 0.245 e = standing 0.276 0.246 0.607 0.351 f = sitting 0.002 0.983 0.706 0.822 g = running 0.006 0.125 0.005 0.009 h = walking ------------------------------------------------------- 0.082 0.543 0.458 0.388 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.127 0.454 0.772 0.572 a = climbing down 0.140 0.536 0.878 0.666 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 0.275 0.214 0.241 e = standing 0.275 0.221 0.526 0.312 f = sitting 0.002 0.985 0.792 0.878 g = running 0.006 0.087 0.003 0.006 h = walking ------------------------------------------------------- 0.082 0.534 0.461 0.393 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.109 0.523 0.870 0.653 a = climbing down 0.075 0.691 0.912 0.786 b = climbing up 0.011 0.588 0.792 0.675 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.050 0.511 0.427 0.465 e = standing 0.249 0.280 0.654 0.392 f = sitting 0.005 0.966 0.725 0.829 g = running 0.021 0.720 0.278 0.401 h = walking ------------------------------------------------------- 0.067 0.536 0.548 0.506 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.126 0.488 0.874 0.626 a = climbing down 0.089 0.656 0.928 0.769 b = climbing up 0.008 0.674 0.833 0.745 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.048 0.523 0.425 0.469 e = standing 0.249 0.285 0.672 0.401 f = sitting 0.004 0.974 0.771 0.861 g = running 0.015 0.547 0.094 0.160 h = walking ------------------------------------------------------- 0.070 0.504 0.531 0.469 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.067 0.626 0.816 0.709 a = climbing down 0.169 0.501 0.927 0.651 b = climbing up 0.001 0.938 0.833 0.882 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.055 0.485 0.422 0.451 e = standing 0.250 0.269 0.620 0.375 f = sitting 0.004 0.975 0.783 0.868 g = running 0.016 0.418 0.061 0.107 h = walking ------------------------------------------------------- 0.076 0.474 0.514 0.451 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.079 0.601 0.861 0.708 a = climbing down 0.146 0.545 0.950 0.693 b = climbing up 0.000 1.000 0.722 0.839 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.058 0.470 0.420 0.443 e = standing 0.250 0.262 0.598 0.364 f = sitting 0.006 0.962 0.854 0.905 g = running 0.009 0.464 0.042 0.077 h = walking ------------------------------------------------------- 0.073 0.482 0.525 0.455 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.081 0.597 0.870 0.708 a = climbing down 0.136 0.565 0.963 0.713 b = climbing up 0.000 1.000 0.736 0.848 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.059 0.465 0.420 0.441 e = standing 0.250 0.259 0.590 0.360 f = sitting 0.006 0.966 0.905 0.934 g = running 0.006 0.474 0.029 0.055 h = walking ------------------------------------------------------- 0.072 0.486 0.533 0.458 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.042 0.738 0.861 0.795 a = climbing down 0.170 0.513 0.973 0.672 b = climbing up 0.000 1.000 0.764 0.866 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.058 0.467 0.415 0.439 e = standing 0.251 0.261 0.598 0.364 f = sitting 0.005 0.971 0.951 0.961 g = running 0.006 0.387 0.019 0.037 h = walking ------------------------------------------------------- 0.072 0.482 0.540 0.464 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.800 0.336 0.473 a = climbing down 0.024 0.800 0.725 0.761 b = climbing up 0.004 0.803 0.671 0.731 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.002 0.990 1.000 0.995 e = standing 0.001 0.991 0.990 0.991 f = sitting 0.024 0.881 0.998 0.936 g = running 0.089 0.644 0.920 0.758 h = walking ------------------------------------------------------- 0.022 0.875 0.867 0.855 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.869 0.321 0.469 a = climbing down 0.024 0.811 0.774 0.792 b = climbing up 0.003 0.814 0.671 0.735 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.002 0.990 1.000 0.995 e = standing 0.001 0.991 0.990 0.991 f = sitting 0.022 0.888 0.998 0.940 g = running 0.089 0.648 0.933 0.765 h = walking ------------------------------------------------------- 0.021 0.886 0.873 0.860 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.905 0.300 0.451 a = climbing down 0.024 0.811 0.791 0.801 b = climbing up 0.002 0.902 0.647 0.753 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.002 0.990 1.000 0.995 e = standing 0.001 0.991 0.990 0.991 f = sitting 0.020 0.896 0.998 0.944 g = running 0.093 0.641 0.946 0.764 h = walking ------------------------------------------------------- 0.021 0.892 0.874 0.860 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.900 0.303 0.453 a = climbing down 0.024 0.811 0.785 0.798 b = climbing up 0.001 0.917 0.647 0.759 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.002 0.990 1.000 0.995 e = standing 0.001 0.991 0.990 0.991 f = sitting 0.019 0.900 1.000 0.947 g = running 0.094 0.639 0.950 0.764 h = walking ------------------------------------------------------- 0.021 0.893 0.874 0.860 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.898 0.296 0.445 a = climbing down 0.024 0.816 0.789 0.802 b = climbing up 0.001 0.912 0.612 0.732 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.002 0.990 1.000 0.995 e = standing 0.001 0.991 0.990 0.991 f = sitting 0.020 0.896 1.000 0.945 g = running 0.095 0.637 0.950 0.763 h = walking ------------------------------------------------------- 0.021 0.892 0.873 0.859 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.914 0.290 0.440 a = climbing down 0.024 0.816 0.789 0.802 b = climbing up 0.001 0.912 0.612 0.732 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.002 0.990 1.000 0.995 e = standing 0.001 0.991 0.990 0.991 f = sitting 0.021 0.895 1.000 0.944 g = running 0.097 0.634 0.950 0.760 h = walking ------------------------------------------------------- 0.021 0.893 0.872 0.858 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.758 0.343 0.472 a = climbing down 0.019 0.827 0.688 0.751 b = climbing up 0.004 0.423 0.138 0.208 c = jumping 0.009 0.946 0.936 0.941 d = lying 0.001 0.997 1.000 0.998 e = standing 0.011 0.938 0.945 0.942 f = sitting 0.039 0.818 1.000 0.900 g = running 0.097 0.618 0.889 0.729 h = walking ------------------------------------------------------- 0.027 0.837 0.833 0.819 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.793 0.356 0.491 a = climbing down 0.019 0.830 0.705 0.763 b = climbing up 0.003 0.480 0.150 0.229 c = jumping 0.009 0.946 0.936 0.941 d = lying 0.001 0.997 1.000 0.998 e = standing 0.011 0.938 0.945 0.942 f = sitting 0.038 0.822 1.000 0.902 g = running 0.095 0.624 0.896 0.736 h = walking ------------------------------------------------------- 0.027 0.844 0.838 0.824 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.792 0.354 0.489 a = climbing down 0.019 0.835 0.720 0.774 b = climbing up 0.004 0.500 0.188 0.273 c = jumping 0.009 0.946 0.936 0.941 d = lying 0.001 0.997 1.000 0.998 e = standing 0.011 0.938 0.945 0.942 f = sitting 0.034 0.837 1.000 0.911 g = running 0.094 0.630 0.908 0.744 h = walking ------------------------------------------------------- 0.026 0.848 0.842 0.828 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.817 0.347 0.487 a = climbing down 0.019 0.833 0.729 0.778 b = climbing up 0.003 0.607 0.212 0.315 c = jumping 0.009 0.946 0.936 0.941 d = lying 0.001 0.997 1.000 0.998 e = standing 0.011 0.938 0.945 0.942 f = sitting 0.028 0.860 1.000 0.925 g = running 0.096 0.632 0.936 0.754 h = walking ------------------------------------------------------- 0.025 0.857 0.847 0.833 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.827 0.352 0.493 a = climbing down 0.019 0.836 0.733 0.781 b = climbing up 0.003 0.581 0.225 0.324 c = jumping 0.009 0.946 0.936 0.941 d = lying 0.001 0.997 1.000 0.998 e = standing 0.011 0.938 0.945 0.942 f = sitting 0.027 0.868 1.000 0.929 g = running 0.096 0.635 0.943 0.759 h = walking ------------------------------------------------------- 0.025 0.859 0.849 0.836 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.834 0.349 0.493 a = climbing down 0.021 0.828 0.744 0.784 b = climbing up 0.003 0.647 0.275 0.386 c = jumping 0.009 0.946 0.936 0.941 d = lying 0.001 0.997 1.000 0.998 e = standing 0.011 0.938 0.945 0.942 f = sitting 0.023 0.882 1.000 0.937 g = running 0.095 0.640 0.951 0.765 h = walking ------------------------------------------------------- 0.024 0.864 0.853 0.839 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.064 0.600 0.753 0.668 a = climbing down 0.054 0.649 0.692 0.670 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 0.998 0.950 0.974 d = lying 0.001 0.991 0.864 0.923 e = standing 0.030 0.841 0.995 0.912 f = sitting 0.002 0.991 0.932 0.961 g = running 0.042 0.716 0.587 0.645 h = walking ------------------------------------------------------- 0.025 0.842 0.832 0.833 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.062 0.605 0.741 0.666 a = climbing down 0.054 0.665 0.747 0.704 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 0.998 0.950 0.974 d = lying 0.001 0.991 0.864 0.923 e = standing 0.030 0.841 0.995 0.912 f = sitting 0.001 0.994 0.911 0.951 g = running 0.039 0.733 0.602 0.661 h = walking ------------------------------------------------------- 0.024 0.848 0.836 0.838 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.056 0.628 0.733 0.676 a = climbing down 0.050 0.688 0.763 0.723 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.950 0.975 d = lying 0.001 0.991 0.874 0.929 e = standing 0.028 0.849 0.997 0.917 f = sitting 0.001 0.994 0.910 0.950 g = running 0.040 0.744 0.652 0.695 h = walking ------------------------------------------------------- 0.023 0.856 0.846 0.848 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.057 0.633 0.761 0.691 a = climbing down 0.049 0.698 0.785 0.739 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.950 0.975 d = lying 0.001 0.991 0.879 0.931 e = standing 0.027 0.852 0.997 0.919 f = sitting 0.001 0.994 0.910 0.950 g = running 0.034 0.775 0.649 0.706 h = walking ------------------------------------------------------- 0.022 0.863 0.853 0.854 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.056 0.636 0.763 0.694 a = climbing down 0.038 0.744 0.774 0.759 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.955 0.977 d = lying 0.002 0.989 0.895 0.940 e = standing 0.024 0.869 0.995 0.927 f = sitting 0.001 0.994 0.910 0.950 g = running 0.036 0.782 0.712 0.745 h = walking ------------------------------------------------------- 0.020 0.873 0.864 0.866 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.056 0.639 0.771 0.699 a = climbing down 0.035 0.764 0.778 0.771 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.000 1.000 0.955 0.977 d = lying 0.002 0.989 0.908 0.947 e = standing 0.021 0.879 0.995 0.933 f = sitting 0.001 0.994 0.913 0.952 g = running 0.034 0.794 0.730 0.761 h = walking ------------------------------------------------------- 0.019 0.879 0.870 0.872 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.777 0.910 0.838 a = climbing down 0.061 0.657 0.807 0.724 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.006 0.965 0.975 0.970 d = lying 0.001 0.996 0.904 0.948 e = standing 0.020 0.885 0.961 0.921 f = sitting 0.002 0.989 0.977 0.983 g = running 0.028 0.783 0.551 0.647 h = walking ------------------------------------------------------- 0.020 0.875 0.869 0.867 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.799 0.903 0.848 a = climbing down 0.058 0.666 0.792 0.723 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.005 0.972 0.975 0.973 d = lying 0.001 0.997 0.944 0.969 e = standing 0.013 0.920 0.967 0.943 f = sitting 0.002 0.989 1.000 0.995 g = running 0.031 0.771 0.569 0.655 h = walking ------------------------------------------------------- 0.018 0.883 0.880 0.878 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.819 0.901 0.858 a = climbing down 0.051 0.700 0.820 0.755 b = climbing up 0.000 1.000 0.977 0.988 c = jumping 0.005 0.972 0.975 0.973 d = lying 0.001 0.997 0.957 0.976 e = standing 0.011 0.932 0.967 0.950 f = sitting 0.002 0.992 1.000 0.996 g = running 0.029 0.790 0.614 0.691 h = walking ------------------------------------------------------- 0.016 0.894 0.893 0.891 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.024 0.830 0.901 0.864 a = climbing down 0.046 0.721 0.823 0.769 b = climbing up 0.000 1.000 0.977 0.988 c = jumping 0.005 0.972 0.975 0.973 d = lying 0.001 0.997 0.955 0.976 e = standing 0.011 0.931 0.967 0.949 f = sitting 0.002 0.992 1.000 0.996 g = running 0.030 0.797 0.647 0.714 h = walking ------------------------------------------------------- 0.016 0.899 0.898 0.897 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.848 0.906 0.876 a = climbing down 0.046 0.723 0.827 0.771 b = climbing up 0.000 1.000 0.977 0.988 c = jumping 0.005 0.972 0.975 0.973 d = lying 0.001 0.997 0.960 0.978 e = standing 0.011 0.935 0.967 0.951 f = sitting 0.002 0.992 1.000 0.996 g = running 0.029 0.806 0.664 0.728 h = walking ------------------------------------------------------- 0.015 0.903 0.902 0.901 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.887 0.906 0.896 a = climbing down 0.041 0.750 0.847 0.796 b = climbing up 0.000 1.000 0.977 0.988 c = jumping 0.004 0.975 0.975 0.975 d = lying 0.001 0.997 0.960 0.978 e = standing 0.011 0.936 0.971 0.953 f = sitting 0.002 0.992 0.997 0.995 g = running 0.028 0.820 0.718 0.765 h = walking ------------------------------------------------------- 0.014 0.914 0.913 0.912 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.759 0.321 0.451 a = climbing down 0.150 0.553 0.989 0.710 b = climbing up 0.000 0.986 0.947 0.966 c = jumping 0.001 0.995 0.881 0.934 d = lying 0.018 0.884 0.991 0.934 e = standing 0.017 0.876 0.884 0.880 f = sitting 0.001 0.995 0.898 0.944 g = running 0.012 0.894 0.686 0.776 h = walking ------------------------------------------------------- 0.032 0.854 0.818 0.811 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.797 0.268 0.401 a = climbing down 0.155 0.545 0.991 0.703 b = climbing up 0.000 0.986 0.973 0.980 c = jumping 0.001 0.995 0.881 0.934 d = lying 0.018 0.884 0.991 0.934 e = standing 0.017 0.876 0.884 0.880 f = sitting 0.001 0.998 0.896 0.944 g = running 0.012 0.899 0.739 0.811 h = walking ------------------------------------------------------- 0.032 0.858 0.818 0.808 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.865 0.214 0.344 a = climbing down 0.156 0.543 0.991 0.701 b = climbing up 0.000 0.986 0.973 0.980 c = jumping 0.001 0.995 0.881 0.934 d = lying 0.018 0.884 0.991 0.934 e = standing 0.017 0.876 0.884 0.880 f = sitting 0.001 0.998 0.896 0.944 g = running 0.013 0.901 0.817 0.857 h = walking ------------------------------------------------------- 0.031 0.867 0.821 0.806 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.908 0.171 0.288 a = climbing down 0.154 0.546 0.992 0.705 b = climbing up 0.000 0.986 0.973 0.980 c = jumping 0.001 0.995 0.881 0.934 d = lying 0.018 0.884 0.991 0.934 e = standing 0.017 0.876 0.884 0.880 f = sitting 0.001 0.998 0.897 0.945 g = running 0.014 0.898 0.878 0.888 h = walking ------------------------------------------------------- 0.031 0.873 0.823 0.803 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.897 0.138 0.239 a = climbing down 0.157 0.542 0.993 0.701 b = climbing up 0.000 0.986 0.973 0.980 c = jumping 0.001 0.995 0.881 0.934 d = lying 0.018 0.884 0.991 0.934 e = standing 0.017 0.876 0.884 0.880 f = sitting 0.001 0.998 0.897 0.945 g = running 0.015 0.895 0.889 0.892 h = walking ------------------------------------------------------- 0.031 0.871 0.820 0.797 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.906 0.122 0.215 a = climbing down 0.161 0.535 0.992 0.695 b = climbing up 0.000 0.986 0.973 0.980 c = jumping 0.001 0.995 0.882 0.935 d = lying 0.017 0.886 0.991 0.936 e = standing 0.017 0.876 0.885 0.881 f = sitting 0.001 0.998 0.891 0.941 g = running 0.015 0.897 0.894 0.896 h = walking ------------------------------------------------------- 0.032 0.871 0.818 0.793 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.307 0.075 0.121 a = climbing down 0.192 0.493 0.995 0.659 b = climbing up 0.000 1.000 0.773 0.872 c = jumping 0.000 1.000 0.909 0.953 d = lying 0.024 0.851 1.000 0.920 e = standing 0.009 0.933 0.868 0.899 f = sitting 0.007 0.969 0.891 0.928 g = running 0.001 0.992 0.655 0.789 h = walking ------------------------------------------------------- 0.039 0.796 0.782 0.760 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.306 0.072 0.116 a = climbing down 0.191 0.494 0.995 0.660 b = climbing up 0.000 1.000 0.827 0.905 c = jumping 0.000 1.000 0.908 0.952 d = lying 0.024 0.848 1.000 0.918 e = standing 0.009 0.933 0.864 0.897 f = sitting 0.006 0.974 0.892 0.931 g = running 0.001 0.993 0.668 0.799 h = walking ------------------------------------------------------- 0.039 0.797 0.783 0.762 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.314 0.070 0.115 a = climbing down 0.189 0.497 0.995 0.663 b = climbing up 0.000 1.000 0.907 0.951 c = jumping 0.000 1.000 0.908 0.952 d = lying 0.024 0.848 1.000 0.918 e = standing 0.009 0.933 0.864 0.897 f = sitting 0.004 0.981 0.891 0.934 g = running 0.001 0.991 0.695 0.817 h = walking ------------------------------------------------------- 0.038 0.799 0.787 0.765 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.328 0.065 0.109 a = climbing down 0.186 0.501 0.995 0.666 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.908 0.952 d = lying 0.024 0.848 1.000 0.918 e = standing 0.009 0.933 0.864 0.897 f = sitting 0.003 0.987 0.886 0.934 g = running 0.001 0.991 0.751 0.855 h = walking ------------------------------------------------------- 0.037 0.803 0.794 0.770 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.337 0.050 0.086 a = climbing down 0.179 0.510 0.993 0.674 b = climbing up 0.000 1.000 0.933 0.966 c = jumping 0.000 1.000 0.908 0.952 d = lying 0.024 0.849 1.000 0.918 e = standing 0.008 0.935 0.868 0.900 f = sitting 0.003 0.984 0.886 0.933 g = running 0.001 0.990 0.847 0.913 h = walking ------------------------------------------------------- 0.035 0.805 0.804 0.776 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.316 0.040 0.071 a = climbing down 0.178 0.512 0.995 0.676 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.908 0.952 d = lying 0.025 0.846 1.000 0.917 e = standing 0.008 0.935 0.864 0.898 f = sitting 0.003 0.985 0.889 0.934 g = running 0.001 0.991 0.872 0.928 h = walking ------------------------------------------------------- 0.035 0.803 0.806 0.776 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.129 0.396 0.686 0.502 a = climbing down 0.059 0.637 0.744 0.686 b = climbing up 0.000 1.000 0.618 0.764 c = jumping 0.040 0.758 0.806 0.781 d = lying 0.047 0.732 0.996 0.844 e = standing 0.022 0.737 0.441 0.552 f = sitting 0.014 0.952 0.955 0.954 g = running 0.038 0.423 0.155 0.227 h = walking ------------------------------------------------------- 0.044 0.696 0.694 0.673 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.142 0.376 0.690 0.486 a = climbing down 0.049 0.682 0.750 0.714 b = climbing up 0.000 1.000 0.632 0.774 c = jumping 0.044 0.740 0.804 0.771 d = lying 0.047 0.731 0.998 0.844 e = standing 0.022 0.727 0.414 0.528 f = sitting 0.014 0.952 0.956 0.954 g = running 0.035 0.428 0.146 0.218 h = walking ------------------------------------------------------- 0.044 0.696 0.691 0.669 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.150 0.366 0.702 0.481 a = climbing down 0.040 0.723 0.751 0.737 b = climbing up 0.000 1.000 0.724 0.840 c = jumping 0.044 0.740 0.804 0.771 d = lying 0.047 0.732 0.998 0.845 e = standing 0.022 0.725 0.414 0.527 f = sitting 0.013 0.955 0.957 0.956 g = running 0.033 0.436 0.142 0.214 h = walking ------------------------------------------------------- 0.043 0.701 0.694 0.672 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.155 0.362 0.712 0.480 a = climbing down 0.038 0.737 0.759 0.748 b = climbing up 0.000 1.000 0.776 0.874 c = jumping 0.044 0.742 0.804 0.772 d = lying 0.050 0.721 1.000 0.838 e = standing 0.021 0.735 0.407 0.524 f = sitting 0.012 0.958 0.957 0.958 g = running 0.031 0.396 0.116 0.180 h = walking ------------------------------------------------------- 0.043 0.698 0.692 0.668 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.155 0.362 0.712 0.480 a = climbing down 0.038 0.737 0.773 0.755 b = climbing up 0.000 1.000 0.776 0.874 c = jumping 0.044 0.742 0.804 0.772 d = lying 0.050 0.721 1.000 0.838 e = standing 0.021 0.735 0.407 0.524 f = sitting 0.012 0.958 0.957 0.958 g = running 0.029 0.410 0.115 0.179 h = walking ------------------------------------------------------- 0.043 0.700 0.694 0.669 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.156 0.363 0.718 0.482 a = climbing down 0.037 0.745 0.773 0.759 b = climbing up 0.000 1.000 0.789 0.882 c = jumping 0.044 0.741 0.804 0.771 d = lying 0.049 0.724 1.000 0.840 e = standing 0.022 0.727 0.405 0.520 f = sitting 0.012 0.959 0.957 0.958 g = running 0.029 0.406 0.113 0.177 h = walking ------------------------------------------------------- 0.043 0.700 0.694 0.670 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.101 0.465 0.709 0.562 a = climbing down 0.046 0.734 0.924 0.818 b = climbing up 0.000 1.000 0.480 0.649 c = jumping 0.086 0.644 1.000 0.783 d = lying 0.016 0.892 0.984 0.936 e = standing 0.002 0.958 0.287 0.442 f = sitting 0.015 0.949 0.979 0.964 g = running 0.030 0.594 0.249 0.351 h = walking ------------------------------------------------------- 0.038 0.770 0.742 0.712 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.113 0.450 0.750 0.562 a = climbing down 0.041 0.757 0.924 0.832 b = climbing up 0.000 0.974 0.507 0.667 c = jumping 0.084 0.651 1.000 0.788 d = lying 0.015 0.893 0.986 0.938 e = standing 0.002 0.960 0.305 0.463 f = sitting 0.015 0.951 0.981 0.966 g = running 0.027 0.563 0.193 0.287 h = walking ------------------------------------------------------- 0.038 0.768 0.741 0.708 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.113 0.448 0.744 0.559 a = climbing down 0.041 0.758 0.924 0.833 b = climbing up 0.000 0.977 0.573 0.723 c = jumping 0.087 0.642 1.000 0.782 d = lying 0.016 0.892 0.990 0.939 e = standing 0.001 0.969 0.282 0.437 f = sitting 0.013 0.956 0.983 0.969 g = running 0.027 0.569 0.197 0.293 h = walking ------------------------------------------------------- 0.038 0.770 0.740 0.707 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.120 0.435 0.748 0.550 a = climbing down 0.034 0.791 0.924 0.852 b = climbing up 0.000 0.980 0.640 0.774 c = jumping 0.087 0.642 1.000 0.782 d = lying 0.016 0.893 0.996 0.942 e = standing 0.001 0.987 0.282 0.438 f = sitting 0.012 0.960 0.983 0.972 g = running 0.027 0.559 0.191 0.285 h = walking ------------------------------------------------------- 0.038 0.774 0.742 0.709 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.122 0.431 0.750 0.547 a = climbing down 0.032 0.798 0.922 0.856 b = climbing up 0.000 0.980 0.653 0.784 c = jumping 0.087 0.642 1.000 0.782 d = lying 0.016 0.893 0.996 0.942 e = standing 0.001 0.987 0.282 0.438 f = sitting 0.012 0.961 0.983 0.972 g = running 0.027 0.549 0.185 0.277 h = walking ------------------------------------------------------- 0.038 0.773 0.741 0.708 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.129 0.422 0.764 0.544 a = climbing down 0.028 0.823 0.928 0.872 b = climbing up 0.000 0.981 0.680 0.803 c = jumping 0.087 0.642 1.000 0.782 d = lying 0.015 0.894 0.996 0.942 e = standing 0.001 0.987 0.282 0.438 f = sitting 0.011 0.963 0.985 0.974 g = running 0.025 0.537 0.164 0.251 h = walking ------------------------------------------------------- 0.037 0.774 0.741 0.707 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.793 0.538 0.641 a = climbing down 0.103 0.459 0.611 0.524 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.007 0.959 0.933 0.946 d = lying 0.020 0.871 0.964 0.915 e = standing 0.015 0.904 0.846 0.874 f = sitting 0.001 0.995 0.971 0.983 g = running 0.075 0.605 0.622 0.613 h = walking ------------------------------------------------------- 0.033 0.807 0.791 0.794 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.798 0.546 0.649 a = climbing down 0.102 0.467 0.623 0.534 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.007 0.959 0.933 0.946 d = lying 0.020 0.871 0.964 0.915 e = standing 0.015 0.904 0.846 0.874 f = sitting 0.001 0.995 0.971 0.983 g = running 0.071 0.621 0.634 0.628 h = walking ------------------------------------------------------- 0.032 0.811 0.796 0.798 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.789 0.555 0.651 a = climbing down 0.111 0.444 0.623 0.519 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.007 0.959 0.933 0.946 d = lying 0.020 0.871 0.964 0.915 e = standing 0.015 0.904 0.846 0.874 f = sitting 0.001 0.995 0.971 0.983 g = running 0.068 0.611 0.581 0.596 h = walking ------------------------------------------------------- 0.033 0.805 0.788 0.792 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.787 0.555 0.651 a = climbing down 0.120 0.423 0.617 0.502 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.007 0.959 0.933 0.946 d = lying 0.020 0.871 0.964 0.915 e = standing 0.015 0.904 0.846 0.874 f = sitting 0.001 0.995 0.971 0.983 g = running 0.067 0.595 0.537 0.565 h = walking ------------------------------------------------------- 0.034 0.800 0.781 0.785 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.799 0.551 0.652 a = climbing down 0.122 0.424 0.629 0.507 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.007 0.959 0.933 0.946 d = lying 0.020 0.871 0.964 0.915 e = standing 0.015 0.904 0.846 0.874 f = sitting 0.001 0.995 0.971 0.983 g = running 0.067 0.594 0.532 0.561 h = walking ------------------------------------------------------- 0.034 0.801 0.781 0.785 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.800 0.553 0.654 a = climbing down 0.120 0.432 0.638 0.515 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.007 0.959 0.933 0.946 d = lying 0.020 0.876 0.964 0.918 e = standing 0.015 0.905 0.852 0.877 f = sitting 0.001 0.995 0.971 0.983 g = running 0.065 0.605 0.546 0.574 h = walking ------------------------------------------------------- 0.034 0.805 0.785 0.789 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.797 0.744 0.770 a = climbing down 0.134 0.383 0.579 0.461 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.962 0.980 d = lying 0.005 0.966 0.975 0.970 e = standing 0.008 0.956 0.989 0.972 f = sitting 0.000 0.998 0.989 0.994 g = running 0.058 0.517 0.336 0.407 h = walking ------------------------------------------------------- 0.031 0.811 0.799 0.799 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.802 0.742 0.771 a = climbing down 0.134 0.379 0.571 0.455 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.960 0.980 d = lying 0.005 0.969 0.981 0.975 e = standing 0.007 0.959 0.991 0.975 f = sitting 0.000 0.998 0.989 0.994 g = running 0.060 0.510 0.337 0.406 h = walking ------------------------------------------------------- 0.031 0.811 0.799 0.799 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.026 0.806 0.742 0.773 a = climbing down 0.135 0.378 0.573 0.455 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.962 0.980 d = lying 0.005 0.969 0.981 0.975 e = standing 0.007 0.961 0.991 0.976 f = sitting 0.000 0.998 0.989 0.994 g = running 0.060 0.503 0.330 0.399 h = walking ------------------------------------------------------- 0.031 0.810 0.798 0.799 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.822 0.738 0.778 a = climbing down 0.125 0.397 0.577 0.470 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.962 0.980 d = lying 0.005 0.969 0.983 0.976 e = standing 0.006 0.963 0.991 0.976 f = sitting 0.000 0.998 0.989 0.994 g = running 0.063 0.531 0.385 0.446 h = walking ------------------------------------------------------- 0.030 0.819 0.807 0.809 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.830 0.740 0.782 a = climbing down 0.127 0.400 0.590 0.477 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.962 0.980 d = lying 0.005 0.969 0.983 0.976 e = standing 0.006 0.963 0.991 0.976 f = sitting 0.000 0.998 0.989 0.994 g = running 0.061 0.532 0.380 0.443 h = walking ------------------------------------------------------- 0.030 0.821 0.808 0.810 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.817 0.744 0.779 a = climbing down 0.137 0.377 0.579 0.457 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.962 0.980 d = lying 0.005 0.969 0.983 0.976 e = standing 0.006 0.963 0.991 0.976 f = sitting 0.000 0.998 0.989 0.994 g = running 0.060 0.496 0.322 0.390 h = walking ------------------------------------------------------- 0.031 0.811 0.798 0.799 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.714 0.566 0.631 a = climbing down 0.114 0.578 0.981 0.728 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 0.919 0.618 0.739 e = standing 0.227 0.410 0.958 0.574 f = sitting 0.000 0.999 0.969 0.983 g = running 0.003 0.961 0.499 0.657 h = walking ------------------------------------------------------- 0.053 0.658 0.667 0.624 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.749 0.558 0.640 a = climbing down 0.107 0.595 0.983 0.741 b = climbing up 0.002 0.900 1.000 0.947 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.007 0.925 0.622 0.744 e = standing 0.226 0.411 0.962 0.576 f = sitting 0.000 0.999 0.970 0.984 g = running 0.004 0.964 0.581 0.725 h = walking ------------------------------------------------------- 0.051 0.666 0.679 0.638 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.863 0.552 0.674 a = climbing down 0.096 0.622 0.991 0.764 b = climbing up 0.001 0.931 1.000 0.964 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.007 0.926 0.629 0.749 e = standing 0.225 0.412 0.962 0.577 f = sitting 0.000 0.999 0.973 0.986 g = running 0.004 0.969 0.730 0.833 h = walking ------------------------------------------------------- 0.048 0.685 0.701 0.662 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.868 0.562 0.682 a = climbing down 0.084 0.652 0.988 0.785 b = climbing up 0.001 0.931 1.000 0.964 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.007 0.927 0.640 0.757 e = standing 0.224 0.414 0.962 0.579 f = sitting 0.000 0.999 0.973 0.986 g = running 0.004 0.967 0.797 0.874 h = walking ------------------------------------------------------- 0.046 0.690 0.713 0.673 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.883 0.562 0.687 a = climbing down 0.083 0.655 0.988 0.787 b = climbing up 0.001 0.942 1.000 0.970 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.007 0.927 0.640 0.757 e = standing 0.224 0.414 0.962 0.579 f = sitting 0.000 0.999 0.974 0.986 g = running 0.004 0.968 0.814 0.884 h = walking ------------------------------------------------------- 0.046 0.693 0.716 0.675 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.891 0.562 0.689 a = climbing down 0.081 0.661 0.993 0.794 b = climbing up 0.001 0.931 1.000 0.964 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.007 0.925 0.620 0.742 e = standing 0.227 0.411 0.962 0.576 f = sitting 0.000 0.999 0.974 0.986 g = running 0.004 0.969 0.824 0.890 h = walking ------------------------------------------------------- 0.046 0.694 0.715 0.675 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.635 0.522 0.573 a = climbing down 0.085 0.648 0.974 0.778 b = climbing up 0.001 0.935 0.900 0.917 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.007 0.945 0.808 0.871 e = standing 0.196 0.448 0.975 0.614 f = sitting 0.002 0.988 0.970 0.979 g = running 0.011 0.902 0.620 0.735 h = walking ------------------------------------------------------- 0.047 0.657 0.702 0.656 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.690 0.518 0.592 a = climbing down 0.093 0.628 0.979 0.766 b = climbing up 0.000 0.986 0.887 0.934 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.007 0.946 0.821 0.879 e = standing 0.194 0.450 0.973 0.616 f = sitting 0.003 0.987 0.974 0.981 g = running 0.011 0.906 0.632 0.745 h = walking ------------------------------------------------------- 0.047 0.663 0.706 0.660 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.759 0.530 0.624 a = climbing down 0.098 0.617 0.983 0.758 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.007 0.946 0.825 0.881 e = standing 0.194 0.450 0.971 0.615 f = sitting 0.004 0.980 0.974 0.977 g = running 0.010 0.914 0.647 0.758 h = walking ------------------------------------------------------- 0.047 0.670 0.709 0.664 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.794 0.530 0.635 a = climbing down 0.094 0.628 0.986 0.767 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.007 0.942 0.821 0.877 e = standing 0.194 0.450 0.971 0.615 f = sitting 0.004 0.981 0.974 0.978 g = running 0.010 0.918 0.696 0.792 h = walking ------------------------------------------------------- 0.046 0.676 0.716 0.671 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.018 0.807 0.537 0.645 a = climbing down 0.087 0.646 0.985 0.780 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.007 0.942 0.821 0.877 e = standing 0.194 0.450 0.971 0.615 f = sitting 0.004 0.980 0.974 0.977 g = running 0.010 0.921 0.739 0.820 h = walking ------------------------------------------------------- 0.045 0.680 0.723 0.678 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.818 0.541 0.651 a = climbing down 0.080 0.662 0.983 0.791 b = climbing up 0.000 1.000 0.863 0.926 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.007 0.942 0.828 0.882 e = standing 0.193 0.452 0.971 0.617 f = sitting 0.004 0.980 0.974 0.977 g = running 0.011 0.923 0.782 0.846 h = walking ------------------------------------------------------- 0.044 0.685 0.730 0.685 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.366 0.201 0.937 0.331 a = climbing down 0.007 0.921 0.274 0.422 b = climbing up 0.000 1.000 0.433 0.605 c = jumping 0.001 0.980 0.356 0.523 d = lying 0.240 0.394 1.000 0.565 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.014 0.874 0.624 0.728 g = running 0.025 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.073 0.538 0.416 0.375 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.324 0.193 0.785 0.309 a = climbing down 0.004 0.953 0.246 0.391 b = climbing up 0.000 1.000 0.011 0.022 c = jumping 0.001 0.980 0.356 0.523 d = lying 0.240 0.394 1.000 0.565 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.045 0.764 0.963 0.852 g = running 0.022 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.072 0.530 0.432 0.370 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.334 0.207 0.883 0.335 a = climbing down 0.001 0.979 0.217 0.355 b = climbing up 0.000 1.000 0.011 0.022 c = jumping 0.001 0.980 0.356 0.523 d = lying 0.240 0.394 1.000 0.565 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.035 0.806 0.963 0.877 g = running 0.022 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.071 0.543 0.434 0.367 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.353 0.202 0.905 0.330 a = climbing down 0.000 1.000 0.138 0.242 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.980 0.356 0.523 d = lying 0.240 0.394 1.000 0.565 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.034 0.811 0.968 0.883 g = running 0.022 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.072 0.528 0.418 0.341 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.380 0.198 0.951 0.327 a = climbing down 0.000 1.000 0.049 0.093 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.980 0.356 0.523 d = lying 0.240 0.394 1.000 0.565 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.028 0.836 0.960 0.893 g = running 0.020 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.074 0.531 0.400 0.307 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.391 0.192 0.944 0.319 a = climbing down 0.000 1.000 0.021 0.040 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.001 0.981 0.384 0.552 d = lying 0.237 0.397 1.000 0.569 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.029 0.832 0.967 0.894 g = running 0.015 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.073 0.531 0.397 0.298 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.225 0.262 0.811 0.396 a = climbing down 0.019 0.817 0.276 0.413 b = climbing up 0.000 1.000 0.284 0.442 c = jumping 0.000 1.000 0.037 0.071 d = lying 0.175 0.472 0.998 0.641 e = standing 0.115 0.000 0.000 0.000 f = sitting 0.032 0.814 0.939 0.872 g = running 0.112 0.005 0.003 0.004 h = walking ------------------------------------------------------- 0.083 0.525 0.406 0.350 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.217 0.254 0.750 0.379 a = climbing down 0.006 0.972 0.690 0.807 b = climbing up 0.000 1.000 0.125 0.222 c = jumping 0.000 1.000 0.037 0.071 d = lying 0.175 0.472 0.998 0.641 e = standing 0.115 0.000 0.000 0.000 f = sitting 0.049 0.754 0.998 0.859 g = running 0.004 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.067 0.552 0.501 0.435 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.243 0.261 0.873 0.402 a = climbing down 0.001 0.997 0.625 0.769 b = climbing up 0.000 1.000 0.023 0.044 c = jumping 0.030 0.143 0.037 0.058 d = lying 0.144 0.520 0.998 0.684 e = standing 0.115 0.000 0.000 0.000 f = sitting 0.037 0.804 0.998 0.891 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.065 0.469 0.495 0.433 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.252 0.253 0.868 0.392 a = climbing down 0.000 0.998 0.592 0.743 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.029 0.148 0.037 0.059 d = lying 0.145 0.518 0.998 0.682 e = standing 0.115 0.000 0.000 0.000 f = sitting 0.038 0.799 0.998 0.888 g = running 0.001 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.066 0.449 0.486 0.425 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.271 0.241 0.873 0.378 a = climbing down 0.000 0.998 0.521 0.685 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.011 0.317 0.037 0.066 d = lying 0.164 0.488 0.998 0.656 e = standing 0.115 0.000 0.000 0.000 f = sitting 0.037 0.802 0.998 0.889 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.068 0.464 0.470 0.407 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.276 0.242 0.895 0.381 a = climbing down 0.000 0.998 0.503 0.669 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.006 0.435 0.037 0.068 d = lying 0.168 0.482 0.998 0.650 e = standing 0.115 0.000 0.000 0.000 f = sitting 0.034 0.815 0.998 0.897 g = running 0.000 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.068 0.479 0.468 0.404 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.041 0.638 0.548 0.589 a = climbing down 0.039 0.710 0.686 0.698 b = climbing up 0.000 1.000 0.570 0.726 c = jumping 0.001 0.993 0.923 0.957 d = lying 0.004 0.975 0.968 0.971 e = standing 0.018 0.875 0.966 0.918 f = sitting 0.000 0.999 0.993 0.996 g = running 0.070 0.672 0.810 0.735 h = walking ------------------------------------------------------- 0.023 0.854 0.850 0.849 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.038 0.657 0.557 0.603 a = climbing down 0.039 0.714 0.694 0.704 b = climbing up 0.000 1.000 0.674 0.806 c = jumping 0.001 0.991 0.923 0.956 d = lying 0.004 0.975 0.968 0.971 e = standing 0.018 0.875 0.963 0.917 f = sitting 0.000 1.000 0.993 0.997 g = running 0.067 0.682 0.817 0.743 h = walking ------------------------------------------------------- 0.022 0.858 0.855 0.854 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.036 0.671 0.561 0.611 a = climbing down 0.039 0.713 0.700 0.706 b = climbing up 0.000 1.000 0.721 0.838 c = jumping 0.001 0.991 0.923 0.956 d = lying 0.004 0.975 0.979 0.977 e = standing 0.016 0.885 0.963 0.923 f = sitting 0.000 1.000 0.993 0.997 g = running 0.066 0.685 0.815 0.744 h = walking ------------------------------------------------------- 0.022 0.861 0.858 0.857 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.034 0.687 0.565 0.620 a = climbing down 0.041 0.709 0.710 0.709 b = climbing up 0.000 1.000 0.733 0.846 c = jumping 0.001 0.993 0.923 0.957 d = lying 0.003 0.981 0.979 0.980 e = standing 0.016 0.886 0.972 0.927 f = sitting 0.000 0.999 0.993 0.996 g = running 0.064 0.692 0.817 0.749 h = walking ------------------------------------------------------- 0.021 0.865 0.861 0.861 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.032 0.700 0.571 0.629 a = climbing down 0.039 0.714 0.702 0.708 b = climbing up 0.000 1.000 0.756 0.861 c = jumping 0.001 0.993 0.923 0.957 d = lying 0.003 0.981 0.981 0.981 e = standing 0.016 0.888 0.972 0.928 f = sitting 0.000 0.999 0.993 0.996 g = running 0.066 0.689 0.825 0.751 h = walking ------------------------------------------------------- 0.021 0.867 0.863 0.862 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.031 0.708 0.574 0.634 a = climbing down 0.039 0.712 0.700 0.706 b = climbing up 0.000 1.000 0.767 0.868 c = jumping 0.001 0.993 0.923 0.957 d = lying 0.004 0.975 0.985 0.980 e = standing 0.015 0.891 0.966 0.927 f = sitting 0.000 0.999 0.993 0.996 g = running 0.066 0.690 0.828 0.753 h = walking ------------------------------------------------------- 0.021 0.867 0.864 0.863 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.805 0.684 0.740 a = climbing down 0.023 0.788 0.612 0.689 b = climbing up 0.000 1.000 0.412 0.583 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.973 0.960 0.966 e = standing 0.006 0.955 0.963 0.959 f = sitting 0.013 0.946 0.989 0.967 g = running 0.074 0.683 0.902 0.777 h = walking ------------------------------------------------------- 0.020 0.884 0.878 0.874 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.815 0.682 0.742 a = climbing down 0.022 0.784 0.592 0.675 b = climbing up 0.000 1.000 0.424 0.595 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.004 0.973 0.962 0.967 e = standing 0.006 0.957 0.968 0.963 f = sitting 0.013 0.946 0.989 0.967 g = running 0.076 0.681 0.917 0.781 h = walking ------------------------------------------------------- 0.020 0.885 0.878 0.874 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.845 0.669 0.747 a = climbing down 0.022 0.788 0.606 0.685 b = climbing up 0.000 1.000 0.435 0.607 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.004 0.973 0.964 0.968 e = standing 0.005 0.959 0.968 0.964 f = sitting 0.012 0.951 0.989 0.970 g = running 0.079 0.676 0.930 0.783 h = walking ------------------------------------------------------- 0.020 0.890 0.881 0.877 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.863 0.662 0.749 a = climbing down 0.022 0.799 0.641 0.712 b = climbing up 0.000 1.000 0.435 0.607 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.004 0.973 0.964 0.968 e = standing 0.005 0.959 0.968 0.964 f = sitting 0.012 0.951 0.989 0.970 g = running 0.074 0.694 0.949 0.801 h = walking ------------------------------------------------------- 0.019 0.896 0.887 0.883 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.870 0.662 0.752 a = climbing down 0.022 0.804 0.643 0.715 b = climbing up 0.000 1.000 0.459 0.629 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.004 0.975 0.971 0.973 e = standing 0.004 0.968 0.970 0.969 f = sitting 0.012 0.952 0.989 0.970 g = running 0.074 0.694 0.952 0.803 h = walking ------------------------------------------------------- 0.019 0.899 0.890 0.886 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.890 0.665 0.761 a = climbing down 0.022 0.802 0.660 0.724 b = climbing up 0.000 1.000 0.494 0.661 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.004 0.975 0.971 0.973 e = standing 0.004 0.968 0.970 0.969 f = sitting 0.012 0.952 0.989 0.970 g = running 0.072 0.701 0.953 0.808 h = walking ------------------------------------------------------- 0.018 0.902 0.893 0.890 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.079 0.409 0.452 0.430 a = climbing down 0.008 0.713 0.168 0.272 b = climbing up 0.000 1.000 0.925 0.961 c = jumping 0.005 0.625 0.051 0.094 d = lying 0.016 0.892 0.689 0.777 e = standing 0.214 0.408 0.934 0.568 f = sitting 0.009 0.952 1.000 0.975 g = running 0.099 0.624 0.891 0.734 h = walking ------------------------------------------------------- 0.059 0.684 0.628 0.580 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.072 0.431 0.450 0.440 a = climbing down 0.007 0.725 0.154 0.254 b = climbing up 0.000 1.000 0.925 0.961 c = jumping 0.009 0.508 0.051 0.093 d = lying 0.018 0.885 0.726 0.797 e = standing 0.203 0.417 0.923 0.575 f = sitting 0.009 0.952 1.000 0.975 g = running 0.107 0.611 0.907 0.730 h = walking ------------------------------------------------------- 0.059 0.668 0.633 0.583 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.074 0.426 0.450 0.438 a = climbing down 0.007 0.713 0.145 0.240 b = climbing up 0.000 1.000 0.925 0.961 c = jumping 0.011 0.448 0.051 0.091 d = lying 0.019 0.888 0.778 0.830 e = standing 0.191 0.431 0.919 0.587 f = sitting 0.009 0.952 1.000 0.975 g = running 0.107 0.610 0.906 0.729 h = walking ------------------------------------------------------- 0.058 0.659 0.640 0.587 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.074 0.429 0.457 0.442 a = climbing down 0.007 0.718 0.142 0.237 b = climbing up 0.000 1.000 0.925 0.961 c = jumping 0.012 0.435 0.051 0.091 d = lying 0.019 0.893 0.841 0.866 e = standing 0.179 0.447 0.915 0.600 f = sitting 0.007 0.964 1.000 0.982 g = running 0.107 0.613 0.916 0.734 h = walking ------------------------------------------------------- 0.056 0.663 0.651 0.597 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.073 0.431 0.455 0.443 a = climbing down 0.007 0.723 0.140 0.234 b = climbing up 0.000 1.000 0.925 0.961 c = jumping 0.010 0.469 0.051 0.092 d = lying 0.019 0.895 0.862 0.878 e = standing 0.177 0.450 0.915 0.603 f = sitting 0.007 0.964 1.000 0.982 g = running 0.107 0.614 0.924 0.737 h = walking ------------------------------------------------------- 0.055 0.670 0.655 0.600 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.071 0.434 0.448 0.441 a = climbing down 0.007 0.716 0.135 0.227 b = climbing up 0.000 1.000 0.925 0.961 c = jumping 0.008 0.517 0.051 0.093 d = lying 0.020 0.896 0.904 0.900 e = standing 0.170 0.459 0.915 0.612 f = sitting 0.007 0.964 1.000 0.982 g = running 0.110 0.610 0.931 0.737 h = walking ------------------------------------------------------- 0.054 0.678 0.662 0.603 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.083 0.455 0.573 0.507 a = climbing down 0.002 0.829 0.080 0.146 b = climbing up 0.001 0.500 0.039 0.072 c = jumping 0.001 0.975 0.263 0.415 d = lying 0.021 0.870 0.737 0.798 e = standing 0.164 0.479 0.951 0.637 f = sitting 0.014 0.928 0.997 0.961 g = running 0.102 0.633 0.950 0.760 h = walking ------------------------------------------------------- 0.053 0.748 0.665 0.620 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.075 0.475 0.566 0.516 a = climbing down 0.002 0.857 0.085 0.154 b = climbing up 0.001 0.500 0.052 0.094 c = jumping 0.001 0.975 0.262 0.412 d = lying 0.022 0.862 0.724 0.787 e = standing 0.166 0.476 0.951 0.635 f = sitting 0.013 0.937 0.997 0.966 g = running 0.107 0.626 0.972 0.761 h = walking ------------------------------------------------------- 0.053 0.752 0.666 0.621 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.077 0.467 0.557 0.508 a = climbing down 0.001 0.868 0.078 0.143 b = climbing up 0.001 0.500 0.052 0.094 c = jumping 0.001 0.975 0.262 0.412 d = lying 0.022 0.863 0.732 0.792 e = standing 0.164 0.479 0.951 0.637 f = sitting 0.012 0.940 0.997 0.967 g = running 0.110 0.620 0.968 0.756 h = walking ------------------------------------------------------- 0.054 0.752 0.665 0.619 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.073 0.474 0.542 0.506 a = climbing down 0.001 0.872 0.080 0.147 b = climbing up 0.002 0.400 0.052 0.092 c = jumping 0.001 0.975 0.262 0.412 d = lying 0.023 0.864 0.750 0.803 e = standing 0.161 0.483 0.949 0.640 f = sitting 0.012 0.941 0.997 0.968 g = running 0.114 0.613 0.977 0.753 h = walking ------------------------------------------------------- 0.053 0.751 0.668 0.622 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.071 0.472 0.530 0.499 a = climbing down 0.001 0.895 0.080 0.147 b = climbing up 0.002 0.538 0.091 0.156 c = jumping 0.001 0.975 0.262 0.412 d = lying 0.021 0.871 0.742 0.801 e = standing 0.163 0.480 0.953 0.639 f = sitting 0.012 0.941 0.997 0.968 g = running 0.116 0.609 0.977 0.750 h = walking ------------------------------------------------------- 0.054 0.757 0.666 0.621 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.070 0.462 0.496 0.479 a = climbing down 0.001 0.895 0.080 0.147 b = climbing up 0.001 0.808 0.273 0.408 c = jumping 0.002 0.968 0.262 0.412 d = lying 0.021 0.870 0.747 0.804 e = standing 0.163 0.481 0.949 0.638 f = sitting 0.012 0.940 0.997 0.967 g = running 0.117 0.607 0.980 0.750 h = walking ------------------------------------------------------- 0.054 0.759 0.667 0.624 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.641 0.378 0.476 a = climbing down 0.053 0.736 0.843 0.786 b = climbing up 0.005 0.809 0.894 0.849 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.051 0.741 0.908 0.816 e = standing 0.019 0.817 0.647 0.722 f = sitting 0.003 0.979 0.870 0.922 g = running 0.067 0.726 0.917 0.811 h = walking ------------------------------------------------------- 0.032 0.808 0.805 0.797 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.761 0.380 0.507 a = climbing down 0.054 0.735 0.848 0.787 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.050 0.746 0.917 0.823 e = standing 0.017 0.831 0.653 0.731 f = sitting 0.003 0.982 0.982 0.982 g = running 0.064 0.735 0.916 0.816 h = walking ------------------------------------------------------- 0.030 0.831 0.825 0.815 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.785 0.391 0.522 a = climbing down 0.054 0.736 0.860 0.793 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.049 0.754 0.932 0.833 e = standing 0.015 0.854 0.664 0.747 f = sitting 0.003 0.982 0.990 0.986 g = running 0.061 0.744 0.912 0.820 h = walking ------------------------------------------------------- 0.029 0.839 0.832 0.823 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.799 0.393 0.527 a = climbing down 0.052 0.745 0.868 0.802 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.049 0.757 0.939 0.839 e = standing 0.014 0.865 0.669 0.754 f = sitting 0.003 0.982 0.990 0.986 g = running 0.061 0.745 0.919 0.823 h = walking ------------------------------------------------------- 0.028 0.844 0.836 0.827 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.808 0.405 0.540 a = climbing down 0.050 0.755 0.874 0.810 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.000 1.000 0.948 0.974 d = lying 0.049 0.756 0.945 0.840 e = standing 0.012 0.877 0.667 0.758 f = sitting 0.003 0.982 0.993 0.988 g = running 0.059 0.752 0.925 0.830 h = walking ------------------------------------------------------- 0.027 0.849 0.841 0.831 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.815 0.408 0.543 a = climbing down 0.050 0.754 0.877 0.811 b = climbing up 0.000 1.000 0.894 0.944 c = jumping 0.000 1.000 0.948 0.974 d = lying 0.050 0.754 0.949 0.840 e = standing 0.012 0.881 0.660 0.755 f = sitting 0.004 0.980 0.995 0.988 g = running 0.058 0.755 0.923 0.831 h = walking ------------------------------------------------------- 0.027 0.850 0.841 0.832 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.755 0.648 0.698 a = climbing down 0.038 0.795 0.835 0.815 b = climbing up 0.004 0.770 0.560 0.648 c = jumping 0.018 0.892 0.917 0.904 d = lying 0.034 0.815 0.923 0.866 e = standing 0.023 0.774 0.622 0.690 f = sitting 0.011 0.930 0.820 0.872 g = running 0.063 0.732 0.883 0.800 h = walking ------------------------------------------------------- 0.031 0.814 0.811 0.808 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.807 0.642 0.715 a = climbing down 0.038 0.794 0.837 0.815 b = climbing up 0.002 0.850 0.607 0.708 c = jumping 0.018 0.892 0.917 0.904 d = lying 0.033 0.820 0.925 0.869 e = standing 0.023 0.778 0.629 0.696 f = sitting 0.010 0.941 0.875 0.907 g = running 0.063 0.732 0.883 0.800 h = walking ------------------------------------------------------- 0.030 0.824 0.821 0.818 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.859 0.642 0.735 a = climbing down 0.035 0.809 0.835 0.822 b = climbing up 0.000 0.981 0.619 0.759 c = jumping 0.018 0.892 0.917 0.904 d = lying 0.033 0.818 0.925 0.868 e = standing 0.023 0.777 0.627 0.694 f = sitting 0.010 0.945 0.925 0.935 g = running 0.064 0.735 0.901 0.810 h = walking ------------------------------------------------------- 0.029 0.837 0.832 0.829 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.913 0.642 0.754 a = climbing down 0.033 0.816 0.844 0.829 b = climbing up 0.000 1.000 0.679 0.809 c = jumping 0.018 0.892 0.917 0.904 d = lying 0.033 0.821 0.934 0.874 e = standing 0.022 0.789 0.629 0.700 f = sitting 0.008 0.954 0.960 0.957 g = running 0.062 0.741 0.908 0.816 h = walking ------------------------------------------------------- 0.027 0.849 0.842 0.839 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.914 0.648 0.759 a = climbing down 0.033 0.820 0.852 0.836 b = climbing up 0.000 1.000 0.690 0.817 c = jumping 0.018 0.892 0.917 0.904 d = lying 0.032 0.827 0.941 0.881 e = standing 0.020 0.800 0.638 0.710 f = sitting 0.008 0.955 0.962 0.958 g = running 0.060 0.749 0.909 0.821 h = walking ------------------------------------------------------- 0.026 0.853 0.847 0.844 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.914 0.651 0.760 a = climbing down 0.034 0.818 0.864 0.840 b = climbing up 0.000 1.000 0.690 0.817 c = jumping 0.018 0.892 0.917 0.904 d = lying 0.031 0.832 0.952 0.888 e = standing 0.019 0.815 0.643 0.719 f = sitting 0.008 0.955 0.962 0.958 g = running 0.057 0.758 0.908 0.826 h = walking ------------------------------------------------------- 0.025 0.857 0.851 0.848 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.901 0.617 0.733 a = climbing down 0.063 0.681 0.890 0.772 b = climbing up 0.000 1.000 0.844 0.916 c = jumping 0.003 0.981 0.957 0.969 d = lying 0.034 0.792 0.880 0.834 e = standing 0.021 0.862 0.798 0.829 f = sitting 0.005 0.974 0.998 0.986 g = running 0.026 0.852 0.840 0.846 h = walking ------------------------------------------------------- 0.022 0.871 0.860 0.860 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.009 0.903 0.634 0.745 a = climbing down 0.056 0.708 0.888 0.788 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.003 0.983 0.957 0.970 d = lying 0.032 0.801 0.892 0.844 e = standing 0.019 0.874 0.809 0.840 f = sitting 0.003 0.982 0.998 0.990 g = running 0.028 0.847 0.861 0.854 h = walking ------------------------------------------------------- 0.021 0.878 0.870 0.869 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.899 0.640 0.748 a = climbing down 0.056 0.707 0.894 0.789 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.003 0.983 0.957 0.970 d = lying 0.031 0.807 0.894 0.848 e = standing 0.019 0.876 0.816 0.845 f = sitting 0.003 0.982 0.998 0.990 g = running 0.026 0.853 0.853 0.853 h = walking ------------------------------------------------------- 0.020 0.879 0.871 0.871 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.900 0.630 0.741 a = climbing down 0.056 0.707 0.888 0.787 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.000 0.998 0.957 0.977 d = lying 0.032 0.807 0.902 0.852 e = standing 0.018 0.885 0.830 0.857 f = sitting 0.003 0.982 0.998 0.990 g = running 0.027 0.849 0.863 0.856 h = walking ------------------------------------------------------- 0.020 0.882 0.874 0.873 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.898 0.654 0.757 a = climbing down 0.050 0.731 0.894 0.804 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.000 0.998 0.957 0.977 d = lying 0.030 0.817 0.902 0.857 e = standing 0.018 0.886 0.842 0.864 f = sitting 0.003 0.982 0.998 0.990 g = running 0.026 0.856 0.876 0.866 h = walking ------------------------------------------------------- 0.019 0.888 0.881 0.881 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.898 0.654 0.757 a = climbing down 0.048 0.739 0.888 0.807 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.000 0.998 0.957 0.977 d = lying 0.029 0.821 0.910 0.863 e = standing 0.017 0.893 0.846 0.869 f = sitting 0.003 0.982 0.998 0.990 g = running 0.028 0.848 0.883 0.865 h = walking ------------------------------------------------------- 0.018 0.889 0.883 0.882 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.931 0.806 0.864 a = climbing down 0.028 0.823 0.848 0.835 b = climbing up 0.000 0.963 0.302 0.460 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.029 0.824 0.910 0.865 e = standing 0.015 0.900 0.815 0.855 f = sitting 0.024 0.880 0.990 0.932 g = running 0.029 0.846 0.892 0.868 h = walking ------------------------------------------------------- 0.019 0.888 0.884 0.881 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.933 0.808 0.866 a = climbing down 0.024 0.839 0.834 0.837 b = climbing up 0.000 1.000 0.302 0.464 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.033 0.803 0.922 0.858 e = standing 0.013 0.908 0.786 0.843 f = sitting 0.024 0.879 0.990 0.931 g = running 0.032 0.835 0.907 0.869 h = walking ------------------------------------------------------- 0.019 0.888 0.882 0.879 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.931 0.812 0.868 a = climbing down 0.023 0.847 0.832 0.840 b = climbing up 0.000 0.964 0.314 0.474 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.033 0.803 0.922 0.858 e = standing 0.013 0.908 0.786 0.843 f = sitting 0.023 0.883 0.990 0.933 g = running 0.033 0.831 0.909 0.868 h = walking ------------------------------------------------------- 0.019 0.888 0.883 0.880 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.940 0.812 0.872 a = climbing down 0.021 0.856 0.829 0.842 b = climbing up 0.000 0.964 0.314 0.474 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.033 0.805 0.924 0.860 e = standing 0.013 0.910 0.788 0.845 f = sitting 0.023 0.883 0.990 0.933 g = running 0.035 0.824 0.917 0.868 h = walking ------------------------------------------------------- 0.019 0.889 0.884 0.881 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.940 0.814 0.873 a = climbing down 0.021 0.856 0.829 0.842 b = climbing up 0.000 0.964 0.314 0.474 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.032 0.811 0.927 0.866 e = standing 0.012 0.914 0.795 0.851 f = sitting 0.023 0.884 0.990 0.934 g = running 0.035 0.822 0.915 0.866 h = walking ------------------------------------------------------- 0.019 0.891 0.886 0.882 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.942 0.831 0.883 a = climbing down 0.021 0.861 0.851 0.856 b = climbing up 0.000 1.000 0.337 0.504 c = jumping 0.001 0.992 0.992 0.992 d = lying 0.031 0.814 0.933 0.869 e = standing 0.011 0.920 0.797 0.854 f = sitting 0.022 0.888 0.990 0.936 g = running 0.031 0.839 0.910 0.873 h = walking ------------------------------------------------------- 0.018 0.897 0.892 0.888 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.043 0.626 0.644 0.635 a = climbing down 0.070 0.651 0.906 0.757 b = climbing up 0.021 0.517 0.957 0.672 c = jumping 0.001 0.997 0.973 0.984 d = lying 0.108 0.642 0.994 0.780 e = standing 0.006 0.910 0.359 0.515 f = sitting 0.005 0.967 0.861 0.911 g = running 0.015 0.867 0.545 0.669 h = walking ------------------------------------------------------- 0.035 0.811 0.767 0.756 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.035 0.664 0.623 0.643 a = climbing down 0.078 0.631 0.933 0.753 b = climbing up 0.000 0.989 0.957 0.973 c = jumping 0.001 0.997 0.973 0.984 d = lying 0.109 0.640 0.994 0.779 e = standing 0.006 0.909 0.354 0.510 f = sitting 0.005 0.971 0.998 0.985 g = running 0.012 0.888 0.548 0.678 h = walking ------------------------------------------------------- 0.035 0.826 0.788 0.774 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.673 0.628 0.649 a = climbing down 0.079 0.630 0.942 0.755 b = climbing up 0.000 0.989 0.957 0.973 c = jumping 0.001 0.997 0.973 0.984 d = lying 0.112 0.635 0.994 0.775 e = standing 0.006 0.905 0.339 0.493 f = sitting 0.005 0.971 0.998 0.985 g = running 0.012 0.886 0.537 0.669 h = walking ------------------------------------------------------- 0.035 0.825 0.786 0.770 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.034 0.676 0.632 0.654 a = climbing down 0.081 0.625 0.938 0.750 b = climbing up 0.000 0.989 0.957 0.973 c = jumping 0.001 0.997 0.973 0.984 d = lying 0.112 0.636 0.994 0.775 e = standing 0.006 0.905 0.341 0.495 f = sitting 0.005 0.971 0.998 0.985 g = running 0.012 0.890 0.534 0.667 h = walking ------------------------------------------------------- 0.035 0.826 0.785 0.770 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.033 0.680 0.628 0.653 a = climbing down 0.081 0.625 0.942 0.752 b = climbing up 0.000 0.989 0.957 0.973 c = jumping 0.000 0.998 0.973 0.985 d = lying 0.112 0.634 0.994 0.774 e = standing 0.006 0.905 0.337 0.491 f = sitting 0.005 0.971 0.998 0.985 g = running 0.012 0.890 0.537 0.670 h = walking ------------------------------------------------------- 0.035 0.826 0.785 0.770 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.031 0.694 0.628 0.659 a = climbing down 0.083 0.619 0.944 0.748 b = climbing up 0.000 0.989 0.957 0.973 c = jumping 0.000 0.998 0.971 0.984 d = lying 0.113 0.632 0.994 0.773 e = standing 0.006 0.899 0.332 0.485 f = sitting 0.005 0.971 0.998 0.985 g = running 0.011 0.898 0.540 0.675 h = walking ------------------------------------------------------- 0.035 0.827 0.785 0.770 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.779 0.884 0.828 a = climbing down 0.093 0.578 0.894 0.702 b = climbing up 0.043 0.241 0.611 0.346 c = jumping 0.002 0.988 0.961 0.975 d = lying 0.119 0.616 0.981 0.757 e = standing 0.003 0.942 0.332 0.491 f = sitting 0.018 0.874 0.711 0.784 g = running 0.005 0.933 0.382 0.543 h = walking ------------------------------------------------------- 0.039 0.807 0.728 0.715 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.792 0.880 0.833 a = climbing down 0.094 0.579 0.903 0.706 b = climbing up 0.010 0.564 0.589 0.576 c = jumping 0.002 0.987 0.961 0.974 d = lying 0.122 0.613 0.991 0.758 e = standing 0.001 0.974 0.314 0.474 f = sitting 0.018 0.899 0.930 0.914 g = running 0.005 0.930 0.387 0.547 h = walking ------------------------------------------------------- 0.039 0.823 0.760 0.738 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.832 0.870 0.850 a = climbing down 0.097 0.575 0.915 0.706 b = climbing up 0.002 0.869 0.589 0.702 c = jumping 0.002 0.987 0.961 0.974 d = lying 0.123 0.612 0.991 0.757 e = standing 0.001 0.973 0.310 0.470 f = sitting 0.018 0.904 0.985 0.943 g = running 0.006 0.925 0.400 0.559 h = walking ------------------------------------------------------- 0.038 0.832 0.769 0.748 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.848 0.872 0.860 a = climbing down 0.098 0.573 0.917 0.705 b = climbing up 0.000 0.964 0.589 0.731 c = jumping 0.002 0.987 0.961 0.974 d = lying 0.124 0.609 0.991 0.755 e = standing 0.001 0.973 0.302 0.461 f = sitting 0.018 0.905 0.995 0.948 g = running 0.006 0.926 0.405 0.564 h = walking ------------------------------------------------------- 0.038 0.836 0.771 0.749 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.856 0.872 0.864 a = climbing down 0.097 0.576 0.921 0.709 b = climbing up 0.001 0.932 0.611 0.738 c = jumping 0.002 0.988 0.961 0.975 d = lying 0.125 0.608 0.991 0.753 e = standing 0.001 0.972 0.298 0.457 f = sitting 0.017 0.907 0.992 0.948 g = running 0.005 0.931 0.415 0.574 h = walking ------------------------------------------------------- 0.038 0.837 0.772 0.751 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.857 0.870 0.864 a = climbing down 0.098 0.577 0.932 0.712 b = climbing up 0.000 0.968 0.678 0.797 c = jumping 0.002 0.988 0.961 0.975 d = lying 0.126 0.607 0.991 0.753 e = standing 0.001 0.972 0.295 0.453 f = sitting 0.015 0.917 0.995 0.955 g = running 0.004 0.948 0.412 0.574 h = walking ------------------------------------------------------- 0.038 0.842 0.775 0.753 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.056 0.208 0.208 0.208 a = climbing down 0.004 0.930 0.333 0.490 b = climbing up 0.000 1.000 0.412 0.583 c = jumping 0.041 0.812 0.918 0.862 d = lying 0.071 0.703 1.000 0.826 e = standing 0.001 0.992 0.446 0.616 f = sitting 0.072 0.722 0.998 0.838 g = running 0.046 0.818 0.983 0.893 h = walking ------------------------------------------------------- 0.040 0.789 0.750 0.725 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.056 0.219 0.220 0.220 a = climbing down 0.004 0.930 0.335 0.492 b = climbing up 0.000 1.000 0.412 0.583 c = jumping 0.054 0.768 0.916 0.836 d = lying 0.087 0.659 1.000 0.794 e = standing 0.001 0.988 0.286 0.443 f = sitting 0.072 0.722 0.998 0.838 g = running 0.045 0.820 0.983 0.894 h = walking ------------------------------------------------------- 0.044 0.776 0.727 0.692 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.056 0.233 0.240 0.237 a = climbing down 0.004 0.929 0.331 0.488 b = climbing up 0.000 1.000 0.400 0.571 c = jumping 0.064 0.736 0.920 0.818 d = lying 0.081 0.674 1.000 0.805 e = standing 0.001 0.986 0.259 0.410 f = sitting 0.070 0.725 0.998 0.840 g = running 0.045 0.819 0.983 0.894 h = walking ------------------------------------------------------- 0.045 0.774 0.724 0.686 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.053 0.231 0.224 0.228 a = climbing down 0.003 0.938 0.347 0.507 b = climbing up 0.000 1.000 0.494 0.661 c = jumping 0.069 0.720 0.920 0.808 d = lying 0.081 0.675 1.000 0.806 e = standing 0.001 0.985 0.230 0.373 f = sitting 0.071 0.723 0.998 0.838 g = running 0.044 0.824 0.985 0.897 h = walking ------------------------------------------------------- 0.046 0.773 0.724 0.683 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.056 0.215 0.216 0.216 a = climbing down 0.003 0.932 0.316 0.472 b = climbing up 0.000 1.000 0.494 0.661 c = jumping 0.080 0.690 0.918 0.788 d = lying 0.078 0.683 1.000 0.811 e = standing 0.001 0.981 0.188 0.315 f = sitting 0.072 0.722 0.998 0.838 g = running 0.046 0.818 0.985 0.894 h = walking ------------------------------------------------------- 0.047 0.766 0.712 0.666 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.058 0.197 0.200 0.198 a = climbing down 0.003 0.930 0.308 0.462 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.077 0.696 0.916 0.791 d = lying 0.090 0.651 1.000 0.788 e = standing 0.001 0.974 0.134 0.235 f = sitting 0.073 0.718 0.998 0.835 g = running 0.046 0.817 0.985 0.893 h = walking ------------------------------------------------------- 0.049 0.759 0.701 0.648 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.046 0.234 0.200 0.216 a = climbing down 0.002 0.964 0.280 0.434 b = climbing up 0.000 1.000 0.506 0.672 c = jumping 0.078 0.714 0.998 0.832 d = lying 0.049 0.775 1.000 0.873 e = standing 0.000 0.994 0.284 0.441 f = sitting 0.084 0.690 1.000 0.817 g = running 0.055 0.788 0.971 0.870 h = walking ------------------------------------------------------- 0.045 0.780 0.733 0.689 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.046 0.225 0.192 0.207 a = climbing down 0.002 0.963 0.276 0.429 b = climbing up 0.000 1.000 0.506 0.672 c = jumping 0.072 0.727 0.998 0.842 d = lying 0.047 0.781 1.000 0.877 e = standing 0.000 0.994 0.323 0.488 f = sitting 0.085 0.688 1.000 0.815 g = running 0.054 0.789 0.971 0.871 h = walking ------------------------------------------------------- 0.044 0.783 0.738 0.697 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.045 0.229 0.192 0.209 a = climbing down 0.002 0.967 0.309 0.469 b = climbing up 0.000 1.000 0.422 0.593 c = jumping 0.062 0.758 0.998 0.862 d = lying 0.044 0.792 1.000 0.884 e = standing 0.000 0.996 0.400 0.571 f = sitting 0.086 0.685 1.000 0.813 g = running 0.051 0.798 0.971 0.876 h = walking ------------------------------------------------------- 0.042 0.791 0.752 0.718 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.047 0.204 0.171 0.186 a = climbing down 0.002 0.967 0.312 0.471 b = climbing up 0.000 1.000 0.386 0.557 c = jumping 0.049 0.796 0.998 0.886 d = lying 0.034 0.831 1.000 0.908 e = standing 0.000 0.997 0.526 0.689 f = sitting 0.086 0.685 1.000 0.813 g = running 0.052 0.797 0.971 0.876 h = walking ------------------------------------------------------- 0.039 0.801 0.769 0.741 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.053 0.189 0.176 0.182 a = climbing down 0.002 0.967 0.309 0.469 b = climbing up 0.000 1.000 0.229 0.373 c = jumping 0.027 0.878 0.998 0.934 d = lying 0.027 0.862 1.000 0.926 e = standing 0.000 0.997 0.695 0.819 f = sitting 0.085 0.686 1.000 0.814 g = running 0.050 0.804 0.971 0.879 h = walking ------------------------------------------------------- 0.034 0.819 0.790 0.767 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.053 0.195 0.184 0.189 a = climbing down 0.002 0.967 0.305 0.464 b = climbing up 0.000 1.000 0.205 0.340 c = jumping 0.026 0.880 0.998 0.935 d = lying 0.027 0.863 1.000 0.927 e = standing 0.000 0.997 0.698 0.822 f = sitting 0.088 0.679 1.000 0.809 g = running 0.047 0.812 0.971 0.884 h = walking ------------------------------------------------------- 0.034 0.820 0.790 0.766 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.402 0.133 0.200 a = climbing down 0.272 0.328 0.855 0.475 b = climbing up 0.045 0.192 0.506 0.278 c = jumping 0.230 0.429 0.974 0.596 d = lying 0.032 0.599 0.331 0.427 e = standing 0.001 0.600 0.005 0.011 f = sitting 0.008 0.935 0.653 0.769 g = running 0.042 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.087 0.463 0.431 0.357 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.586 0.103 0.175 a = climbing down 0.274 0.343 0.921 0.500 b = climbing up 0.018 0.372 0.506 0.429 c = jumping 0.236 0.422 0.974 0.589 d = lying 0.025 0.665 0.339 0.449 e = standing 0.001 0.600 0.005 0.011 f = sitting 0.010 0.941 0.871 0.905 g = running 0.042 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.085 0.499 0.471 0.383 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.629 0.089 0.156 a = climbing down 0.277 0.349 0.954 0.511 b = climbing up 0.009 0.589 0.639 0.613 c = jumping 0.217 0.440 0.962 0.604 d = lying 0.036 0.610 0.396 0.480 e = standing 0.001 0.600 0.005 0.011 f = sitting 0.008 0.955 0.928 0.941 g = running 0.037 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.507 0.490 0.398 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.607 0.075 0.133 a = climbing down 0.280 0.347 0.956 0.509 b = climbing up 0.002 0.905 0.687 0.781 c = jumping 0.222 0.435 0.964 0.599 d = lying 0.030 0.658 0.404 0.501 e = standing 0.001 0.600 0.005 0.011 f = sitting 0.007 0.964 0.979 0.971 g = running 0.035 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.082 0.517 0.499 0.405 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.620 0.063 0.114 a = climbing down 0.277 0.351 0.965 0.515 b = climbing up 0.000 1.000 0.711 0.831 c = jumping 0.226 0.432 0.966 0.596 d = lying 0.027 0.678 0.400 0.503 e = standing 0.001 0.600 0.005 0.011 f = sitting 0.006 0.965 0.989 0.977 g = running 0.040 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.524 0.500 0.405 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.643 0.055 0.101 a = climbing down 0.282 0.349 0.974 0.514 b = climbing up 0.000 1.000 0.759 0.863 c = jumping 0.213 0.444 0.962 0.608 d = lying 0.037 0.623 0.422 0.503 e = standing 0.001 0.600 0.005 0.011 f = sitting 0.005 0.973 0.989 0.981 g = running 0.036 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.082 0.522 0.504 0.406 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.690 0.234 0.350 a = climbing down 0.274 0.340 0.910 0.495 b = climbing up 0.052 0.271 0.963 0.423 c = jumping 0.177 0.500 0.993 0.665 d = lying 0.021 0.776 0.504 0.611 e = standing 0.034 0.055 0.013 0.021 f = sitting 0.004 0.957 0.466 0.627 g = running 0.048 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.082 0.463 0.457 0.394 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.014 0.702 0.228 0.345 a = climbing down 0.272 0.337 0.890 0.489 b = climbing up 0.001 0.911 0.637 0.750 c = jumping 0.180 0.496 0.998 0.663 d = lying 0.023 0.738 0.453 0.561 e = standing 0.035 0.054 0.013 0.021 f = sitting 0.014 0.911 0.813 0.859 g = running 0.049 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.465 0.494 0.428 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.730 0.224 0.343 a = climbing down 0.269 0.346 0.917 0.502 b = climbing up 0.001 0.889 0.300 0.449 c = jumping 0.166 0.515 0.993 0.679 d = lying 0.032 0.693 0.496 0.578 e = standing 0.035 0.054 0.013 0.021 f = sitting 0.026 0.854 0.832 0.843 g = running 0.043 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.082 0.457 0.499 0.426 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.819 0.137 0.235 a = climbing down 0.279 0.351 0.972 0.516 b = climbing up 0.001 0.600 0.037 0.071 c = jumping 0.166 0.512 0.980 0.672 d = lying 0.034 0.677 0.494 0.571 e = standing 0.035 0.054 0.013 0.021 f = sitting 0.032 0.825 0.835 0.830 g = running 0.044 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.084 0.456 0.488 0.403 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.823 0.131 0.226 a = climbing down 0.279 0.351 0.972 0.516 b = climbing up 0.001 0.600 0.037 0.071 c = jumping 0.175 0.501 0.985 0.664 d = lying 0.026 0.730 0.488 0.585 e = standing 0.035 0.054 0.013 0.021 f = sitting 0.033 0.821 0.835 0.828 g = running 0.044 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.084 0.461 0.488 0.402 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.812 0.113 0.199 a = climbing down 0.281 0.350 0.976 0.516 b = climbing up 0.001 0.500 0.025 0.048 c = jumping 0.176 0.499 0.984 0.662 d = lying 0.025 0.734 0.486 0.585 e = standing 0.035 0.054 0.013 0.021 f = sitting 0.034 0.818 0.835 0.827 g = running 0.045 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.085 0.457 0.485 0.398 Weighted Avg. >> shinupperarm >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.778 0.790 0.784 a = climbing down 0.041 0.756 0.717 0.736 b = climbing up 0.025 0.417 1.000 0.588 c = jumping 0.001 0.935 0.097 0.175 d = lying 0.093 0.461 0.504 0.481 e = standing 0.229 0.183 0.359 0.242 f = sitting 0.002 0.985 0.775 0.868 g = running 0.040 0.792 0.862 0.825 h = walking ------------------------------------------------------- 0.058 0.707 0.595 0.592 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.031 0.790 0.828 0.809 a = climbing down 0.021 0.856 0.699 0.770 b = climbing up 0.001 0.946 1.000 0.972 c = jumping 0.001 0.933 0.117 0.207 d = lying 0.097 0.453 0.507 0.479 e = standing 0.225 0.174 0.333 0.229 f = sitting 0.002 0.988 0.952 0.969 g = running 0.040 0.803 0.943 0.867 h = walking ------------------------------------------------------- 0.055 0.732 0.636 0.631 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.038 0.763 0.850 0.804 a = climbing down 0.020 0.864 0.727 0.790 b = climbing up 0.001 0.959 1.000 0.979 c = jumping 0.001 0.970 0.160 0.275 d = lying 0.098 0.448 0.505 0.475 e = standing 0.218 0.175 0.323 0.227 f = sitting 0.002 0.988 0.947 0.967 g = running 0.031 0.841 0.927 0.882 h = walking ------------------------------------------------------- 0.053 0.741 0.645 0.645 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.038 0.762 0.846 0.802 a = climbing down 0.021 0.859 0.724 0.786 b = climbing up 0.001 0.959 1.000 0.979 c = jumping 0.001 0.968 0.250 0.397 d = lying 0.100 0.451 0.518 0.482 e = standing 0.201 0.183 0.315 0.232 f = sitting 0.002 0.988 0.957 0.972 g = running 0.031 0.837 0.915 0.874 h = walking ------------------------------------------------------- 0.052 0.741 0.657 0.664 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.806 0.838 0.821 a = climbing down 0.020 0.872 0.787 0.827 b = climbing up 0.001 0.972 1.000 0.986 c = jumping 0.001 0.968 0.253 0.402 d = lying 0.102 0.451 0.531 0.487 e = standing 0.198 0.177 0.298 0.222 f = sitting 0.002 0.988 0.968 0.978 g = running 0.022 0.883 0.955 0.918 h = walking ------------------------------------------------------- 0.049 0.754 0.674 0.680 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.815 0.848 0.831 a = climbing down 0.020 0.876 0.803 0.838 b = climbing up 0.001 0.972 1.000 0.986 c = jumping 0.001 0.981 0.422 0.590 d = lying 0.102 0.452 0.535 0.490 e = standing 0.169 0.201 0.298 0.240 f = sitting 0.002 0.988 0.973 0.981 g = running 0.018 0.901 0.957 0.928 h = walking ------------------------------------------------------- 0.045 0.764 0.704 0.715 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.955 0.805 0.874 a = climbing down 0.051 0.744 0.847 0.792 b = climbing up 0.025 0.349 0.791 0.484 c = jumping 0.002 0.667 0.023 0.045 d = lying 0.115 0.353 0.397 0.374 e = standing 0.258 0.101 0.204 0.135 f = sitting 0.004 0.972 0.824 0.892 g = running 0.036 0.794 0.797 0.795 h = walking ------------------------------------------------------- 0.063 0.660 0.565 0.562 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.959 0.801 0.873 a = climbing down 0.041 0.783 0.829 0.805 b = climbing up 0.029 0.319 0.791 0.455 c = jumping 0.002 0.800 0.054 0.100 d = lying 0.114 0.363 0.412 0.386 e = standing 0.251 0.108 0.212 0.143 f = sitting 0.004 0.972 0.803 0.879 g = running 0.041 0.784 0.852 0.816 h = walking ------------------------------------------------------- 0.061 0.686 0.575 0.576 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.962 0.801 0.874 a = climbing down 0.030 0.825 0.790 0.807 b = climbing up 0.029 0.319 0.791 0.455 c = jumping 0.003 0.839 0.079 0.144 d = lying 0.116 0.363 0.419 0.389 e = standing 0.245 0.103 0.196 0.135 f = sitting 0.004 0.972 0.805 0.881 g = running 0.049 0.765 0.909 0.831 h = walking ------------------------------------------------------- 0.060 0.695 0.581 0.584 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.805 0.877 a = climbing down 0.028 0.845 0.860 0.852 b = climbing up 0.026 0.340 0.776 0.473 c = jumping 0.004 0.949 0.377 0.540 d = lying 0.117 0.365 0.427 0.393 e = standing 0.192 0.123 0.188 0.148 f = sitting 0.004 0.970 0.827 0.893 g = running 0.037 0.813 0.914 0.861 h = walking ------------------------------------------------------- 0.052 0.725 0.640 0.659 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.964 0.809 0.880 a = climbing down 0.025 0.860 0.865 0.862 b = climbing up 0.021 0.374 0.731 0.495 c = jumping 0.004 0.961 0.541 0.692 d = lying 0.119 0.363 0.429 0.393 e = standing 0.164 0.134 0.178 0.153 f = sitting 0.005 0.966 0.859 0.909 g = running 0.036 0.820 0.929 0.872 h = walking ------------------------------------------------------- 0.048 0.731 0.671 0.689 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.963 0.839 0.897 a = climbing down 0.017 0.896 0.842 0.868 b = climbing up 0.014 0.467 0.731 0.570 c = jumping 0.003 0.974 0.618 0.756 d = lying 0.121 0.359 0.430 0.392 e = standing 0.151 0.133 0.162 0.146 f = sitting 0.005 0.968 0.903 0.934 g = running 0.037 0.821 0.963 0.886 h = walking ------------------------------------------------------- 0.045 0.740 0.692 0.707 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.842 0.876 0.859 a = climbing down 0.031 0.790 0.873 0.829 b = climbing up 0.005 0.798 0.926 0.857 c = jumping 0.002 0.992 0.997 0.994 d = lying 0.004 0.980 1.000 0.990 e = standing 0.000 1.000 0.971 0.986 f = sitting 0.004 0.976 0.968 0.972 g = running 0.014 0.910 0.795 0.849 h = walking ------------------------------------------------------- 0.010 0.930 0.928 0.928 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.847 0.876 0.861 a = climbing down 0.029 0.802 0.877 0.838 b = climbing up 0.003 0.885 0.951 0.917 c = jumping 0.002 0.992 0.997 0.994 d = lying 0.004 0.980 1.000 0.990 e = standing 0.000 1.000 0.971 0.986 f = sitting 0.004 0.980 0.983 0.981 g = running 0.014 0.914 0.810 0.859 h = walking ------------------------------------------------------- 0.010 0.935 0.934 0.934 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.857 0.880 0.868 a = climbing down 0.029 0.802 0.886 0.842 b = climbing up 0.002 0.906 0.951 0.928 c = jumping 0.002 0.992 0.997 0.994 d = lying 0.004 0.980 1.000 0.990 e = standing 0.000 1.000 0.971 0.986 f = sitting 0.004 0.980 0.986 0.983 g = running 0.013 0.919 0.812 0.862 h = walking ------------------------------------------------------- 0.009 0.938 0.936 0.936 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.016 0.884 0.880 0.882 a = climbing down 0.027 0.815 0.899 0.855 b = climbing up 0.001 0.963 0.951 0.957 c = jumping 0.001 0.995 0.997 0.996 d = lying 0.003 0.983 1.000 0.992 e = standing 0.000 1.000 0.979 0.989 f = sitting 0.004 0.980 0.995 0.987 g = running 0.015 0.908 0.827 0.866 h = walking ------------------------------------------------------- 0.009 0.943 0.942 0.942 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.880 0.882 0.881 a = climbing down 0.025 0.826 0.890 0.857 b = climbing up 0.001 0.975 0.951 0.963 c = jumping 0.001 0.995 0.997 0.996 d = lying 0.003 0.983 1.000 0.992 e = standing 0.000 1.000 0.979 0.989 f = sitting 0.004 0.980 0.997 0.988 g = running 0.017 0.901 0.833 0.866 h = walking ------------------------------------------------------- 0.009 0.943 0.942 0.942 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.878 0.876 0.877 a = climbing down 0.027 0.820 0.901 0.859 b = climbing up 0.000 0.987 0.951 0.969 c = jumping 0.001 0.995 0.997 0.996 d = lying 0.003 0.983 1.000 0.992 e = standing 0.000 1.000 0.979 0.989 f = sitting 0.004 0.980 0.998 0.989 g = running 0.014 0.916 0.835 0.874 h = walking ------------------------------------------------------- 0.008 0.945 0.943 0.943 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.055 0.647 0.739 0.690 a = climbing down 0.049 0.659 0.708 0.683 b = climbing up 0.002 0.885 0.863 0.873 c = jumping 0.008 0.958 0.993 0.975 d = lying 0.000 0.998 1.000 0.999 e = standing 0.001 0.992 0.949 0.970 f = sitting 0.005 0.973 0.963 0.968 g = running 0.031 0.795 0.670 0.727 h = walking ------------------------------------------------------- 0.019 0.872 0.867 0.868 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.052 0.662 0.737 0.697 a = climbing down 0.050 0.665 0.732 0.697 b = climbing up 0.002 0.915 0.938 0.926 c = jumping 0.008 0.958 0.993 0.975 d = lying 0.000 0.998 1.000 0.999 e = standing 0.001 0.992 0.949 0.970 f = sitting 0.003 0.983 0.968 0.975 g = running 0.030 0.799 0.673 0.731 h = walking ------------------------------------------------------- 0.019 0.877 0.873 0.873 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.049 0.673 0.737 0.704 a = climbing down 0.050 0.667 0.741 0.702 b = climbing up 0.001 0.963 0.963 0.963 c = jumping 0.008 0.958 0.993 0.975 d = lying 0.000 0.998 1.000 0.999 e = standing 0.001 0.992 0.949 0.970 f = sitting 0.002 0.986 0.975 0.980 g = running 0.030 0.801 0.682 0.737 h = walking ------------------------------------------------------- 0.018 0.880 0.877 0.877 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.047 0.684 0.733 0.708 a = climbing down 0.048 0.676 0.739 0.706 b = climbing up 0.001 0.951 0.975 0.963 c = jumping 0.006 0.967 0.993 0.980 d = lying 0.000 0.998 1.000 0.999 e = standing 0.001 0.992 0.960 0.976 f = sitting 0.002 0.988 0.973 0.980 g = running 0.032 0.799 0.705 0.749 h = walking ------------------------------------------------------- 0.018 0.884 0.881 0.881 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.044 0.693 0.733 0.713 a = climbing down 0.044 0.693 0.745 0.718 b = climbing up 0.000 0.987 0.975 0.981 c = jumping 0.006 0.967 0.993 0.980 d = lying 0.000 0.998 1.000 0.999 e = standing 0.001 0.992 0.960 0.976 f = sitting 0.002 0.988 0.978 0.983 g = running 0.032 0.804 0.730 0.766 h = walking ------------------------------------------------------- 0.017 0.888 0.886 0.887 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.039 0.716 0.722 0.719 a = climbing down 0.044 0.699 0.762 0.729 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.006 0.967 0.993 0.980 d = lying 0.000 0.998 1.000 0.999 e = standing 0.001 0.992 0.960 0.976 f = sitting 0.002 0.990 0.978 0.984 g = running 0.033 0.803 0.750 0.776 h = walking ------------------------------------------------------- 0.016 0.892 0.890 0.891 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.883 0.735 0.802 a = climbing down 0.024 0.827 0.763 0.794 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.023 0.874 0.964 0.917 d = lying 0.036 0.799 0.913 0.852 e = standing 0.018 0.856 0.647 0.737 f = sitting 0.001 0.997 0.960 0.978 g = running 0.055 0.754 0.921 0.829 h = walking ------------------------------------------------------- 0.023 0.861 0.856 0.854 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.897 0.733 0.807 a = climbing down 0.023 0.833 0.778 0.805 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.021 0.882 0.964 0.921 d = lying 0.034 0.812 0.930 0.867 e = standing 0.014 0.882 0.672 0.763 f = sitting 0.001 0.997 0.973 0.985 g = running 0.052 0.763 0.924 0.836 h = walking ------------------------------------------------------- 0.022 0.872 0.866 0.864 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.897 0.733 0.807 a = climbing down 0.022 0.841 0.787 0.813 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.013 0.925 0.960 0.942 d = lying 0.031 0.825 0.932 0.875 e = standing 0.015 0.890 0.742 0.809 f = sitting 0.001 0.997 0.973 0.985 g = running 0.051 0.770 0.931 0.843 h = walking ------------------------------------------------------- 0.020 0.883 0.878 0.877 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.887 0.731 0.801 a = climbing down 0.022 0.839 0.776 0.806 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.013 0.927 0.960 0.943 d = lying 0.027 0.843 0.932 0.885 e = standing 0.015 0.893 0.767 0.826 f = sitting 0.001 0.997 0.969 0.983 g = running 0.052 0.767 0.933 0.842 h = walking ------------------------------------------------------- 0.020 0.884 0.879 0.878 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.895 0.733 0.806 a = climbing down 0.022 0.842 0.794 0.818 b = climbing up 0.000 0.978 0.989 0.983 c = jumping 0.013 0.925 0.960 0.942 d = lying 0.024 0.860 0.932 0.895 e = standing 0.015 0.894 0.786 0.836 f = sitting 0.000 0.999 0.970 0.984 g = running 0.049 0.777 0.934 0.848 h = walking ------------------------------------------------------- 0.019 0.889 0.885 0.884 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.898 0.737 0.810 a = climbing down 0.021 0.851 0.817 0.833 b = climbing up 0.001 0.967 0.989 0.978 c = jumping 0.013 0.927 0.959 0.942 d = lying 0.024 0.859 0.934 0.895 e = standing 0.015 0.894 0.786 0.836 f = sitting 0.000 0.999 0.964 0.981 g = running 0.047 0.786 0.938 0.855 h = walking ------------------------------------------------------- 0.018 0.892 0.888 0.887 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.936 0.882 0.908 a = climbing down 0.026 0.815 0.772 0.793 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.035 0.825 0.997 0.903 d = lying 0.015 0.911 0.962 0.935 e = standing 0.007 0.944 0.691 0.798 f = sitting 0.000 1.000 1.000 1.000 g = running 0.041 0.792 0.858 0.823 h = walking ------------------------------------------------------- 0.018 0.892 0.888 0.886 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.939 0.882 0.910 a = climbing down 0.021 0.843 0.772 0.806 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.036 0.822 0.997 0.901 d = lying 0.015 0.909 0.977 0.942 e = standing 0.004 0.964 0.682 0.799 f = sitting 0.000 1.000 1.000 1.000 g = running 0.042 0.795 0.884 0.837 h = walking ------------------------------------------------------- 0.018 0.899 0.893 0.890 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.936 0.884 0.910 a = climbing down 0.023 0.835 0.775 0.804 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.031 0.841 0.997 0.912 d = lying 0.011 0.930 0.977 0.953 e = standing 0.004 0.966 0.735 0.835 f = sitting 0.000 1.000 1.000 1.000 g = running 0.041 0.797 0.875 0.834 h = walking ------------------------------------------------------- 0.017 0.904 0.899 0.898 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.945 0.882 0.913 a = climbing down 0.019 0.858 0.790 0.823 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.026 0.864 0.997 0.926 d = lying 0.010 0.936 0.977 0.956 e = standing 0.004 0.968 0.774 0.860 f = sitting 0.000 1.000 1.000 1.000 g = running 0.040 0.804 0.893 0.846 h = walking ------------------------------------------------------- 0.015 0.913 0.909 0.908 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.947 0.882 0.914 a = climbing down 0.020 0.858 0.803 0.830 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.026 0.864 0.997 0.926 d = lying 0.010 0.938 0.983 0.960 e = standing 0.003 0.974 0.776 0.864 f = sitting 0.000 1.000 1.000 1.000 g = running 0.038 0.811 0.893 0.850 h = walking ------------------------------------------------------- 0.015 0.916 0.912 0.911 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.950 0.880 0.913 a = climbing down 0.017 0.872 0.803 0.836 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.023 0.876 0.997 0.932 d = lying 0.010 0.938 0.983 0.960 e = standing 0.003 0.975 0.791 0.874 f = sitting 0.000 1.000 1.000 1.000 g = running 0.038 0.814 0.908 0.859 h = walking ------------------------------------------------------- 0.014 0.920 0.916 0.915 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.712 0.430 0.536 a = climbing down 0.178 0.513 0.982 0.674 b = climbing up 0.000 1.000 0.853 0.921 c = jumping 0.010 0.938 0.886 0.911 d = lying 0.035 0.795 0.940 0.862 e = standing 0.018 0.836 0.719 0.773 f = sitting 0.003 0.985 0.812 0.890 g = running 0.010 0.866 0.459 0.600 h = walking ------------------------------------------------------- 0.041 0.812 0.762 0.760 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.732 0.430 0.541 a = climbing down 0.182 0.508 0.983 0.669 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.010 0.938 0.888 0.912 d = lying 0.035 0.798 0.940 0.863 e = standing 0.018 0.834 0.719 0.772 f = sitting 0.001 0.993 0.814 0.895 g = running 0.011 0.856 0.442 0.583 h = walking ------------------------------------------------------- 0.041 0.814 0.762 0.760 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.752 0.438 0.553 a = climbing down 0.184 0.504 0.982 0.666 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.010 0.938 0.888 0.912 d = lying 0.035 0.798 0.940 0.863 e = standing 0.018 0.834 0.719 0.772 f = sitting 0.001 0.993 0.812 0.894 g = running 0.011 0.854 0.435 0.577 h = walking ------------------------------------------------------- 0.042 0.816 0.762 0.760 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.750 0.438 0.553 a = climbing down 0.182 0.508 0.983 0.669 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.010 0.938 0.888 0.912 d = lying 0.035 0.798 0.940 0.863 e = standing 0.018 0.834 0.719 0.772 f = sitting 0.001 0.995 0.832 0.906 g = running 0.010 0.856 0.422 0.565 h = walking ------------------------------------------------------- 0.041 0.817 0.764 0.761 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.763 0.407 0.530 a = climbing down 0.188 0.500 0.987 0.664 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.010 0.935 0.895 0.915 d = lying 0.035 0.798 0.940 0.863 e = standing 0.017 0.842 0.715 0.774 f = sitting 0.002 0.992 0.833 0.906 g = running 0.010 0.860 0.425 0.569 h = walking ------------------------------------------------------- 0.042 0.818 0.762 0.758 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.788 0.372 0.506 a = climbing down 0.198 0.488 0.989 0.653 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.011 0.931 0.894 0.912 d = lying 0.035 0.795 0.940 0.862 e = standing 0.017 0.841 0.707 0.768 f = sitting 0.001 0.994 0.838 0.909 g = running 0.009 0.869 0.415 0.562 h = walking ------------------------------------------------------- 0.043 0.820 0.757 0.752 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.816 0.336 0.476 a = climbing down 0.204 0.479 0.984 0.645 b = climbing up 0.000 1.000 0.754 0.860 c = jumping 0.001 0.993 0.884 0.935 d = lying 0.032 0.818 0.983 0.893 e = standing 0.016 0.856 0.775 0.813 f = sitting 0.004 0.979 0.879 0.926 g = running 0.010 0.837 0.373 0.516 h = walking ------------------------------------------------------- 0.042 0.828 0.763 0.755 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.800 0.316 0.453 a = climbing down 0.206 0.476 0.979 0.640 b = climbing up 0.000 1.000 0.785 0.879 c = jumping 0.001 0.993 0.889 0.938 d = lying 0.033 0.811 0.983 0.889 e = standing 0.015 0.866 0.769 0.815 f = sitting 0.004 0.982 0.880 0.928 g = running 0.011 0.836 0.381 0.524 h = walking ------------------------------------------------------- 0.043 0.826 0.761 0.753 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.829 0.336 0.478 a = climbing down 0.200 0.483 0.976 0.646 b = climbing up 0.000 1.000 0.831 0.908 c = jumping 0.001 0.993 0.892 0.940 d = lying 0.033 0.811 0.983 0.889 e = standing 0.014 0.870 0.769 0.816 f = sitting 0.003 0.984 0.892 0.936 g = running 0.011 0.842 0.397 0.539 h = walking ------------------------------------------------------- 0.041 0.833 0.769 0.761 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.851 0.375 0.521 a = climbing down 0.197 0.487 0.979 0.650 b = climbing up 0.000 1.000 0.846 0.917 c = jumping 0.001 0.993 0.890 0.939 d = lying 0.034 0.810 0.983 0.888 e = standing 0.015 0.867 0.767 0.814 f = sitting 0.003 0.986 0.894 0.938 g = running 0.010 0.847 0.376 0.521 h = walking ------------------------------------------------------- 0.041 0.837 0.772 0.765 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.886 0.357 0.509 a = climbing down 0.202 0.482 0.984 0.647 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.001 0.993 0.890 0.939 d = lying 0.034 0.809 0.983 0.887 e = standing 0.015 0.867 0.765 0.813 f = sitting 0.003 0.987 0.893 0.937 g = running 0.009 0.852 0.381 0.527 h = walking ------------------------------------------------------- 0.041 0.841 0.771 0.764 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.885 0.331 0.481 a = climbing down 0.204 0.481 0.987 0.646 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.001 0.993 0.890 0.939 d = lying 0.034 0.806 0.983 0.886 e = standing 0.015 0.867 0.762 0.811 f = sitting 0.002 0.989 0.901 0.943 g = running 0.009 0.857 0.385 0.531 h = walking ------------------------------------------------------- 0.041 0.842 0.770 0.762 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.138 0.408 0.801 0.541 a = climbing down 0.039 0.698 0.637 0.666 b = climbing up 0.000 1.000 0.408 0.579 c = jumping 0.072 0.629 0.803 0.706 d = lying 0.032 0.791 0.935 0.857 e = standing 0.030 0.615 0.333 0.432 f = sitting 0.021 0.933 0.985 0.958 g = running 0.042 0.349 0.128 0.187 h = walking ------------------------------------------------------- 0.048 0.665 0.673 0.645 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.147 0.395 0.806 0.530 a = climbing down 0.033 0.734 0.639 0.683 b = climbing up 0.000 1.000 0.566 0.723 c = jumping 0.072 0.626 0.786 0.697 d = lying 0.033 0.789 0.939 0.858 e = standing 0.032 0.599 0.333 0.428 f = sitting 0.018 0.943 0.985 0.964 g = running 0.041 0.336 0.117 0.174 h = walking ------------------------------------------------------- 0.047 0.666 0.673 0.646 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.153 0.389 0.818 0.527 a = climbing down 0.030 0.754 0.645 0.695 b = climbing up 0.000 1.000 0.645 0.784 c = jumping 0.073 0.629 0.814 0.710 d = lying 0.033 0.789 0.945 0.860 e = standing 0.027 0.631 0.322 0.426 f = sitting 0.016 0.948 0.983 0.965 g = running 0.038 0.316 0.100 0.152 h = walking ------------------------------------------------------- 0.046 0.671 0.676 0.647 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.153 0.389 0.818 0.528 a = climbing down 0.030 0.758 0.659 0.705 b = climbing up 0.000 1.000 0.684 0.813 c = jumping 0.073 0.629 0.814 0.710 d = lying 0.034 0.789 0.969 0.870 e = standing 0.024 0.655 0.316 0.427 f = sitting 0.015 0.950 0.983 0.966 g = running 0.036 0.333 0.102 0.156 h = walking ------------------------------------------------------- 0.045 0.677 0.681 0.651 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.155 0.385 0.814 0.523 a = climbing down 0.029 0.760 0.659 0.706 b = climbing up 0.000 1.000 0.684 0.813 c = jumping 0.072 0.634 0.826 0.718 d = lying 0.035 0.783 0.971 0.867 e = standing 0.022 0.676 0.313 0.428 f = sitting 0.015 0.952 0.985 0.968 g = running 0.036 0.321 0.096 0.148 h = walking ------------------------------------------------------- 0.045 0.678 0.681 0.650 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.157 0.381 0.810 0.518 a = climbing down 0.029 0.764 0.661 0.709 b = climbing up 0.000 1.000 0.684 0.813 c = jumping 0.073 0.630 0.816 0.711 d = lying 0.036 0.784 0.980 0.871 e = standing 0.022 0.665 0.306 0.419 f = sitting 0.015 0.951 0.985 0.968 g = running 0.036 0.302 0.088 0.137 h = walking ------------------------------------------------------- 0.046 0.673 0.679 0.647 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.137 0.454 0.957 0.615 a = climbing down 0.028 0.785 0.719 0.750 b = climbing up 0.000 1.000 0.387 0.558 c = jumping 0.054 0.699 0.828 0.758 d = lying 0.018 0.877 0.955 0.915 e = standing 0.032 0.693 0.502 0.582 f = sitting 0.021 0.933 0.994 0.963 g = running 0.028 0.358 0.090 0.144 h = walking ------------------------------------------------------- 0.040 0.712 0.722 0.690 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.137 0.454 0.959 0.616 a = climbing down 0.025 0.804 0.722 0.761 b = climbing up 0.000 1.000 0.440 0.611 c = jumping 0.055 0.683 0.772 0.725 d = lying 0.018 0.878 0.961 0.918 e = standing 0.039 0.646 0.500 0.564 f = sitting 0.020 0.936 0.995 0.964 g = running 0.029 0.368 0.096 0.153 h = walking ------------------------------------------------------- 0.041 0.708 0.718 0.688 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.138 0.453 0.961 0.616 a = climbing down 0.022 0.816 0.683 0.744 b = climbing up 0.000 1.000 0.467 0.636 c = jumping 0.055 0.676 0.748 0.710 d = lying 0.018 0.875 0.961 0.916 e = standing 0.043 0.623 0.496 0.553 f = sitting 0.020 0.937 0.995 0.965 g = running 0.030 0.439 0.133 0.204 h = walking ------------------------------------------------------- 0.041 0.716 0.716 0.690 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.148 0.436 0.968 0.602 a = climbing down 0.015 0.863 0.678 0.759 b = climbing up 0.000 1.000 0.480 0.649 c = jumping 0.055 0.675 0.755 0.713 d = lying 0.018 0.876 0.957 0.915 e = standing 0.043 0.624 0.493 0.551 f = sitting 0.020 0.937 0.995 0.965 g = running 0.030 0.379 0.105 0.165 h = walking ------------------------------------------------------- 0.041 0.712 0.712 0.685 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.151 0.431 0.966 0.596 a = climbing down 0.013 0.883 0.683 0.770 b = climbing up 0.000 1.000 0.520 0.684 c = jumping 0.056 0.679 0.776 0.724 d = lying 0.018 0.878 0.961 0.918 e = standing 0.039 0.644 0.491 0.557 f = sitting 0.019 0.940 0.995 0.967 g = running 0.030 0.371 0.101 0.158 h = walking ------------------------------------------------------- 0.041 0.716 0.715 0.688 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.156 0.426 0.974 0.593 a = climbing down 0.011 0.896 0.683 0.775 b = climbing up 0.000 1.000 0.547 0.707 c = jumping 0.056 0.681 0.783 0.728 d = lying 0.018 0.875 0.965 0.918 e = standing 0.037 0.652 0.487 0.558 f = sitting 0.018 0.942 0.995 0.968 g = running 0.029 0.333 0.082 0.132 h = walking ------------------------------------------------------- 0.041 0.713 0.715 0.686 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.666 0.525 0.587 a = climbing down 0.097 0.522 0.779 0.625 b = climbing up 0.001 0.955 0.928 0.941 c = jumping 0.015 0.919 0.965 0.941 d = lying 0.032 0.840 0.950 0.892 e = standing 0.013 0.906 0.738 0.814 f = sitting 0.002 0.990 0.948 0.969 g = running 0.039 0.726 0.588 0.650 h = walking ------------------------------------------------------- 0.030 0.813 0.800 0.800 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.033 0.664 0.534 0.592 a = climbing down 0.092 0.537 0.785 0.638 b = climbing up 0.001 0.955 0.928 0.941 c = jumping 0.014 0.923 0.965 0.944 d = lying 0.032 0.838 0.952 0.891 e = standing 0.013 0.908 0.740 0.815 f = sitting 0.002 0.989 0.948 0.968 g = running 0.039 0.730 0.598 0.657 h = walking ------------------------------------------------------- 0.030 0.816 0.804 0.803 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.034 0.661 0.545 0.598 a = climbing down 0.088 0.546 0.777 0.641 b = climbing up 0.001 0.955 0.928 0.941 c = jumping 0.013 0.931 0.965 0.948 d = lying 0.032 0.839 0.950 0.891 e = standing 0.013 0.907 0.750 0.821 f = sitting 0.002 0.989 0.945 0.966 g = running 0.040 0.730 0.613 0.667 h = walking ------------------------------------------------------- 0.029 0.818 0.807 0.807 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.656 0.550 0.598 a = climbing down 0.081 0.568 0.785 0.659 b = climbing up 0.001 0.941 0.928 0.934 c = jumping 0.013 0.931 0.965 0.948 d = lying 0.032 0.839 0.952 0.892 e = standing 0.013 0.909 0.750 0.822 f = sitting 0.002 0.989 0.944 0.966 g = running 0.038 0.745 0.642 0.690 h = walking ------------------------------------------------------- 0.028 0.822 0.813 0.812 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.036 0.658 0.555 0.602 a = climbing down 0.080 0.571 0.781 0.660 b = climbing up 0.001 0.941 0.928 0.934 c = jumping 0.012 0.934 0.965 0.949 d = lying 0.032 0.839 0.952 0.892 e = standing 0.013 0.909 0.754 0.824 f = sitting 0.002 0.989 0.944 0.966 g = running 0.039 0.745 0.649 0.694 h = walking ------------------------------------------------------- 0.028 0.823 0.814 0.814 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.035 0.656 0.541 0.593 a = climbing down 0.079 0.574 0.779 0.661 b = climbing up 0.001 0.941 0.928 0.934 c = jumping 0.011 0.940 0.965 0.952 d = lying 0.032 0.839 0.953 0.893 e = standing 0.013 0.912 0.761 0.829 f = sitting 0.002 0.989 0.947 0.967 g = running 0.039 0.747 0.664 0.703 h = walking ------------------------------------------------------- 0.028 0.825 0.816 0.816 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.873 0.863 0.868 a = climbing down 0.074 0.543 0.646 0.590 b = climbing up 0.004 0.800 0.985 0.883 c = jumping 0.022 0.890 0.985 0.935 d = lying 0.015 0.919 0.973 0.945 e = standing 0.006 0.960 0.797 0.871 f = sitting 0.001 0.992 0.975 0.983 g = running 0.041 0.724 0.616 0.665 h = walking ------------------------------------------------------- 0.023 0.852 0.845 0.845 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.873 0.859 0.866 a = climbing down 0.075 0.538 0.646 0.587 b = climbing up 0.003 0.865 0.985 0.921 c = jumping 0.022 0.890 0.985 0.935 d = lying 0.015 0.918 0.973 0.945 e = standing 0.006 0.960 0.795 0.870 f = sitting 0.001 0.992 0.984 0.988 g = running 0.041 0.722 0.609 0.661 h = walking ------------------------------------------------------- 0.023 0.851 0.845 0.845 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.873 0.863 0.868 a = climbing down 0.081 0.521 0.653 0.579 b = climbing up 0.002 0.877 0.985 0.928 c = jumping 0.021 0.891 0.985 0.936 d = lying 0.015 0.918 0.975 0.945 e = standing 0.005 0.963 0.797 0.872 f = sitting 0.001 0.992 0.986 0.989 g = running 0.040 0.715 0.572 0.635 h = walking ------------------------------------------------------- 0.024 0.849 0.842 0.842 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.876 0.856 0.866 a = climbing down 0.076 0.540 0.659 0.593 b = climbing up 0.002 0.889 0.985 0.934 c = jumping 0.021 0.891 0.985 0.936 d = lying 0.015 0.918 0.976 0.946 e = standing 0.005 0.965 0.797 0.873 f = sitting 0.001 0.992 0.987 0.990 g = running 0.040 0.729 0.607 0.662 h = walking ------------------------------------------------------- 0.023 0.854 0.847 0.848 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.889 0.854 0.871 a = climbing down 0.079 0.537 0.676 0.598 b = climbing up 0.002 0.889 0.985 0.934 c = jumping 0.018 0.905 0.985 0.943 d = lying 0.015 0.918 0.976 0.946 e = standing 0.005 0.965 0.814 0.883 f = sitting 0.002 0.991 0.987 0.989 g = running 0.039 0.728 0.592 0.653 h = walking ------------------------------------------------------- 0.023 0.857 0.849 0.850 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.873 0.859 0.866 a = climbing down 0.068 0.571 0.667 0.616 b = climbing up 0.002 0.889 0.985 0.934 c = jumping 0.018 0.905 0.985 0.943 d = lying 0.015 0.919 0.976 0.947 e = standing 0.005 0.965 0.816 0.884 f = sitting 0.001 0.992 0.987 0.990 g = running 0.038 0.752 0.654 0.700 h = walking ------------------------------------------------------- 0.021 0.863 0.858 0.859 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.786 0.640 0.706 a = climbing down 0.022 0.769 0.462 0.577 b = climbing up 0.052 0.278 0.977 0.433 c = jumping 0.002 0.961 0.311 0.469 d = lying 0.072 0.638 0.877 0.739 e = standing 0.134 0.379 0.528 0.441 f = sitting 0.000 1.000 0.629 0.773 g = running 0.115 0.572 0.938 0.711 h = walking ------------------------------------------------------- 0.051 0.732 0.629 0.628 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.827 0.654 0.730 a = climbing down 0.022 0.771 0.467 0.581 b = climbing up 0.047 0.301 0.977 0.460 c = jumping 0.002 0.963 0.333 0.495 d = lying 0.071 0.638 0.873 0.737 e = standing 0.131 0.385 0.530 0.446 f = sitting 0.000 1.000 0.688 0.815 g = running 0.113 0.576 0.935 0.713 h = walking ------------------------------------------------------- 0.049 0.740 0.643 0.644 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.869 0.672 0.758 a = climbing down 0.021 0.790 0.489 0.604 b = climbing up 0.024 0.455 0.988 0.623 c = jumping 0.002 0.965 0.354 0.517 d = lying 0.072 0.638 0.877 0.739 e = standing 0.127 0.392 0.528 0.450 f = sitting 0.000 1.000 0.835 0.910 g = running 0.108 0.590 0.946 0.727 h = walking ------------------------------------------------------- 0.047 0.754 0.679 0.676 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.888 0.680 0.770 a = climbing down 0.021 0.780 0.462 0.580 b = climbing up 0.020 0.506 0.988 0.669 c = jumping 0.002 0.970 0.408 0.574 d = lying 0.072 0.636 0.877 0.737 e = standing 0.118 0.408 0.525 0.459 f = sitting 0.000 1.000 0.864 0.927 g = running 0.112 0.581 0.950 0.721 h = walking ------------------------------------------------------- 0.046 0.757 0.689 0.687 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.900 0.725 0.803 a = climbing down 0.019 0.806 0.497 0.615 b = climbing up 0.023 0.478 1.000 0.647 c = jumping 0.002 0.974 0.414 0.581 d = lying 0.072 0.636 0.877 0.737 e = standing 0.117 0.411 0.525 0.461 f = sitting 0.000 1.000 0.855 0.922 g = running 0.101 0.606 0.948 0.739 h = walking ------------------------------------------------------- 0.044 0.766 0.699 0.698 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.905 0.730 0.808 a = climbing down 0.018 0.816 0.509 0.627 b = climbing up 0.006 0.761 1.000 0.864 c = jumping 0.002 0.976 0.452 0.618 d = lying 0.072 0.639 0.886 0.742 e = standing 0.109 0.429 0.526 0.472 f = sitting 0.000 1.000 0.951 0.975 g = running 0.099 0.611 0.950 0.744 h = walking ------------------------------------------------------- 0.042 0.778 0.725 0.722 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.891 0.604 0.720 a = climbing down 0.018 0.818 0.499 0.620 b = climbing up 0.016 0.561 0.976 0.712 c = jumping 0.003 0.976 0.784 0.870 d = lying 0.035 0.791 0.908 0.845 e = standing 0.049 0.704 0.759 0.731 f = sitting 0.001 0.994 0.892 0.940 g = running 0.119 0.569 0.960 0.714 h = walking ------------------------------------------------------- 0.032 0.821 0.781 0.782 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.899 0.602 0.721 a = climbing down 0.018 0.817 0.489 0.612 b = climbing up 0.000 0.988 0.976 0.982 c = jumping 0.003 0.978 0.782 0.869 d = lying 0.035 0.790 0.910 0.846 e = standing 0.050 0.703 0.757 0.729 f = sitting 0.001 0.994 0.987 0.991 g = running 0.121 0.565 0.960 0.711 h = walking ------------------------------------------------------- 0.032 0.830 0.795 0.794 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.008 0.920 0.626 0.745 a = climbing down 0.016 0.817 0.450 0.580 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.003 0.978 0.773 0.863 d = lying 0.036 0.785 0.912 0.844 e = standing 0.051 0.695 0.750 0.721 f = sitting 0.001 0.996 0.990 0.993 g = running 0.127 0.554 0.961 0.703 h = walking ------------------------------------------------------- 0.033 0.830 0.791 0.790 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.936 0.632 0.755 a = climbing down 0.016 0.807 0.415 0.549 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.003 0.979 0.810 0.886 d = lying 0.036 0.784 0.914 0.844 e = standing 0.044 0.723 0.748 0.735 f = sitting 0.002 0.992 0.990 0.991 g = running 0.132 0.547 0.971 0.700 h = walking ------------------------------------------------------- 0.033 0.833 0.794 0.791 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.934 0.666 0.778 a = climbing down 0.016 0.814 0.426 0.559 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.003 0.979 0.816 0.890 d = lying 0.036 0.786 0.925 0.850 e = standing 0.042 0.735 0.748 0.742 f = sitting 0.001 0.994 0.990 0.992 g = running 0.125 0.559 0.970 0.709 h = walking ------------------------------------------------------- 0.031 0.838 0.802 0.799 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.937 0.675 0.785 a = climbing down 0.015 0.816 0.426 0.560 b = climbing up 0.000 1.000 0.929 0.963 c = jumping 0.003 0.979 0.824 0.895 d = lying 0.037 0.784 0.932 0.852 e = standing 0.039 0.747 0.745 0.746 f = sitting 0.002 0.990 0.990 0.990 g = running 0.124 0.561 0.970 0.711 h = walking ------------------------------------------------------- 0.031 0.839 0.804 0.801 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.063 0.523 0.693 0.596 a = climbing down 0.167 0.504 0.577 0.538 b = climbing up 0.032 0.355 0.867 0.503 c = jumping 0.012 0.784 0.324 0.458 d = lying 0.207 0.127 0.195 0.154 e = standing 0.154 0.010 0.010 0.010 f = sitting 0.004 0.967 0.727 0.830 g = running 0.071 0.263 0.155 0.195 h = walking ------------------------------------------------------- 0.105 0.446 0.395 0.400 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.059 0.559 0.756 0.642 a = climbing down 0.165 0.504 0.570 0.535 b = climbing up 0.014 0.512 0.722 0.599 c = jumping 0.000 1.000 0.242 0.389 d = lying 0.230 0.086 0.140 0.107 e = standing 0.163 0.012 0.013 0.013 f = sitting 0.007 0.948 0.861 0.903 g = running 0.073 0.243 0.144 0.181 h = walking ------------------------------------------------------- 0.107 0.469 0.396 0.399 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.069 0.555 0.866 0.676 a = climbing down 0.151 0.530 0.580 0.554 b = climbing up 0.003 0.827 0.689 0.752 c = jumping 0.001 0.981 0.193 0.322 d = lying 0.237 0.084 0.140 0.105 e = standing 0.163 0.012 0.013 0.013 f = sitting 0.008 0.948 0.945 0.946 g = running 0.066 0.224 0.116 0.152 h = walking ------------------------------------------------------- 0.105 0.475 0.408 0.403 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.083 0.526 0.927 0.671 a = climbing down 0.142 0.528 0.540 0.534 b = climbing up 0.002 0.861 0.689 0.765 c = jumping 0.000 1.000 0.200 0.333 d = lying 0.236 0.084 0.140 0.105 e = standing 0.163 0.012 0.013 0.013 f = sitting 0.008 0.948 0.953 0.951 g = running 0.067 0.188 0.094 0.125 h = walking ------------------------------------------------------- 0.104 0.470 0.403 0.396 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.088 0.522 0.973 0.680 a = climbing down 0.143 0.491 0.471 0.481 b = climbing up 0.000 0.967 0.656 0.781 c = jumping 0.000 1.000 0.193 0.323 d = lying 0.237 0.083 0.140 0.105 e = standing 0.163 0.012 0.013 0.013 f = sitting 0.008 0.946 0.965 0.955 g = running 0.075 0.153 0.083 0.108 h = walking ------------------------------------------------------- 0.106 0.458 0.390 0.382 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.097 0.502 0.985 0.665 a = climbing down 0.141 0.468 0.423 0.444 b = climbing up 0.000 0.964 0.600 0.740 c = jumping 0.000 1.000 0.238 0.385 d = lying 0.231 0.086 0.140 0.106 e = standing 0.163 0.011 0.011 0.011 f = sitting 0.010 0.938 0.967 0.952 g = running 0.081 0.123 0.069 0.088 h = walking ------------------------------------------------------- 0.106 0.446 0.383 0.376 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.031 0.466 0.270 0.342 a = climbing down 0.212 0.303 0.312 0.307 b = climbing up 0.005 0.791 0.978 0.874 c = jumping 0.000 1.000 0.009 0.018 d = lying 0.087 0.211 0.151 0.176 e = standing 0.252 0.256 0.555 0.350 f = sitting 0.001 0.995 0.943 0.968 g = running 0.171 0.155 0.192 0.171 h = walking ------------------------------------------------------- 0.121 0.463 0.362 0.343 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.534 0.328 0.407 a = climbing down 0.217 0.290 0.300 0.295 b = climbing up 0.003 0.861 0.978 0.916 c = jumping 0.000 1.000 0.009 0.018 d = lying 0.091 0.192 0.141 0.163 e = standing 0.254 0.246 0.529 0.336 f = sitting 0.001 0.995 0.960 0.977 g = running 0.173 0.123 0.148 0.134 h = walking ------------------------------------------------------- 0.123 0.459 0.356 0.339 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.731 0.480 0.580 a = climbing down 0.215 0.328 0.356 0.342 b = climbing up 0.001 0.935 0.966 0.950 c = jumping 0.000 1.000 0.009 0.018 d = lying 0.133 0.149 0.151 0.150 e = standing 0.250 0.147 0.275 0.191 f = sitting 0.001 0.995 0.973 0.984 g = running 0.162 0.097 0.107 0.102 h = walking ------------------------------------------------------- 0.125 0.465 0.345 0.341 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.844 0.755 0.797 a = climbing down 0.189 0.379 0.390 0.385 b = climbing up 0.001 0.935 0.966 0.950 c = jumping 0.000 1.000 0.009 0.018 d = lying 0.146 0.128 0.139 0.133 e = standing 0.251 0.109 0.196 0.140 f = sitting 0.001 0.995 0.976 0.986 g = running 0.154 0.091 0.094 0.093 h = walking ------------------------------------------------------- 0.119 0.478 0.364 0.360 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.806 0.836 0.821 a = climbing down 0.178 0.417 0.431 0.424 b = climbing up 0.000 0.977 0.955 0.966 c = jumping 0.000 1.000 0.009 0.018 d = lying 0.147 0.114 0.123 0.118 e = standing 0.253 0.106 0.193 0.137 f = sitting 0.001 0.995 0.983 0.989 g = running 0.142 0.074 0.069 0.072 h = walking ------------------------------------------------------- 0.116 0.479 0.375 0.367 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.023 0.788 0.865 0.825 a = climbing down 0.181 0.443 0.486 0.464 b = climbing up 0.000 1.000 0.955 0.977 c = jumping 0.000 1.000 0.009 0.018 d = lying 0.134 0.122 0.121 0.121 e = standing 0.257 0.133 0.252 0.174 f = sitting 0.001 0.995 0.987 0.991 g = running 0.126 0.032 0.025 0.028 h = walking ------------------------------------------------------- 0.114 0.482 0.393 0.376 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.945 0.506 0.659 a = climbing down 0.048 0.701 0.810 0.752 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.014 0.922 0.907 0.914 e = standing 0.025 0.822 0.895 0.857 f = sitting 0.000 0.999 0.953 0.975 g = running 0.061 0.729 0.925 0.815 h = walking ------------------------------------------------------- 0.020 0.884 0.869 0.867 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.943 0.519 0.670 a = climbing down 0.047 0.716 0.850 0.777 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.014 0.925 0.932 0.929 e = standing 0.020 0.849 0.897 0.872 f = sitting 0.000 0.999 0.954 0.976 g = running 0.055 0.748 0.920 0.825 h = walking ------------------------------------------------------- 0.019 0.892 0.879 0.877 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.940 0.564 0.705 a = climbing down 0.041 0.745 0.862 0.799 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.013 0.928 0.934 0.931 e = standing 0.020 0.852 0.901 0.876 f = sitting 0.000 0.999 0.954 0.976 g = running 0.052 0.760 0.927 0.835 h = walking ------------------------------------------------------- 0.018 0.898 0.887 0.885 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.942 0.582 0.719 a = climbing down 0.039 0.759 0.878 0.814 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.015 0.918 0.934 0.926 e = standing 0.020 0.849 0.886 0.867 f = sitting 0.000 0.999 0.955 0.976 g = running 0.049 0.769 0.927 0.841 h = walking ------------------------------------------------------- 0.017 0.900 0.889 0.888 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.938 0.607 0.737 a = climbing down 0.036 0.771 0.870 0.817 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.015 0.918 0.939 0.928 e = standing 0.019 0.855 0.886 0.870 f = sitting 0.000 0.999 0.955 0.976 g = running 0.049 0.768 0.927 0.840 h = walking ------------------------------------------------------- 0.017 0.901 0.892 0.891 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.947 0.604 0.738 a = climbing down 0.036 0.771 0.876 0.820 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 0.947 0.973 d = lying 0.016 0.917 0.945 0.931 e = standing 0.018 0.862 0.884 0.873 f = sitting 0.000 0.999 0.955 0.976 g = running 0.049 0.771 0.930 0.843 h = walking ------------------------------------------------------- 0.017 0.903 0.894 0.892 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.968 0.546 0.699 a = climbing down 0.037 0.744 0.774 0.758 b = climbing up 0.000 1.000 0.671 0.803 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.019 0.899 0.932 0.915 e = standing 0.012 0.902 0.856 0.879 f = sitting 0.010 0.958 0.993 0.975 g = running 0.057 0.746 0.956 0.838 h = walking ------------------------------------------------------- 0.020 0.892 0.882 0.878 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.969 0.560 0.710 a = climbing down 0.031 0.773 0.762 0.767 b = climbing up 0.000 1.000 0.671 0.803 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.020 0.896 0.943 0.919 e = standing 0.010 0.916 0.849 0.882 f = sitting 0.010 0.959 0.993 0.976 g = running 0.062 0.733 0.966 0.833 h = walking ------------------------------------------------------- 0.019 0.895 0.884 0.880 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.578 0.729 a = climbing down 0.031 0.777 0.774 0.775 b = climbing up 0.000 1.000 0.612 0.759 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.020 0.897 0.954 0.925 e = standing 0.008 0.932 0.849 0.889 f = sitting 0.012 0.951 0.993 0.972 g = running 0.058 0.746 0.969 0.843 h = walking ------------------------------------------------------- 0.019 0.900 0.889 0.885 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.587 0.736 a = climbing down 0.030 0.785 0.798 0.792 b = climbing up 0.000 1.000 0.624 0.768 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.016 0.915 0.956 0.935 e = standing 0.008 0.936 0.877 0.906 f = sitting 0.011 0.953 0.993 0.973 g = running 0.054 0.761 0.972 0.853 h = walking ------------------------------------------------------- 0.017 0.907 0.897 0.893 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.985 0.612 0.755 a = climbing down 0.030 0.788 0.804 0.796 b = climbing up 0.000 1.000 0.647 0.786 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.016 0.917 0.965 0.940 e = standing 0.006 0.949 0.880 0.913 f = sitting 0.011 0.953 0.993 0.973 g = running 0.051 0.772 0.967 0.858 h = walking ------------------------------------------------------- 0.017 0.911 0.902 0.899 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.982 0.615 0.756 a = climbing down 0.028 0.798 0.806 0.802 b = climbing up 0.000 1.000 0.671 0.803 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.016 0.916 0.973 0.944 e = standing 0.005 0.960 0.877 0.917 f = sitting 0.011 0.956 0.993 0.974 g = running 0.051 0.772 0.972 0.861 h = walking ------------------------------------------------------- 0.016 0.913 0.904 0.901 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.754 0.660 0.704 a = climbing down 0.015 0.752 0.442 0.557 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.994 0.599 0.748 d = lying 0.034 0.760 0.529 0.624 e = standing 0.156 0.459 0.832 0.592 f = sitting 0.018 0.915 0.997 0.954 g = running 0.064 0.726 0.889 0.799 h = walking ------------------------------------------------------- 0.044 0.778 0.732 0.731 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.743 0.672 0.706 a = climbing down 0.013 0.763 0.430 0.550 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.994 0.604 0.752 d = lying 0.033 0.772 0.554 0.645 e = standing 0.151 0.469 0.834 0.600 f = sitting 0.016 0.923 0.997 0.958 g = running 0.064 0.728 0.893 0.802 h = walking ------------------------------------------------------- 0.043 0.783 0.738 0.737 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.727 0.680 0.703 a = climbing down 0.012 0.768 0.405 0.530 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.994 0.608 0.754 d = lying 0.033 0.769 0.546 0.639 e = standing 0.152 0.467 0.834 0.599 f = sitting 0.016 0.924 0.997 0.959 g = running 0.064 0.730 0.898 0.805 h = walking ------------------------------------------------------- 0.044 0.782 0.736 0.735 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.032 0.713 0.690 0.701 a = climbing down 0.012 0.764 0.396 0.522 b = climbing up 0.000 0.989 0.989 0.989 c = jumping 0.001 0.995 0.635 0.775 d = lying 0.034 0.766 0.548 0.639 e = standing 0.146 0.476 0.832 0.605 f = sitting 0.015 0.926 0.997 0.960 g = running 0.062 0.733 0.892 0.805 h = walking ------------------------------------------------------- 0.043 0.781 0.740 0.738 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.728 0.688 0.707 a = climbing down 0.013 0.766 0.419 0.541 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.995 0.642 0.780 d = lying 0.034 0.765 0.545 0.637 e = standing 0.146 0.477 0.832 0.606 f = sitting 0.015 0.928 0.997 0.961 g = running 0.063 0.732 0.893 0.805 h = walking ------------------------------------------------------- 0.043 0.783 0.742 0.741 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.030 0.728 0.688 0.707 a = climbing down 0.012 0.776 0.405 0.532 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.001 0.995 0.672 0.802 d = lying 0.034 0.758 0.533 0.625 e = standing 0.143 0.481 0.828 0.608 f = sitting 0.015 0.928 0.997 0.961 g = running 0.063 0.733 0.905 0.810 h = walking ------------------------------------------------------- 0.042 0.784 0.745 0.743 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.769 0.759 0.764 a = climbing down 0.007 0.819 0.297 0.436 b = climbing up 0.002 0.898 0.878 0.888 c = jumping 0.000 1.000 0.790 0.883 d = lying 0.012 0.894 0.510 0.650 e = standing 0.131 0.534 0.938 0.680 f = sitting 0.028 0.874 1.000 0.933 g = running 0.052 0.778 0.956 0.858 h = walking ------------------------------------------------------- 0.036 0.819 0.778 0.767 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.757 0.772 0.764 a = climbing down 0.006 0.817 0.280 0.417 b = climbing up 0.003 0.888 0.878 0.883 c = jumping 0.000 1.000 0.785 0.879 d = lying 0.013 0.890 0.502 0.642 e = standing 0.134 0.529 0.936 0.676 f = sitting 0.026 0.883 1.000 0.938 g = running 0.053 0.776 0.954 0.856 h = walking ------------------------------------------------------- 0.037 0.817 0.775 0.763 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.766 0.777 0.771 a = climbing down 0.006 0.833 0.300 0.441 b = climbing up 0.002 0.909 0.889 0.899 c = jumping 0.000 1.000 0.832 0.909 d = lying 0.013 0.885 0.491 0.632 e = standing 0.128 0.539 0.932 0.683 f = sitting 0.026 0.883 1.000 0.938 g = running 0.051 0.781 0.956 0.860 h = walking ------------------------------------------------------- 0.036 0.821 0.783 0.771 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.026 0.774 0.782 0.778 a = climbing down 0.006 0.851 0.326 0.471 b = climbing up 0.002 0.899 0.889 0.894 c = jumping 0.000 1.000 0.874 0.932 d = lying 0.013 0.889 0.510 0.648 e = standing 0.117 0.560 0.930 0.699 f = sitting 0.025 0.887 1.000 0.940 g = running 0.050 0.785 0.956 0.862 h = walking ------------------------------------------------------- 0.034 0.828 0.795 0.783 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.756 0.792 0.774 a = climbing down 0.006 0.832 0.297 0.438 b = climbing up 0.002 0.912 0.922 0.917 c = jumping 0.000 1.000 0.882 0.937 d = lying 0.013 0.890 0.515 0.652 e = standing 0.115 0.566 0.930 0.703 f = sitting 0.024 0.891 1.000 0.942 g = running 0.049 0.789 0.954 0.864 h = walking ------------------------------------------------------- 0.033 0.827 0.796 0.783 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.028 0.765 0.797 0.781 a = climbing down 0.006 0.838 0.311 0.454 b = climbing up 0.002 0.922 0.922 0.922 c = jumping 0.000 1.000 0.885 0.939 d = lying 0.013 0.887 0.499 0.639 e = standing 0.117 0.560 0.930 0.699 f = sitting 0.023 0.895 1.000 0.944 g = running 0.049 0.789 0.956 0.865 h = walking ------------------------------------------------------- 0.033 0.828 0.796 0.783 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.790 0.353 0.488 a = climbing down 0.088 0.616 0.903 0.732 b = climbing up 0.001 0.952 0.888 0.919 c = jumping 0.017 0.906 0.976 0.940 d = lying 0.069 0.653 0.722 0.686 e = standing 0.044 0.561 0.431 0.487 f = sitting 0.007 0.963 0.947 0.955 g = running 0.039 0.803 0.827 0.815 h = walking ------------------------------------------------------- 0.039 0.768 0.761 0.750 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.814 0.362 0.502 a = climbing down 0.086 0.625 0.914 0.743 b = climbing up 0.000 0.988 0.899 0.941 c = jumping 0.017 0.901 0.976 0.937 d = lying 0.068 0.654 0.715 0.683 e = standing 0.046 0.554 0.431 0.485 f = sitting 0.006 0.965 0.963 0.964 g = running 0.037 0.812 0.832 0.822 h = walking ------------------------------------------------------- 0.038 0.773 0.767 0.755 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.837 0.367 0.510 a = climbing down 0.086 0.627 0.924 0.747 b = climbing up 0.000 0.988 0.933 0.960 c = jumping 0.017 0.901 0.976 0.937 d = lying 0.067 0.658 0.720 0.688 e = standing 0.045 0.562 0.436 0.491 f = sitting 0.005 0.970 0.973 0.972 g = running 0.034 0.829 0.837 0.833 h = walking ------------------------------------------------------- 0.037 0.781 0.773 0.761 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.838 0.371 0.515 a = climbing down 0.088 0.625 0.937 0.750 b = climbing up 0.000 0.988 0.933 0.960 c = jumping 0.017 0.901 0.976 0.937 d = lying 0.068 0.658 0.727 0.691 e = standing 0.044 0.566 0.431 0.489 f = sitting 0.005 0.970 0.973 0.972 g = running 0.030 0.842 0.829 0.835 h = walking ------------------------------------------------------- 0.037 0.784 0.774 0.763 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.859 0.383 0.529 a = climbing down 0.082 0.638 0.929 0.757 b = climbing up 0.000 0.989 0.966 0.977 c = jumping 0.018 0.900 0.976 0.936 d = lying 0.068 0.658 0.727 0.691 e = standing 0.044 0.564 0.429 0.487 f = sitting 0.004 0.977 0.980 0.978 g = running 0.031 0.840 0.852 0.846 h = walking ------------------------------------------------------- 0.036 0.788 0.780 0.768 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.863 0.380 0.528 a = climbing down 0.083 0.637 0.931 0.757 b = climbing up 0.000 0.988 0.955 0.971 c = jumping 0.018 0.900 0.976 0.936 d = lying 0.069 0.653 0.720 0.685 e = standing 0.045 0.554 0.422 0.479 f = sitting 0.005 0.975 0.982 0.978 g = running 0.031 0.843 0.852 0.848 h = walking ------------------------------------------------------- 0.036 0.787 0.778 0.766 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.991 0.710 0.827 a = climbing down 0.060 0.689 0.856 0.763 b = climbing up 0.000 1.000 0.306 0.468 c = jumping 0.021 0.883 0.980 0.929 d = lying 0.033 0.813 0.793 0.803 e = standing 0.038 0.677 0.609 0.641 f = sitting 0.019 0.904 0.997 0.948 g = running 0.044 0.776 0.774 0.775 h = walking ------------------------------------------------------- 0.031 0.823 0.815 0.810 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.708 0.826 a = climbing down 0.055 0.707 0.850 0.772 b = climbing up 0.000 1.000 0.329 0.496 c = jumping 0.022 0.879 0.983 0.928 d = lying 0.030 0.821 0.776 0.798 e = standing 0.041 0.666 0.618 0.641 f = sitting 0.019 0.907 0.997 0.950 g = running 0.044 0.781 0.805 0.793 h = walking ------------------------------------------------------- 0.030 0.826 0.818 0.814 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.703 0.823 a = climbing down 0.054 0.708 0.838 0.768 b = climbing up 0.000 1.000 0.282 0.440 c = jumping 0.023 0.876 0.983 0.927 d = lying 0.030 0.824 0.774 0.798 e = standing 0.041 0.664 0.618 0.640 f = sitting 0.020 0.903 0.997 0.948 g = running 0.045 0.781 0.821 0.801 h = walking ------------------------------------------------------- 0.030 0.826 0.817 0.812 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.706 0.824 a = climbing down 0.051 0.723 0.844 0.779 b = climbing up 0.000 1.000 0.388 0.559 c = jumping 0.024 0.872 0.983 0.924 d = lying 0.031 0.820 0.779 0.799 e = standing 0.040 0.664 0.604 0.633 f = sitting 0.017 0.916 0.997 0.954 g = running 0.044 0.786 0.836 0.810 h = walking ------------------------------------------------------- 0.029 0.829 0.822 0.818 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.721 0.835 a = climbing down 0.050 0.729 0.854 0.787 b = climbing up 0.000 1.000 0.412 0.583 c = jumping 0.022 0.878 0.983 0.928 d = lying 0.031 0.821 0.786 0.803 e = standing 0.039 0.674 0.613 0.642 f = sitting 0.016 0.918 0.997 0.956 g = running 0.041 0.799 0.839 0.819 h = walking ------------------------------------------------------- 0.028 0.835 0.829 0.825 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.991 0.726 0.838 a = climbing down 0.048 0.737 0.856 0.792 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.023 0.876 0.983 0.927 d = lying 0.031 0.817 0.779 0.798 e = standing 0.040 0.665 0.607 0.635 f = sitting 0.015 0.925 0.997 0.960 g = running 0.040 0.805 0.848 0.826 h = walking ------------------------------------------------------- 0.028 0.836 0.830 0.827 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.721 0.792 0.755 a = climbing down 0.059 0.672 0.774 0.719 b = climbing up 0.001 0.944 0.810 0.872 c = jumping 0.002 0.992 0.988 0.990 d = lying 0.022 0.874 0.865 0.869 e = standing 0.024 0.844 0.857 0.850 f = sitting 0.006 0.969 0.988 0.979 g = running 0.019 0.872 0.699 0.776 h = walking ------------------------------------------------------- 0.022 0.861 0.855 0.856 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.725 0.795 0.758 a = climbing down 0.045 0.725 0.766 0.745 b = climbing up 0.002 0.881 0.825 0.852 c = jumping 0.002 0.992 0.988 0.990 d = lying 0.023 0.873 0.870 0.871 e = standing 0.023 0.848 0.855 0.852 f = sitting 0.005 0.970 0.982 0.976 g = running 0.022 0.866 0.766 0.813 h = walking ------------------------------------------------------- 0.021 0.867 0.865 0.865 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.746 0.775 0.760 a = climbing down 0.042 0.742 0.783 0.762 b = climbing up 0.001 0.963 0.825 0.889 c = jumping 0.002 0.992 0.988 0.990 d = lying 0.023 0.873 0.870 0.871 e = standing 0.023 0.848 0.855 0.852 f = sitting 0.005 0.971 0.990 0.980 g = running 0.023 0.868 0.802 0.833 h = walking ------------------------------------------------------- 0.020 0.873 0.872 0.872 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.031 0.739 0.790 0.764 a = climbing down 0.033 0.779 0.757 0.768 b = climbing up 0.001 0.962 0.810 0.879 c = jumping 0.002 0.992 0.988 0.990 d = lying 0.023 0.873 0.870 0.871 e = standing 0.023 0.848 0.855 0.852 f = sitting 0.006 0.969 0.990 0.979 g = running 0.026 0.858 0.837 0.848 h = walking ------------------------------------------------------- 0.019 0.876 0.875 0.875 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.030 0.748 0.782 0.765 a = climbing down 0.026 0.818 0.741 0.778 b = climbing up 0.001 0.963 0.825 0.889 c = jumping 0.002 0.992 0.988 0.990 d = lying 0.023 0.870 0.872 0.871 e = standing 0.023 0.849 0.851 0.850 f = sitting 0.005 0.971 0.990 0.980 g = running 0.031 0.843 0.881 0.862 h = walking ------------------------------------------------------- 0.019 0.879 0.879 0.879 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.792 0.762 0.777 a = climbing down 0.029 0.805 0.778 0.791 b = climbing up 0.002 0.881 0.825 0.852 c = jumping 0.002 0.992 0.988 0.990 d = lying 0.022 0.876 0.870 0.873 e = standing 0.023 0.849 0.859 0.854 f = sitting 0.005 0.970 0.982 0.976 g = running 0.031 0.842 0.883 0.862 h = walking ------------------------------------------------------- 0.019 0.881 0.882 0.881 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.755 0.868 0.808 a = climbing down 0.026 0.809 0.693 0.747 b = climbing up 0.000 1.000 0.317 0.481 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.016 0.906 0.869 0.888 e = standing 0.027 0.837 0.897 0.866 f = sitting 0.016 0.918 0.998 0.957 g = running 0.028 0.849 0.856 0.852 h = walking ------------------------------------------------------- 0.020 0.877 0.875 0.872 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.031 0.759 0.865 0.809 a = climbing down 0.026 0.807 0.693 0.746 b = climbing up 0.000 1.000 0.317 0.481 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.017 0.904 0.876 0.890 e = standing 0.026 0.842 0.893 0.867 f = sitting 0.016 0.918 0.998 0.957 g = running 0.029 0.848 0.859 0.853 h = walking ------------------------------------------------------- 0.020 0.878 0.876 0.873 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.028 0.779 0.868 0.821 a = climbing down 0.025 0.816 0.720 0.765 b = climbing up 0.000 1.000 0.317 0.481 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 0.016 0.918 0.998 0.957 g = running 0.028 0.851 0.859 0.855 h = walking ------------------------------------------------------- 0.019 0.881 0.880 0.877 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.028 0.779 0.865 0.820 a = climbing down 0.023 0.829 0.709 0.764 b = climbing up 0.000 1.000 0.350 0.519 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 0.030 0.845 0.874 0.859 h = walking ------------------------------------------------------- 0.019 0.882 0.880 0.878 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.791 0.865 0.827 a = climbing down 0.020 0.851 0.720 0.780 b = climbing up 0.000 1.000 0.350 0.519 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.016 0.907 0.878 0.892 e = standing 0.025 0.845 0.897 0.870 f = sitting 0.016 0.921 0.998 0.958 g = running 0.030 0.846 0.892 0.868 h = walking ------------------------------------------------------- 0.018 0.888 0.886 0.883 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.782 0.865 0.822 a = climbing down 0.019 0.850 0.699 0.767 b = climbing up 0.000 1.000 0.367 0.537 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.016 0.909 0.878 0.893 e = standing 0.025 0.845 0.899 0.871 f = sitting 0.015 0.922 0.998 0.959 g = running 0.032 0.837 0.892 0.863 h = walking ------------------------------------------------------- 0.019 0.886 0.883 0.881 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.696 0.435 0.536 a = climbing down 0.082 0.627 0.848 0.721 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.991 0.981 0.986 d = lying 0.071 0.713 0.958 0.817 e = standing 0.011 0.870 0.504 0.638 f = sitting 0.003 0.985 0.995 0.990 g = running 0.048 0.724 0.665 0.693 h = walking ------------------------------------------------------- 0.034 0.809 0.797 0.789 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.698 0.451 0.548 a = climbing down 0.083 0.626 0.848 0.720 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.991 0.981 0.986 d = lying 0.071 0.712 0.959 0.818 e = standing 0.010 0.872 0.502 0.637 f = sitting 0.003 0.985 0.995 0.990 g = running 0.047 0.725 0.655 0.688 h = walking ------------------------------------------------------- 0.034 0.810 0.797 0.789 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.703 0.478 0.569 a = climbing down 0.085 0.624 0.864 0.725 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.991 0.981 0.986 d = lying 0.076 0.700 0.964 0.811 e = standing 0.009 0.875 0.469 0.611 f = sitting 0.003 0.985 0.995 0.990 g = running 0.042 0.740 0.633 0.683 h = walking ------------------------------------------------------- 0.035 0.810 0.795 0.787 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.708 0.486 0.577 a = climbing down 0.085 0.625 0.864 0.725 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.991 0.981 0.986 d = lying 0.075 0.702 0.966 0.813 e = standing 0.009 0.879 0.473 0.615 f = sitting 0.003 0.985 0.995 0.990 g = running 0.042 0.740 0.631 0.681 h = walking ------------------------------------------------------- 0.034 0.812 0.797 0.788 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.707 0.484 0.574 a = climbing down 0.086 0.621 0.864 0.723 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.991 0.980 0.986 d = lying 0.080 0.691 0.968 0.806 e = standing 0.009 0.872 0.445 0.589 f = sitting 0.003 0.985 0.995 0.990 g = running 0.041 0.743 0.630 0.682 h = walking ------------------------------------------------------- 0.035 0.809 0.792 0.783 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.705 0.484 0.574 a = climbing down 0.085 0.625 0.864 0.725 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.001 0.991 0.980 0.986 d = lying 0.081 0.689 0.969 0.805 e = standing 0.009 0.874 0.439 0.584 f = sitting 0.003 0.985 0.995 0.990 g = running 0.042 0.742 0.633 0.683 h = walking ------------------------------------------------------- 0.035 0.809 0.792 0.783 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.900 0.868 0.884 a = climbing down 0.079 0.631 0.832 0.718 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.006 0.965 0.976 0.970 d = lying 0.067 0.728 0.976 0.834 e = standing 0.008 0.901 0.503 0.646 f = sitting 0.007 0.962 1.000 0.981 g = running 0.031 0.768 0.547 0.639 h = walking ------------------------------------------------------- 0.031 0.836 0.821 0.814 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.910 0.866 0.887 a = climbing down 0.081 0.627 0.836 0.717 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.006 0.965 0.976 0.970 d = lying 0.066 0.730 0.976 0.835 e = standing 0.008 0.902 0.507 0.649 f = sitting 0.007 0.964 1.000 0.982 g = running 0.031 0.771 0.545 0.639 h = walking ------------------------------------------------------- 0.030 0.837 0.822 0.815 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.914 0.863 0.888 a = climbing down 0.077 0.637 0.832 0.722 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.006 0.965 0.976 0.970 d = lying 0.069 0.724 0.979 0.833 e = standing 0.007 0.906 0.493 0.638 f = sitting 0.007 0.964 1.000 0.982 g = running 0.031 0.776 0.571 0.658 h = walking ------------------------------------------------------- 0.030 0.840 0.824 0.817 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.917 0.866 0.891 a = climbing down 0.077 0.638 0.834 0.723 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.006 0.965 0.976 0.970 d = lying 0.069 0.723 0.980 0.832 e = standing 0.007 0.909 0.489 0.636 f = sitting 0.007 0.964 1.000 0.982 g = running 0.031 0.778 0.571 0.658 h = walking ------------------------------------------------------- 0.030 0.840 0.824 0.817 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.915 0.868 0.891 a = climbing down 0.074 0.647 0.829 0.727 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.006 0.965 0.974 0.970 d = lying 0.077 0.702 0.987 0.820 e = standing 0.006 0.910 0.434 0.587 f = sitting 0.007 0.964 1.000 0.982 g = running 0.032 0.779 0.588 0.670 h = walking ------------------------------------------------------- 0.031 0.839 0.820 0.811 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.923 0.881 0.902 a = climbing down 0.074 0.647 0.836 0.730 b = climbing up 0.000 1.000 0.968 0.984 c = jumping 0.006 0.965 0.974 0.970 d = lying 0.082 0.688 0.985 0.810 e = standing 0.006 0.899 0.399 0.552 f = sitting 0.007 0.964 1.000 0.982 g = running 0.029 0.797 0.591 0.679 h = walking ------------------------------------------------------- 0.031 0.839 0.819 0.808 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.066 0.327 0.477 0.388 a = climbing down 0.009 0.839 0.308 0.451 b = climbing up 0.004 0.823 0.929 0.872 c = jumping 0.000 1.000 0.003 0.007 d = lying 0.032 0.812 0.757 0.784 e = standing 0.230 0.350 0.797 0.486 f = sitting 0.084 0.695 1.000 0.820 g = running 0.005 0.972 0.865 0.916 h = walking ------------------------------------------------------- 0.056 0.762 0.625 0.579 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.058 0.361 0.489 0.415 a = climbing down 0.008 0.853 0.296 0.439 b = climbing up 0.004 0.827 0.957 0.887 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.033 0.827 0.855 0.841 e = standing 0.213 0.366 0.793 0.501 f = sitting 0.081 0.705 1.000 0.827 g = running 0.006 0.971 0.930 0.950 h = walking ------------------------------------------------------- 0.053 0.772 0.650 0.597 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.052 0.382 0.481 0.426 a = climbing down 0.008 0.851 0.304 0.448 b = climbing up 0.003 0.848 0.957 0.899 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.033 0.828 0.855 0.842 e = standing 0.213 0.367 0.795 0.502 f = sitting 0.081 0.703 1.000 0.826 g = running 0.006 0.970 0.957 0.963 h = walking ------------------------------------------------------- 0.052 0.774 0.655 0.602 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.047 0.378 0.430 0.402 a = climbing down 0.008 0.855 0.312 0.457 b = climbing up 0.004 0.840 0.971 0.901 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.033 0.832 0.878 0.854 e = standing 0.209 0.372 0.795 0.506 f = sitting 0.087 0.689 1.000 0.816 g = running 0.006 0.972 0.966 0.969 h = walking ------------------------------------------------------- 0.052 0.773 0.659 0.603 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.045 0.372 0.396 0.384 a = climbing down 0.008 0.860 0.327 0.473 b = climbing up 0.004 0.819 0.971 0.889 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.033 0.830 0.885 0.857 e = standing 0.208 0.371 0.791 0.505 f = sitting 0.089 0.683 1.000 0.812 g = running 0.006 0.972 0.967 0.970 h = walking ------------------------------------------------------- 0.053 0.609 0.659 0.603 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.041 0.373 0.362 0.367 a = climbing down 0.009 0.859 0.349 0.496 b = climbing up 0.004 0.829 0.971 0.895 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.034 0.834 0.923 0.876 e = standing 0.201 0.379 0.789 0.512 f = sitting 0.092 0.676 1.000 0.807 g = running 0.006 0.972 0.969 0.970 h = walking ------------------------------------------------------- 0.052 0.772 0.666 0.609 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.041 0.339 0.316 0.327 a = climbing down 0.003 0.970 0.738 0.839 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.023 0.046 d = lying 0.024 0.867 0.829 0.848 e = standing 0.214 0.383 0.852 0.529 f = sitting 0.071 0.730 1.000 0.844 g = running 0.005 0.973 0.842 0.903 h = walking ------------------------------------------------------- 0.048 0.802 0.690 0.652 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.420 0.312 0.358 a = climbing down 0.003 0.976 0.742 0.843 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.023 0.046 d = lying 0.024 0.863 0.812 0.837 e = standing 0.217 0.379 0.850 0.524 f = sitting 0.072 0.729 1.000 0.843 g = running 0.005 0.975 0.908 0.941 h = walking ------------------------------------------------------- 0.048 0.807 0.699 0.659 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.453 0.312 0.370 a = climbing down 0.002 0.981 0.730 0.837 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.023 0.046 d = lying 0.024 0.864 0.829 0.846 e = standing 0.214 0.382 0.848 0.527 f = sitting 0.073 0.726 1.000 0.842 g = running 0.005 0.974 0.935 0.954 h = walking ------------------------------------------------------- 0.047 0.810 0.704 0.663 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.548 0.316 0.401 a = climbing down 0.002 0.981 0.744 0.847 b = climbing up 0.000 0.984 0.969 0.977 c = jumping 0.000 1.000 0.023 0.046 d = lying 0.024 0.868 0.836 0.852 e = standing 0.212 0.384 0.852 0.530 f = sitting 0.072 0.729 1.000 0.843 g = running 0.006 0.972 0.964 0.968 h = walking ------------------------------------------------------- 0.046 0.817 0.713 0.670 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.562 0.308 0.398 a = climbing down 0.002 0.981 0.744 0.847 b = climbing up 0.000 1.000 0.969 0.984 c = jumping 0.000 1.000 0.023 0.046 d = lying 0.024 0.871 0.859 0.865 e = standing 0.208 0.389 0.852 0.534 f = sitting 0.074 0.724 1.000 0.840 g = running 0.006 0.970 0.966 0.968 h = walking ------------------------------------------------------- 0.046 0.818 0.716 0.672 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.558 0.286 0.379 a = climbing down 0.002 0.981 0.732 0.838 b = climbing up 0.000 1.000 0.985 0.992 c = jumping 0.000 1.000 0.022 0.042 d = lying 0.023 0.879 0.902 0.890 e = standing 0.201 0.399 0.856 0.544 f = sitting 0.077 0.714 1.000 0.833 g = running 0.007 0.969 0.967 0.968 h = walking ------------------------------------------------------- 0.045 0.818 0.721 0.673 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.675 0.339 0.452 a = climbing down 0.234 0.279 0.604 0.382 b = climbing up 0.006 0.638 0.550 0.591 c = jumping 0.072 0.692 0.963 0.805 d = lying 0.067 0.383 0.250 0.302 e = standing 0.093 0.371 0.352 0.361 f = sitting 0.011 0.939 0.859 0.897 g = running 0.052 0.425 0.209 0.281 h = walking ------------------------------------------------------- 0.075 0.545 0.519 0.507 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.689 0.380 0.490 a = climbing down 0.239 0.285 0.638 0.394 b = climbing up 0.001 0.942 0.812 0.872 c = jumping 0.072 0.694 0.964 0.807 d = lying 0.066 0.403 0.267 0.321 e = standing 0.092 0.373 0.350 0.361 f = sitting 0.004 0.975 0.891 0.931 g = running 0.044 0.394 0.156 0.223 h = walking ------------------------------------------------------- 0.074 0.558 0.533 0.518 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.743 0.389 0.511 a = climbing down 0.255 0.298 0.725 0.423 b = climbing up 0.001 0.947 0.900 0.923 c = jumping 0.071 0.697 0.963 0.809 d = lying 0.064 0.402 0.260 0.316 e = standing 0.093 0.382 0.368 0.375 f = sitting 0.002 0.986 0.891 0.936 g = running 0.032 0.319 0.082 0.130 h = walking ------------------------------------------------------- 0.073 0.557 0.536 0.512 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.753 0.430 0.548 a = climbing down 0.252 0.307 0.747 0.436 b = climbing up 0.001 0.951 0.963 0.957 c = jumping 0.069 0.702 0.963 0.812 d = lying 0.068 0.428 0.305 0.356 e = standing 0.085 0.399 0.361 0.379 f = sitting 0.001 0.995 0.891 0.940 g = running 0.026 0.357 0.079 0.129 h = walking ------------------------------------------------------- 0.070 0.574 0.550 0.526 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.786 0.448 0.571 a = climbing down 0.258 0.334 0.864 0.482 b = climbing up 0.001 0.950 0.950 0.950 c = jumping 0.067 0.707 0.963 0.815 d = lying 0.066 0.454 0.332 0.384 e = standing 0.083 0.409 0.367 0.387 f = sitting 0.001 0.993 0.891 0.940 g = running 0.009 0.466 0.043 0.078 h = walking ------------------------------------------------------- 0.067 0.603 0.566 0.532 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.793 0.450 0.574 a = climbing down 0.258 0.339 0.885 0.490 b = climbing up 0.001 0.940 0.988 0.963 c = jumping 0.068 0.704 0.963 0.813 d = lying 0.063 0.492 0.365 0.419 e = standing 0.074 0.460 0.405 0.431 f = sitting 0.000 0.998 0.890 0.941 g = running 0.005 0.652 0.047 0.088 h = walking ------------------------------------------------------- 0.065 0.646 0.580 0.546 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.877 0.603 0.715 a = climbing down 0.194 0.338 0.662 0.447 b = climbing up 0.002 0.890 0.924 0.907 c = jumping 0.008 0.953 0.978 0.965 d = lying 0.037 0.706 0.534 0.608 e = standing 0.074 0.615 0.756 0.679 f = sitting 0.003 0.983 0.874 0.925 g = running 0.064 0.353 0.188 0.245 h = walking ------------------------------------------------------- 0.053 0.693 0.660 0.660 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.860 0.536 0.660 a = climbing down 0.212 0.335 0.715 0.456 b = climbing up 0.000 0.985 0.835 0.904 c = jumping 0.005 0.968 0.981 0.975 d = lying 0.032 0.723 0.495 0.588 e = standing 0.081 0.607 0.800 0.690 f = sitting 0.004 0.974 0.887 0.929 g = running 0.053 0.342 0.150 0.209 h = walking ------------------------------------------------------- 0.054 0.693 0.655 0.650 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.803 0.534 0.641 a = climbing down 0.229 0.333 0.765 0.463 b = climbing up 0.000 0.985 0.848 0.912 c = jumping 0.005 0.970 0.981 0.975 d = lying 0.037 0.691 0.490 0.573 e = standing 0.082 0.594 0.769 0.670 f = sitting 0.004 0.976 0.887 0.929 g = running 0.036 0.279 0.076 0.119 h = walking ------------------------------------------------------- 0.055 0.671 0.645 0.630 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.791 0.403 0.534 a = climbing down 0.257 0.315 0.791 0.451 b = climbing up 0.000 1.000 0.924 0.961 c = jumping 0.005 0.970 0.981 0.975 d = lying 0.035 0.674 0.428 0.523 e = standing 0.093 0.570 0.782 0.659 f = sitting 0.002 0.986 0.888 0.935 g = running 0.031 0.205 0.043 0.071 h = walking ------------------------------------------------------- 0.058 0.652 0.623 0.602 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.783 0.464 0.583 a = climbing down 0.249 0.317 0.774 0.450 b = climbing up 0.000 1.000 0.848 0.918 c = jumping 0.004 0.975 0.988 0.981 d = lying 0.036 0.676 0.450 0.540 e = standing 0.089 0.577 0.773 0.661 f = sitting 0.004 0.976 0.888 0.930 g = running 0.032 0.154 0.032 0.052 h = walking ------------------------------------------------------- 0.058 0.644 0.627 0.607 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.815 0.556 0.661 a = climbing down 0.238 0.328 0.780 0.462 b = climbing up 0.000 1.000 0.861 0.925 c = jumping 0.005 0.973 0.997 0.985 d = lying 0.032 0.691 0.428 0.528 e = standing 0.091 0.580 0.798 0.672 f = sitting 0.004 0.979 0.888 0.932 g = running 0.031 0.152 0.030 0.050 h = walking ------------------------------------------------------- 0.056 0.651 0.640 0.617 Weighted Avg. >> shinwaist >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.076 0.493 0.531 0.511 a = climbing down 0.077 0.667 0.896 0.764 b = climbing up 0.020 0.481 1.000 0.649 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.008 0.913 0.459 0.610 e = standing 0.258 0.338 0.944 0.498 f = sitting 0.002 0.970 0.427 0.593 g = running 0.031 0.829 0.837 0.833 h = walking ------------------------------------------------------- 0.059 0.683 0.587 0.550 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.074 0.520 0.576 0.546 a = climbing down 0.060 0.715 0.869 0.784 b = climbing up 0.006 0.750 1.000 0.857 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.007 0.916 0.459 0.611 e = standing 0.258 0.339 0.946 0.499 f = sitting 0.001 0.985 0.539 0.697 g = running 0.036 0.814 0.892 0.851 h = walking ------------------------------------------------------- 0.056 0.698 0.613 0.579 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.067 0.543 0.574 0.558 a = climbing down 0.053 0.738 0.868 0.798 b = climbing up 0.001 0.962 1.000 0.980 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.007 0.916 0.463 0.616 e = standing 0.257 0.339 0.946 0.499 f = sitting 0.002 0.981 0.616 0.757 g = running 0.039 0.807 0.916 0.858 h = walking ------------------------------------------------------- 0.055 0.707 0.628 0.596 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.061 0.576 0.590 0.583 a = climbing down 0.048 0.755 0.866 0.807 b = climbing up 0.000 0.987 1.000 0.993 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.007 0.916 0.463 0.616 e = standing 0.257 0.339 0.946 0.499 f = sitting 0.002 0.985 0.663 0.793 g = running 0.040 0.802 0.923 0.858 h = walking ------------------------------------------------------- 0.053 0.714 0.638 0.605 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.046 0.645 0.598 0.621 a = climbing down 0.047 0.760 0.868 0.810 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.007 0.917 0.467 0.619 e = standing 0.256 0.340 0.946 0.500 f = sitting 0.002 0.987 0.752 0.854 g = running 0.041 0.801 0.921 0.857 h = walking ------------------------------------------------------- 0.051 0.723 0.652 0.620 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.045 0.655 0.614 0.634 a = climbing down 0.042 0.779 0.863 0.819 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 0.500 0.002 0.003 d = lying 0.008 0.911 0.468 0.619 e = standing 0.256 0.339 0.942 0.499 f = sitting 0.002 0.983 0.760 0.857 g = running 0.042 0.795 0.926 0.855 h = walking ------------------------------------------------------- 0.051 0.725 0.655 0.623 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.784 0.823 0.803 a = climbing down 0.062 0.715 0.905 0.799 b = climbing up 0.040 0.298 0.944 0.453 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.493 0.660 e = standing 0.252 0.355 1.000 0.524 f = sitting 0.004 0.955 0.539 0.690 g = running 0.020 0.868 0.753 0.806 h = walking ------------------------------------------------------- 0.048 0.668 0.638 0.608 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.046 0.713 0.817 0.761 a = climbing down 0.039 0.796 0.884 0.838 b = climbing up 0.021 0.442 0.944 0.602 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.496 0.663 e = standing 0.252 0.356 1.000 0.525 f = sitting 0.004 0.958 0.576 0.720 g = running 0.029 0.843 0.864 0.853 h = walking ------------------------------------------------------- 0.047 0.671 0.657 0.623 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.733 0.819 0.773 a = climbing down 0.031 0.829 0.889 0.858 b = climbing up 0.002 0.907 0.944 0.925 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 0.004 0.967 0.734 0.835 g = running 0.028 0.854 0.906 0.879 h = walking ------------------------------------------------------- 0.045 0.690 0.688 0.655 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.033 0.771 0.807 0.789 a = climbing down 0.031 0.832 0.895 0.862 b = climbing up 0.001 0.957 0.931 0.944 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 0.997 0.509 0.674 e = standing 0.249 0.357 0.998 0.526 f = sitting 0.005 0.967 0.790 0.870 g = running 0.027 0.859 0.918 0.887 h = walking ------------------------------------------------------- 0.044 0.696 0.698 0.665 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.846 0.823 0.834 a = climbing down 0.025 0.860 0.899 0.879 b = climbing up 0.000 1.000 0.931 0.964 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.000 1.000 0.509 0.675 e = standing 0.249 0.358 1.000 0.527 f = sitting 0.004 0.972 0.871 0.918 g = running 0.028 0.853 0.927 0.889 h = walking ------------------------------------------------------- 0.042 0.710 0.713 0.681 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.866 0.827 0.846 a = climbing down 0.023 0.870 0.892 0.881 b = climbing up 0.000 1.000 0.931 0.964 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 0.004 0.974 0.891 0.931 g = running 0.030 0.845 0.932 0.886 h = walking ------------------------------------------------------- 0.041 0.714 0.720 0.687 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.903 0.624 0.738 a = climbing down 0.012 0.871 0.642 0.740 b = climbing up 0.012 0.626 0.906 0.740 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.977 1.000 0.988 e = standing 0.000 1.000 0.971 0.985 f = sitting 0.003 0.984 0.923 0.953 g = running 0.081 0.682 0.983 0.805 h = walking ------------------------------------------------------- 0.016 0.911 0.894 0.893 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.926 0.632 0.752 a = climbing down 0.010 0.895 0.640 0.746 b = climbing up 0.003 0.865 0.906 0.885 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.977 1.000 0.988 e = standing 0.000 1.000 0.971 0.985 f = sitting 0.003 0.985 0.980 0.982 g = running 0.085 0.671 0.983 0.798 h = walking ------------------------------------------------------- 0.016 0.920 0.903 0.902 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.926 0.632 0.752 a = climbing down 0.010 0.893 0.642 0.747 b = climbing up 0.002 0.920 0.941 0.930 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.977 1.000 0.988 e = standing 0.000 1.000 0.971 0.985 f = sitting 0.002 0.990 0.988 0.989 g = running 0.085 0.673 0.983 0.799 h = walking ------------------------------------------------------- 0.016 0.922 0.906 0.904 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.927 0.641 0.758 a = climbing down 0.009 0.899 0.651 0.755 b = climbing up 0.002 0.920 0.941 0.930 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.977 1.000 0.988 e = standing 0.000 1.000 0.971 0.985 f = sitting 0.002 0.990 0.988 0.989 g = running 0.083 0.677 0.983 0.802 h = walking ------------------------------------------------------- 0.015 0.924 0.908 0.906 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.927 0.639 0.756 a = climbing down 0.011 0.882 0.658 0.753 b = climbing up 0.002 0.920 0.941 0.930 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.977 1.000 0.988 e = standing 0.000 1.000 0.971 0.985 f = sitting 0.002 0.990 0.988 0.989 g = running 0.081 0.682 0.980 0.804 h = walking ------------------------------------------------------- 0.015 0.923 0.908 0.906 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.921 0.634 0.751 a = climbing down 0.011 0.887 0.673 0.765 b = climbing up 0.002 0.930 0.941 0.936 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.004 0.977 1.000 0.988 e = standing 0.000 1.000 0.971 0.985 f = sitting 0.002 0.990 0.990 0.990 g = running 0.079 0.687 0.980 0.808 h = walking ------------------------------------------------------- 0.015 0.923 0.909 0.908 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.021 0.851 0.865 0.858 a = climbing down 0.005 0.926 0.498 0.647 b = climbing up 0.015 0.517 0.775 0.620 c = jumping 0.001 0.995 0.982 0.988 d = lying 0.004 0.978 1.000 0.989 e = standing 0.003 0.984 0.976 0.980 f = sitting 0.006 0.964 0.903 0.932 g = running 0.067 0.718 0.956 0.820 h = walking ------------------------------------------------------- 0.015 0.910 0.895 0.892 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.858 0.865 0.862 a = climbing down 0.005 0.923 0.509 0.656 b = climbing up 0.007 0.685 0.762 0.722 c = jumping 0.001 0.995 0.982 0.988 d = lying 0.004 0.978 1.000 0.989 e = standing 0.003 0.984 0.976 0.980 f = sitting 0.006 0.964 0.953 0.959 g = running 0.066 0.720 0.956 0.822 h = walking ------------------------------------------------------- 0.015 0.914 0.903 0.899 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.860 0.865 0.863 a = climbing down 0.005 0.927 0.507 0.655 b = climbing up 0.006 0.729 0.775 0.752 c = jumping 0.001 0.995 0.982 0.988 d = lying 0.004 0.978 1.000 0.989 e = standing 0.003 0.984 0.976 0.980 f = sitting 0.006 0.966 0.961 0.964 g = running 0.067 0.719 0.958 0.821 h = walking ------------------------------------------------------- 0.015 0.916 0.905 0.901 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.860 0.863 0.861 a = climbing down 0.006 0.916 0.536 0.676 b = climbing up 0.004 0.805 0.775 0.790 c = jumping 0.001 0.995 0.982 0.988 d = lying 0.004 0.978 1.000 0.989 e = standing 0.003 0.984 0.976 0.980 f = sitting 0.006 0.967 0.975 0.971 g = running 0.063 0.728 0.951 0.825 h = walking ------------------------------------------------------- 0.015 0.917 0.909 0.905 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.019 0.864 0.869 0.867 a = climbing down 0.005 0.926 0.531 0.675 b = climbing up 0.004 0.827 0.838 0.832 c = jumping 0.001 0.995 0.982 0.988 d = lying 0.004 0.978 1.000 0.989 e = standing 0.003 0.984 0.976 0.980 f = sitting 0.004 0.975 0.976 0.976 g = running 0.064 0.727 0.955 0.825 h = walking ------------------------------------------------------- 0.014 0.921 0.911 0.907 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.864 0.869 0.867 a = climbing down 0.005 0.930 0.531 0.676 b = climbing up 0.002 0.908 0.863 0.885 c = jumping 0.001 0.995 0.982 0.988 d = lying 0.004 0.978 1.000 0.989 e = standing 0.003 0.984 0.976 0.980 f = sitting 0.004 0.978 0.988 0.983 g = running 0.064 0.727 0.956 0.826 h = walking ------------------------------------------------------- 0.014 0.923 0.914 0.910 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.909 0.870 0.889 a = climbing down 0.019 0.849 0.710 0.773 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.990 0.993 d = lying 0.002 0.987 0.984 0.985 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.000 1.000 0.973 0.986 g = running 0.049 0.775 0.928 0.845 h = walking ------------------------------------------------------- 0.012 0.931 0.928 0.927 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.906 0.876 0.891 a = climbing down 0.016 0.865 0.705 0.777 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.990 0.993 d = lying 0.002 0.987 0.984 0.985 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.000 1.000 0.980 0.990 g = running 0.050 0.774 0.930 0.845 h = walking ------------------------------------------------------- 0.012 0.933 0.929 0.929 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.905 0.874 0.890 a = climbing down 0.015 0.876 0.736 0.800 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.990 0.993 d = lying 0.002 0.987 0.984 0.985 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.000 1.000 0.980 0.990 g = running 0.045 0.792 0.936 0.858 h = walking ------------------------------------------------------- 0.011 0.937 0.934 0.934 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.902 0.882 0.892 a = climbing down 0.017 0.868 0.750 0.805 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.990 0.993 d = lying 0.002 0.987 0.984 0.985 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.000 1.000 0.980 0.990 g = running 0.041 0.804 0.927 0.861 h = walking ------------------------------------------------------- 0.011 0.937 0.935 0.935 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.903 0.884 0.893 a = climbing down 0.015 0.876 0.741 0.803 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.990 0.993 d = lying 0.002 0.987 0.984 0.985 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.000 1.000 0.980 0.990 g = running 0.043 0.797 0.930 0.859 h = walking ------------------------------------------------------- 0.011 0.937 0.935 0.935 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.907 0.886 0.896 a = climbing down 0.016 0.875 0.756 0.811 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.997 0.990 0.993 d = lying 0.002 0.987 0.984 0.985 e = standing 0.002 0.985 0.995 0.990 f = sitting 0.000 1.000 0.973 0.986 g = running 0.041 0.804 0.933 0.864 h = walking ------------------------------------------------------- 0.011 0.939 0.936 0.936 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.944 0.831 0.884 a = climbing down 0.046 0.728 0.843 0.782 b = climbing up 0.001 0.957 0.989 0.972 c = jumping 0.001 0.997 0.980 0.988 d = lying 0.001 0.994 0.993 0.994 e = standing 0.003 0.982 1.000 0.991 f = sitting 0.000 0.999 0.971 0.985 g = running 0.034 0.809 0.797 0.803 h = walking ------------------------------------------------------- 0.013 0.924 0.920 0.921 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.955 0.822 0.884 a = climbing down 0.045 0.737 0.851 0.790 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 0.974 0.986 g = running 0.034 0.816 0.817 0.816 h = walking ------------------------------------------------------- 0.012 0.929 0.924 0.925 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.955 0.822 0.884 a = climbing down 0.044 0.740 0.845 0.789 b = climbing up 0.000 0.989 0.989 0.989 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 0.975 0.987 g = running 0.035 0.810 0.820 0.815 h = walking ------------------------------------------------------- 0.012 0.929 0.924 0.925 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.951 0.833 0.888 a = climbing down 0.041 0.753 0.853 0.800 b = climbing up 0.000 1.000 0.989 0.994 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 0.034 0.818 0.826 0.822 h = walking ------------------------------------------------------- 0.012 0.931 0.927 0.928 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.958 0.843 0.897 a = climbing down 0.042 0.753 0.866 0.805 b = climbing up 0.000 1.000 0.989 0.994 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 0.031 0.828 0.821 0.825 h = walking ------------------------------------------------------- 0.011 0.934 0.930 0.931 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.960 0.837 0.894 a = climbing down 0.039 0.769 0.877 0.819 b = climbing up 0.000 1.000 0.989 0.994 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 0.030 0.836 0.841 0.839 h = walking ------------------------------------------------------- 0.011 0.937 0.933 0.934 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.483 0.160 0.241 a = climbing down 0.162 0.527 0.970 0.682 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.003 0.976 0.963 0.970 e = standing 0.007 0.952 0.991 0.972 f = sitting 0.004 0.980 0.860 0.916 g = running 0.004 0.967 0.826 0.891 h = walking ------------------------------------------------------- 0.031 0.841 0.825 0.811 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.536 0.176 0.265 a = climbing down 0.159 0.531 0.970 0.686 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.003 0.976 0.965 0.971 e = standing 0.007 0.954 0.991 0.972 f = sitting 0.004 0.981 0.852 0.912 g = running 0.005 0.959 0.851 0.902 h = walking ------------------------------------------------------- 0.031 0.848 0.829 0.815 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.544 0.176 0.266 a = climbing down 0.160 0.530 0.970 0.685 b = climbing up 0.000 1.000 0.813 0.897 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.003 0.977 0.970 0.973 e = standing 0.006 0.959 0.991 0.975 f = sitting 0.004 0.982 0.849 0.911 g = running 0.005 0.965 0.861 0.910 h = walking ------------------------------------------------------- 0.030 0.851 0.831 0.817 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.551 0.171 0.262 a = climbing down 0.158 0.533 0.968 0.688 b = climbing up 0.000 1.000 0.840 0.913 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.003 0.977 0.970 0.973 e = standing 0.006 0.959 0.991 0.975 f = sitting 0.003 0.985 0.862 0.920 g = running 0.005 0.963 0.871 0.915 h = walking ------------------------------------------------------- 0.030 0.853 0.834 0.819 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.561 0.168 0.259 a = climbing down 0.152 0.543 0.968 0.696 b = climbing up 0.000 1.000 0.840 0.913 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.003 0.977 0.970 0.973 e = standing 0.006 0.959 0.991 0.975 f = sitting 0.003 0.984 0.873 0.925 g = running 0.005 0.961 0.902 0.931 h = walking ------------------------------------------------------- 0.029 0.855 0.839 0.823 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.019 0.568 0.167 0.258 a = climbing down 0.151 0.545 0.970 0.697 b = climbing up 0.000 1.000 0.840 0.913 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.003 0.977 0.970 0.973 e = standing 0.006 0.959 0.991 0.975 f = sitting 0.003 0.984 0.866 0.921 g = running 0.006 0.959 0.921 0.939 h = walking ------------------------------------------------------- 0.029 0.856 0.840 0.823 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.760 0.399 0.524 a = climbing down 0.135 0.576 0.987 0.728 b = climbing up 0.000 1.000 0.541 0.702 c = jumping 0.001 0.995 0.836 0.908 d = lying 0.008 0.944 0.908 0.926 e = standing 0.030 0.820 1.000 0.901 f = sitting 0.009 0.960 0.881 0.919 g = running 0.002 0.979 0.765 0.858 h = walking ------------------------------------------------------- 0.030 0.862 0.827 0.824 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.771 0.403 0.529 a = climbing down 0.132 0.582 0.987 0.732 b = climbing up 0.000 1.000 0.527 0.690 c = jumping 0.001 0.995 0.836 0.908 d = lying 0.008 0.944 0.908 0.926 e = standing 0.030 0.820 1.000 0.901 f = sitting 0.009 0.958 0.883 0.919 g = running 0.002 0.983 0.788 0.875 h = walking ------------------------------------------------------- 0.030 0.865 0.830 0.827 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.780 0.390 0.520 a = climbing down 0.130 0.586 0.985 0.735 b = climbing up 0.000 1.000 0.541 0.702 c = jumping 0.001 0.995 0.836 0.908 d = lying 0.008 0.944 0.908 0.926 e = standing 0.030 0.820 1.000 0.901 f = sitting 0.009 0.960 0.884 0.920 g = running 0.002 0.980 0.826 0.896 h = walking ------------------------------------------------------- 0.029 0.867 0.833 0.829 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.793 0.374 0.508 a = climbing down 0.128 0.591 0.989 0.740 b = climbing up 0.000 1.000 0.568 0.724 c = jumping 0.001 0.995 0.836 0.908 d = lying 0.008 0.944 0.910 0.927 e = standing 0.030 0.821 1.000 0.902 f = sitting 0.008 0.962 0.885 0.922 g = running 0.003 0.979 0.859 0.915 h = walking ------------------------------------------------------- 0.029 0.870 0.837 0.832 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.805 0.335 0.474 a = climbing down 0.133 0.582 0.993 0.734 b = climbing up 0.000 1.000 0.568 0.724 c = jumping 0.001 0.995 0.836 0.908 d = lying 0.008 0.944 0.910 0.927 e = standing 0.030 0.821 1.000 0.902 f = sitting 0.008 0.962 0.886 0.923 g = running 0.003 0.978 0.872 0.922 h = walking ------------------------------------------------------- 0.029 0.870 0.834 0.827 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.806 0.324 0.462 a = climbing down 0.135 0.579 0.993 0.731 b = climbing up 0.000 1.000 0.568 0.724 c = jumping 0.001 0.995 0.836 0.908 d = lying 0.008 0.944 0.910 0.927 e = standing 0.030 0.821 1.000 0.902 f = sitting 0.008 0.962 0.886 0.923 g = running 0.002 0.983 0.881 0.929 h = walking ------------------------------------------------------- 0.029 0.870 0.834 0.826 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.103 0.424 0.616 0.502 a = climbing down 0.086 0.585 0.877 0.702 b = climbing up 0.000 1.000 0.789 0.882 c = jumping 0.008 0.952 0.955 0.953 d = lying 0.006 0.957 0.955 0.956 e = standing 0.011 0.922 0.920 0.921 f = sitting 0.009 0.967 0.934 0.950 g = running 0.018 0.702 0.239 0.356 h = walking ------------------------------------------------------- 0.030 0.813 0.789 0.778 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.122 0.384 0.618 0.473 a = climbing down 0.070 0.632 0.873 0.733 b = climbing up 0.000 1.000 0.789 0.882 c = jumping 0.008 0.952 0.955 0.953 d = lying 0.006 0.957 0.957 0.957 e = standing 0.011 0.924 0.920 0.922 f = sitting 0.009 0.967 0.934 0.950 g = running 0.018 0.673 0.215 0.326 h = walking ------------------------------------------------------- 0.030 0.810 0.786 0.775 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.116 0.394 0.612 0.479 a = climbing down 0.070 0.634 0.875 0.735 b = climbing up 0.000 1.000 0.842 0.914 c = jumping 0.008 0.952 0.955 0.953 d = lying 0.006 0.957 0.957 0.957 e = standing 0.011 0.924 0.920 0.922 f = sitting 0.008 0.971 0.934 0.952 g = running 0.019 0.700 0.254 0.372 h = walking ------------------------------------------------------- 0.029 0.817 0.792 0.783 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.094 0.434 0.586 0.499 a = climbing down 0.073 0.623 0.877 0.728 b = climbing up 0.000 1.000 0.842 0.914 c = jumping 0.008 0.952 0.955 0.953 d = lying 0.006 0.953 0.965 0.959 e = standing 0.009 0.932 0.919 0.925 f = sitting 0.008 0.971 0.934 0.952 g = running 0.021 0.754 0.370 0.496 h = walking ------------------------------------------------------- 0.027 0.828 0.807 0.804 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.074 0.497 0.594 0.541 a = climbing down 0.074 0.621 0.877 0.727 b = climbing up 0.000 1.000 0.855 0.922 c = jumping 0.008 0.952 0.955 0.953 d = lying 0.006 0.952 0.965 0.958 e = standing 0.009 0.932 0.917 0.924 f = sitting 0.008 0.972 0.934 0.953 g = running 0.021 0.803 0.481 0.601 h = walking ------------------------------------------------------- 0.025 0.842 0.825 0.824 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.042 0.633 0.588 0.610 a = climbing down 0.072 0.628 0.873 0.730 b = climbing up 0.000 1.000 0.855 0.922 c = jumping 0.008 0.952 0.955 0.953 d = lying 0.006 0.952 0.965 0.958 e = standing 0.009 0.932 0.917 0.924 f = sitting 0.008 0.971 0.934 0.952 g = running 0.022 0.845 0.685 0.757 h = walking ------------------------------------------------------- 0.021 0.864 0.854 0.855 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.079 0.555 0.805 0.657 a = climbing down 0.033 0.794 0.930 0.857 b = climbing up 0.000 1.000 0.720 0.837 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 0.004 0.985 0.996 0.991 g = running 0.016 0.837 0.460 0.593 h = walking ------------------------------------------------------- 0.017 0.895 0.879 0.875 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.052 0.644 0.768 0.701 a = climbing down 0.038 0.769 0.922 0.838 b = climbing up 0.000 1.000 0.720 0.837 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 0.005 0.984 0.996 0.990 g = running 0.022 0.824 0.587 0.685 h = walking ------------------------------------------------------- 0.015 0.899 0.893 0.891 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.056 0.632 0.783 0.700 a = climbing down 0.030 0.807 0.920 0.860 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 0.965 0.982 e = standing 0.005 0.968 1.000 0.984 f = sitting 0.004 0.986 0.996 0.991 g = running 0.021 0.833 0.601 0.698 h = walking ------------------------------------------------------- 0.015 0.904 0.898 0.897 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.042 0.689 0.750 0.718 a = climbing down 0.029 0.813 0.924 0.865 b = climbing up 0.000 1.000 0.840 0.913 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 0.003 0.989 0.996 0.993 g = running 0.025 0.828 0.690 0.752 h = walking ------------------------------------------------------- 0.013 0.911 0.909 0.908 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.782 0.707 0.743 a = climbing down 0.026 0.833 0.922 0.875 b = climbing up 0.000 1.000 0.827 0.905 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.969 0.984 e = standing 0.004 0.972 1.000 0.986 f = sitting 0.003 0.988 0.996 0.992 g = running 0.033 0.813 0.806 0.810 h = walking ------------------------------------------------------- 0.012 0.922 0.922 0.921 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.796 0.689 0.738 a = climbing down 0.025 0.837 0.930 0.881 b = climbing up 0.000 1.000 0.840 0.913 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.969 0.984 e = standing 0.004 0.972 1.000 0.986 f = sitting 0.003 0.989 0.996 0.993 g = running 0.034 0.812 0.825 0.819 h = walking ------------------------------------------------------- 0.012 0.924 0.924 0.923 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 0.075 0.514 0.575 0.543 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.002 0.989 0.885 0.934 d = lying 0.102 0.606 0.911 0.728 e = standing 0.028 0.715 0.424 0.532 f = sitting 0.001 0.994 0.961 0.977 g = running 0.047 0.719 0.701 0.710 h = walking ------------------------------------------------------- 0.039 0.769 0.752 0.750 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.743 0.727 0.735 a = climbing down 0.070 0.529 0.569 0.548 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.002 0.989 0.885 0.934 d = lying 0.102 0.606 0.911 0.728 e = standing 0.028 0.715 0.424 0.532 f = sitting 0.001 0.994 0.961 0.977 g = running 0.047 0.723 0.721 0.722 h = walking ------------------------------------------------------- 0.039 0.771 0.755 0.753 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.036 0.732 0.727 0.729 a = climbing down 0.074 0.513 0.563 0.537 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.002 0.989 0.885 0.934 d = lying 0.109 0.590 0.911 0.716 e = standing 0.028 0.693 0.381 0.492 f = sitting 0.001 0.994 0.961 0.977 g = running 0.045 0.727 0.703 0.715 h = walking ------------------------------------------------------- 0.040 0.763 0.746 0.742 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.035 0.735 0.727 0.731 a = climbing down 0.075 0.510 0.569 0.538 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.002 0.989 0.885 0.934 d = lying 0.108 0.593 0.911 0.719 e = standing 0.028 0.697 0.390 0.500 f = sitting 0.001 0.992 0.963 0.977 g = running 0.045 0.727 0.692 0.709 h = walking ------------------------------------------------------- 0.040 0.763 0.746 0.743 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.035 0.735 0.729 0.732 a = climbing down 0.076 0.509 0.569 0.537 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.002 0.989 0.883 0.933 d = lying 0.093 0.629 0.911 0.744 e = standing 0.028 0.739 0.480 0.582 f = sitting 0.001 0.992 0.961 0.976 g = running 0.045 0.724 0.689 0.706 h = walking ------------------------------------------------------- 0.038 0.774 0.758 0.758 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.034 0.742 0.729 0.735 a = climbing down 0.076 0.511 0.577 0.542 b = climbing up 0.000 1.000 0.953 0.976 c = jumping 0.002 0.989 0.883 0.933 d = lying 0.104 0.602 0.911 0.725 e = standing 0.029 0.707 0.412 0.521 f = sitting 0.001 0.994 0.961 0.977 g = running 0.045 0.725 0.687 0.706 h = walking ------------------------------------------------------- 0.039 0.767 0.750 0.747 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.816 0.852 0.834 a = climbing down 0.101 0.401 0.492 0.442 b = climbing up 0.001 0.955 0.988 0.971 c = jumping 0.007 0.961 1.000 0.980 d = lying 0.041 0.775 0.820 0.797 e = standing 0.031 0.795 0.714 0.752 f = sitting 0.002 0.991 0.994 0.992 g = running 0.050 0.621 0.477 0.540 h = walking ------------------------------------------------------- 0.034 0.780 0.776 0.776 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.810 0.848 0.829 a = climbing down 0.101 0.401 0.490 0.441 b = climbing up 0.001 0.955 0.988 0.971 c = jumping 0.006 0.968 1.000 0.984 d = lying 0.040 0.780 0.820 0.799 e = standing 0.031 0.798 0.728 0.761 f = sitting 0.002 0.991 0.994 0.992 g = running 0.049 0.626 0.482 0.545 h = walking ------------------------------------------------------- 0.034 0.782 0.778 0.778 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.817 0.848 0.832 a = climbing down 0.098 0.406 0.488 0.443 b = climbing up 0.001 0.955 0.988 0.971 c = jumping 0.006 0.968 1.000 0.984 d = lying 0.037 0.791 0.820 0.805 e = standing 0.031 0.801 0.743 0.771 f = sitting 0.002 0.991 0.994 0.992 g = running 0.051 0.626 0.497 0.555 h = walking ------------------------------------------------------- 0.033 0.786 0.782 0.782 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.817 0.850 0.833 a = climbing down 0.093 0.421 0.492 0.454 b = climbing up 0.001 0.955 0.988 0.971 c = jumping 0.004 0.979 1.000 0.989 d = lying 0.045 0.757 0.820 0.787 e = standing 0.031 0.793 0.707 0.747 f = sitting 0.002 0.991 0.994 0.992 g = running 0.050 0.643 0.528 0.580 h = walking ------------------------------------------------------- 0.033 0.785 0.782 0.782 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.811 0.852 0.831 a = climbing down 0.086 0.436 0.482 0.458 b = climbing up 0.001 0.955 0.988 0.971 c = jumping 0.001 0.993 1.000 0.997 d = lying 0.080 0.637 0.820 0.717 e = standing 0.031 0.736 0.514 0.605 f = sitting 0.002 0.991 0.994 0.992 g = running 0.051 0.659 0.570 0.611 h = walking ------------------------------------------------------- 0.037 0.765 0.760 0.757 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.026 0.814 0.860 0.837 a = climbing down 0.094 0.418 0.490 0.451 b = climbing up 0.001 0.955 0.988 0.971 c = jumping 0.001 0.993 1.000 0.997 d = lying 0.088 0.617 0.820 0.704 e = standing 0.031 0.718 0.471 0.569 f = sitting 0.001 0.992 0.994 0.993 g = running 0.050 0.640 0.516 0.571 h = walking ------------------------------------------------------- 0.039 0.756 0.748 0.745 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.886 0.640 0.743 a = climbing down 0.050 0.743 0.923 0.823 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.044 0.769 0.929 0.842 d = lying 0.013 0.844 0.486 0.617 e = standing 0.087 0.554 0.652 0.599 f = sitting 0.001 0.997 0.996 0.997 g = running 0.011 0.933 0.950 0.941 h = walking ------------------------------------------------------- 0.030 0.826 0.812 0.807 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.885 0.648 0.748 a = climbing down 0.048 0.750 0.926 0.829 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.044 0.769 0.929 0.842 d = lying 0.013 0.844 0.486 0.617 e = standing 0.087 0.554 0.652 0.599 f = sitting 0.001 0.997 0.996 0.997 g = running 0.010 0.938 0.953 0.945 h = walking ------------------------------------------------------- 0.030 0.828 0.814 0.809 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.909 0.657 0.763 a = climbing down 0.046 0.760 0.933 0.838 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.044 0.769 0.929 0.842 d = lying 0.013 0.844 0.486 0.617 e = standing 0.087 0.554 0.652 0.599 f = sitting 0.001 0.997 0.996 0.997 g = running 0.010 0.940 0.970 0.955 h = walking ------------------------------------------------------- 0.029 0.832 0.818 0.814 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.921 0.655 0.766 a = climbing down 0.047 0.759 0.944 0.841 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.044 0.770 0.929 0.842 d = lying 0.014 0.839 0.486 0.615 e = standing 0.087 0.553 0.650 0.598 f = sitting 0.001 0.997 0.996 0.997 g = running 0.009 0.945 0.970 0.957 h = walking ------------------------------------------------------- 0.029 0.834 0.819 0.815 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.934 0.667 0.778 a = climbing down 0.046 0.764 0.951 0.848 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.044 0.770 0.929 0.842 d = lying 0.014 0.837 0.488 0.616 e = standing 0.087 0.553 0.648 0.597 f = sitting 0.001 0.997 0.996 0.997 g = running 0.009 0.948 0.972 0.960 h = walking ------------------------------------------------------- 0.029 0.836 0.822 0.818 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.938 0.676 0.786 a = climbing down 0.044 0.771 0.953 0.852 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.044 0.770 0.929 0.842 d = lying 0.014 0.837 0.488 0.616 e = standing 0.087 0.553 0.648 0.597 f = sitting 0.001 0.997 0.996 0.997 g = running 0.009 0.948 0.973 0.961 h = walking ------------------------------------------------------- 0.028 0.838 0.824 0.819 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.886 0.587 0.706 a = climbing down 0.054 0.724 0.907 0.805 b = climbing up 0.000 1.000 0.565 0.722 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 0.011 0.949 0.990 0.969 g = running 0.015 0.914 0.977 0.944 h = walking ------------------------------------------------------- 0.017 0.903 0.896 0.892 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.884 0.617 0.727 a = climbing down 0.050 0.737 0.900 0.810 b = climbing up 0.000 1.000 0.565 0.722 c = jumping 0.001 0.995 0.986 0.990 d = lying 0.019 0.878 0.959 0.917 e = standing 0.008 0.946 0.876 0.909 f = sitting 0.011 0.949 0.990 0.969 g = running 0.015 0.917 0.978 0.946 h = walking ------------------------------------------------------- 0.016 0.905 0.900 0.897 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.908 0.655 0.761 a = climbing down 0.046 0.757 0.919 0.830 b = climbing up 0.000 1.000 0.553 0.712 c = jumping 0.001 0.995 0.986 0.990 d = lying 0.021 0.871 0.959 0.912 e = standing 0.008 0.945 0.867 0.904 f = sitting 0.011 0.948 0.990 0.968 g = running 0.012 0.928 0.978 0.953 h = walking ------------------------------------------------------- 0.015 0.911 0.906 0.903 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.009 0.914 0.660 0.767 a = climbing down 0.046 0.760 0.928 0.836 b = climbing up 0.000 1.000 0.565 0.722 c = jumping 0.001 0.995 0.986 0.990 d = lying 0.021 0.869 0.959 0.912 e = standing 0.008 0.945 0.866 0.904 f = sitting 0.011 0.949 0.990 0.969 g = running 0.011 0.936 0.978 0.957 h = walking ------------------------------------------------------- 0.015 0.914 0.908 0.905 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.917 0.668 0.773 a = climbing down 0.045 0.765 0.930 0.839 b = climbing up 0.000 1.000 0.565 0.722 c = jumping 0.001 0.995 0.986 0.990 d = lying 0.021 0.871 0.959 0.912 e = standing 0.008 0.945 0.867 0.904 f = sitting 0.011 0.949 0.990 0.969 g = running 0.011 0.936 0.978 0.957 h = walking ------------------------------------------------------- 0.015 0.915 0.909 0.907 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.931 0.685 0.789 a = climbing down 0.042 0.777 0.942 0.852 b = climbing up 0.000 1.000 0.565 0.722 c = jumping 0.001 0.995 0.986 0.990 d = lying 0.021 0.871 0.959 0.912 e = standing 0.008 0.945 0.867 0.904 f = sitting 0.011 0.949 0.990 0.969 g = running 0.011 0.939 0.978 0.958 h = walking ------------------------------------------------------- 0.014 0.919 0.913 0.910 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.270 0.248 0.905 0.389 a = climbing down 0.072 0.618 0.383 0.473 b = climbing up 0.003 0.863 0.989 0.921 c = jumping 0.003 0.943 0.455 0.614 d = lying 0.200 0.101 0.135 0.116 e = standing 0.164 0.009 0.010 0.009 f = sitting 0.001 0.919 0.095 0.173 g = running 0.094 0.230 0.173 0.198 h = walking ------------------------------------------------------- 0.105 0.456 0.297 0.299 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.323 0.215 0.902 0.348 a = climbing down 0.048 0.618 0.253 0.359 b = climbing up 0.000 1.000 0.955 0.977 c = jumping 0.003 0.943 0.455 0.614 d = lying 0.201 0.100 0.135 0.115 e = standing 0.162 0.011 0.011 0.011 f = sitting 0.000 0.000 0.000 0.000 g = running 0.117 0.179 0.158 0.168 h = walking ------------------------------------------------------- 0.107 0.328 0.252 0.243 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.341 0.208 0.912 0.339 a = climbing down 0.048 0.579 0.217 0.315 b = climbing up 0.000 1.000 0.966 0.983 c = jumping 0.003 0.943 0.455 0.614 d = lying 0.202 0.100 0.135 0.115 e = standing 0.162 0.011 0.011 0.011 f = sitting 0.001 0.000 0.000 0.000 g = running 0.114 0.140 0.114 0.126 h = walking ------------------------------------------------------- 0.108 0.313 0.238 0.227 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.343 0.208 0.917 0.339 a = climbing down 0.048 0.567 0.205 0.302 b = climbing up 0.000 1.000 0.966 0.983 c = jumping 0.004 0.939 0.455 0.613 d = lying 0.208 0.087 0.120 0.101 e = standing 0.157 0.013 0.013 0.013 f = sitting 0.002 0.000 0.000 0.000 g = running 0.113 0.134 0.108 0.119 h = walking ------------------------------------------------------- 0.109 0.308 0.233 0.221 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.358 0.203 0.929 0.333 a = climbing down 0.036 0.556 0.148 0.234 b = climbing up 0.000 1.000 0.978 0.989 c = jumping 0.004 0.939 0.455 0.613 d = lying 0.219 0.052 0.072 0.060 e = standing 0.154 0.014 0.015 0.015 f = sitting 0.001 0.000 0.000 0.000 g = running 0.125 0.108 0.094 0.101 h = walking ------------------------------------------------------- 0.110 0.296 0.213 0.196 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.347 0.208 0.924 0.339 a = climbing down 0.034 0.545 0.135 0.217 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.004 0.940 0.457 0.615 d = lying 0.218 0.030 0.040 0.034 e = standing 0.160 0.017 0.018 0.017 f = sitting 0.001 0.000 0.000 0.000 g = running 0.142 0.103 0.100 0.101 h = walking ------------------------------------------------------- 0.112 0.291 0.206 0.190 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.174 0.286 0.708 0.408 a = climbing down 0.109 0.354 0.195 0.252 b = climbing up 0.006 0.746 1.000 0.854 c = jumping 0.039 0.031 0.010 0.015 d = lying 0.099 0.195 0.145 0.166 e = standing 0.210 0.261 0.480 0.338 f = sitting 0.096 0.118 0.086 0.099 g = running 0.120 0.270 0.274 0.272 h = walking ------------------------------------------------------- 0.117 0.241 0.263 0.233 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.181 0.287 0.743 0.415 a = climbing down 0.117 0.313 0.176 0.225 b = climbing up 0.005 0.802 1.000 0.890 c = jumping 0.044 0.027 0.010 0.014 d = lying 0.107 0.166 0.128 0.145 e = standing 0.207 0.245 0.435 0.314 f = sitting 0.096 0.008 0.005 0.006 g = running 0.125 0.244 0.248 0.246 h = walking ------------------------------------------------------- 0.122 0.209 0.239 0.206 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.167 0.306 0.748 0.434 a = climbing down 0.149 0.357 0.270 0.308 b = climbing up 0.001 0.955 1.000 0.977 c = jumping 0.047 0.026 0.010 0.014 d = lying 0.095 0.106 0.068 0.083 e = standing 0.216 0.262 0.496 0.343 f = sitting 0.096 0.003 0.002 0.002 g = running 0.104 0.211 0.171 0.189 h = walking ------------------------------------------------------- 0.124 0.211 0.250 0.215 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.152 0.305 0.681 0.422 a = climbing down 0.182 0.329 0.293 0.310 b = climbing up 0.000 0.988 0.976 0.982 c = jumping 0.048 0.025 0.010 0.014 d = lying 0.108 0.090 0.065 0.075 e = standing 0.216 0.226 0.408 0.291 f = sitting 0.095 0.000 0.000 0.000 g = running 0.098 0.183 0.135 0.156 h = walking ------------------------------------------------------- 0.132 0.194 0.232 0.202 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.152 0.316 0.716 0.439 a = climbing down 0.178 0.325 0.281 0.301 b = climbing up 0.000 1.000 0.976 0.988 c = jumping 0.055 0.022 0.010 0.014 d = lying 0.045 0.138 0.043 0.066 e = standing 0.249 0.266 0.583 0.365 f = sitting 0.096 0.000 0.000 0.000 g = running 0.101 0.180 0.137 0.155 h = walking ------------------------------------------------------- 0.128 0.206 0.252 0.210 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.153 0.328 0.762 0.459 a = climbing down 0.185 0.317 0.282 0.299 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.055 0.022 0.010 0.014 d = lying 0.045 0.138 0.043 0.066 e = standing 0.249 0.266 0.583 0.365 f = sitting 0.095 0.000 0.000 0.000 g = running 0.102 0.080 0.055 0.065 h = walking ------------------------------------------------------- 0.129 0.191 0.246 0.198 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.012 0.860 0.578 0.691 a = climbing down 0.055 0.664 0.806 0.728 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 0.957 0.902 0.929 e = standing 0.021 0.851 0.946 0.896 f = sitting 0.000 1.000 0.972 0.986 g = running 0.033 0.828 0.925 0.874 h = walking ------------------------------------------------------- 0.016 0.895 0.888 0.887 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.857 0.586 0.696 a = climbing down 0.055 0.666 0.823 0.736 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.008 0.956 0.920 0.937 e = standing 0.018 0.869 0.944 0.905 f = sitting 0.000 1.000 0.973 0.987 g = running 0.031 0.839 0.913 0.874 h = walking ------------------------------------------------------- 0.016 0.899 0.892 0.891 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.858 0.603 0.708 a = climbing down 0.054 0.671 0.825 0.740 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.008 0.956 0.929 0.942 e = standing 0.016 0.880 0.944 0.911 f = sitting 0.000 1.000 0.973 0.987 g = running 0.030 0.842 0.908 0.874 h = walking ------------------------------------------------------- 0.015 0.901 0.894 0.894 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.013 0.855 0.603 0.708 a = climbing down 0.055 0.669 0.827 0.740 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 0.958 0.931 0.944 e = standing 0.016 0.882 0.946 0.913 f = sitting 0.000 1.000 0.973 0.987 g = running 0.029 0.847 0.908 0.877 h = walking ------------------------------------------------------- 0.015 0.902 0.895 0.895 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.844 0.610 0.708 a = climbing down 0.053 0.668 0.804 0.730 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 0.958 0.945 0.952 e = standing 0.014 0.898 0.946 0.921 f = sitting 0.000 1.000 0.972 0.986 g = running 0.031 0.838 0.910 0.873 h = walking ------------------------------------------------------- 0.015 0.901 0.895 0.895 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.842 0.627 0.719 a = climbing down 0.049 0.688 0.802 0.741 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 0.959 0.961 0.960 e = standing 0.011 0.917 0.946 0.931 f = sitting 0.000 1.000 0.973 0.987 g = running 0.029 0.848 0.931 0.888 h = walking ------------------------------------------------------- 0.014 0.907 0.903 0.902 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.967 0.809 0.881 a = climbing down 0.024 0.810 0.778 0.793 b = climbing up 0.000 1.000 0.565 0.722 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.921 0.959 e = standing 0.014 0.903 1.000 0.949 f = sitting 0.013 0.944 0.984 0.963 g = running 0.038 0.811 0.945 0.873 h = walking ------------------------------------------------------- 0.013 0.925 0.920 0.919 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.966 0.802 0.877 a = climbing down 0.024 0.811 0.759 0.784 b = climbing up 0.000 1.000 0.588 0.741 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.948 0.973 e = standing 0.009 0.934 1.000 0.966 f = sitting 0.013 0.946 0.984 0.965 g = running 0.041 0.800 0.952 0.869 h = walking ------------------------------------------------------- 0.013 0.927 0.923 0.921 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.971 0.791 0.872 a = climbing down 0.022 0.821 0.761 0.790 b = climbing up 0.000 1.000 0.612 0.759 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.948 0.973 e = standing 0.009 0.934 1.000 0.966 f = sitting 0.012 0.949 0.984 0.966 g = running 0.043 0.796 0.962 0.871 h = walking ------------------------------------------------------- 0.012 0.929 0.924 0.922 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.976 0.800 0.879 a = climbing down 0.022 0.826 0.790 0.808 b = climbing up 0.000 1.000 0.612 0.759 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.948 0.973 e = standing 0.009 0.934 1.000 0.966 f = sitting 0.012 0.949 0.984 0.966 g = running 0.038 0.817 0.965 0.885 h = walking ------------------------------------------------------- 0.012 0.933 0.928 0.927 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.979 0.796 0.878 a = climbing down 0.023 0.824 0.800 0.812 b = climbing up 0.000 1.000 0.576 0.731 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.957 0.978 e = standing 0.007 0.945 1.000 0.972 f = sitting 0.013 0.945 0.984 0.964 g = running 0.036 0.821 0.965 0.888 h = walking ------------------------------------------------------- 0.012 0.934 0.930 0.929 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.982 0.813 0.889 a = climbing down 0.022 0.834 0.817 0.826 b = climbing up 0.000 1.000 0.565 0.722 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.000 1.000 0.965 0.982 e = standing 0.006 0.955 1.000 0.977 f = sitting 0.013 0.944 0.984 0.963 g = running 0.034 0.833 0.964 0.893 h = walking ------------------------------------------------------- 0.011 0.938 0.935 0.933 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.051 0.664 0.848 0.745 a = climbing down 0.006 0.835 0.226 0.356 b = climbing up 0.000 0.987 0.835 0.905 c = jumping 0.018 0.901 0.959 0.929 d = lying 0.013 0.853 0.378 0.524 e = standing 0.121 0.514 0.826 0.634 f = sitting 0.020 0.904 1.000 0.950 g = running 0.079 0.657 0.827 0.732 h = walking ------------------------------------------------------- 0.042 0.774 0.735 0.711 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.697 0.850 0.766 a = climbing down 0.006 0.825 0.210 0.335 b = climbing up 0.000 0.987 0.846 0.911 c = jumping 0.018 0.901 0.959 0.929 d = lying 0.013 0.853 0.378 0.524 e = standing 0.121 0.514 0.826 0.634 f = sitting 0.019 0.908 1.000 0.952 g = running 0.084 0.651 0.855 0.739 h = walking ------------------------------------------------------- 0.042 0.776 0.738 0.713 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.041 0.710 0.850 0.774 a = climbing down 0.006 0.818 0.201 0.323 b = climbing up 0.001 0.975 0.868 0.919 c = jumping 0.019 0.900 0.961 0.929 d = lying 0.013 0.846 0.365 0.510 e = standing 0.123 0.509 0.823 0.629 f = sitting 0.017 0.916 1.000 0.956 g = running 0.087 0.646 0.864 0.739 h = walking ------------------------------------------------------- 0.042 0.774 0.737 0.710 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.040 0.718 0.850 0.779 a = climbing down 0.006 0.809 0.199 0.320 b = climbing up 0.000 0.988 0.868 0.924 c = jumping 0.019 0.900 0.961 0.929 d = lying 0.013 0.846 0.365 0.510 e = standing 0.123 0.509 0.823 0.629 f = sitting 0.017 0.915 1.000 0.956 g = running 0.088 0.645 0.869 0.740 h = walking ------------------------------------------------------- 0.042 0.774 0.737 0.711 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.037 0.735 0.857 0.791 a = climbing down 0.006 0.818 0.201 0.323 b = climbing up 0.000 1.000 0.868 0.929 c = jumping 0.019 0.900 0.961 0.929 d = lying 0.013 0.846 0.367 0.512 e = standing 0.122 0.509 0.823 0.629 f = sitting 0.017 0.918 1.000 0.957 g = running 0.088 0.646 0.881 0.745 h = walking ------------------------------------------------------- 0.042 0.778 0.740 0.714 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.036 0.737 0.848 0.788 a = climbing down 0.005 0.833 0.201 0.324 b = climbing up 0.000 1.000 0.868 0.929 c = jumping 0.021 0.889 0.976 0.930 d = lying 0.013 0.852 0.384 0.529 e = standing 0.117 0.516 0.806 0.629 f = sitting 0.017 0.915 1.000 0.956 g = running 0.089 0.647 0.891 0.750 h = walking ------------------------------------------------------- 0.042 0.780 0.744 0.717 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.624 0.636 0.630 a = climbing down 0.006 0.780 0.175 0.286 b = climbing up 0.001 0.977 0.933 0.955 c = jumping 0.000 1.000 0.952 0.975 d = lying 0.004 0.948 0.369 0.531 e = standing 0.124 0.556 1.000 0.715 f = sitting 0.056 0.768 0.992 0.866 g = running 0.060 0.739 0.933 0.825 h = walking ------------------------------------------------------- 0.041 0.790 0.745 0.712 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.040 0.656 0.653 0.655 a = climbing down 0.007 0.781 0.184 0.298 b = climbing up 0.001 0.966 0.944 0.955 c = jumping 0.000 1.000 0.952 0.975 d = lying 0.004 0.944 0.364 0.526 e = standing 0.124 0.555 1.000 0.714 f = sitting 0.053 0.777 0.992 0.872 g = running 0.062 0.736 0.944 0.827 h = walking ------------------------------------------------------- 0.040 0.793 0.749 0.717 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.040 0.659 0.658 0.659 a = climbing down 0.007 0.777 0.180 0.292 b = climbing up 0.001 0.977 0.933 0.955 c = jumping 0.000 1.000 0.952 0.975 d = lying 0.004 0.946 0.383 0.545 e = standing 0.121 0.562 1.000 0.720 f = sitting 0.054 0.775 0.992 0.870 g = running 0.062 0.736 0.944 0.827 h = walking ------------------------------------------------------- 0.040 0.794 0.752 0.720 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.037 0.685 0.675 0.680 a = climbing down 0.007 0.767 0.178 0.288 b = climbing up 0.001 0.977 0.956 0.966 c = jumping 0.000 1.000 0.952 0.975 d = lying 0.004 0.945 0.374 0.536 e = standing 0.123 0.559 1.000 0.717 f = sitting 0.051 0.785 0.992 0.877 g = running 0.065 0.730 0.954 0.827 h = walking ------------------------------------------------------- 0.040 0.796 0.754 0.721 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.031 0.733 0.716 0.724 a = climbing down 0.007 0.765 0.169 0.276 b = climbing up 0.001 0.945 0.956 0.950 c = jumping 0.000 1.000 0.952 0.975 d = lying 0.004 0.946 0.377 0.539 e = standing 0.122 0.560 1.000 0.718 f = sitting 0.044 0.807 0.990 0.889 g = running 0.071 0.715 0.967 0.822 h = walking ------------------------------------------------------- 0.039 0.802 0.759 0.726 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.030 0.745 0.737 0.741 a = climbing down 0.006 0.773 0.169 0.277 b = climbing up 0.001 0.945 0.956 0.950 c = jumping 0.000 1.000 0.952 0.975 d = lying 0.004 0.939 0.335 0.494 e = standing 0.130 0.544 1.000 0.705 f = sitting 0.043 0.811 0.990 0.892 g = running 0.070 0.716 0.967 0.823 h = walking ------------------------------------------------------- 0.040 0.801 0.755 0.719 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.748 0.599 0.665 a = climbing down 0.079 0.656 0.862 0.745 b = climbing up 0.001 0.969 0.989 0.979 c = jumping 0.000 1.000 0.731 0.845 d = lying 0.020 0.875 0.898 0.887 e = standing 0.056 0.665 0.860 0.750 f = sitting 0.001 0.995 0.990 0.993 g = running 0.025 0.851 0.736 0.790 h = walking ------------------------------------------------------- 0.028 0.837 0.819 0.820 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.026 0.757 0.597 0.667 a = climbing down 0.078 0.658 0.860 0.745 b = climbing up 0.001 0.969 0.989 0.979 c = jumping 0.000 1.000 0.731 0.845 d = lying 0.020 0.877 0.900 0.888 e = standing 0.056 0.665 0.860 0.750 f = sitting 0.001 0.995 0.990 0.993 g = running 0.026 0.848 0.746 0.794 h = walking ------------------------------------------------------- 0.028 0.838 0.820 0.821 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.756 0.599 0.668 a = climbing down 0.078 0.658 0.860 0.746 b = climbing up 0.001 0.969 0.989 0.979 c = jumping 0.000 1.000 0.731 0.845 d = lying 0.020 0.877 0.898 0.887 e = standing 0.056 0.664 0.860 0.749 f = sitting 0.001 0.995 0.990 0.993 g = running 0.025 0.853 0.749 0.798 h = walking ------------------------------------------------------- 0.028 0.839 0.821 0.822 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.027 0.756 0.599 0.668 a = climbing down 0.076 0.664 0.862 0.750 b = climbing up 0.001 0.969 0.989 0.979 c = jumping 0.000 1.000 0.731 0.845 d = lying 0.019 0.882 0.913 0.897 e = standing 0.054 0.674 0.864 0.758 f = sitting 0.001 0.995 0.990 0.993 g = running 0.026 0.849 0.752 0.798 h = walking ------------------------------------------------------- 0.028 0.841 0.824 0.825 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.027 0.756 0.605 0.672 a = climbing down 0.072 0.675 0.858 0.755 b = climbing up 0.001 0.969 0.989 0.979 c = jumping 0.000 1.000 0.731 0.845 d = lying 0.019 0.884 0.913 0.898 e = standing 0.054 0.675 0.867 0.759 f = sitting 0.001 0.995 0.992 0.993 g = running 0.027 0.849 0.764 0.804 h = walking ------------------------------------------------------- 0.027 0.843 0.827 0.828 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.027 0.756 0.605 0.672 a = climbing down 0.071 0.678 0.856 0.757 b = climbing up 0.001 0.969 0.989 0.979 c = jumping 0.000 1.000 0.731 0.845 d = lying 0.019 0.884 0.913 0.898 e = standing 0.054 0.675 0.867 0.759 f = sitting 0.001 0.995 0.992 0.993 g = running 0.028 0.843 0.766 0.803 h = walking ------------------------------------------------------- 0.027 0.842 0.827 0.827 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.841 0.760 0.799 a = climbing down 0.047 0.778 0.935 0.849 b = climbing up 0.000 1.000 0.567 0.723 c = jumping 0.006 0.964 1.000 0.982 d = lying 0.012 0.921 0.918 0.920 e = standing 0.013 0.897 0.861 0.878 f = sitting 0.012 0.938 0.974 0.955 g = running 0.022 0.879 0.803 0.839 h = walking ------------------------------------------------------- 0.019 0.891 0.888 0.886 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.843 0.766 0.803 a = climbing down 0.046 0.782 0.936 0.852 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.006 0.964 1.000 0.982 d = lying 0.013 0.922 0.940 0.931 e = standing 0.009 0.923 0.858 0.889 f = sitting 0.011 0.942 0.974 0.958 g = running 0.021 0.882 0.805 0.842 h = walking ------------------------------------------------------- 0.018 0.896 0.893 0.891 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.849 0.760 0.802 a = climbing down 0.048 0.774 0.938 0.848 b = climbing up 0.000 1.000 0.578 0.732 c = jumping 0.006 0.964 1.000 0.982 d = lying 0.012 0.925 0.940 0.933 e = standing 0.009 0.923 0.863 0.892 f = sitting 0.011 0.939 0.974 0.956 g = running 0.021 0.882 0.803 0.841 h = walking ------------------------------------------------------- 0.018 0.895 0.892 0.890 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.018 0.853 0.756 0.801 a = climbing down 0.047 0.775 0.936 0.848 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.006 0.964 1.000 0.982 d = lying 0.012 0.925 0.946 0.936 e = standing 0.008 0.930 0.863 0.895 f = sitting 0.011 0.942 0.974 0.958 g = running 0.021 0.883 0.812 0.846 h = walking ------------------------------------------------------- 0.018 0.897 0.894 0.893 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.017 0.857 0.758 0.804 a = climbing down 0.047 0.777 0.938 0.850 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.006 0.964 1.000 0.982 d = lying 0.012 0.925 0.946 0.936 e = standing 0.008 0.930 0.863 0.895 f = sitting 0.011 0.942 0.974 0.958 g = running 0.020 0.886 0.817 0.850 h = walking ------------------------------------------------------- 0.018 0.899 0.895 0.894 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.017 0.858 0.762 0.807 a = climbing down 0.047 0.779 0.938 0.851 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.006 0.964 1.000 0.982 d = lying 0.012 0.925 0.946 0.936 e = standing 0.008 0.930 0.863 0.895 f = sitting 0.011 0.942 0.974 0.958 g = running 0.020 0.888 0.819 0.852 h = walking ------------------------------------------------------- 0.017 0.900 0.896 0.895 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.948 0.833 0.887 a = climbing down 0.023 0.845 0.863 0.854 b = climbing up 0.000 1.000 0.958 0.978 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.008 0.950 0.962 0.956 e = standing 0.007 0.958 0.940 0.949 f = sitting 0.004 0.977 1.000 0.989 g = running 0.031 0.838 0.889 0.863 h = walking ------------------------------------------------------- 0.011 0.932 0.931 0.931 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.835 0.888 a = climbing down 0.024 0.846 0.876 0.861 b = climbing up 0.000 0.989 0.968 0.979 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.008 0.954 0.969 0.961 e = standing 0.005 0.966 0.943 0.954 f = sitting 0.003 0.981 0.998 0.989 g = running 0.028 0.848 0.889 0.868 h = walking ------------------------------------------------------- 0.011 0.935 0.934 0.934 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.837 0.890 a = climbing down 0.023 0.847 0.875 0.861 b = climbing up 0.000 0.989 0.979 0.984 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.008 0.954 0.969 0.961 e = standing 0.005 0.966 0.943 0.954 f = sitting 0.003 0.984 0.998 0.991 g = running 0.029 0.847 0.891 0.868 h = walking ------------------------------------------------------- 0.011 0.936 0.935 0.935 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.835 0.888 a = climbing down 0.024 0.844 0.873 0.858 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.008 0.954 0.969 0.961 e = standing 0.005 0.966 0.943 0.954 f = sitting 0.002 0.987 0.998 0.993 g = running 0.029 0.844 0.888 0.865 h = walking ------------------------------------------------------- 0.011 0.935 0.934 0.934 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.840 0.891 a = climbing down 0.024 0.846 0.878 0.862 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.008 0.954 0.969 0.961 e = standing 0.005 0.966 0.943 0.954 f = sitting 0.002 0.987 0.998 0.993 g = running 0.028 0.852 0.891 0.871 h = walking ------------------------------------------------------- 0.010 0.937 0.936 0.936 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.949 0.837 0.890 a = climbing down 0.024 0.846 0.880 0.863 b = climbing up 0.000 0.990 1.000 0.995 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.008 0.954 0.969 0.961 e = standing 0.005 0.966 0.943 0.954 f = sitting 0.002 0.987 0.998 0.993 g = running 0.028 0.852 0.891 0.871 h = walking ------------------------------------------------------- 0.010 0.937 0.936 0.936 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.958 0.930 0.944 a = climbing down 0.014 0.891 0.792 0.839 b = climbing up 0.000 1.000 0.347 0.516 c = jumping 0.001 0.995 0.988 0.992 d = lying 0.000 1.000 0.970 0.985 e = standing 0.007 0.959 0.995 0.976 f = sitting 0.018 0.905 0.993 0.947 g = running 0.032 0.839 0.943 0.888 h = walking ------------------------------------------------------- 0.011 0.936 0.933 0.930 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.956 0.930 0.943 a = climbing down 0.014 0.896 0.800 0.845 b = climbing up 0.000 1.000 0.347 0.516 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 0.018 0.905 0.993 0.947 g = running 0.031 0.846 0.946 0.893 h = walking ------------------------------------------------------- 0.011 0.938 0.935 0.932 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.956 0.930 0.943 a = climbing down 0.014 0.894 0.804 0.847 b = climbing up 0.000 1.000 0.347 0.516 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 0.018 0.905 0.993 0.947 g = running 0.030 0.848 0.944 0.894 h = walking ------------------------------------------------------- 0.011 0.938 0.935 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 0.014 0.899 0.811 0.853 b = climbing up 0.000 1.000 0.358 0.527 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 0.018 0.907 0.993 0.948 g = running 0.029 0.854 0.948 0.898 h = walking ------------------------------------------------------- 0.010 0.940 0.938 0.935 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.956 0.932 0.944 a = climbing down 0.014 0.899 0.827 0.861 b = climbing up 0.000 1.000 0.358 0.527 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 0.018 0.907 0.993 0.948 g = running 0.026 0.864 0.946 0.903 h = walking ------------------------------------------------------- 0.010 0.942 0.940 0.936 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.956 0.932 0.944 a = climbing down 0.014 0.896 0.838 0.866 b = climbing up 0.000 1.000 0.368 0.538 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 0.017 0.909 0.993 0.949 g = running 0.024 0.873 0.944 0.907 h = walking ------------------------------------------------------- 0.010 0.943 0.941 0.938 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.007 0.873 0.451 0.595 a = climbing down 0.073 0.654 0.942 0.772 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.156 0.550 0.997 0.709 e = standing 0.000 0.978 0.076 0.142 f = sitting 0.000 0.998 0.997 0.997 g = running 0.031 0.819 0.775 0.796 h = walking ------------------------------------------------------- 0.040 0.839 0.772 0.730 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.876 0.463 0.606 a = climbing down 0.071 0.660 0.943 0.776 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.156 0.550 0.997 0.709 e = standing 0.000 0.978 0.076 0.142 f = sitting 0.000 0.998 0.997 0.997 g = running 0.031 0.817 0.773 0.794 h = walking ------------------------------------------------------- 0.040 0.840 0.773 0.732 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.877 0.471 0.613 a = climbing down 0.070 0.662 0.943 0.778 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.156 0.550 0.997 0.709 e = standing 0.000 0.978 0.076 0.142 f = sitting 0.000 0.998 0.997 0.997 g = running 0.030 0.824 0.780 0.801 h = walking ------------------------------------------------------- 0.040 0.842 0.775 0.734 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.879 0.478 0.619 a = climbing down 0.069 0.668 0.943 0.782 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.156 0.550 0.997 0.709 e = standing 0.000 0.978 0.076 0.142 f = sitting 0.000 0.998 0.997 0.997 g = running 0.030 0.823 0.783 0.802 h = walking ------------------------------------------------------- 0.039 0.842 0.776 0.735 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.887 0.480 0.623 a = climbing down 0.069 0.668 0.943 0.782 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.156 0.550 0.997 0.709 e = standing 0.000 0.978 0.076 0.142 f = sitting 0.000 0.998 0.997 0.997 g = running 0.030 0.826 0.787 0.806 h = walking ------------------------------------------------------- 0.039 0.844 0.777 0.736 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.884 0.483 0.625 a = climbing down 0.068 0.670 0.943 0.784 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.156 0.550 0.997 0.709 e = standing 0.000 0.978 0.076 0.142 f = sitting 0.000 0.998 0.997 0.997 g = running 0.030 0.825 0.787 0.806 h = walking ------------------------------------------------------- 0.039 0.843 0.777 0.736 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.939 0.838 0.886 a = climbing down 0.078 0.609 0.826 0.701 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.000 1.000 0.841 0.914 d = lying 0.166 0.533 0.994 0.694 e = standing 0.029 0.104 0.020 0.034 f = sitting 0.014 0.923 0.998 0.959 g = running 0.023 0.815 0.574 0.673 h = walking ------------------------------------------------------- 0.047 0.702 0.731 0.694 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.947 0.835 0.888 a = climbing down 0.079 0.607 0.830 0.701 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.000 1.000 0.845 0.916 d = lying 0.167 0.533 0.994 0.694 e = standing 0.028 0.107 0.020 0.034 f = sitting 0.014 0.923 0.998 0.959 g = running 0.023 0.819 0.574 0.675 h = walking ------------------------------------------------------- 0.047 0.704 0.731 0.695 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.950 0.840 0.892 a = climbing down 0.079 0.608 0.832 0.702 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.000 1.000 0.845 0.916 d = lying 0.167 0.533 0.994 0.694 e = standing 0.028 0.099 0.019 0.031 f = sitting 0.014 0.923 0.998 0.959 g = running 0.023 0.818 0.571 0.672 h = walking ------------------------------------------------------- 0.047 0.703 0.731 0.695 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.950 0.833 0.887 a = climbing down 0.079 0.608 0.837 0.704 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.000 1.000 0.845 0.916 d = lying 0.167 0.533 0.994 0.694 e = standing 0.028 0.099 0.019 0.031 f = sitting 0.014 0.923 0.998 0.959 g = running 0.022 0.822 0.571 0.674 h = walking ------------------------------------------------------- 0.047 0.703 0.731 0.695 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.950 0.848 0.896 a = climbing down 0.077 0.615 0.836 0.708 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.000 1.000 0.845 0.916 d = lying 0.167 0.533 0.994 0.694 e = standing 0.028 0.099 0.019 0.031 f = sitting 0.014 0.923 0.998 0.959 g = running 0.022 0.826 0.578 0.680 h = walking ------------------------------------------------------- 0.047 0.705 0.734 0.697 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.951 0.850 0.898 a = climbing down 0.077 0.614 0.837 0.709 b = climbing up 0.000 1.000 0.935 0.967 c = jumping 0.000 1.000 0.845 0.916 d = lying 0.167 0.533 0.994 0.694 e = standing 0.028 0.099 0.019 0.031 f = sitting 0.014 0.923 0.998 0.959 g = running 0.022 0.827 0.575 0.679 h = walking ------------------------------------------------------- 0.047 0.705 0.734 0.697 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.059 0.275 0.324 0.297 a = climbing down 0.003 0.817 0.100 0.178 b = climbing up 0.000 1.000 0.588 0.741 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.050 0.784 0.998 0.878 e = standing 0.002 0.983 0.723 0.833 f = sitting 0.124 0.607 1.000 0.755 g = running 0.020 0.904 0.929 0.917 h = walking ------------------------------------------------------- 0.035 0.815 0.777 0.747 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.059 0.279 0.332 0.303 a = climbing down 0.003 0.814 0.098 0.175 b = climbing up 0.000 1.000 0.600 0.750 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.051 0.783 0.998 0.878 e = standing 0.002 0.983 0.721 0.832 f = sitting 0.122 0.609 1.000 0.757 g = running 0.020 0.905 0.932 0.918 h = walking ------------------------------------------------------- 0.035 0.815 0.778 0.747 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.057 0.279 0.320 0.298 a = climbing down 0.003 0.825 0.106 0.188 b = climbing up 0.000 1.000 0.624 0.768 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.047 0.794 0.997 0.884 e = standing 0.002 0.983 0.743 0.846 f = sitting 0.123 0.608 1.000 0.756 g = running 0.019 0.909 0.940 0.924 h = walking ------------------------------------------------------- 0.035 0.819 0.783 0.753 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.055 0.280 0.312 0.295 a = climbing down 0.003 0.825 0.106 0.188 b = climbing up 0.000 1.000 0.647 0.786 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.046 0.800 0.997 0.887 e = standing 0.002 0.984 0.752 0.852 f = sitting 0.123 0.608 1.000 0.757 g = running 0.020 0.904 0.945 0.924 h = walking ------------------------------------------------------- 0.034 0.819 0.785 0.754 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.055 0.288 0.320 0.303 a = climbing down 0.004 0.812 0.106 0.188 b = climbing up 0.000 1.000 0.659 0.794 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.046 0.800 0.997 0.887 e = standing 0.002 0.984 0.752 0.852 f = sitting 0.122 0.610 1.000 0.758 g = running 0.020 0.906 0.949 0.927 h = walking ------------------------------------------------------- 0.034 0.819 0.786 0.756 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.055 0.277 0.304 0.290 a = climbing down 0.003 0.817 0.100 0.178 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 0.998 0.888 e = standing 0.002 0.986 0.752 0.853 f = sitting 0.123 0.607 1.000 0.756 g = running 0.020 0.904 0.949 0.926 h = walking ------------------------------------------------------- 0.034 0.818 0.785 0.754 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.311 0.212 0.252 a = climbing down 0.001 0.982 0.458 0.625 b = climbing up 0.000 1.000 0.362 0.532 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.035 0.839 1.000 0.913 e = standing 0.002 0.985 0.801 0.883 f = sitting 0.095 0.666 1.000 0.799 g = running 0.034 0.850 0.955 0.899 h = walking ------------------------------------------------------- 0.029 0.848 0.829 0.814 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.032 0.315 0.216 0.257 a = climbing down 0.001 0.987 0.452 0.620 b = climbing up 0.000 1.000 0.362 0.532 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.035 0.842 1.000 0.914 e = standing 0.002 0.985 0.804 0.885 f = sitting 0.095 0.667 1.000 0.800 g = running 0.036 0.845 0.955 0.897 h = walking ------------------------------------------------------- 0.029 0.848 0.829 0.814 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.030 0.329 0.220 0.264 a = climbing down 0.001 0.987 0.452 0.620 b = climbing up 0.000 1.000 0.362 0.532 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.033 0.847 1.000 0.917 e = standing 0.002 0.985 0.813 0.891 f = sitting 0.095 0.666 1.000 0.799 g = running 0.036 0.846 0.960 0.899 h = walking ------------------------------------------------------- 0.029 0.850 0.831 0.816 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.325 0.212 0.257 a = climbing down 0.001 0.987 0.456 0.624 b = climbing up 0.000 1.000 0.362 0.532 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.033 0.850 1.000 0.919 e = standing 0.002 0.985 0.817 0.893 f = sitting 0.096 0.665 1.000 0.799 g = running 0.035 0.847 0.963 0.901 h = walking ------------------------------------------------------- 0.029 0.850 0.832 0.817 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.029 0.335 0.216 0.263 a = climbing down 0.001 0.987 0.456 0.624 b = climbing up 0.000 1.000 0.412 0.584 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.031 0.855 1.000 0.922 e = standing 0.002 0.985 0.824 0.897 f = sitting 0.094 0.669 1.000 0.802 g = running 0.036 0.845 0.965 0.901 h = walking ------------------------------------------------------- 0.028 0.852 0.835 0.820 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.029 0.340 0.216 0.264 a = climbing down 0.001 0.991 0.452 0.621 b = climbing up 0.000 1.000 0.438 0.609 c = jumping 0.000 1.000 0.982 0.991 d = lying 0.030 0.862 1.000 0.926 e = standing 0.002 0.985 0.835 0.904 f = sitting 0.095 0.667 1.000 0.801 g = running 0.036 0.844 0.965 0.900 h = walking ------------------------------------------------------- 0.028 0.854 0.836 0.821 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.218 0.195 0.363 0.254 a = climbing down 0.207 0.309 0.641 0.417 b = climbing up 0.010 0.000 0.000 0.000 c = jumping 0.017 0.908 0.940 0.924 d = lying 0.141 0.274 0.378 0.318 e = standing 0.094 0.035 0.022 0.027 f = sitting 0.000 1.000 0.037 0.072 g = running 0.046 0.494 0.241 0.324 h = walking ------------------------------------------------------- 0.094 0.475 0.361 0.328 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.235 0.197 0.394 0.262 a = climbing down 0.222 0.321 0.727 0.445 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.908 0.940 0.924 d = lying 0.142 0.270 0.370 0.312 e = standing 0.095 0.032 0.020 0.025 f = sitting 0.000 0.000 0.000 0.000 g = running 0.026 0.550 0.173 0.263 h = walking ------------------------------------------------------- 0.095 0.325 0.358 0.311 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.233 0.203 0.408 0.271 a = climbing down 0.226 0.326 0.757 0.455 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.908 0.952 0.929 d = lying 0.141 0.279 0.386 0.324 e = standing 0.093 0.018 0.011 0.014 f = sitting 0.000 0.000 0.000 0.000 g = running 0.023 0.544 0.146 0.231 h = walking ------------------------------------------------------- 0.095 0.325 0.361 0.309 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.229 0.204 0.402 0.271 a = climbing down 0.233 0.333 0.806 0.471 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.908 0.952 0.929 d = lying 0.140 0.274 0.374 0.316 e = standing 0.095 0.026 0.016 0.020 f = sitting 0.000 0.000 0.000 0.000 g = running 0.017 0.580 0.126 0.207 h = walking ------------------------------------------------------- 0.094 0.332 0.363 0.307 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.226 0.212 0.416 0.281 a = climbing down 0.238 0.336 0.835 0.479 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.908 0.952 0.929 d = lying 0.140 0.250 0.330 0.284 e = standing 0.101 0.025 0.016 0.020 f = sitting 0.000 0.000 0.000 0.000 g = running 0.014 0.559 0.098 0.166 h = walking ------------------------------------------------------- 0.095 0.327 0.358 0.299 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.224 0.213 0.414 0.281 a = climbing down 0.241 0.338 0.851 0.484 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.909 0.952 0.930 d = lying 0.140 0.268 0.364 0.309 e = standing 0.096 0.026 0.016 0.020 f = sitting 0.000 0.000 0.000 0.000 g = running 0.014 0.538 0.088 0.152 h = walking ------------------------------------------------------- 0.094 0.327 0.363 0.300 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.170 0.393 0.749 0.515 a = climbing down 0.205 0.344 0.747 0.471 b = climbing up 0.003 0.636 0.263 0.372 c = jumping 0.001 0.996 0.838 0.910 d = lying 0.151 0.373 0.640 0.471 e = standing 0.076 0.090 0.047 0.062 f = sitting 0.001 0.667 0.013 0.025 g = running 0.043 0.427 0.171 0.244 h = walking ------------------------------------------------------- 0.084 0.487 0.434 0.377 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.176 0.388 0.762 0.514 a = climbing down 0.213 0.344 0.774 0.476 b = climbing up 0.000 0.941 0.200 0.330 c = jumping 0.001 0.996 0.838 0.910 d = lying 0.151 0.373 0.640 0.471 e = standing 0.076 0.090 0.047 0.062 f = sitting 0.001 0.400 0.003 0.006 g = running 0.034 0.426 0.136 0.206 h = walking ------------------------------------------------------- 0.084 0.449 0.431 0.368 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.176 0.387 0.760 0.513 a = climbing down 0.221 0.343 0.800 0.480 b = climbing up 0.000 0.941 0.200 0.330 c = jumping 0.001 0.996 0.838 0.910 d = lying 0.151 0.372 0.638 0.470 e = standing 0.076 0.089 0.047 0.062 f = sitting 0.001 0.400 0.003 0.006 g = running 0.027 0.432 0.111 0.176 h = walking ------------------------------------------------------- 0.084 0.450 0.430 0.364 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.178 0.382 0.752 0.507 a = climbing down 0.226 0.344 0.826 0.486 b = climbing up 0.000 1.000 0.163 0.280 c = jumping 0.001 0.996 0.838 0.910 d = lying 0.151 0.330 0.527 0.406 e = standing 0.093 0.078 0.049 0.060 f = sitting 0.001 0.333 0.002 0.003 g = running 0.021 0.470 0.100 0.164 h = walking ------------------------------------------------------- 0.086 0.439 0.416 0.352 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.176 0.387 0.758 0.512 a = climbing down 0.233 0.351 0.875 0.501 b = climbing up 0.000 1.000 0.163 0.280 c = jumping 0.001 0.996 0.838 0.910 d = lying 0.151 0.317 0.499 0.387 e = standing 0.097 0.069 0.045 0.055 f = sitting 0.001 0.333 0.002 0.003 g = running 0.013 0.511 0.071 0.125 h = walking ------------------------------------------------------- 0.086 0.444 0.415 0.345 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.174 0.403 0.803 0.537 a = climbing down 0.234 0.361 0.919 0.518 b = climbing up 0.000 1.000 0.150 0.261 c = jumping 0.001 0.996 0.843 0.913 d = lying 0.151 0.315 0.493 0.385 e = standing 0.098 0.069 0.045 0.055 f = sitting 0.001 0.333 0.002 0.003 g = running 0.009 0.383 0.028 0.053 h = walking ------------------------------------------------------- 0.085 0.427 0.419 0.339 Weighted Avg. >> thighupperarm >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.793 0.545 0.646 a = climbing down 0.041 0.786 0.822 0.804 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.138 0.177 0.256 0.210 e = standing 0.267 0.179 0.285 0.220 f = sitting 0.001 0.995 0.926 0.959 g = running 0.056 0.742 0.938 0.829 h = walking ------------------------------------------------------- 0.077 0.532 0.554 0.535 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.019 0.787 0.551 0.648 a = climbing down 0.034 0.815 0.808 0.812 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.141 0.178 0.264 0.213 e = standing 0.266 0.172 0.271 0.210 f = sitting 0.001 0.995 0.922 0.957 g = running 0.060 0.733 0.965 0.833 h = walking ------------------------------------------------------- 0.076 0.533 0.554 0.536 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.782 0.549 0.645 a = climbing down 0.035 0.810 0.808 0.809 b = climbing up 0.000 0.972 0.986 0.979 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.142 0.177 0.264 0.212 e = standing 0.266 0.169 0.265 0.206 f = sitting 0.001 0.995 0.920 0.956 g = running 0.060 0.734 0.960 0.832 h = walking ------------------------------------------------------- 0.077 0.531 0.552 0.534 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.019 0.789 0.557 0.653 a = climbing down 0.037 0.805 0.823 0.814 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.144 0.175 0.264 0.210 e = standing 0.266 0.163 0.253 0.198 f = sitting 0.001 0.995 0.926 0.959 g = running 0.056 0.746 0.950 0.836 h = walking ------------------------------------------------------- 0.077 0.532 0.553 0.535 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.820 0.564 0.668 a = climbing down 0.038 0.802 0.822 0.812 b = climbing up 0.000 0.986 0.986 0.986 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.145 0.174 0.264 0.210 e = standing 0.266 0.160 0.247 0.194 f = sitting 0.001 0.995 0.944 0.969 g = running 0.055 0.748 0.948 0.836 h = walking ------------------------------------------------------- 0.076 0.535 0.555 0.537 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.015 0.826 0.566 0.672 a = climbing down 0.036 0.809 0.827 0.818 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 0.176 0.264 0.211 e = standing 0.266 0.164 0.256 0.200 f = sitting 0.001 0.995 0.951 0.972 g = running 0.055 0.749 0.950 0.838 h = walking ------------------------------------------------------- 0.076 0.538 0.558 0.541 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.977 0.637 0.771 a = climbing down 0.026 0.863 0.879 0.871 b = climbing up 0.000 1.000 0.537 0.699 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.161 0.269 0.512 0.353 e = standing 0.238 0.114 0.151 0.130 f = sitting 0.009 0.950 0.998 0.974 g = running 0.058 0.730 0.916 0.812 h = walking ------------------------------------------------------- 0.071 0.556 0.577 0.555 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.983 0.620 0.760 a = climbing down 0.027 0.860 0.884 0.872 b = climbing up 0.000 1.000 0.522 0.686 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.164 0.268 0.517 0.353 e = standing 0.237 0.108 0.140 0.122 f = sitting 0.009 0.948 0.998 0.973 g = running 0.058 0.730 0.921 0.814 h = walking ------------------------------------------------------- 0.071 0.554 0.575 0.553 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.984 0.641 0.776 a = climbing down 0.025 0.867 0.890 0.879 b = climbing up 0.000 1.000 0.522 0.686 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.164 0.268 0.517 0.353 e = standing 0.237 0.106 0.137 0.120 f = sitting 0.009 0.948 0.998 0.973 g = running 0.055 0.741 0.924 0.823 h = walking ------------------------------------------------------- 0.071 0.557 0.578 0.556 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.984 0.639 0.775 a = climbing down 0.026 0.866 0.892 0.879 b = climbing up 0.000 1.000 0.522 0.686 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.164 0.268 0.517 0.353 e = standing 0.237 0.106 0.137 0.120 f = sitting 0.009 0.948 0.998 0.973 g = running 0.055 0.740 0.921 0.820 h = walking ------------------------------------------------------- 0.071 0.556 0.578 0.556 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.981 0.650 0.781 a = climbing down 0.027 0.859 0.895 0.876 b = climbing up 0.000 1.000 0.537 0.699 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.164 0.267 0.514 0.351 e = standing 0.237 0.106 0.137 0.120 f = sitting 0.009 0.950 0.998 0.974 g = running 0.053 0.748 0.914 0.823 h = walking ------------------------------------------------------- 0.071 0.556 0.579 0.557 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.981 0.662 0.791 a = climbing down 0.024 0.871 0.889 0.880 b = climbing up 0.000 1.000 0.537 0.699 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.166 0.266 0.519 0.352 e = standing 0.237 0.098 0.126 0.110 f = sitting 0.009 0.950 0.998 0.974 g = running 0.053 0.750 0.926 0.829 h = walking ------------------------------------------------------- 0.071 0.557 0.579 0.558 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.788 0.749 0.768 a = climbing down 0.009 0.876 0.488 0.627 b = climbing up 0.000 1.000 0.802 0.890 c = jumping 0.000 1.000 0.983 0.992 d = lying 0.025 0.879 1.000 0.935 e = standing 0.003 0.978 0.844 0.906 f = sitting 0.006 0.966 1.000 0.983 g = running 0.074 0.698 0.960 0.808 h = walking ------------------------------------------------------- 0.021 0.887 0.876 0.870 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.028 0.787 0.756 0.771 a = climbing down 0.009 0.875 0.484 0.623 b = climbing up 0.000 1.000 0.901 0.948 c = jumping 0.000 1.000 0.983 0.992 d = lying 0.025 0.879 1.000 0.935 e = standing 0.003 0.978 0.844 0.906 f = sitting 0.004 0.978 1.000 0.989 g = running 0.074 0.697 0.956 0.806 h = walking ------------------------------------------------------- 0.020 0.889 0.877 0.872 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.027 0.795 0.760 0.777 a = climbing down 0.009 0.885 0.499 0.638 b = climbing up 0.000 1.000 0.951 0.975 c = jumping 0.000 1.000 0.983 0.992 d = lying 0.025 0.879 1.000 0.935 e = standing 0.003 0.978 0.844 0.906 f = sitting 0.003 0.985 1.000 0.992 g = running 0.073 0.702 0.960 0.811 h = walking ------------------------------------------------------- 0.020 0.893 0.881 0.876 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.027 0.791 0.735 0.762 a = climbing down 0.009 0.882 0.499 0.637 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.000 1.000 0.983 0.992 d = lying 0.025 0.879 1.000 0.935 e = standing 0.003 0.978 0.844 0.906 f = sitting 0.003 0.982 1.000 0.991 g = running 0.076 0.693 0.961 0.806 h = walking ------------------------------------------------------- 0.020 0.890 0.878 0.873 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.797 0.737 0.766 a = climbing down 0.009 0.885 0.495 0.634 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.000 1.000 0.987 0.993 d = lying 0.025 0.879 1.000 0.935 e = standing 0.002 0.982 0.844 0.908 f = sitting 0.003 0.982 1.000 0.991 g = running 0.078 0.689 0.961 0.803 h = walking ------------------------------------------------------- 0.020 0.891 0.878 0.873 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.800 0.731 0.763 a = climbing down 0.009 0.884 0.492 0.633 b = climbing up 0.000 1.000 0.926 0.962 c = jumping 0.000 1.000 0.987 0.993 d = lying 0.025 0.879 1.000 0.935 e = standing 0.002 0.982 0.844 0.908 f = sitting 0.003 0.982 1.000 0.991 g = running 0.079 0.685 0.963 0.801 h = walking ------------------------------------------------------- 0.021 0.891 0.877 0.872 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.042 0.665 0.614 0.639 a = climbing down 0.019 0.787 0.518 0.625 b = climbing up 0.000 0.984 0.762 0.859 c = jumping 0.000 0.998 0.962 0.980 d = lying 0.002 0.990 0.998 0.994 e = standing 0.005 0.967 0.998 0.982 f = sitting 0.008 0.958 0.998 0.978 g = running 0.070 0.703 0.924 0.799 h = walking ------------------------------------------------------- 0.020 0.876 0.874 0.869 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.041 0.670 0.610 0.639 a = climbing down 0.018 0.795 0.521 0.629 b = climbing up 0.000 0.987 0.925 0.955 c = jumping 0.000 0.998 0.962 0.980 d = lying 0.002 0.990 0.998 0.994 e = standing 0.005 0.967 0.998 0.982 f = sitting 0.004 0.978 0.998 0.988 g = running 0.072 0.697 0.926 0.796 h = walking ------------------------------------------------------- 0.020 0.880 0.877 0.872 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.667 0.614 0.639 a = climbing down 0.018 0.791 0.514 0.623 b = climbing up 0.000 0.987 0.925 0.955 c = jumping 0.000 0.998 0.962 0.980 d = lying 0.002 0.990 0.998 0.994 e = standing 0.005 0.967 0.998 0.982 f = sitting 0.004 0.978 0.998 0.988 g = running 0.071 0.700 0.926 0.797 h = walking ------------------------------------------------------- 0.020 0.880 0.877 0.872 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.042 0.668 0.614 0.640 a = climbing down 0.018 0.791 0.516 0.625 b = climbing up 0.000 0.987 0.950 0.968 c = jumping 0.000 0.998 0.962 0.980 d = lying 0.002 0.990 0.998 0.994 e = standing 0.005 0.967 0.998 0.982 f = sitting 0.003 0.982 0.998 0.990 g = running 0.071 0.700 0.926 0.797 h = walking ------------------------------------------------------- 0.020 0.880 0.877 0.873 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.042 0.669 0.617 0.642 a = climbing down 0.019 0.789 0.518 0.626 b = climbing up 0.000 0.987 0.950 0.968 c = jumping 0.000 0.998 0.963 0.980 d = lying 0.002 0.990 0.998 0.994 e = standing 0.005 0.969 0.998 0.983 f = sitting 0.003 0.982 0.998 0.990 g = running 0.070 0.702 0.924 0.798 h = walking ------------------------------------------------------- 0.019 0.881 0.878 0.873 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.041 0.676 0.619 0.646 a = climbing down 0.019 0.792 0.527 0.633 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 0.998 0.994 e = standing 0.005 0.969 0.998 0.983 f = sitting 0.002 0.987 0.998 0.992 g = running 0.070 0.704 0.926 0.800 h = walking ------------------------------------------------------- 0.019 0.883 0.880 0.876 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.906 0.744 0.817 a = climbing down 0.027 0.800 0.696 0.745 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.008 0.950 0.961 0.955 d = lying 0.002 0.987 0.903 0.943 e = standing 0.021 0.879 0.942 0.909 f = sitting 0.001 0.996 0.957 0.976 g = running 0.069 0.701 0.893 0.785 h = walking ------------------------------------------------------- 0.020 0.891 0.882 0.883 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.926 0.744 0.825 a = climbing down 0.026 0.812 0.728 0.768 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.008 0.950 0.961 0.955 d = lying 0.002 0.984 0.943 0.963 e = standing 0.014 0.912 0.938 0.925 f = sitting 0.001 0.996 0.956 0.975 g = running 0.066 0.712 0.902 0.796 h = walking ------------------------------------------------------- 0.018 0.900 0.892 0.893 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.923 0.740 0.821 a = climbing down 0.026 0.819 0.756 0.786 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.010 0.941 0.961 0.951 d = lying 0.002 0.984 0.948 0.965 e = standing 0.013 0.916 0.928 0.922 f = sitting 0.001 0.996 0.953 0.974 g = running 0.063 0.724 0.903 0.803 h = walking ------------------------------------------------------- 0.018 0.902 0.895 0.895 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.926 0.744 0.825 a = climbing down 0.027 0.813 0.779 0.796 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.010 0.941 0.961 0.951 d = lying 0.002 0.984 0.948 0.965 e = standing 0.013 0.916 0.928 0.922 f = sitting 0.001 0.996 0.954 0.975 g = running 0.059 0.735 0.893 0.806 h = walking ------------------------------------------------------- 0.017 0.903 0.897 0.898 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.926 0.746 0.826 a = climbing down 0.024 0.829 0.774 0.800 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.011 0.935 0.961 0.947 d = lying 0.002 0.984 0.948 0.965 e = standing 0.013 0.915 0.921 0.918 f = sitting 0.001 0.996 0.954 0.975 g = running 0.060 0.732 0.903 0.808 h = walking ------------------------------------------------------- 0.017 0.904 0.897 0.898 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.924 0.753 0.830 a = climbing down 0.024 0.829 0.774 0.800 b = climbing up 0.001 0.968 1.000 0.984 c = jumping 0.012 0.930 0.961 0.945 d = lying 0.002 0.984 0.946 0.965 e = standing 0.014 0.913 0.916 0.915 f = sitting 0.001 0.997 0.953 0.975 g = running 0.060 0.734 0.903 0.810 h = walking ------------------------------------------------------- 0.017 0.903 0.896 0.897 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.008 0.923 0.851 0.886 a = climbing down 0.020 0.851 0.744 0.794 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.024 0.870 0.979 0.921 d = lying 0.001 0.991 0.951 0.971 e = standing 0.011 0.923 0.839 0.879 f = sitting 0.000 1.000 0.997 0.999 g = running 0.050 0.767 0.892 0.825 h = walking ------------------------------------------------------- 0.016 0.906 0.902 0.902 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.007 0.936 0.844 0.888 a = climbing down 0.021 0.846 0.767 0.805 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.023 0.875 0.979 0.924 d = lying 0.002 0.989 0.960 0.974 e = standing 0.010 0.932 0.844 0.886 f = sitting 0.000 1.000 0.997 0.999 g = running 0.048 0.769 0.885 0.823 h = walking ------------------------------------------------------- 0.016 0.909 0.905 0.905 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.943 0.844 0.891 a = climbing down 0.021 0.854 0.795 0.824 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.017 0.905 0.979 0.940 d = lying 0.002 0.985 1.000 0.992 e = standing 0.003 0.981 0.882 0.929 f = sitting 0.000 1.000 0.997 0.999 g = running 0.045 0.782 0.886 0.831 h = walking ------------------------------------------------------- 0.014 0.923 0.919 0.919 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.941 0.844 0.890 a = climbing down 0.018 0.869 0.787 0.826 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.933 0.979 0.955 d = lying 0.002 0.985 1.000 0.992 e = standing 0.003 0.982 0.916 0.948 f = sitting 0.000 1.000 0.997 0.999 g = running 0.046 0.782 0.903 0.838 h = walking ------------------------------------------------------- 0.013 0.929 0.925 0.926 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.946 0.851 0.896 a = climbing down 0.017 0.879 0.794 0.834 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.012 0.933 0.979 0.955 d = lying 0.002 0.985 1.000 0.992 e = standing 0.003 0.982 0.916 0.948 f = sitting 0.000 1.000 0.997 0.999 g = running 0.045 0.789 0.911 0.845 h = walking ------------------------------------------------------- 0.012 0.931 0.928 0.928 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.948 0.851 0.897 a = climbing down 0.018 0.873 0.802 0.836 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.006 0.964 0.979 0.972 d = lying 0.002 0.985 1.000 0.992 e = standing 0.003 0.982 0.952 0.967 f = sitting 0.000 1.000 0.997 0.999 g = running 0.043 0.792 0.905 0.844 h = walking ------------------------------------------------------- 0.011 0.936 0.933 0.934 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.773 0.441 0.562 a = climbing down 0.098 0.651 0.949 0.772 b = climbing up 0.000 0.984 0.926 0.955 c = jumping 0.010 0.882 0.458 0.603 d = lying 0.023 0.857 0.998 0.922 e = standing 0.077 0.564 0.801 0.662 f = sitting 0.001 0.994 0.860 0.922 g = running 0.024 0.848 0.911 0.878 h = walking ------------------------------------------------------- 0.034 0.811 0.782 0.773 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.021 0.758 0.452 0.567 a = climbing down 0.090 0.669 0.950 0.785 b = climbing up 0.000 0.985 0.941 0.962 c = jumping 0.010 0.927 0.779 0.846 d = lying 0.023 0.857 0.998 0.922 e = standing 0.027 0.786 0.801 0.794 f = sitting 0.001 0.995 0.867 0.927 g = running 0.024 0.849 0.921 0.883 h = walking ------------------------------------------------------- 0.028 0.844 0.831 0.826 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.756 0.446 0.561 a = climbing down 0.090 0.670 0.955 0.787 b = climbing up 0.000 1.000 0.941 0.970 c = jumping 0.010 0.927 0.779 0.846 d = lying 0.023 0.857 0.998 0.922 e = standing 0.027 0.786 0.801 0.794 f = sitting 0.001 0.995 0.868 0.927 g = running 0.023 0.850 0.921 0.884 h = walking ------------------------------------------------------- 0.028 0.844 0.831 0.826 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.753 0.459 0.570 a = climbing down 0.087 0.678 0.956 0.794 b = climbing up 0.000 0.985 0.941 0.962 c = jumping 0.010 0.927 0.779 0.846 d = lying 0.023 0.857 0.998 0.922 e = standing 0.027 0.786 0.801 0.794 f = sitting 0.001 0.994 0.869 0.927 g = running 0.022 0.859 0.926 0.891 h = walking ------------------------------------------------------- 0.027 0.846 0.834 0.829 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.022 0.757 0.466 0.577 a = climbing down 0.088 0.676 0.953 0.791 b = climbing up 0.000 1.000 0.956 0.977 c = jumping 0.010 0.927 0.777 0.846 d = lying 0.023 0.857 0.998 0.922 e = standing 0.027 0.785 0.801 0.793 f = sitting 0.001 0.995 0.873 0.930 g = running 0.021 0.861 0.922 0.891 h = walking ------------------------------------------------------- 0.027 0.846 0.834 0.830 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.772 0.461 0.577 a = climbing down 0.085 0.683 0.956 0.797 b = climbing up 0.000 0.985 0.956 0.970 c = jumping 0.010 0.925 0.777 0.845 d = lying 0.023 0.858 0.998 0.923 e = standing 0.027 0.785 0.801 0.793 f = sitting 0.001 0.994 0.886 0.937 g = running 0.022 0.858 0.924 0.890 h = walking ------------------------------------------------------- 0.027 0.848 0.837 0.832 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.016 0.788 0.396 0.527 a = climbing down 0.093 0.647 0.886 0.748 b = climbing up 0.000 1.000 0.846 0.917 c = jumping 0.001 0.975 0.358 0.524 d = lying 0.010 0.935 1.000 0.966 e = standing 0.091 0.575 0.987 0.727 f = sitting 0.003 0.989 0.942 0.965 g = running 0.030 0.816 0.922 0.866 h = walking ------------------------------------------------------- 0.033 0.832 0.789 0.772 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.015 0.795 0.390 0.523 a = climbing down 0.094 0.644 0.887 0.746 b = climbing up 0.000 1.000 0.892 0.943 c = jumping 0.001 0.972 0.320 0.481 d = lying 0.010 0.935 1.000 0.966 e = standing 0.097 0.559 0.987 0.714 f = sitting 0.002 0.992 0.938 0.964 g = running 0.031 0.814 0.925 0.866 h = walking ------------------------------------------------------- 0.033 0.830 0.784 0.765 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.801 0.410 0.542 a = climbing down 0.089 0.657 0.886 0.755 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.002 0.975 0.424 0.591 d = lying 0.008 0.944 1.000 0.971 e = standing 0.082 0.600 0.985 0.745 f = sitting 0.001 0.994 0.941 0.967 g = running 0.032 0.807 0.929 0.864 h = walking ------------------------------------------------------- 0.031 0.839 0.802 0.788 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.810 0.414 0.548 a = climbing down 0.088 0.658 0.886 0.756 b = climbing up 0.000 1.000 0.923 0.960 c = jumping 0.002 0.986 0.776 0.868 d = lying 0.008 0.944 1.000 0.971 e = standing 0.027 0.819 0.985 0.894 f = sitting 0.001 0.994 0.942 0.967 g = running 0.031 0.810 0.934 0.868 h = walking ------------------------------------------------------- 0.025 0.867 0.852 0.845 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.820 0.413 0.549 a = climbing down 0.088 0.660 0.889 0.757 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.002 0.986 0.776 0.868 d = lying 0.008 0.944 1.000 0.971 e = standing 0.027 0.819 0.985 0.894 f = sitting 0.001 0.995 0.942 0.968 g = running 0.032 0.807 0.936 0.867 h = walking ------------------------------------------------------- 0.024 0.868 0.853 0.845 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.834 0.406 0.546 a = climbing down 0.088 0.661 0.897 0.761 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.002 0.986 0.776 0.868 d = lying 0.008 0.944 1.000 0.971 e = standing 0.027 0.819 0.985 0.894 f = sitting 0.001 0.995 0.946 0.970 g = running 0.031 0.813 0.941 0.872 h = walking ------------------------------------------------------- 0.024 0.871 0.854 0.847 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.115 0.403 0.679 0.506 a = climbing down 0.038 0.717 0.708 0.712 b = climbing up 0.000 1.000 0.447 0.618 c = jumping 0.111 0.490 0.736 0.589 d = lying 0.023 0.854 0.973 0.910 e = standing 0.036 0.550 0.252 0.345 f = sitting 0.018 0.939 0.989 0.963 g = running 0.034 0.603 0.307 0.407 h = walking ------------------------------------------------------- 0.047 0.686 0.673 0.655 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.129 0.379 0.694 0.491 a = climbing down 0.039 0.716 0.713 0.715 b = climbing up 0.000 1.000 0.588 0.741 c = jumping 0.116 0.479 0.733 0.579 d = lying 0.022 0.858 0.973 0.912 e = standing 0.036 0.522 0.228 0.318 f = sitting 0.015 0.950 0.989 0.969 g = running 0.031 0.536 0.215 0.307 h = walking ------------------------------------------------------- 0.048 0.671 0.660 0.638 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.157 0.337 0.705 0.456 a = climbing down 0.045 0.695 0.750 0.721 b = climbing up 0.000 1.000 0.529 0.692 c = jumping 0.120 0.469 0.729 0.571 d = lying 0.023 0.855 0.973 0.910 e = standing 0.037 0.488 0.202 0.285 f = sitting 0.016 0.946 0.989 0.967 g = running 0.014 0.449 0.067 0.117 h = walking ------------------------------------------------------- 0.050 0.644 0.639 0.601 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.161 0.333 0.705 0.452 a = climbing down 0.044 0.699 0.755 0.726 b = climbing up 0.000 1.000 0.529 0.692 c = jumping 0.117 0.474 0.729 0.575 d = lying 0.023 0.855 0.978 0.912 e = standing 0.036 0.509 0.215 0.302 f = sitting 0.016 0.946 0.989 0.967 g = running 0.012 0.434 0.055 0.097 h = walking ------------------------------------------------------- 0.050 0.646 0.641 0.601 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.165 0.321 0.688 0.438 a = climbing down 0.046 0.692 0.759 0.724 b = climbing up 0.000 1.000 0.553 0.712 c = jumping 0.118 0.473 0.729 0.574 d = lying 0.023 0.855 0.978 0.912 e = standing 0.036 0.505 0.212 0.299 f = sitting 0.015 0.949 0.989 0.969 g = running 0.010 0.391 0.038 0.069 h = walking ------------------------------------------------------- 0.050 0.638 0.637 0.596 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.167 0.316 0.679 0.432 a = climbing down 0.047 0.694 0.780 0.734 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.117 0.477 0.736 0.579 d = lying 0.024 0.851 0.984 0.913 e = standing 0.034 0.518 0.212 0.301 f = sitting 0.016 0.946 0.989 0.967 g = running 0.007 0.370 0.026 0.048 h = walking ------------------------------------------------------- 0.050 0.636 0.638 0.593 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.128 0.425 0.834 0.564 a = climbing down 0.015 0.883 0.807 0.843 b = climbing up 0.000 1.000 0.098 0.178 c = jumping 0.135 0.472 0.828 0.601 d = lying 0.028 0.825 0.955 0.885 e = standing 0.029 0.245 0.055 0.090 f = sitting 0.024 0.921 0.982 0.951 g = running 0.029 0.565 0.226 0.323 h = walking ------------------------------------------------------- 0.049 0.648 0.662 0.615 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.137 0.413 0.849 0.556 a = climbing down 0.014 0.886 0.818 0.851 b = climbing up 0.000 1.000 0.085 0.157 c = jumping 0.135 0.471 0.826 0.599 d = lying 0.028 0.825 0.955 0.885 e = standing 0.030 0.238 0.053 0.087 f = sitting 0.024 0.921 0.982 0.951 g = running 0.027 0.507 0.165 0.249 h = walking ------------------------------------------------------- 0.050 0.637 0.655 0.603 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.126 0.431 0.841 0.570 a = climbing down 0.013 0.892 0.811 0.850 b = climbing up 0.000 1.000 0.122 0.217 c = jumping 0.135 0.468 0.819 0.596 d = lying 0.029 0.821 0.958 0.884 e = standing 0.030 0.215 0.047 0.078 f = sitting 0.023 0.923 0.981 0.951 g = running 0.029 0.579 0.240 0.339 h = walking ------------------------------------------------------- 0.049 0.647 0.663 0.617 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.136 0.411 0.839 0.552 a = climbing down 0.012 0.902 0.800 0.848 b = climbing up 0.000 1.000 0.134 0.237 c = jumping 0.135 0.469 0.821 0.596 d = lying 0.029 0.820 0.962 0.885 e = standing 0.029 0.208 0.044 0.073 f = sitting 0.023 0.924 0.981 0.952 g = running 0.027 0.560 0.208 0.303 h = walking ------------------------------------------------------- 0.049 0.642 0.658 0.610 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.149 0.397 0.865 0.544 a = climbing down 0.013 0.900 0.833 0.865 b = climbing up 0.000 1.000 0.244 0.392 c = jumping 0.135 0.470 0.824 0.598 d = lying 0.029 0.820 0.964 0.886 e = standing 0.029 0.213 0.044 0.074 f = sitting 0.020 0.934 0.981 0.957 g = running 0.022 0.453 0.110 0.177 h = walking ------------------------------------------------------- 0.049 0.628 0.653 0.597 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.156 0.388 0.873 0.537 a = climbing down 0.012 0.907 0.836 0.870 b = climbing up 0.000 1.000 0.293 0.453 c = jumping 0.139 0.463 0.821 0.592 d = lying 0.027 0.830 0.967 0.893 e = standing 0.029 0.178 0.036 0.059 f = sitting 0.019 0.937 0.986 0.961 g = running 0.019 0.380 0.070 0.119 h = walking ------------------------------------------------------- 0.049 0.613 0.649 0.589 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.065 0.436 0.382 0.407 a = climbing down 0.092 0.479 0.585 0.527 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.035 0.834 0.913 0.872 d = lying 0.019 0.855 0.792 0.822 e = standing 0.046 0.717 0.687 0.702 f = sitting 0.002 0.992 1.000 0.996 g = running 0.094 0.444 0.405 0.424 h = walking ------------------------------------------------------- 0.049 0.693 0.696 0.693 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.069 0.426 0.386 0.405 a = climbing down 0.093 0.475 0.583 0.524 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.035 0.833 0.913 0.871 d = lying 0.019 0.852 0.777 0.813 e = standing 0.048 0.707 0.685 0.696 f = sitting 0.002 0.992 1.000 0.996 g = running 0.093 0.432 0.381 0.405 h = walking ------------------------------------------------------- 0.050 0.687 0.690 0.687 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.072 0.429 0.407 0.418 a = climbing down 0.093 0.469 0.571 0.515 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.034 0.838 0.916 0.875 d = lying 0.018 0.868 0.827 0.847 e = standing 0.040 0.748 0.700 0.723 f = sitting 0.002 0.992 1.000 0.996 g = running 0.092 0.427 0.368 0.395 h = walking ------------------------------------------------------- 0.048 0.695 0.698 0.695 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.072 0.428 0.407 0.417 a = climbing down 0.096 0.462 0.571 0.510 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.033 0.843 0.918 0.879 d = lying 0.019 0.869 0.853 0.861 e = standing 0.036 0.768 0.705 0.735 f = sitting 0.002 0.992 1.000 0.996 g = running 0.091 0.418 0.353 0.382 h = walking ------------------------------------------------------- 0.048 0.697 0.700 0.696 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.074 0.427 0.418 0.423 a = climbing down 0.095 0.461 0.564 0.508 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.032 0.847 0.918 0.881 d = lying 0.019 0.877 0.916 0.896 e = standing 0.027 0.819 0.711 0.761 f = sitting 0.002 0.992 1.000 0.996 g = running 0.090 0.420 0.349 0.381 h = walking ------------------------------------------------------- 0.046 0.705 0.708 0.705 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.076 0.426 0.425 0.425 a = climbing down 0.094 0.467 0.571 0.514 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.031 0.852 0.915 0.882 d = lying 0.018 0.880 0.924 0.901 e = standing 0.026 0.824 0.720 0.768 f = sitting 0.002 0.992 1.000 0.996 g = running 0.087 0.432 0.354 0.389 h = walking ------------------------------------------------------- 0.046 0.710 0.713 0.709 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.036 0.747 0.802 0.774 a = climbing down 0.094 0.401 0.438 0.419 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.047 0.774 0.843 0.807 d = lying 0.002 0.987 0.809 0.889 e = standing 0.057 0.681 0.719 0.699 f = sitting 0.000 0.998 1.000 0.999 g = running 0.066 0.589 0.513 0.548 h = walking ------------------------------------------------------- 0.043 0.745 0.739 0.740 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.037 0.742 0.797 0.768 a = climbing down 0.095 0.405 0.448 0.426 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.049 0.770 0.845 0.806 d = lying 0.002 0.988 0.873 0.927 e = standing 0.048 0.717 0.712 0.715 f = sitting 0.000 0.998 1.000 0.999 g = running 0.065 0.594 0.509 0.549 h = walking ------------------------------------------------------- 0.042 0.751 0.747 0.747 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.037 0.738 0.795 0.765 a = climbing down 0.097 0.403 0.452 0.426 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.044 0.787 0.842 0.813 d = lying 0.002 0.988 0.885 0.934 e = standing 0.047 0.730 0.739 0.735 f = sitting 0.000 0.998 1.000 0.999 g = running 0.063 0.597 0.503 0.546 h = walking ------------------------------------------------------- 0.041 0.755 0.751 0.752 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.036 0.747 0.802 0.774 a = climbing down 0.095 0.412 0.463 0.436 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.046 0.779 0.842 0.809 d = lying 0.002 0.988 0.902 0.943 e = standing 0.044 0.737 0.727 0.732 f = sitting 0.000 0.998 1.000 0.999 g = running 0.063 0.601 0.508 0.550 h = walking ------------------------------------------------------- 0.040 0.758 0.754 0.755 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.035 0.750 0.800 0.774 a = climbing down 0.094 0.420 0.474 0.445 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.041 0.797 0.840 0.818 d = lying 0.002 0.989 0.936 0.962 e = standing 0.040 0.764 0.752 0.758 f = sitting 0.000 0.998 1.000 0.999 g = running 0.062 0.608 0.514 0.557 h = walking ------------------------------------------------------- 0.038 0.767 0.764 0.764 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.037 0.743 0.818 0.779 a = climbing down 0.097 0.418 0.482 0.448 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.039 0.808 0.842 0.825 d = lying 0.001 0.991 0.943 0.966 e = standing 0.038 0.773 0.771 0.772 f = sitting 0.000 0.998 1.000 0.999 g = running 0.057 0.615 0.492 0.547 h = walking ------------------------------------------------------- 0.038 0.771 0.767 0.767 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.834 0.509 0.632 a = climbing down 0.167 0.488 0.968 0.649 b = climbing up 0.098 0.165 1.000 0.284 c = jumping 0.002 0.964 0.363 0.528 d = lying 0.010 0.881 0.526 0.659 e = standing 0.177 0.452 0.946 0.611 f = sitting 0.001 0.993 0.408 0.578 g = running 0.009 0.847 0.305 0.448 h = walking ------------------------------------------------------- 0.054 0.775 0.576 0.578 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.864 0.533 0.660 a = climbing down 0.163 0.494 0.972 0.655 b = climbing up 0.106 0.155 1.000 0.268 c = jumping 0.002 0.964 0.369 0.534 d = lying 0.010 0.880 0.521 0.654 e = standing 0.177 0.452 0.946 0.612 f = sitting 0.001 0.992 0.364 0.532 g = running 0.009 0.845 0.310 0.453 h = walking ------------------------------------------------------- 0.053 0.779 0.573 0.575 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.885 0.573 0.696 a = climbing down 0.126 0.556 0.967 0.706 b = climbing up 0.110 0.149 1.000 0.260 c = jumping 0.002 0.966 0.392 0.558 d = lying 0.010 0.881 0.526 0.659 e = standing 0.172 0.459 0.946 0.618 f = sitting 0.001 0.992 0.337 0.503 g = running 0.010 0.894 0.509 0.649 h = walking ------------------------------------------------------- 0.047 0.799 0.605 0.614 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.890 0.587 0.707 a = climbing down 0.115 0.579 0.967 0.725 b = climbing up 0.100 0.163 1.000 0.280 c = jumping 0.002 0.966 0.391 0.557 d = lying 0.010 0.881 0.528 0.660 e = standing 0.172 0.459 0.946 0.618 f = sitting 0.001 0.993 0.401 0.571 g = running 0.010 0.907 0.571 0.701 h = walking ------------------------------------------------------- 0.045 0.805 0.626 0.637 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.888 0.575 0.698 a = climbing down 0.112 0.586 0.967 0.730 b = climbing up 0.084 0.188 1.000 0.316 c = jumping 0.002 0.966 0.391 0.557 d = lying 0.010 0.881 0.528 0.660 e = standing 0.172 0.459 0.946 0.618 f = sitting 0.001 0.994 0.495 0.661 g = running 0.010 0.911 0.601 0.725 h = walking ------------------------------------------------------- 0.045 0.807 0.644 0.656 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.901 0.575 0.702 a = climbing down 0.095 0.626 0.973 0.762 b = climbing up 0.085 0.186 1.000 0.314 c = jumping 0.002 0.967 0.402 0.567 d = lying 0.010 0.884 0.545 0.674 e = standing 0.168 0.465 0.946 0.624 f = sitting 0.001 0.994 0.492 0.658 g = running 0.010 0.921 0.700 0.795 h = walking ------------------------------------------------------- 0.042 0.817 0.662 0.674 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.898 0.539 0.674 a = climbing down 0.089 0.634 0.940 0.757 b = climbing up 0.036 0.345 1.000 0.513 c = jumping 0.004 0.973 0.788 0.871 d = lying 0.001 0.993 0.783 0.876 e = standing 0.069 0.685 0.970 0.803 f = sitting 0.000 1.000 0.783 0.878 g = running 0.024 0.829 0.719 0.770 h = walking ------------------------------------------------------- 0.028 0.853 0.796 0.803 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.919 0.518 0.663 a = climbing down 0.091 0.630 0.946 0.757 b = climbing up 0.038 0.333 1.000 0.500 c = jumping 0.004 0.973 0.787 0.870 d = lying 0.001 0.993 0.781 0.874 e = standing 0.069 0.684 0.970 0.802 f = sitting 0.000 1.000 0.771 0.871 g = running 0.025 0.828 0.728 0.775 h = walking ------------------------------------------------------- 0.028 0.854 0.793 0.800 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.967 0.501 0.660 a = climbing down 0.091 0.635 0.965 0.766 b = climbing up 0.025 0.437 1.000 0.608 c = jumping 0.004 0.973 0.787 0.870 d = lying 0.001 0.993 0.787 0.878 e = standing 0.069 0.686 0.970 0.804 f = sitting 0.000 1.000 0.853 0.921 g = running 0.025 0.832 0.751 0.790 h = walking ------------------------------------------------------- 0.027 0.864 0.811 0.814 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.971 0.514 0.672 a = climbing down 0.090 0.638 0.967 0.769 b = climbing up 0.026 0.426 1.000 0.597 c = jumping 0.004 0.974 0.790 0.872 d = lying 0.001 0.993 0.800 0.886 e = standing 0.066 0.694 0.970 0.809 f = sitting 0.000 1.000 0.846 0.916 g = running 0.024 0.839 0.751 0.793 h = walking ------------------------------------------------------- 0.026 0.866 0.814 0.817 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.969 0.532 0.686 a = climbing down 0.087 0.645 0.970 0.775 b = climbing up 0.021 0.479 1.000 0.648 c = jumping 0.004 0.974 0.810 0.884 d = lying 0.001 0.993 0.800 0.886 e = standing 0.063 0.706 0.970 0.817 f = sitting 0.000 1.000 0.876 0.934 g = running 0.023 0.843 0.751 0.795 h = walking ------------------------------------------------------- 0.025 0.870 0.825 0.827 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.982 0.528 0.687 a = climbing down 0.087 0.646 0.972 0.776 b = climbing up 0.022 0.471 1.000 0.640 c = jumping 0.004 0.973 0.819 0.889 d = lying 0.001 0.993 0.791 0.880 e = standing 0.062 0.706 0.968 0.817 f = sitting 0.000 1.000 0.871 0.931 g = running 0.022 0.847 0.763 0.803 h = walking ------------------------------------------------------- 0.025 0.872 0.825 0.828 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.162 0.223 0.427 0.293 a = climbing down 0.021 0.793 0.290 0.425 b = climbing up 0.000 1.000 0.333 0.500 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 0.189 0.432 0.980 0.600 g = running 0.039 0.012 0.003 0.005 h = walking ------------------------------------------------------- 0.090 0.324 0.368 0.274 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.141 0.187 0.296 0.229 a = climbing down 0.026 0.781 0.329 0.463 b = climbing up 0.000 1.000 0.478 0.647 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 0.216 0.399 0.978 0.567 g = running 0.032 0.008 0.002 0.003 h = walking ------------------------------------------------------- 0.092 0.313 0.366 0.275 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.139 0.213 0.344 0.263 a = climbing down 0.024 0.789 0.313 0.448 b = climbing up 0.000 0.982 0.611 0.753 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 0.223 0.392 0.980 0.560 g = running 0.025 0.010 0.002 0.003 h = walking ------------------------------------------------------- 0.091 0.317 0.370 0.276 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.241 0.220 0.625 0.326 a = climbing down 0.009 0.883 0.249 0.388 b = climbing up 0.000 0.984 0.667 0.795 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 0.116 0.552 0.975 0.705 g = running 0.023 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.084 0.357 0.384 0.288 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.326 0.234 0.911 0.372 a = climbing down 0.003 0.953 0.197 0.327 b = climbing up 0.000 1.000 0.633 0.776 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 0.018 0.889 0.975 0.930 g = running 0.021 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.078 0.417 0.400 0.307 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.346 0.239 0.996 0.385 a = climbing down 0.000 0.993 0.138 0.242 b = climbing up 0.000 1.000 0.633 0.776 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 0.943 0.972 0.957 g = running 0.018 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.078 0.434 0.395 0.293 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.210 0.187 0.444 0.263 a = climbing down 0.053 0.592 0.268 0.369 b = climbing up 0.000 1.000 0.125 0.222 c = jumping 0.000 1.000 0.305 0.468 d = lying 0.174 0.462 1.000 0.632 e = standing 0.093 0.003 0.002 0.002 f = sitting 0.049 0.750 1.000 0.857 g = running 0.107 0.011 0.008 0.009 h = walking ------------------------------------------------------- 0.089 0.453 0.403 0.365 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.225 0.264 0.743 0.389 a = climbing down 0.026 0.741 0.258 0.383 b = climbing up 0.000 1.000 0.045 0.087 c = jumping 0.000 1.000 0.305 0.468 d = lying 0.174 0.462 1.000 0.632 e = standing 0.093 0.003 0.002 0.002 f = sitting 0.028 0.839 1.000 0.913 g = running 0.106 0.014 0.010 0.011 h = walking ------------------------------------------------------- 0.081 0.506 0.429 0.385 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.232 0.297 0.905 0.448 a = climbing down 0.013 0.853 0.258 0.396 b = climbing up 0.000 1.000 0.023 0.044 c = jumping 0.000 1.000 0.312 0.475 d = lying 0.174 0.462 1.000 0.632 e = standing 0.092 0.003 0.002 0.002 f = sitting 0.021 0.872 0.988 0.927 g = running 0.103 0.002 0.002 0.002 h = walking ------------------------------------------------------- 0.078 0.536 0.443 0.394 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.252 0.297 0.980 0.456 a = climbing down 0.002 0.958 0.201 0.332 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.312 0.475 d = lying 0.174 0.462 1.000 0.632 e = standing 0.092 0.003 0.002 0.002 f = sitting 0.022 0.869 0.983 0.923 g = running 0.098 0.003 0.002 0.002 h = walking ------------------------------------------------------- 0.077 0.540 0.436 0.379 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.261 0.293 0.998 0.453 a = climbing down 0.000 0.994 0.175 0.297 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.312 0.475 d = lying 0.174 0.462 1.000 0.632 e = standing 0.092 0.003 0.002 0.002 f = sitting 0.022 0.869 0.983 0.923 g = running 0.095 0.003 0.002 0.002 h = walking ------------------------------------------------------- 0.077 0.548 0.432 0.371 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.279 0.280 1.000 0.438 a = climbing down 0.000 1.000 0.126 0.224 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.312 0.475 d = lying 0.174 0.462 1.000 0.632 e = standing 0.092 0.003 0.002 0.002 f = sitting 0.022 0.869 0.983 0.923 g = running 0.089 0.003 0.002 0.002 h = walking ------------------------------------------------------- 0.078 0.548 0.422 0.354 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.983 0.254 0.404 a = climbing down 0.031 0.767 0.771 0.769 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.958 0.997 0.977 d = lying 0.020 0.877 0.973 0.922 e = standing 0.005 0.973 0.854 0.909 f = sitting 0.000 0.999 0.965 0.981 g = running 0.102 0.619 0.982 0.759 h = walking ------------------------------------------------------- 0.022 0.890 0.858 0.844 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.983 0.258 0.409 a = climbing down 0.030 0.780 0.794 0.787 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.958 0.997 0.977 d = lying 0.018 0.887 0.970 0.926 e = standing 0.005 0.970 0.864 0.914 f = sitting 0.000 0.999 0.965 0.981 g = running 0.099 0.625 0.983 0.764 h = walking ------------------------------------------------------- 0.022 0.893 0.862 0.849 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.984 0.270 0.423 a = climbing down 0.030 0.789 0.841 0.814 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.958 0.997 0.977 d = lying 0.018 0.887 0.970 0.926 e = standing 0.005 0.970 0.864 0.914 f = sitting 0.000 0.999 0.965 0.981 g = running 0.091 0.644 0.983 0.778 h = walking ------------------------------------------------------- 0.021 0.897 0.869 0.856 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.976 0.274 0.428 a = climbing down 0.026 0.810 0.855 0.832 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.007 0.958 0.997 0.977 d = lying 0.017 0.890 0.973 0.930 e = standing 0.005 0.973 0.867 0.917 f = sitting 0.000 0.999 0.965 0.981 g = running 0.091 0.645 0.987 0.780 h = walking ------------------------------------------------------- 0.020 0.900 0.873 0.860 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.976 0.270 0.423 a = climbing down 0.024 0.824 0.857 0.840 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.958 0.997 0.977 d = lying 0.017 0.891 0.970 0.929 e = standing 0.005 0.970 0.869 0.917 f = sitting 0.000 1.000 0.964 0.981 g = running 0.094 0.640 0.990 0.777 h = walking ------------------------------------------------------- 0.020 0.901 0.873 0.859 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.976 0.279 0.434 a = climbing down 0.023 0.829 0.851 0.840 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.007 0.961 0.997 0.978 d = lying 0.018 0.887 0.987 0.934 e = standing 0.003 0.985 0.866 0.921 f = sitting 0.000 1.000 0.972 0.986 g = running 0.092 0.643 0.990 0.779 h = walking ------------------------------------------------------- 0.020 0.904 0.876 0.863 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.000 0.993 0.327 0.491 a = climbing down 0.030 0.738 0.645 0.689 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.001 0.993 0.940 0.966 d = lying 0.048 0.743 0.964 0.839 e = standing 0.015 0.900 0.732 0.808 f = sitting 0.014 0.944 0.990 0.966 g = running 0.105 0.610 0.978 0.752 h = walking ------------------------------------------------------- 0.030 0.853 0.816 0.805 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.986 0.327 0.491 a = climbing down 0.029 0.743 0.639 0.687 b = climbing up 0.000 1.000 0.482 0.651 c = jumping 0.001 0.991 0.938 0.964 d = lying 0.049 0.738 0.967 0.837 e = standing 0.015 0.901 0.722 0.801 f = sitting 0.014 0.945 0.990 0.967 g = running 0.107 0.606 0.977 0.748 h = walking ------------------------------------------------------- 0.030 0.852 0.814 0.803 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.987 0.333 0.498 a = climbing down 0.029 0.751 0.658 0.701 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.001 0.993 0.938 0.965 d = lying 0.048 0.741 0.969 0.840 e = standing 0.015 0.903 0.728 0.806 f = sitting 0.014 0.944 0.991 0.967 g = running 0.103 0.614 0.978 0.755 h = walking ------------------------------------------------------- 0.029 0.855 0.819 0.808 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.993 0.345 0.512 a = climbing down 0.029 0.763 0.715 0.738 b = climbing up 0.000 1.000 0.471 0.640 c = jumping 0.001 0.993 0.938 0.965 d = lying 0.046 0.751 0.967 0.845 e = standing 0.015 0.903 0.741 0.814 f = sitting 0.014 0.945 0.991 0.967 g = running 0.094 0.636 0.978 0.771 h = walking ------------------------------------------------------- 0.028 0.861 0.828 0.818 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 0.994 0.356 0.524 a = climbing down 0.029 0.773 0.742 0.757 b = climbing up 0.000 1.000 0.459 0.629 c = jumping 0.001 0.993 0.938 0.965 d = lying 0.046 0.754 0.979 0.852 e = standing 0.013 0.913 0.743 0.819 f = sitting 0.014 0.944 0.992 0.967 g = running 0.089 0.648 0.978 0.780 h = walking ------------------------------------------------------- 0.027 0.866 0.834 0.824 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.994 0.367 0.536 a = climbing down 0.029 0.774 0.748 0.761 b = climbing up 0.000 1.000 0.494 0.661 c = jumping 0.001 0.995 0.938 0.966 d = lying 0.046 0.754 0.977 0.851 e = standing 0.014 0.912 0.744 0.820 f = sitting 0.013 0.947 0.992 0.969 g = running 0.087 0.654 0.978 0.784 h = walking ------------------------------------------------------- 0.026 0.868 0.837 0.827 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.028 0.735 0.665 0.698 a = climbing down 0.009 0.845 0.513 0.638 b = climbing up 0.000 1.000 0.963 0.981 c = jumping 0.002 0.990 0.787 0.877 d = lying 0.038 0.833 0.976 0.899 e = standing 0.021 0.883 0.918 0.900 f = sitting 0.006 0.970 1.000 0.985 g = running 0.057 0.757 0.957 0.845 h = walking ------------------------------------------------------- 0.023 0.870 0.863 0.858 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.753 0.670 0.709 a = climbing down 0.010 0.845 0.530 0.651 b = climbing up 0.000 1.000 0.925 0.961 c = jumping 0.002 0.990 0.787 0.877 d = lying 0.038 0.831 0.978 0.898 e = standing 0.020 0.888 0.918 0.903 f = sitting 0.007 0.965 1.000 0.982 g = running 0.056 0.760 0.960 0.849 h = walking ------------------------------------------------------- 0.023 0.872 0.865 0.860 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.025 0.756 0.660 0.705 a = climbing down 0.009 0.846 0.516 0.641 b = climbing up 0.000 1.000 0.950 0.974 c = jumping 0.002 0.990 0.797 0.883 d = lying 0.039 0.830 0.978 0.898 e = standing 0.018 0.899 0.918 0.908 f = sitting 0.006 0.968 1.000 0.984 g = running 0.060 0.750 0.964 0.844 h = walking ------------------------------------------------------- 0.023 0.873 0.865 0.860 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.023 0.769 0.665 0.713 a = climbing down 0.009 0.847 0.521 0.646 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.002 0.990 0.811 0.892 d = lying 0.038 0.832 0.978 0.899 e = standing 0.015 0.910 0.918 0.914 f = sitting 0.006 0.967 1.000 0.983 g = running 0.060 0.751 0.965 0.845 h = walking ------------------------------------------------------- 0.022 0.876 0.869 0.864 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.780 0.657 0.714 a = climbing down 0.010 0.841 0.513 0.637 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.002 0.987 0.825 0.899 d = lying 0.038 0.833 0.984 0.902 e = standing 0.011 0.935 0.918 0.926 f = sitting 0.006 0.968 1.000 0.984 g = running 0.063 0.741 0.967 0.839 h = walking ------------------------------------------------------- 0.022 0.879 0.871 0.866 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.020 0.788 0.650 0.712 a = climbing down 0.010 0.848 0.538 0.659 b = climbing up 0.000 1.000 0.938 0.968 c = jumping 0.002 0.987 0.838 0.906 d = lying 0.038 0.833 0.984 0.902 e = standing 0.008 0.948 0.918 0.933 f = sitting 0.006 0.968 1.000 0.984 g = running 0.062 0.742 0.967 0.840 h = walking ------------------------------------------------------- 0.021 0.882 0.874 0.870 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.045 0.644 0.704 0.672 a = climbing down 0.002 0.929 0.223 0.359 b = climbing up 0.001 0.800 0.156 0.261 c = jumping 0.023 0.885 0.895 0.890 d = lying 0.027 0.874 0.971 0.920 e = standing 0.018 0.880 0.761 0.816 f = sitting 0.026 0.879 1.000 0.936 g = running 0.068 0.727 0.977 0.833 h = walking ------------------------------------------------------- 0.030 0.834 0.821 0.799 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.647 0.711 0.678 a = climbing down 0.002 0.919 0.226 0.362 b = climbing up 0.001 0.826 0.247 0.380 c = jumping 0.018 0.907 0.885 0.896 d = lying 0.030 0.865 0.990 0.923 e = standing 0.016 0.895 0.775 0.831 f = sitting 0.023 0.893 1.000 0.944 g = running 0.068 0.728 0.977 0.834 h = walking ------------------------------------------------------- 0.029 0.841 0.828 0.807 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.663 0.711 0.686 a = climbing down 0.002 0.928 0.257 0.403 b = climbing up 0.001 0.886 0.403 0.554 c = jumping 0.019 0.902 0.885 0.894 d = lying 0.030 0.864 0.990 0.923 e = standing 0.016 0.894 0.768 0.826 f = sitting 0.019 0.909 1.000 0.952 g = running 0.068 0.729 0.977 0.835 h = walking ------------------------------------------------------- 0.028 0.846 0.833 0.816 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.037 0.682 0.701 0.692 a = climbing down 0.002 0.936 0.294 0.448 b = climbing up 0.001 0.900 0.468 0.615 c = jumping 0.018 0.904 0.887 0.895 d = lying 0.030 0.864 0.990 0.923 e = standing 0.015 0.896 0.770 0.828 f = sitting 0.017 0.916 1.000 0.956 g = running 0.069 0.725 0.978 0.833 h = walking ------------------------------------------------------- 0.028 0.850 0.837 0.822 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.039 0.686 0.734 0.709 a = climbing down 0.002 0.936 0.294 0.448 b = climbing up 0.001 0.941 0.623 0.750 c = jumping 0.019 0.903 0.888 0.895 d = lying 0.030 0.864 0.990 0.923 e = standing 0.015 0.900 0.770 0.830 f = sitting 0.014 0.933 1.000 0.965 g = running 0.064 0.740 0.978 0.843 h = walking ------------------------------------------------------- 0.026 0.857 0.844 0.830 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.038 0.693 0.742 0.716 a = climbing down 0.002 0.939 0.309 0.465 b = climbing up 0.001 0.944 0.662 0.779 c = jumping 0.018 0.906 0.888 0.897 d = lying 0.030 0.863 0.995 0.924 e = standing 0.014 0.901 0.768 0.829 f = sitting 0.012 0.938 1.000 0.968 g = running 0.062 0.745 0.980 0.846 h = walking ------------------------------------------------------- 0.026 0.860 0.848 0.835 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.897 0.311 0.462 a = climbing down 0.052 0.669 0.698 0.683 b = climbing up 0.000 1.000 0.765 0.867 c = jumping 0.052 0.762 0.968 0.852 d = lying 0.072 0.675 0.938 0.785 e = standing 0.008 0.861 0.296 0.441 f = sitting 0.007 0.964 0.993 0.979 g = running 0.096 0.643 0.919 0.756 h = walking ------------------------------------------------------- 0.042 0.784 0.751 0.723 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.886 0.313 0.463 a = climbing down 0.053 0.677 0.731 0.703 b = climbing up 0.000 1.000 0.765 0.867 c = jumping 0.052 0.761 0.968 0.852 d = lying 0.098 0.601 0.932 0.731 e = standing 0.009 0.714 0.133 0.224 f = sitting 0.007 0.964 0.995 0.979 g = running 0.090 0.656 0.914 0.764 h = walking ------------------------------------------------------- 0.045 0.755 0.731 0.689 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.899 0.320 0.472 a = climbing down 0.052 0.684 0.737 0.710 b = climbing up 0.000 1.000 0.776 0.874 c = jumping 0.052 0.761 0.968 0.852 d = lying 0.102 0.592 0.930 0.723 e = standing 0.009 0.667 0.110 0.189 f = sitting 0.006 0.966 0.997 0.981 g = running 0.088 0.663 0.924 0.772 h = walking ------------------------------------------------------- 0.045 0.750 0.731 0.686 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.894 0.322 0.474 a = climbing down 0.052 0.690 0.756 0.721 b = climbing up 0.000 1.000 0.776 0.874 c = jumping 0.055 0.753 0.968 0.847 d = lying 0.100 0.596 0.930 0.727 e = standing 0.009 0.663 0.108 0.186 f = sitting 0.006 0.966 0.997 0.981 g = running 0.084 0.677 0.930 0.783 h = walking ------------------------------------------------------- 0.045 0.752 0.735 0.689 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.895 0.324 0.476 a = climbing down 0.047 0.710 0.763 0.736 b = climbing up 0.000 1.000 0.741 0.851 c = jumping 0.054 0.754 0.968 0.847 d = lying 0.102 0.592 0.930 0.724 e = standing 0.009 0.644 0.099 0.172 f = sitting 0.007 0.961 0.997 0.979 g = running 0.084 0.678 0.943 0.789 h = walking ------------------------------------------------------- 0.044 0.751 0.736 0.689 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.893 0.336 0.488 a = climbing down 0.045 0.719 0.754 0.736 b = climbing up 0.000 1.000 0.729 0.844 c = jumping 0.055 0.753 0.971 0.848 d = lying 0.101 0.593 0.930 0.724 e = standing 0.008 0.659 0.099 0.173 f = sitting 0.007 0.960 0.997 0.978 g = running 0.086 0.673 0.944 0.786 h = walking ------------------------------------------------------- 0.044 0.753 0.736 0.690 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.966 0.571 0.718 a = climbing down 0.038 0.729 0.673 0.700 b = climbing up 0.000 1.000 0.119 0.213 c = jumping 0.020 0.892 0.964 0.927 d = lying 0.131 0.542 0.974 0.697 e = standing 0.010 0.557 0.079 0.138 f = sitting 0.022 0.888 0.993 0.938 g = running 0.087 0.661 0.898 0.761 h = walking ------------------------------------------------------- 0.045 0.749 0.734 0.691 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.966 0.573 0.719 a = climbing down 0.037 0.732 0.673 0.701 b = climbing up 0.000 1.000 0.119 0.213 c = jumping 0.020 0.895 0.966 0.929 d = lying 0.125 0.554 0.974 0.706 e = standing 0.010 0.660 0.118 0.200 f = sitting 0.022 0.888 0.993 0.938 g = running 0.087 0.661 0.900 0.762 h = walking ------------------------------------------------------- 0.044 0.766 0.740 0.702 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.966 0.573 0.719 a = climbing down 0.033 0.754 0.679 0.715 b = climbing up 0.000 1.000 0.179 0.303 c = jumping 0.020 0.895 0.966 0.929 d = lying 0.128 0.547 0.971 0.700 e = standing 0.011 0.609 0.100 0.172 f = sitting 0.021 0.895 0.993 0.941 g = running 0.086 0.667 0.919 0.773 h = walking ------------------------------------------------------- 0.043 0.762 0.742 0.703 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.970 0.582 0.728 a = climbing down 0.032 0.763 0.681 0.720 b = climbing up 0.000 1.000 0.274 0.430 c = jumping 0.021 0.890 0.966 0.926 d = lying 0.134 0.535 0.969 0.690 e = standing 0.011 0.464 0.057 0.102 f = sitting 0.018 0.905 0.993 0.947 g = running 0.085 0.670 0.923 0.777 h = walking ------------------------------------------------------- 0.044 0.743 0.740 0.697 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.973 0.578 0.725 a = climbing down 0.031 0.766 0.679 0.720 b = climbing up 0.000 1.000 0.286 0.444 c = jumping 0.024 0.874 0.966 0.918 d = lying 0.133 0.535 0.963 0.688 e = standing 0.012 0.365 0.041 0.074 f = sitting 0.018 0.907 0.993 0.948 g = running 0.086 0.669 0.928 0.778 h = walking ------------------------------------------------------- 0.044 0.728 0.737 0.692 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.973 0.575 0.723 a = climbing down 0.030 0.776 0.694 0.733 b = climbing up 0.000 1.000 0.345 0.513 c = jumping 0.022 0.884 0.966 0.923 d = lying 0.138 0.526 0.956 0.678 e = standing 0.013 0.267 0.029 0.052 f = sitting 0.017 0.914 0.993 0.952 g = running 0.085 0.675 0.933 0.783 h = walking ------------------------------------------------------- 0.044 0.717 0.738 0.692 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.090 0.482 0.729 0.580 a = climbing down 0.055 0.667 0.661 0.664 b = climbing up 0.000 0.981 0.841 0.906 c = jumping 0.003 0.983 0.985 0.984 d = lying 0.040 0.754 0.804 0.778 e = standing 0.032 0.780 0.727 0.753 f = sitting 0.004 0.980 0.995 0.988 g = running 0.018 0.860 0.579 0.692 h = walking ------------------------------------------------------- 0.031 0.809 0.789 0.791 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.087 0.493 0.739 0.592 a = climbing down 0.041 0.724 0.651 0.686 b = climbing up 0.000 1.000 0.841 0.914 c = jumping 0.002 0.987 0.985 0.986 d = lying 0.038 0.761 0.800 0.780 e = standing 0.033 0.780 0.743 0.761 f = sitting 0.004 0.980 0.997 0.988 g = running 0.023 0.838 0.641 0.727 h = walking ------------------------------------------------------- 0.029 0.817 0.800 0.803 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.078 0.517 0.732 0.606 a = climbing down 0.039 0.742 0.672 0.705 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.002 0.987 0.985 0.986 d = lying 0.035 0.776 0.796 0.786 e = standing 0.033 0.782 0.764 0.773 f = sitting 0.004 0.979 0.997 0.988 g = running 0.026 0.832 0.678 0.747 h = walking ------------------------------------------------------- 0.028 0.823 0.810 0.813 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.079 0.516 0.734 0.606 a = climbing down 0.033 0.765 0.659 0.708 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.002 0.987 0.985 0.986 d = lying 0.030 0.800 0.794 0.797 e = standing 0.033 0.787 0.795 0.791 f = sitting 0.004 0.979 0.997 0.988 g = running 0.028 0.821 0.698 0.754 h = walking ------------------------------------------------------- 0.027 0.828 0.816 0.818 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.073 0.535 0.732 0.618 a = climbing down 0.031 0.780 0.664 0.718 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.002 0.988 0.985 0.987 d = lying 0.026 0.825 0.788 0.806 e = standing 0.034 0.790 0.828 0.808 f = sitting 0.004 0.979 0.997 0.988 g = running 0.032 0.808 0.722 0.763 h = walking ------------------------------------------------------- 0.026 0.834 0.824 0.826 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.065 0.563 0.732 0.637 a = climbing down 0.027 0.815 0.712 0.760 b = climbing up 0.000 1.000 0.825 0.904 c = jumping 0.002 0.988 0.983 0.986 d = lying 0.026 0.823 0.786 0.804 e = standing 0.035 0.786 0.826 0.806 f = sitting 0.004 0.979 0.997 0.988 g = running 0.034 0.800 0.736 0.767 h = walking ------------------------------------------------------- 0.025 0.840 0.832 0.834 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.050 0.652 0.817 0.725 a = climbing down 0.038 0.741 0.657 0.696 b = climbing up 0.000 1.000 0.117 0.209 c = jumping 0.001 0.995 0.978 0.986 d = lying 0.018 0.879 0.855 0.867 e = standing 0.026 0.839 0.878 0.858 f = sitting 0.020 0.904 0.998 0.949 g = running 0.027 0.845 0.779 0.811 h = walking ------------------------------------------------------- 0.024 0.849 0.844 0.839 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.056 0.627 0.822 0.711 a = climbing down 0.036 0.751 0.657 0.701 b = climbing up 0.000 1.000 0.117 0.209 c = jumping 0.001 0.995 0.978 0.986 d = lying 0.016 0.893 0.853 0.873 e = standing 0.027 0.839 0.893 0.865 f = sitting 0.020 0.903 0.998 0.948 g = running 0.026 0.844 0.752 0.795 h = walking ------------------------------------------------------- 0.024 0.849 0.842 0.837 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.051 0.650 0.820 0.725 a = climbing down 0.034 0.768 0.668 0.714 b = climbing up 0.000 1.000 0.117 0.209 c = jumping 0.001 0.995 0.978 0.986 d = lying 0.009 0.938 0.857 0.895 e = standing 0.026 0.849 0.938 0.891 f = sitting 0.020 0.904 0.998 0.949 g = running 0.028 0.840 0.782 0.810 h = walking ------------------------------------------------------- 0.022 0.861 0.855 0.850 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.048 0.658 0.797 0.721 a = climbing down 0.028 0.793 0.653 0.716 b = climbing up 0.000 1.000 0.150 0.261 c = jumping 0.001 0.995 0.978 0.986 d = lying 0.004 0.969 0.859 0.911 e = standing 0.026 0.854 0.967 0.907 f = sitting 0.019 0.907 0.998 0.950 g = running 0.033 0.825 0.831 0.828 h = walking ------------------------------------------------------- 0.021 0.868 0.862 0.858 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.044 0.670 0.779 0.721 a = climbing down 0.026 0.812 0.668 0.733 b = climbing up 0.000 1.000 0.167 0.286 c = jumping 0.001 0.995 0.978 0.986 d = lying 0.004 0.969 0.859 0.911 e = standing 0.026 0.854 0.967 0.907 f = sitting 0.019 0.908 0.998 0.951 g = running 0.035 0.818 0.850 0.834 h = walking ------------------------------------------------------- 0.021 0.872 0.866 0.861 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.041 0.685 0.779 0.729 a = climbing down 0.024 0.821 0.672 0.739 b = climbing up 0.000 1.000 0.183 0.310 c = jumping 0.001 0.995 0.978 0.986 d = lying 0.002 0.989 0.867 0.924 e = standing 0.025 0.862 0.984 0.919 f = sitting 0.018 0.910 0.998 0.952 g = running 0.038 0.810 0.859 0.834 h = walking ------------------------------------------------------- 0.020 0.877 0.872 0.867 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.711 0.137 0.229 a = climbing down 0.157 0.482 0.954 0.640 b = climbing up 0.007 0.786 0.979 0.872 c = jumping 0.010 0.944 0.980 0.962 d = lying 0.093 0.661 0.972 0.787 e = standing 0.007 0.870 0.314 0.462 f = sitting 0.005 0.969 0.956 0.962 g = running 0.030 0.763 0.510 0.611 h = walking ------------------------------------------------------- 0.044 0.777 0.729 0.697 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.711 0.137 0.229 a = climbing down 0.160 0.478 0.954 0.637 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.010 0.948 0.980 0.963 d = lying 0.094 0.659 0.972 0.786 e = standing 0.007 0.870 0.314 0.462 f = sitting 0.005 0.970 0.998 0.984 g = running 0.029 0.766 0.502 0.606 h = walking ------------------------------------------------------- 0.044 0.782 0.734 0.702 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.726 0.134 0.226 a = climbing down 0.160 0.478 0.956 0.637 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.010 0.948 0.980 0.963 d = lying 0.094 0.660 0.972 0.786 e = standing 0.007 0.871 0.316 0.464 f = sitting 0.005 0.970 0.998 0.984 g = running 0.028 0.771 0.506 0.611 h = walking ------------------------------------------------------- 0.044 0.785 0.735 0.703 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.746 0.134 0.227 a = climbing down 0.170 0.463 0.958 0.624 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.009 0.949 0.980 0.964 d = lying 0.097 0.654 0.979 0.784 e = standing 0.006 0.885 0.298 0.446 f = sitting 0.005 0.970 0.998 0.984 g = running 0.024 0.789 0.476 0.594 h = walking ------------------------------------------------------- 0.045 0.789 0.729 0.696 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.757 0.134 0.228 a = climbing down 0.172 0.461 0.958 0.622 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.008 0.954 0.980 0.967 d = lying 0.101 0.646 0.984 0.780 e = standing 0.005 0.895 0.278 0.424 f = sitting 0.005 0.970 0.998 0.984 g = running 0.024 0.789 0.469 0.588 h = walking ------------------------------------------------------- 0.046 0.790 0.726 0.692 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.776 0.132 0.225 a = climbing down 0.177 0.454 0.962 0.617 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.007 0.963 0.980 0.971 d = lying 0.102 0.643 0.987 0.779 e = standing 0.004 0.907 0.278 0.425 f = sitting 0.006 0.969 0.998 0.983 g = running 0.022 0.794 0.448 0.573 h = walking ------------------------------------------------------- 0.046 0.794 0.724 0.689 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.005 0.910 0.484 0.631 a = climbing down 0.165 0.465 0.938 0.622 b = climbing up 0.011 0.677 0.978 0.800 c = jumping 0.016 0.910 0.934 0.922 d = lying 0.066 0.737 0.985 0.843 e = standing 0.010 0.873 0.476 0.616 f = sitting 0.007 0.959 0.928 0.944 g = running 0.024 0.690 0.285 0.404 h = walking ------------------------------------------------------- 0.042 0.786 0.737 0.720 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.917 0.478 0.629 a = climbing down 0.167 0.463 0.942 0.621 b = climbing up 0.000 0.989 0.978 0.983 c = jumping 0.016 0.910 0.934 0.922 d = lying 0.066 0.737 0.985 0.843 e = standing 0.010 0.873 0.476 0.616 f = sitting 0.006 0.965 0.998 0.982 g = running 0.023 0.696 0.285 0.405 h = walking ------------------------------------------------------- 0.041 0.796 0.747 0.730 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.935 0.476 0.631 a = climbing down 0.167 0.464 0.944 0.622 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.015 0.915 0.934 0.924 d = lying 0.084 0.689 0.989 0.812 e = standing 0.010 0.837 0.358 0.501 f = sitting 0.006 0.967 1.000 0.983 g = running 0.024 0.698 0.292 0.411 h = walking ------------------------------------------------------- 0.044 0.787 0.735 0.713 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.932 0.484 0.637 a = climbing down 0.163 0.470 0.944 0.628 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.915 0.934 0.924 d = lying 0.076 0.708 0.989 0.825 e = standing 0.010 0.854 0.407 0.551 f = sitting 0.006 0.969 1.000 0.984 g = running 0.024 0.704 0.305 0.425 h = walking ------------------------------------------------------- 0.042 0.794 0.744 0.725 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.932 0.489 0.641 a = climbing down 0.162 0.471 0.944 0.628 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.015 0.920 0.934 0.927 d = lying 0.077 0.707 0.990 0.825 e = standing 0.010 0.855 0.409 0.553 f = sitting 0.006 0.969 1.000 0.984 g = running 0.024 0.703 0.303 0.424 h = walking ------------------------------------------------------- 0.042 0.795 0.745 0.726 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.003 0.941 0.486 0.641 a = climbing down 0.164 0.468 0.944 0.626 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.013 0.929 0.934 0.931 d = lying 0.087 0.682 0.992 0.808 e = standing 0.010 0.835 0.352 0.495 f = sitting 0.006 0.969 1.000 0.984 g = running 0.024 0.703 0.300 0.420 h = walking ------------------------------------------------------- 0.044 0.790 0.737 0.716 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.067 0.397 0.647 0.492 a = climbing down 0.004 0.862 0.169 0.283 b = climbing up 0.001 0.972 1.000 0.986 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.177 0.494 1.000 0.661 e = standing 0.172 0.016 0.018 0.017 f = sitting 0.028 0.871 1.000 0.931 g = running 0.061 0.766 0.941 0.845 h = walking ------------------------------------------------------- 0.070 0.672 0.559 0.486 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.069 0.395 0.655 0.493 a = climbing down 0.004 0.865 0.161 0.272 b = climbing up 0.001 0.959 1.000 0.979 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.177 0.494 1.000 0.661 e = standing 0.172 0.016 0.018 0.017 f = sitting 0.028 0.873 1.000 0.932 g = running 0.060 0.771 0.944 0.849 h = walking ------------------------------------------------------- 0.070 0.673 0.559 0.485 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.064 0.426 0.694 0.528 a = climbing down 0.003 0.884 0.159 0.270 b = climbing up 0.000 0.986 1.000 0.993 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.178 0.492 1.000 0.660 e = standing 0.172 0.009 0.010 0.010 f = sitting 0.026 0.882 1.000 0.937 g = running 0.062 0.769 0.964 0.856 h = walking ------------------------------------------------------- 0.069 0.678 0.564 0.488 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.069 0.418 0.728 0.531 a = climbing down 0.002 0.905 0.140 0.243 b = climbing up 0.001 0.959 1.000 0.979 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.178 0.492 1.000 0.660 e = standing 0.172 0.009 0.010 0.010 f = sitting 0.019 0.910 1.000 0.953 g = running 0.063 0.765 0.966 0.854 h = walking ------------------------------------------------------- 0.069 0.683 0.564 0.487 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.072 0.410 0.728 0.525 a = climbing down 0.003 0.892 0.138 0.239 b = climbing up 0.001 0.946 1.000 0.972 c = jumping 0.000 1.000 0.002 0.003 d = lying 0.179 0.491 1.000 0.659 e = standing 0.172 0.007 0.008 0.008 f = sitting 0.018 0.915 1.000 0.955 g = running 0.062 0.770 0.964 0.856 h = walking ------------------------------------------------------- 0.069 0.682 0.563 0.487 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.074 0.409 0.745 0.528 a = climbing down 0.002 0.903 0.136 0.236 b = climbing up 0.001 0.959 1.000 0.979 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.179 0.491 1.000 0.659 e = standing 0.172 0.005 0.006 0.006 f = sitting 0.016 0.922 1.000 0.959 g = running 0.061 0.770 0.961 0.855 h = walking ------------------------------------------------------- 0.068 0.519 0.563 0.486 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.052 0.499 0.748 0.598 a = climbing down 0.003 0.925 0.206 0.337 b = climbing up 0.001 0.964 0.815 0.883 c = jumping 0.001 0.824 0.023 0.045 d = lying 0.154 0.528 1.000 0.691 e = standing 0.186 0.035 0.042 0.038 f = sitting 0.017 0.920 1.000 0.958 g = running 0.080 0.718 0.953 0.819 h = walking ------------------------------------------------------- 0.069 0.664 0.576 0.512 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.050 0.501 0.735 0.596 a = climbing down 0.003 0.927 0.213 0.346 b = climbing up 0.001 0.946 0.815 0.876 c = jumping 0.001 0.400 0.003 0.007 d = lying 0.155 0.527 1.000 0.690 e = standing 0.190 0.031 0.038 0.034 f = sitting 0.017 0.917 1.000 0.957 g = running 0.080 0.719 0.957 0.821 h = walking ------------------------------------------------------- 0.070 0.593 0.573 0.506 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.051 0.504 0.756 0.605 a = climbing down 0.003 0.909 0.168 0.284 b = climbing up 0.002 0.900 0.831 0.864 c = jumping 0.001 0.400 0.003 0.007 d = lying 0.156 0.525 1.000 0.689 e = standing 0.190 0.026 0.032 0.029 f = sitting 0.015 0.929 1.000 0.963 g = running 0.084 0.711 0.964 0.818 h = walking ------------------------------------------------------- 0.070 0.589 0.569 0.498 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.050 0.512 0.756 0.610 a = climbing down 0.002 0.923 0.177 0.297 b = climbing up 0.002 0.900 0.831 0.864 c = jumping 0.001 0.400 0.003 0.007 d = lying 0.155 0.527 1.000 0.690 e = standing 0.190 0.031 0.038 0.034 f = sitting 0.015 0.929 1.000 0.963 g = running 0.084 0.712 0.969 0.821 h = walking ------------------------------------------------------- 0.070 0.593 0.572 0.501 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.049 0.521 0.782 0.626 a = climbing down 0.002 0.921 0.173 0.291 b = climbing up 0.002 0.900 0.831 0.864 c = jumping 0.001 0.400 0.003 0.007 d = lying 0.155 0.527 1.000 0.690 e = standing 0.190 0.031 0.038 0.034 f = sitting 0.013 0.935 1.000 0.966 g = running 0.084 0.713 0.970 0.822 h = walking ------------------------------------------------------- 0.069 0.594 0.573 0.502 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.051 0.515 0.791 0.624 a = climbing down 0.002 0.915 0.158 0.269 b = climbing up 0.002 0.900 0.831 0.864 c = jumping 0.001 0.400 0.003 0.007 d = lying 0.155 0.527 1.000 0.690 e = standing 0.190 0.031 0.038 0.034 f = sitting 0.013 0.938 1.000 0.968 g = running 0.084 0.713 0.972 0.823 h = walking ------------------------------------------------------- 0.069 0.594 0.572 0.500 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.590 0.363 0.450 a = climbing down 0.260 0.312 0.781 0.446 b = climbing up 0.004 0.782 0.762 0.772 c = jumping 0.254 0.398 0.983 0.567 d = lying 0.018 0.704 0.298 0.419 e = standing 0.006 0.174 0.007 0.013 f = sitting 0.005 0.968 0.868 0.915 g = running 0.029 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.084 0.446 0.475 0.404 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.816 0.357 0.496 a = climbing down 0.270 0.350 0.958 0.512 b = climbing up 0.000 0.982 0.700 0.818 c = jumping 0.256 0.398 0.992 0.568 d = lying 0.019 0.693 0.296 0.415 e = standing 0.001 0.429 0.005 0.010 f = sitting 0.006 0.962 0.892 0.926 g = running 0.016 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.080 0.515 0.501 0.420 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.890 0.335 0.487 a = climbing down 0.273 0.353 0.987 0.520 b = climbing up 0.000 0.984 0.750 0.851 c = jumping 0.264 0.391 0.995 0.562 d = lying 0.018 0.660 0.243 0.355 e = standing 0.001 0.429 0.005 0.010 f = sitting 0.006 0.965 0.892 0.927 g = running 0.015 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.081 0.520 0.497 0.412 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.886 0.320 0.470 a = climbing down 0.275 0.352 0.989 0.519 b = climbing up 0.000 0.983 0.738 0.843 c = jumping 0.268 0.388 0.995 0.558 d = lying 0.017 0.659 0.227 0.338 e = standing 0.001 0.500 0.005 0.010 f = sitting 0.006 0.964 0.892 0.927 g = running 0.015 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.082 0.529 0.493 0.407 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.914 0.324 0.478 a = climbing down 0.279 0.350 0.991 0.517 b = climbing up 0.000 0.986 0.863 0.920 c = jumping 0.266 0.389 0.992 0.559 d = lying 0.018 0.663 0.239 0.352 e = standing 0.001 0.500 0.005 0.010 f = sitting 0.003 0.981 0.892 0.934 g = running 0.012 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.081 0.535 0.498 0.412 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.981 0.330 0.494 a = climbing down 0.274 0.355 0.996 0.524 b = climbing up 0.000 0.985 0.838 0.905 c = jumping 0.267 0.389 0.992 0.558 d = lying 0.016 0.689 0.247 0.364 e = standing 0.001 0.500 0.005 0.010 f = sitting 0.004 0.977 0.892 0.933 g = running 0.019 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.081 0.546 0.500 0.416 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.030 0.661 0.460 0.542 a = climbing down 0.245 0.344 0.850 0.490 b = climbing up 0.002 0.926 0.949 0.938 c = jumping 0.227 0.429 1.000 0.600 d = lying 0.003 0.947 0.347 0.508 e = standing 0.039 0.007 0.002 0.003 f = sitting 0.002 0.989 0.877 0.930 g = running 0.023 0.049 0.006 0.011 h = walking ------------------------------------------------------- 0.079 0.483 0.509 0.442 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.778 0.436 0.559 a = climbing down 0.250 0.356 0.918 0.514 b = climbing up 0.000 0.982 0.696 0.815 c = jumping 0.229 0.426 1.000 0.598 d = lying 0.005 0.899 0.333 0.486 e = standing 0.036 0.000 0.000 0.000 f = sitting 0.009 0.950 0.884 0.916 g = running 0.025 0.023 0.003 0.005 h = walking ------------------------------------------------------- 0.079 0.481 0.508 0.438 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.823 0.425 0.560 a = climbing down 0.252 0.362 0.949 0.524 b = climbing up 0.000 0.977 0.544 0.699 c = jumping 0.231 0.424 1.000 0.596 d = lying 0.004 0.929 0.333 0.491 e = standing 0.036 0.000 0.000 0.000 f = sitting 0.013 0.926 0.884 0.904 g = running 0.023 0.025 0.003 0.005 h = walking ------------------------------------------------------- 0.080 0.487 0.508 0.436 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.908 0.429 0.583 a = climbing down 0.255 0.369 0.991 0.538 b = climbing up 0.000 1.000 0.456 0.626 c = jumping 0.237 0.418 1.000 0.590 d = lying 0.002 0.951 0.306 0.463 e = standing 0.036 0.000 0.000 0.000 f = sitting 0.016 0.912 0.884 0.898 g = running 0.020 0.015 0.002 0.003 h = walking ------------------------------------------------------- 0.080 0.496 0.509 0.433 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.901 0.436 0.587 a = climbing down 0.255 0.369 0.991 0.538 b = climbing up 0.000 1.000 0.519 0.683 c = jumping 0.236 0.419 1.000 0.591 d = lying 0.002 0.952 0.310 0.467 e = standing 0.036 0.000 0.000 0.000 f = sitting 0.014 0.921 0.884 0.902 g = running 0.019 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.079 0.495 0.511 0.435 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.915 0.495 0.642 a = climbing down 0.249 0.375 0.991 0.544 b = climbing up 0.000 1.000 0.519 0.683 c = jumping 0.232 0.423 1.000 0.595 d = lying 0.004 0.927 0.325 0.482 e = standing 0.036 0.000 0.000 0.000 f = sitting 0.012 0.930 0.884 0.907 g = running 0.019 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.078 0.496 0.520 0.445 Weighted Avg. >> thighwaist >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.075 0.381 0.355 0.368 a = climbing down 0.074 0.695 0.930 0.796 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 0.726 0.231 0.350 e = standing 0.273 0.394 0.943 0.555 f = sitting 0.001 0.985 0.557 0.711 g = running 0.042 0.797 0.893 0.842 h = walking ------------------------------------------------------- 0.071 0.574 0.596 0.542 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.072 0.395 0.360 0.376 a = climbing down 0.072 0.702 0.927 0.799 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 0.730 0.242 0.364 e = standing 0.271 0.394 0.941 0.556 f = sitting 0.001 0.986 0.575 0.726 g = running 0.043 0.796 0.904 0.847 h = walking ------------------------------------------------------- 0.070 0.577 0.601 0.548 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.071 0.401 0.368 0.384 a = climbing down 0.066 0.718 0.927 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 0.730 0.242 0.364 e = standing 0.271 0.394 0.941 0.556 f = sitting 0.001 0.986 0.579 0.729 g = running 0.044 0.792 0.917 0.850 h = walking ------------------------------------------------------- 0.070 0.580 0.604 0.551 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.069 0.408 0.368 0.387 a = climbing down 0.070 0.707 0.925 0.801 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 0.725 0.235 0.355 e = standing 0.272 0.394 0.941 0.555 f = sitting 0.001 0.986 0.589 0.737 g = running 0.044 0.793 0.904 0.845 h = walking ------------------------------------------------------- 0.070 0.578 0.603 0.550 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.066 0.430 0.383 0.405 a = climbing down 0.070 0.710 0.937 0.808 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 0.740 0.254 0.378 e = standing 0.270 0.396 0.941 0.557 f = sitting 0.001 0.986 0.611 0.754 g = running 0.041 0.803 0.898 0.848 h = walking ------------------------------------------------------- 0.069 0.585 0.610 0.558 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.056 0.475 0.387 0.427 a = climbing down 0.067 0.716 0.925 0.807 b = climbing up 0.000 1.000 0.987 0.993 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.010 0.758 0.280 0.409 e = standing 0.267 0.399 0.941 0.560 f = sitting 0.002 0.985 0.675 0.801 g = running 0.042 0.799 0.912 0.851 h = walking ------------------------------------------------------- 0.067 0.593 0.623 0.572 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.760 0.712 0.735 a = climbing down 0.032 0.840 0.908 0.873 b = climbing up 0.001 0.971 0.907 0.938 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.003 0.955 0.597 0.734 e = standing 0.225 0.453 0.995 0.623 f = sitting 0.002 0.984 0.824 0.897 g = running 0.044 0.786 0.886 0.833 h = walking ------------------------------------------------------- 0.051 0.671 0.715 0.671 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.030 0.752 0.707 0.729 a = climbing down 0.033 0.833 0.911 0.870 b = climbing up 0.000 1.000 0.840 0.913 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.004 0.951 0.594 0.731 e = standing 0.225 0.453 0.995 0.623 f = sitting 0.004 0.974 0.820 0.891 g = running 0.044 0.786 0.878 0.829 h = walking ------------------------------------------------------- 0.052 0.667 0.712 0.667 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.808 0.712 0.757 a = climbing down 0.027 0.860 0.900 0.880 b = climbing up 0.000 1.000 0.827 0.905 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.004 0.951 0.594 0.731 e = standing 0.225 0.453 0.995 0.623 f = sitting 0.004 0.973 0.871 0.919 g = running 0.045 0.787 0.914 0.846 h = walking ------------------------------------------------------- 0.050 0.678 0.723 0.679 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.902 0.712 0.796 a = climbing down 0.029 0.854 0.917 0.884 b = climbing up 0.000 1.000 0.827 0.905 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.004 0.951 0.599 0.735 e = standing 0.225 0.454 0.995 0.623 f = sitting 0.004 0.975 0.944 0.960 g = running 0.042 0.800 0.906 0.850 h = walking ------------------------------------------------------- 0.048 0.690 0.736 0.691 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.957 0.712 0.816 a = climbing down 0.025 0.869 0.910 0.889 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 0.599 0.736 e = standing 0.225 0.453 0.995 0.623 f = sitting 0.003 0.980 0.980 0.980 g = running 0.044 0.795 0.925 0.855 h = walking ------------------------------------------------------- 0.047 0.699 0.743 0.698 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.957 0.714 0.818 a = climbing down 0.023 0.880 0.910 0.895 b = climbing up 0.000 1.000 0.827 0.905 c = jumping 0.000 0.000 0.000 0.000 d = lying 0.003 0.955 0.599 0.736 e = standing 0.225 0.453 0.995 0.623 f = sitting 0.004 0.976 0.980 0.978 g = running 0.043 0.798 0.937 0.862 h = walking ------------------------------------------------------- 0.047 0.701 0.745 0.699 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.772 0.602 0.677 a = climbing down 0.008 0.878 0.430 0.578 b = climbing up 0.001 0.939 0.721 0.816 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.023 0.882 0.998 0.937 e = standing 0.000 0.998 0.867 0.928 f = sitting 0.021 0.891 0.993 0.940 g = running 0.099 0.620 0.923 0.742 h = walking ------------------------------------------------------- 0.025 0.867 0.849 0.841 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.819 0.602 0.694 a = climbing down 0.007 0.894 0.483 0.628 b = climbing up 0.001 0.938 0.709 0.808 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.023 0.882 0.998 0.937 e = standing 0.000 0.998 0.867 0.928 f = sitting 0.022 0.889 0.993 0.938 g = running 0.098 0.621 0.921 0.742 h = walking ------------------------------------------------------- 0.024 0.874 0.854 0.849 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.018 0.822 0.602 0.695 a = climbing down 0.007 0.893 0.479 0.624 b = climbing up 0.001 0.939 0.721 0.816 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.023 0.882 0.998 0.937 e = standing 0.000 0.998 0.867 0.928 f = sitting 0.017 0.909 0.993 0.949 g = running 0.100 0.623 0.943 0.751 h = walking ------------------------------------------------------- 0.024 0.878 0.857 0.852 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.847 0.598 0.701 a = climbing down 0.007 0.900 0.514 0.654 b = climbing up 0.001 0.941 0.744 0.831 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.023 0.882 0.998 0.937 e = standing 0.000 0.998 0.867 0.928 f = sitting 0.016 0.913 0.993 0.952 g = running 0.098 0.627 0.946 0.754 h = walking ------------------------------------------------------- 0.023 0.883 0.862 0.857 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.855 0.604 0.708 a = climbing down 0.007 0.907 0.514 0.656 b = climbing up 0.001 0.970 0.744 0.842 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.023 0.882 0.998 0.937 e = standing 0.000 0.998 0.867 0.928 f = sitting 0.016 0.914 0.997 0.953 g = running 0.098 0.629 0.951 0.757 h = walking ------------------------------------------------------- 0.023 0.885 0.864 0.859 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.873 0.602 0.713 a = climbing down 0.007 0.907 0.517 0.658 b = climbing up 0.001 0.969 0.721 0.827 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.023 0.882 0.998 0.937 e = standing 0.000 0.998 0.867 0.928 f = sitting 0.017 0.911 0.997 0.952 g = running 0.100 0.624 0.951 0.754 h = walking ------------------------------------------------------- 0.023 0.886 0.863 0.859 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.785 0.838 0.811 a = climbing down 0.003 0.948 0.367 0.529 b = climbing up 0.000 0.923 0.141 0.245 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 0.036 0.826 0.998 0.904 g = running 0.073 0.685 0.906 0.780 h = walking ------------------------------------------------------- 0.022 0.884 0.866 0.851 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.034 0.772 0.832 0.801 a = climbing down 0.002 0.959 0.311 0.470 b = climbing up 0.000 0.938 0.176 0.297 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 0.035 0.832 0.998 0.908 g = running 0.078 0.672 0.918 0.776 h = walking ------------------------------------------------------- 0.023 0.883 0.862 0.844 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.031 0.791 0.834 0.812 a = climbing down 0.001 0.967 0.329 0.491 b = climbing up 0.000 1.000 0.188 0.317 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 0.032 0.844 1.000 0.915 g = running 0.080 0.669 0.928 0.777 h = walking ------------------------------------------------------- 0.022 0.889 0.866 0.850 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.795 0.834 0.814 a = climbing down 0.002 0.963 0.344 0.507 b = climbing up 0.000 1.000 0.188 0.317 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 0.031 0.848 1.000 0.918 g = running 0.079 0.673 0.931 0.781 h = walking ------------------------------------------------------- 0.022 0.890 0.868 0.853 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.026 0.819 0.834 0.827 a = climbing down 0.002 0.964 0.360 0.524 b = climbing up 0.000 0.955 0.247 0.393 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 0.029 0.859 0.998 0.923 g = running 0.081 0.671 0.941 0.783 h = walking ------------------------------------------------------- 0.021 0.893 0.873 0.859 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.025 0.826 0.836 0.831 a = climbing down 0.002 0.961 0.380 0.545 b = climbing up 0.000 1.000 0.318 0.482 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 0.024 0.877 1.000 0.934 g = running 0.080 0.677 0.951 0.791 h = walking ------------------------------------------------------- 0.020 0.898 0.878 0.866 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.872 0.873 0.873 a = climbing down 0.012 0.871 0.536 0.664 b = climbing up 0.002 0.909 1.000 0.952 c = jumping 0.001 0.993 0.987 0.990 d = lying 0.001 0.991 0.984 0.987 e = standing 0.003 0.981 0.995 0.988 f = sitting 0.003 0.986 0.958 0.972 g = running 0.071 0.715 0.955 0.818 h = walking ------------------------------------------------------- 0.016 0.915 0.906 0.902 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.877 0.873 0.875 a = climbing down 0.011 0.875 0.527 0.658 b = climbing up 0.001 0.947 1.000 0.973 c = jumping 0.001 0.993 0.987 0.990 d = lying 0.001 0.991 0.984 0.987 e = standing 0.003 0.981 0.995 0.988 f = sitting 0.003 0.986 0.962 0.974 g = running 0.073 0.709 0.960 0.816 h = walking ------------------------------------------------------- 0.016 0.916 0.906 0.902 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.898 0.882 0.890 a = climbing down 0.012 0.876 0.572 0.692 b = climbing up 0.001 0.947 1.000 0.973 c = jumping 0.001 0.993 0.987 0.990 d = lying 0.001 0.991 0.984 0.987 e = standing 0.003 0.981 0.995 0.988 f = sitting 0.002 0.992 0.963 0.977 g = running 0.069 0.722 0.957 0.823 h = walking ------------------------------------------------------- 0.015 0.921 0.913 0.910 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.902 0.884 0.893 a = climbing down 0.010 0.895 0.581 0.704 b = climbing up 0.001 0.947 1.000 0.973 c = jumping 0.001 0.993 0.987 0.990 d = lying 0.001 0.991 0.984 0.987 e = standing 0.003 0.981 0.995 0.988 f = sitting 0.002 0.992 0.963 0.977 g = running 0.068 0.726 0.966 0.829 h = walking ------------------------------------------------------- 0.014 0.925 0.916 0.913 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.906 0.886 0.896 a = climbing down 0.011 0.897 0.608 0.725 b = climbing up 0.001 0.947 1.000 0.973 c = jumping 0.001 0.993 0.987 0.990 d = lying 0.001 0.991 0.984 0.987 e = standing 0.003 0.981 0.995 0.988 f = sitting 0.001 0.993 0.963 0.978 g = running 0.064 0.737 0.966 0.836 h = walking ------------------------------------------------------- 0.014 0.928 0.919 0.917 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.917 0.882 0.899 a = climbing down 0.011 0.897 0.610 0.726 b = climbing up 0.002 0.928 1.000 0.963 c = jumping 0.001 0.993 0.987 0.990 d = lying 0.001 0.991 0.984 0.987 e = standing 0.003 0.981 0.995 0.988 f = sitting 0.001 0.993 0.962 0.977 g = running 0.065 0.736 0.970 0.837 h = walking ------------------------------------------------------- 0.014 0.928 0.920 0.918 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.901 0.803 0.849 a = climbing down 0.019 0.842 0.665 0.743 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.002 0.988 0.965 0.976 d = lying 0.001 0.994 0.980 0.987 e = standing 0.008 0.952 0.988 0.970 f = sitting 0.001 0.993 0.997 0.995 g = running 0.064 0.726 0.910 0.808 h = walking ------------------------------------------------------- 0.015 0.915 0.910 0.909 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.011 0.903 0.807 0.852 a = climbing down 0.016 0.862 0.652 0.743 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.002 0.988 0.965 0.976 d = lying 0.001 0.994 0.987 0.991 e = standing 0.007 0.958 0.988 0.973 f = sitting 0.001 0.995 0.999 0.997 g = running 0.066 0.720 0.920 0.808 h = walking ------------------------------------------------------- 0.015 0.918 0.911 0.911 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.009 0.920 0.803 0.857 a = climbing down 0.015 0.867 0.670 0.756 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.002 0.988 0.965 0.976 d = lying 0.001 0.994 0.987 0.991 e = standing 0.007 0.958 0.988 0.973 f = sitting 0.001 0.995 0.997 0.996 g = running 0.066 0.721 0.923 0.809 h = walking ------------------------------------------------------- 0.015 0.921 0.913 0.913 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.008 0.929 0.807 0.864 a = climbing down 0.018 0.862 0.733 0.793 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.002 0.988 0.965 0.976 d = lying 0.001 0.994 0.987 0.991 e = standing 0.007 0.958 0.988 0.973 f = sitting 0.001 0.993 0.996 0.995 g = running 0.057 0.749 0.916 0.824 h = walking ------------------------------------------------------- 0.014 0.925 0.920 0.920 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.936 0.807 0.867 a = climbing down 0.018 0.861 0.739 0.795 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.002 0.988 0.965 0.976 d = lying 0.001 0.994 0.987 0.991 e = standing 0.007 0.958 0.988 0.973 f = sitting 0.001 0.993 0.997 0.995 g = running 0.056 0.753 0.919 0.828 h = walking ------------------------------------------------------- 0.013 0.927 0.922 0.922 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.946 0.797 0.865 a = climbing down 0.017 0.868 0.757 0.808 b = climbing up 0.000 1.000 0.965 0.982 c = jumping 0.002 0.988 0.965 0.976 d = lying 0.001 0.994 0.987 0.991 e = standing 0.007 0.958 0.988 0.973 f = sitting 0.001 0.993 0.997 0.995 g = running 0.056 0.753 0.920 0.828 h = walking ------------------------------------------------------- 0.013 0.929 0.923 0.923 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.026 0.534 0.198 0.289 a = climbing down 0.137 0.560 0.899 0.690 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.007 0.950 0.988 0.968 e = standing 0.003 0.982 0.972 0.977 f = sitting 0.001 0.995 0.935 0.964 g = running 0.010 0.929 0.900 0.914 h = walking ------------------------------------------------------- 0.028 0.850 0.845 0.831 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.531 0.178 0.267 a = climbing down 0.140 0.556 0.909 0.690 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.007 0.950 0.988 0.968 e = standing 0.003 0.982 0.972 0.977 f = sitting 0.001 0.995 0.934 0.964 g = running 0.009 0.936 0.907 0.921 h = walking ------------------------------------------------------- 0.028 0.850 0.845 0.829 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.021 0.547 0.173 0.263 a = climbing down 0.141 0.554 0.905 0.688 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.007 0.950 0.988 0.968 e = standing 0.003 0.982 0.972 0.977 f = sitting 0.001 0.995 0.934 0.964 g = running 0.008 0.942 0.934 0.938 h = walking ------------------------------------------------------- 0.028 0.853 0.847 0.830 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.626 0.172 0.269 a = climbing down 0.140 0.561 0.927 0.699 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.007 0.950 0.988 0.968 e = standing 0.003 0.982 0.972 0.977 f = sitting 0.001 0.995 0.937 0.966 g = running 0.008 0.943 0.951 0.947 h = walking ------------------------------------------------------- 0.027 0.864 0.853 0.834 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.642 0.167 0.265 a = climbing down 0.141 0.561 0.930 0.700 b = climbing up 0.000 1.000 0.947 0.973 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.007 0.952 0.990 0.970 e = standing 0.002 0.983 0.974 0.979 f = sitting 0.001 0.995 0.937 0.966 g = running 0.008 0.947 0.957 0.952 h = walking ------------------------------------------------------- 0.027 0.867 0.854 0.835 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.656 0.169 0.268 a = climbing down 0.140 0.562 0.932 0.701 b = climbing up 0.000 1.000 0.960 0.980 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.007 0.950 0.988 0.968 e = standing 0.003 0.982 0.972 0.977 f = sitting 0.001 0.997 0.937 0.966 g = running 0.008 0.948 0.964 0.956 h = walking ------------------------------------------------------- 0.027 0.869 0.855 0.836 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.032 0.721 0.549 0.624 a = climbing down 0.081 0.693 0.945 0.800 b = climbing up 0.000 0.986 0.946 0.966 c = jumping 0.000 1.000 0.767 0.868 d = lying 0.051 0.720 0.974 0.828 e = standing 0.012 0.905 0.830 0.866 f = sitting 0.001 0.994 0.942 0.967 g = running 0.010 0.922 0.798 0.856 h = walking ------------------------------------------------------- 0.026 0.858 0.840 0.839 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.736 0.546 0.627 a = climbing down 0.081 0.692 0.948 0.800 b = climbing up 0.000 0.986 0.959 0.973 c = jumping 0.000 1.000 0.767 0.868 d = lying 0.048 0.729 0.970 0.832 e = standing 0.013 0.903 0.846 0.874 f = sitting 0.001 0.995 0.944 0.969 g = running 0.008 0.936 0.818 0.873 h = walking ------------------------------------------------------- 0.025 0.863 0.844 0.844 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.771 0.516 0.618 a = climbing down 0.086 0.684 0.967 0.801 b = climbing up 0.000 1.000 0.959 0.979 c = jumping 0.000 1.000 0.767 0.868 d = lying 0.048 0.729 0.970 0.832 e = standing 0.013 0.903 0.846 0.874 f = sitting 0.001 0.995 0.946 0.970 g = running 0.006 0.950 0.848 0.896 h = walking ------------------------------------------------------- 0.025 0.868 0.848 0.846 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.791 0.514 0.623 a = climbing down 0.086 0.684 0.967 0.801 b = climbing up 0.000 0.986 0.959 0.973 c = jumping 0.000 1.000 0.767 0.868 d = lying 0.048 0.729 0.970 0.832 e = standing 0.013 0.903 0.846 0.874 f = sitting 0.001 0.995 0.946 0.970 g = running 0.006 0.955 0.867 0.909 h = walking ------------------------------------------------------- 0.025 0.871 0.850 0.848 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.824 0.503 0.625 a = climbing down 0.088 0.682 0.975 0.802 b = climbing up 0.000 0.986 0.973 0.980 c = jumping 0.000 1.000 0.767 0.868 d = lying 0.048 0.729 0.970 0.832 e = standing 0.013 0.903 0.846 0.874 f = sitting 0.001 0.997 0.947 0.971 g = running 0.006 0.954 0.885 0.918 h = walking ------------------------------------------------------- 0.025 0.875 0.852 0.850 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.848 0.502 0.630 a = climbing down 0.088 0.682 0.978 0.804 b = climbing up 0.000 0.986 0.973 0.980 c = jumping 0.000 1.000 0.767 0.868 d = lying 0.048 0.729 0.970 0.832 e = standing 0.013 0.903 0.846 0.874 f = sitting 0.002 0.992 0.949 0.970 g = running 0.006 0.956 0.890 0.922 h = walking ------------------------------------------------------- 0.024 0.877 0.854 0.851 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.015 0.665 0.248 0.362 a = climbing down 0.109 0.515 0.859 0.644 b = climbing up 0.000 0.987 0.852 0.915 c = jumping 0.016 0.897 0.945 0.921 d = lying 0.009 0.933 0.949 0.941 e = standing 0.009 0.944 0.883 0.912 f = sitting 0.008 0.969 0.926 0.947 g = running 0.037 0.786 0.786 0.786 h = walking ------------------------------------------------------- 0.026 0.839 0.823 0.815 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.013 0.686 0.242 0.358 a = climbing down 0.107 0.523 0.870 0.653 b = climbing up 0.000 0.987 0.864 0.921 c = jumping 0.014 0.907 0.945 0.926 d = lying 0.009 0.934 0.949 0.942 e = standing 0.009 0.945 0.895 0.919 f = sitting 0.008 0.971 0.923 0.946 g = running 0.039 0.783 0.802 0.792 h = walking ------------------------------------------------------- 0.026 0.844 0.827 0.819 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.013 0.694 0.238 0.355 a = climbing down 0.101 0.534 0.863 0.660 b = climbing up 0.000 1.000 0.864 0.927 c = jumping 0.015 0.902 0.945 0.923 d = lying 0.009 0.936 0.949 0.943 e = standing 0.009 0.944 0.890 0.917 f = sitting 0.008 0.971 0.927 0.948 g = running 0.043 0.767 0.818 0.792 h = walking ------------------------------------------------------- 0.026 0.843 0.829 0.819 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.708 0.244 0.363 a = climbing down 0.100 0.537 0.865 0.663 b = climbing up 0.000 1.000 0.875 0.933 c = jumping 0.013 0.916 0.945 0.930 d = lying 0.009 0.936 0.953 0.944 e = standing 0.008 0.948 0.906 0.927 f = sitting 0.008 0.971 0.931 0.951 g = running 0.042 0.770 0.818 0.793 h = walking ------------------------------------------------------- 0.025 0.848 0.833 0.824 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.703 0.248 0.367 a = climbing down 0.095 0.544 0.845 0.662 b = climbing up 0.000 1.000 0.864 0.927 c = jumping 0.011 0.928 0.945 0.937 d = lying 0.009 0.936 0.957 0.946 e = standing 0.008 0.952 0.918 0.935 f = sitting 0.008 0.971 0.933 0.952 g = running 0.047 0.755 0.832 0.792 h = walking ------------------------------------------------------- 0.025 0.848 0.835 0.826 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.718 0.253 0.374 a = climbing down 0.094 0.548 0.850 0.666 b = climbing up 0.000 1.000 0.864 0.927 c = jumping 0.011 0.928 0.945 0.937 d = lying 0.009 0.936 0.958 0.947 e = standing 0.007 0.954 0.918 0.936 f = sitting 0.008 0.971 0.930 0.950 g = running 0.047 0.753 0.833 0.791 h = walking ------------------------------------------------------- 0.025 0.850 0.836 0.827 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.827 0.368 0.510 a = climbing down 0.042 0.755 0.956 0.844 b = climbing up 0.000 1.000 0.553 0.712 c = jumping 0.110 0.576 1.000 0.731 d = lying 0.001 0.989 0.995 0.992 e = standing 0.001 0.985 0.307 0.468 f = sitting 0.011 0.964 0.994 0.979 g = running 0.059 0.717 0.859 0.781 h = walking ------------------------------------------------------- 0.031 0.844 0.799 0.776 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.904 0.324 0.477 a = climbing down 0.048 0.730 0.961 0.830 b = climbing up 0.000 1.000 0.624 0.768 c = jumping 0.104 0.591 1.000 0.743 d = lying 0.002 0.987 0.995 0.991 e = standing 0.001 0.987 0.346 0.512 f = sitting 0.009 0.968 0.994 0.981 g = running 0.058 0.724 0.882 0.795 h = walking ------------------------------------------------------- 0.030 0.853 0.805 0.782 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.935 0.289 0.442 a = climbing down 0.049 0.726 0.961 0.827 b = climbing up 0.000 1.000 0.635 0.777 c = jumping 0.103 0.593 1.000 0.745 d = lying 0.002 0.982 0.995 0.988 e = standing 0.001 0.987 0.347 0.514 f = sitting 0.009 0.969 0.994 0.981 g = running 0.062 0.715 0.893 0.794 h = walking ------------------------------------------------------- 0.031 0.855 0.803 0.779 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.922 0.285 0.436 a = climbing down 0.047 0.732 0.954 0.829 b = climbing up 0.000 1.000 0.659 0.794 c = jumping 0.103 0.593 1.000 0.745 d = lying 0.002 0.982 0.995 0.988 e = standing 0.001 0.987 0.347 0.514 f = sitting 0.008 0.971 0.992 0.981 g = running 0.063 0.711 0.903 0.796 h = walking ------------------------------------------------------- 0.031 0.854 0.804 0.779 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.003 0.928 0.285 0.437 a = climbing down 0.048 0.728 0.954 0.826 b = climbing up 0.000 1.000 0.671 0.803 c = jumping 0.103 0.593 1.000 0.745 d = lying 0.002 0.982 0.995 0.988 e = standing 0.001 0.987 0.347 0.514 f = sitting 0.008 0.972 0.992 0.982 g = running 0.063 0.713 0.901 0.796 h = walking ------------------------------------------------------- 0.031 0.855 0.804 0.779 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.953 0.287 0.442 a = climbing down 0.047 0.732 0.958 0.830 b = climbing up 0.000 1.000 0.706 0.828 c = jumping 0.102 0.594 1.000 0.745 d = lying 0.002 0.982 0.995 0.988 e = standing 0.001 0.987 0.349 0.515 f = sitting 0.007 0.975 0.996 0.985 g = running 0.063 0.712 0.900 0.795 h = walking ------------------------------------------------------- 0.030 0.858 0.806 0.781 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.040 0.717 0.706 0.711 a = climbing down 0.078 0.454 0.455 0.454 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.868 0.929 d = lying 0.031 0.808 0.905 0.854 e = standing 0.038 0.781 0.815 0.797 f = sitting 0.001 0.994 0.984 0.989 g = running 0.066 0.651 0.668 0.659 h = walking ------------------------------------------------------- 0.034 0.785 0.781 0.782 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.041 0.712 0.706 0.709 a = climbing down 0.077 0.448 0.440 0.444 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.868 0.929 d = lying 0.029 0.817 0.905 0.859 e = standing 0.038 0.783 0.826 0.804 f = sitting 0.001 0.994 0.984 0.989 g = running 0.067 0.646 0.669 0.658 h = walking ------------------------------------------------------- 0.035 0.784 0.781 0.781 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.041 0.716 0.710 0.713 a = climbing down 0.077 0.456 0.455 0.455 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.868 0.929 d = lying 0.027 0.825 0.905 0.863 e = standing 0.038 0.785 0.835 0.809 f = sitting 0.001 0.994 0.984 0.989 g = running 0.065 0.654 0.669 0.662 h = walking ------------------------------------------------------- 0.034 0.788 0.784 0.785 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.040 0.718 0.713 0.715 a = climbing down 0.085 0.439 0.469 0.454 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.868 0.929 d = lying 0.027 0.825 0.905 0.863 e = standing 0.038 0.785 0.835 0.809 f = sitting 0.001 0.994 0.984 0.989 g = running 0.061 0.656 0.634 0.645 h = walking ------------------------------------------------------- 0.034 0.787 0.781 0.783 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.041 0.715 0.713 0.714 a = climbing down 0.086 0.438 0.469 0.453 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.868 0.929 d = lying 0.024 0.843 0.905 0.873 e = standing 0.038 0.789 0.855 0.821 f = sitting 0.001 0.994 0.984 0.989 g = running 0.061 0.656 0.631 0.643 h = walking ------------------------------------------------------- 0.034 0.789 0.783 0.785 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.040 0.720 0.708 0.714 a = climbing down 0.087 0.435 0.472 0.453 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 0.868 0.929 d = lying 0.023 0.848 0.905 0.876 e = standing 0.038 0.790 0.861 0.824 f = sitting 0.001 0.994 0.984 0.989 g = running 0.062 0.649 0.624 0.636 h = walking ------------------------------------------------------- 0.034 0.789 0.783 0.785 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.046 0.692 0.714 0.703 a = climbing down 0.118 0.226 0.243 0.234 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.022 0.859 0.960 0.907 e = standing 0.006 0.961 0.864 0.910 f = sitting 0.000 0.998 1.000 0.999 g = running 0.086 0.485 0.443 0.463 h = walking ------------------------------------------------------- 0.038 0.761 0.759 0.759 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.046 0.693 0.712 0.702 a = climbing down 0.120 0.224 0.243 0.233 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.020 0.872 0.958 0.913 e = standing 0.006 0.960 0.879 0.918 f = sitting 0.000 0.998 1.000 0.999 g = running 0.087 0.477 0.433 0.454 h = walking ------------------------------------------------------- 0.038 0.762 0.759 0.759 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.044 0.702 0.712 0.707 a = climbing down 0.118 0.225 0.241 0.233 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.020 0.872 0.958 0.913 e = standing 0.006 0.960 0.879 0.918 f = sitting 0.000 0.998 1.000 0.999 g = running 0.088 0.481 0.446 0.463 h = walking ------------------------------------------------------- 0.037 0.763 0.760 0.761 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.043 0.705 0.710 0.708 a = climbing down 0.116 0.234 0.249 0.242 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.023 0.856 0.958 0.904 e = standing 0.006 0.959 0.861 0.907 f = sitting 0.000 0.998 1.000 0.999 g = running 0.089 0.486 0.457 0.471 h = walking ------------------------------------------------------- 0.037 0.763 0.760 0.761 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.044 0.701 0.714 0.707 a = climbing down 0.117 0.230 0.245 0.237 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.015 0.898 0.958 0.927 e = standing 0.006 0.961 0.906 0.933 f = sitting 0.001 0.997 1.000 0.998 g = running 0.088 0.481 0.446 0.463 h = walking ------------------------------------------------------- 0.037 0.767 0.765 0.766 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.044 0.705 0.724 0.715 a = climbing down 0.126 0.217 0.245 0.230 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.017 0.890 0.958 0.922 e = standing 0.006 0.961 0.897 0.928 f = sitting 0.000 0.998 1.000 0.999 g = running 0.088 0.448 0.390 0.417 h = walking ------------------------------------------------------- 0.038 0.760 0.756 0.757 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.735 0.396 0.515 a = climbing down 0.111 0.565 0.914 0.698 b = climbing up 0.002 0.910 1.000 0.953 c = jumping 0.046 0.763 0.929 0.838 d = lying 0.002 0.974 0.414 0.581 e = standing 0.098 0.552 0.719 0.625 f = sitting 0.000 0.999 0.984 0.991 g = running 0.003 0.975 0.799 0.878 h = walking ------------------------------------------------------- 0.039 0.802 0.757 0.749 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.825 0.404 0.542 a = climbing down 0.107 0.584 0.954 0.725 b = climbing up 0.000 0.976 1.000 0.988 c = jumping 0.046 0.763 0.929 0.838 d = lying 0.002 0.974 0.421 0.588 e = standing 0.096 0.555 0.719 0.627 f = sitting 0.000 0.999 0.993 0.996 g = running 0.003 0.976 0.827 0.896 h = walking ------------------------------------------------------- 0.037 0.818 0.769 0.761 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.010 0.850 0.410 0.553 a = climbing down 0.105 0.589 0.956 0.729 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.047 0.762 0.929 0.838 d = lying 0.002 0.974 0.419 0.586 e = standing 0.096 0.555 0.719 0.627 f = sitting 0.000 0.999 0.990 0.994 g = running 0.003 0.983 0.849 0.911 h = walking ------------------------------------------------------- 0.037 0.822 0.773 0.764 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.010 0.859 0.406 0.551 a = climbing down 0.100 0.603 0.963 0.741 b = climbing up 0.001 0.953 1.000 0.976 c = jumping 0.046 0.763 0.929 0.838 d = lying 0.001 0.978 0.421 0.589 e = standing 0.096 0.556 0.720 0.628 f = sitting 0.000 0.999 0.990 0.994 g = running 0.003 0.981 0.879 0.928 h = walking ------------------------------------------------------- 0.036 0.825 0.778 0.769 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.009 0.863 0.383 0.530 a = climbing down 0.101 0.601 0.965 0.741 b = climbing up 0.001 0.942 1.000 0.970 c = jumping 0.046 0.763 0.929 0.838 d = lying 0.001 0.978 0.421 0.589 e = standing 0.096 0.556 0.720 0.628 f = sitting 0.000 0.999 0.989 0.994 g = running 0.003 0.984 0.899 0.940 h = walking ------------------------------------------------------- 0.036 0.826 0.778 0.767 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.888 0.379 0.531 a = climbing down 0.097 0.611 0.972 0.751 b = climbing up 0.001 0.931 1.000 0.964 c = jumping 0.046 0.763 0.929 0.838 d = lying 0.001 0.978 0.421 0.589 e = standing 0.096 0.556 0.720 0.628 f = sitting 0.000 0.999 0.987 0.993 g = running 0.003 0.979 0.925 0.951 h = walking ------------------------------------------------------- 0.035 0.829 0.782 0.770 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.020 0.703 0.331 0.450 a = climbing down 0.109 0.570 0.916 0.703 b = climbing up 0.004 0.814 0.988 0.893 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.000 1.000 0.772 0.871 e = standing 0.036 0.823 1.000 0.903 f = sitting 0.001 0.997 0.973 0.985 g = running 0.004 0.972 0.861 0.913 h = walking ------------------------------------------------------- 0.023 0.871 0.849 0.842 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.012 0.791 0.325 0.461 a = climbing down 0.105 0.592 0.961 0.733 b = climbing up 0.000 0.987 0.938 0.962 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.000 1.000 0.772 0.871 e = standing 0.036 0.823 1.000 0.903 f = sitting 0.002 0.991 0.997 0.994 g = running 0.006 0.960 0.884 0.920 h = walking ------------------------------------------------------- 0.022 0.885 0.861 0.852 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.804 0.329 0.467 a = climbing down 0.100 0.602 0.961 0.741 b = climbing up 0.000 0.987 0.938 0.962 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.000 1.000 0.768 0.869 e = standing 0.037 0.821 1.000 0.902 f = sitting 0.002 0.991 0.997 0.994 g = running 0.006 0.961 0.911 0.935 h = walking ------------------------------------------------------- 0.022 0.888 0.865 0.855 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.866 0.333 0.481 a = climbing down 0.097 0.612 0.965 0.749 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 0.768 0.869 e = standing 0.037 0.821 1.000 0.902 f = sitting 0.002 0.989 0.999 0.994 g = running 0.006 0.964 0.953 0.959 h = walking ------------------------------------------------------- 0.021 0.897 0.872 0.861 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.889 0.323 0.474 a = climbing down 0.098 0.612 0.974 0.752 b = climbing up 0.000 1.000 0.875 0.933 c = jumping 0.000 1.000 0.986 0.993 d = lying 0.000 1.000 0.772 0.871 e = standing 0.036 0.823 1.000 0.903 f = sitting 0.003 0.985 0.999 0.991 g = running 0.005 0.968 0.961 0.965 h = walking ------------------------------------------------------- 0.021 0.901 0.873 0.861 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.892 0.331 0.483 a = climbing down 0.096 0.616 0.974 0.755 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 0.764 0.866 e = standing 0.037 0.819 1.000 0.900 f = sitting 0.003 0.983 0.999 0.991 g = running 0.006 0.966 0.963 0.965 h = walking ------------------------------------------------------- 0.021 0.900 0.873 0.861 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.311 0.226 0.889 0.361 a = climbing down 0.011 0.861 0.212 0.340 b = climbing up 0.000 0.982 0.618 0.759 c = jumping 0.000 1.000 0.943 0.971 d = lying 0.167 0.476 1.000 0.645 e = standing 0.001 0.167 0.002 0.003 f = sitting 0.024 0.834 0.805 0.819 g = running 0.065 0.008 0.003 0.004 h = walking ------------------------------------------------------- 0.066 0.553 0.486 0.429 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.311 0.201 0.767 0.319 a = climbing down 0.002 0.963 0.186 0.311 b = climbing up 0.000 1.000 0.360 0.529 c = jumping 0.000 1.000 0.937 0.968 d = lying 0.168 0.475 1.000 0.644 e = standing 0.001 0.167 0.002 0.003 f = sitting 0.038 0.791 0.970 0.871 g = running 0.061 0.008 0.003 0.005 h = walking ------------------------------------------------------- 0.065 0.571 0.483 0.420 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.315 0.194 0.744 0.308 a = climbing down 0.002 0.968 0.158 0.272 b = climbing up 0.000 1.000 0.382 0.553 c = jumping 0.000 1.000 0.937 0.968 d = lying 0.168 0.475 1.000 0.644 e = standing 0.001 0.167 0.002 0.003 f = sitting 0.042 0.775 0.970 0.862 g = running 0.063 0.008 0.003 0.005 h = walking ------------------------------------------------------- 0.066 0.569 0.475 0.408 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.343 0.209 0.889 0.339 a = climbing down 0.000 0.991 0.092 0.169 b = climbing up 0.000 1.000 0.674 0.805 c = jumping 0.000 1.000 0.937 0.968 d = lying 0.168 0.475 1.000 0.644 e = standing 0.001 0.167 0.002 0.003 f = sitting 0.018 0.886 0.960 0.922 g = running 0.057 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.064 0.589 0.476 0.398 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.375 0.210 0.975 0.345 a = climbing down 0.000 1.000 0.012 0.024 b = climbing up 0.000 1.000 0.854 0.921 c = jumping 0.000 1.000 0.937 0.968 d = lying 0.168 0.475 1.000 0.644 e = standing 0.001 0.167 0.002 0.003 f = sitting 0.006 0.960 0.957 0.958 g = running 0.046 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.064 0.601 0.468 0.370 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.378 0.212 0.993 0.349 a = climbing down 0.000 1.000 0.004 0.007 b = climbing up 0.000 1.000 0.865 0.928 c = jumping 0.000 1.000 0.935 0.967 d = lying 0.168 0.475 1.000 0.644 e = standing 0.001 0.143 0.002 0.003 f = sitting 0.004 0.975 0.960 0.967 g = running 0.045 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.064 0.600 0.468 0.368 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.211 0.269 0.760 0.398 a = climbing down 0.029 0.724 0.235 0.355 b = climbing up 0.000 1.000 0.624 0.768 c = jumping 0.001 0.990 0.788 0.878 d = lying 0.185 0.452 0.998 0.623 e = standing 0.003 0.000 0.000 0.000 f = sitting 0.016 0.894 0.906 0.900 g = running 0.154 0.008 0.008 0.008 h = walking ------------------------------------------------------- 0.074 0.505 0.476 0.433 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.364 0.203 0.907 0.331 a = climbing down 0.011 0.833 0.171 0.284 b = climbing up 0.000 1.000 0.529 0.692 c = jumping 0.000 0.997 0.778 0.874 d = lying 0.186 0.451 1.000 0.622 e = standing 0.004 0.000 0.000 0.000 f = sitting 0.002 0.690 0.034 0.064 g = running 0.157 0.005 0.005 0.005 h = walking ------------------------------------------------------- 0.083 0.499 0.358 0.300 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.405 0.201 1.000 0.335 a = climbing down 0.000 1.000 0.085 0.156 b = climbing up 0.000 1.000 0.282 0.440 c = jumping 0.000 0.995 0.792 0.882 d = lying 0.184 0.453 1.000 0.624 e = standing 0.003 0.000 0.000 0.000 f = sitting 0.000 0.600 0.005 0.010 g = running 0.150 0.005 0.005 0.005 h = walking ------------------------------------------------------- 0.082 0.529 0.339 0.259 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.410 0.200 1.000 0.333 a = climbing down 0.000 1.000 0.076 0.141 b = climbing up 0.000 1.000 0.259 0.411 c = jumping 0.000 0.995 0.792 0.882 d = lying 0.184 0.453 1.000 0.624 e = standing 0.003 0.000 0.000 0.000 f = sitting 0.000 0.500 0.002 0.003 g = running 0.149 0.005 0.005 0.005 h = walking ------------------------------------------------------- 0.083 0.516 0.336 0.253 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.436 0.190 1.000 0.319 a = climbing down 0.000 1.000 0.009 0.017 b = climbing up 0.000 1.000 0.106 0.191 c = jumping 0.000 0.995 0.792 0.882 d = lying 0.184 0.453 1.000 0.624 e = standing 0.003 0.000 0.000 0.000 f = sitting 0.000 0.000 0.000 0.000 g = running 0.144 0.002 0.002 0.002 h = walking ------------------------------------------------------- 0.085 0.450 0.316 0.217 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.436 0.190 1.000 0.319 a = climbing down 0.000 1.000 0.009 0.017 b = climbing up 0.000 1.000 0.106 0.191 c = jumping 0.000 0.995 0.792 0.882 d = lying 0.184 0.453 1.000 0.624 e = standing 0.003 0.000 0.000 0.000 f = sitting 0.000 0.000 0.000 0.000 g = running 0.144 0.002 0.002 0.002 h = walking ------------------------------------------------------- 0.085 0.450 0.316 0.217 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.914 0.483 0.632 a = climbing down 0.046 0.654 0.662 0.658 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 0.957 0.964 0.960 e = standing 0.010 0.947 0.965 0.956 f = sitting 0.000 1.000 0.983 0.991 g = running 0.074 0.685 0.962 0.800 h = walking ------------------------------------------------------- 0.019 0.891 0.877 0.872 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.914 0.481 0.630 a = climbing down 0.045 0.661 0.674 0.667 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 0.966 0.964 0.965 e = standing 0.010 0.948 0.973 0.960 f = sitting 0.000 1.000 0.983 0.991 g = running 0.073 0.689 0.965 0.804 h = walking ------------------------------------------------------- 0.019 0.894 0.880 0.875 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.910 0.503 0.648 a = climbing down 0.042 0.672 0.666 0.669 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 0.966 0.964 0.965 e = standing 0.010 0.948 0.973 0.960 f = sitting 0.000 1.000 0.983 0.991 g = running 0.073 0.691 0.969 0.807 h = walking ------------------------------------------------------- 0.018 0.895 0.882 0.878 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.906 0.517 0.658 a = climbing down 0.041 0.659 0.610 0.634 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 0.966 0.964 0.965 e = standing 0.010 0.948 0.973 0.960 f = sitting 0.000 1.000 0.983 0.991 g = running 0.078 0.676 0.974 0.798 h = walking ------------------------------------------------------- 0.019 0.891 0.878 0.874 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.907 0.523 0.663 a = climbing down 0.041 0.660 0.604 0.631 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.003 0.981 0.964 0.972 e = standing 0.010 0.947 0.984 0.965 f = sitting 0.000 1.000 0.983 0.991 g = running 0.079 0.676 0.975 0.798 h = walking ------------------------------------------------------- 0.019 0.893 0.880 0.876 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.899 0.529 0.666 a = climbing down 0.040 0.667 0.610 0.637 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.003 0.981 0.975 0.978 e = standing 0.008 0.955 0.984 0.970 f = sitting 0.000 1.000 0.984 0.992 g = running 0.077 0.681 0.975 0.802 h = walking ------------------------------------------------------- 0.018 0.894 0.883 0.879 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.994 0.692 0.816 a = climbing down 0.024 0.773 0.624 0.690 b = climbing up 0.001 0.889 0.471 0.615 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.021 0.868 0.943 0.904 e = standing 0.013 0.925 0.881 0.902 f = sitting 0.013 0.943 0.988 0.965 g = running 0.074 0.687 0.972 0.805 h = walking ------------------------------------------------------- 0.020 0.888 0.874 0.872 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.680 0.809 a = climbing down 0.027 0.733 0.559 0.634 b = climbing up 0.001 0.872 0.482 0.621 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.019 0.876 0.948 0.911 e = standing 0.012 0.930 0.889 0.909 f = sitting 0.013 0.944 0.987 0.965 g = running 0.081 0.670 0.978 0.795 h = walking ------------------------------------------------------- 0.021 0.883 0.868 0.865 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.684 0.811 a = climbing down 0.025 0.755 0.603 0.671 b = climbing up 0.001 0.872 0.482 0.621 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.017 0.889 0.952 0.920 e = standing 0.011 0.934 0.902 0.918 f = sitting 0.013 0.944 0.987 0.965 g = running 0.076 0.685 0.978 0.806 h = walking ------------------------------------------------------- 0.020 0.890 0.876 0.873 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.694 0.818 a = climbing down 0.023 0.787 0.644 0.709 b = climbing up 0.002 0.824 0.494 0.618 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.017 0.889 0.952 0.920 e = standing 0.011 0.934 0.902 0.918 f = sitting 0.013 0.945 0.983 0.963 g = running 0.072 0.697 0.978 0.814 h = walking ------------------------------------------------------- 0.019 0.894 0.882 0.879 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.696 0.820 a = climbing down 0.023 0.785 0.638 0.704 b = climbing up 0.002 0.824 0.494 0.618 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.012 0.919 0.958 0.938 e = standing 0.010 0.941 0.930 0.935 f = sitting 0.013 0.945 0.983 0.963 g = running 0.072 0.695 0.978 0.813 h = walking ------------------------------------------------------- 0.018 0.898 0.886 0.884 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.000 0.997 0.706 0.827 a = climbing down 0.019 0.815 0.640 0.717 b = climbing up 0.001 0.933 0.494 0.646 c = jumping 0.000 1.000 0.975 0.987 d = lying 0.012 0.919 0.958 0.938 e = standing 0.010 0.941 0.930 0.935 f = sitting 0.013 0.945 0.991 0.967 g = running 0.073 0.695 0.987 0.815 h = walking ------------------------------------------------------- 0.018 0.904 0.890 0.888 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.073 0.606 0.886 0.719 a = climbing down 0.005 0.886 0.308 0.457 b = climbing up 0.001 0.969 0.775 0.861 c = jumping 0.020 0.900 0.981 0.939 d = lying 0.004 0.976 0.989 0.982 e = standing 0.005 0.968 0.857 0.909 f = sitting 0.015 0.926 0.998 0.961 g = running 0.047 0.753 0.805 0.778 h = walking ------------------------------------------------------- 0.023 0.870 0.853 0.842 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.069 0.621 0.895 0.733 a = climbing down 0.005 0.885 0.305 0.454 b = climbing up 0.001 0.969 0.787 0.869 c = jumping 0.020 0.900 0.981 0.939 d = lying 0.004 0.976 0.992 0.984 e = standing 0.004 0.972 0.857 0.911 f = sitting 0.013 0.932 0.998 0.964 g = running 0.048 0.756 0.826 0.790 h = walking ------------------------------------------------------- 0.022 0.874 0.858 0.847 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.063 0.641 0.897 0.748 a = climbing down 0.005 0.877 0.282 0.427 b = climbing up 0.000 0.984 0.762 0.859 c = jumping 0.020 0.900 0.981 0.939 d = lying 0.004 0.976 0.992 0.984 e = standing 0.004 0.972 0.857 0.911 f = sitting 0.013 0.932 1.000 0.965 g = running 0.050 0.757 0.864 0.807 h = walking ------------------------------------------------------- 0.022 0.875 0.861 0.848 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.059 0.656 0.897 0.758 a = climbing down 0.005 0.877 0.266 0.408 b = climbing up 0.000 1.000 0.750 0.857 c = jumping 0.020 0.900 0.981 0.939 d = lying 0.004 0.976 0.992 0.984 e = standing 0.004 0.972 0.857 0.911 f = sitting 0.015 0.926 1.000 0.962 g = running 0.052 0.751 0.883 0.812 h = walking ------------------------------------------------------- 0.022 0.876 0.862 0.847 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.060 0.656 0.901 0.759 a = climbing down 0.005 0.876 0.263 0.405 b = climbing up 0.000 1.000 0.750 0.857 c = jumping 0.020 0.900 0.981 0.939 d = lying 0.004 0.976 0.992 0.984 e = standing 0.004 0.972 0.857 0.911 f = sitting 0.014 0.929 1.000 0.963 g = running 0.053 0.750 0.881 0.810 h = walking ------------------------------------------------------- 0.022 0.876 0.862 0.847 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.054 0.679 0.901 0.775 a = climbing down 0.004 0.885 0.270 0.414 b = climbing up 0.000 1.000 0.750 0.857 c = jumping 0.021 0.899 0.981 0.938 d = lying 0.004 0.976 0.992 0.984 e = standing 0.004 0.972 0.856 0.910 f = sitting 0.014 0.929 1.000 0.963 g = running 0.055 0.748 0.902 0.818 h = walking ------------------------------------------------------- 0.021 0.879 0.866 0.850 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.052 0.597 0.602 0.600 a = climbing down 0.004 0.854 0.207 0.333 b = climbing up 0.000 1.000 0.013 0.026 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.007 0.964 1.000 0.982 e = standing 0.014 0.922 0.993 0.956 f = sitting 0.054 0.771 0.997 0.869 g = running 0.080 0.671 0.910 0.772 h = walking ------------------------------------------------------- 0.030 0.837 0.819 0.792 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.048 0.611 0.598 0.605 a = climbing down 0.005 0.850 0.214 0.342 b = climbing up 0.000 0.500 0.013 0.025 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.007 0.961 1.000 0.980 e = standing 0.014 0.922 0.989 0.954 f = sitting 0.052 0.777 0.997 0.873 g = running 0.083 0.665 0.919 0.771 h = walking ------------------------------------------------------- 0.030 0.828 0.820 0.793 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.047 0.618 0.602 0.610 a = climbing down 0.004 0.856 0.209 0.336 b = climbing up 0.000 0.500 0.013 0.025 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.007 0.961 1.000 0.980 e = standing 0.014 0.922 0.989 0.954 f = sitting 0.052 0.777 0.997 0.873 g = running 0.083 0.667 0.927 0.776 h = walking ------------------------------------------------------- 0.030 0.830 0.821 0.794 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.650 0.600 0.624 a = climbing down 0.004 0.864 0.224 0.355 b = climbing up 0.000 0.875 0.091 0.165 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.007 0.961 1.000 0.980 e = standing 0.014 0.922 0.989 0.954 f = sitting 0.049 0.788 0.997 0.880 g = running 0.086 0.662 0.944 0.778 h = walking ------------------------------------------------------- 0.029 0.842 0.827 0.802 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.037 0.682 0.631 0.656 a = climbing down 0.004 0.879 0.221 0.353 b = climbing up 0.001 0.909 0.260 0.404 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.007 0.961 1.000 0.980 e = standing 0.014 0.922 0.989 0.954 f = sitting 0.043 0.810 0.997 0.893 g = running 0.087 0.664 0.957 0.784 h = walking ------------------------------------------------------- 0.027 0.852 0.835 0.813 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.035 0.707 0.663 0.684 a = climbing down 0.004 0.883 0.231 0.366 b = climbing up 0.001 0.872 0.442 0.586 c = jumping 0.000 1.000 0.894 0.944 d = lying 0.007 0.961 1.000 0.980 e = standing 0.014 0.922 0.989 0.954 f = sitting 0.035 0.840 0.997 0.912 g = running 0.086 0.666 0.960 0.786 h = walking ------------------------------------------------------- 0.026 0.859 0.844 0.824 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.043 0.673 0.648 0.660 a = climbing down 0.052 0.723 0.775 0.748 b = climbing up 0.000 1.000 0.800 0.889 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 0.005 0.969 0.997 0.983 g = running 0.040 0.772 0.741 0.756 h = walking ------------------------------------------------------- 0.029 0.831 0.822 0.822 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.043 0.674 0.651 0.662 a = climbing down 0.054 0.714 0.784 0.747 b = climbing up 0.000 1.000 0.835 0.910 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 0.005 0.974 0.997 0.985 g = running 0.037 0.786 0.734 0.759 h = walking ------------------------------------------------------- 0.029 0.833 0.823 0.823 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.042 0.677 0.653 0.665 a = climbing down 0.053 0.723 0.797 0.758 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 0.901 0.965 0.932 e = standing 0.051 0.738 0.901 0.812 f = sitting 0.004 0.977 0.997 0.987 g = running 0.037 0.784 0.730 0.756 h = walking ------------------------------------------------------- 0.028 0.835 0.825 0.825 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.041 0.680 0.644 0.662 a = climbing down 0.053 0.722 0.793 0.756 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 0.900 0.969 0.933 e = standing 0.050 0.740 0.899 0.812 f = sitting 0.004 0.977 0.997 0.987 g = running 0.038 0.781 0.739 0.759 h = walking ------------------------------------------------------- 0.028 0.834 0.826 0.825 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.042 0.679 0.646 0.663 a = climbing down 0.053 0.721 0.787 0.752 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 0.970 0.934 e = standing 0.050 0.741 0.899 0.812 f = sitting 0.004 0.979 0.997 0.988 g = running 0.038 0.780 0.741 0.760 h = walking ------------------------------------------------------- 0.028 0.834 0.826 0.825 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.041 0.685 0.646 0.665 a = climbing down 0.053 0.719 0.785 0.751 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 0.900 0.970 0.934 e = standing 0.050 0.741 0.899 0.812 f = sitting 0.004 0.976 0.997 0.986 g = running 0.039 0.778 0.744 0.760 h = walking ------------------------------------------------------- 0.028 0.834 0.825 0.825 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.781 0.697 0.736 a = climbing down 0.045 0.773 0.884 0.825 b = climbing up 0.000 1.000 0.286 0.444 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.021 0.874 0.983 0.926 e = standing 0.003 0.982 0.864 0.919 f = sitting 0.017 0.906 0.982 0.942 g = running 0.035 0.800 0.770 0.785 h = walking ------------------------------------------------------- 0.021 0.876 0.873 0.868 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.025 0.792 0.697 0.741 a = climbing down 0.043 0.783 0.880 0.829 b = climbing up 0.000 1.000 0.262 0.415 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 0.018 0.903 0.982 0.941 g = running 0.037 0.796 0.787 0.792 h = walking ------------------------------------------------------- 0.021 0.879 0.875 0.871 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.793 0.688 0.737 a = climbing down 0.043 0.782 0.879 0.828 b = climbing up 0.000 1.000 0.310 0.473 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.021 0.875 0.993 0.930 e = standing 0.001 0.992 0.864 0.924 f = sitting 0.017 0.909 0.982 0.944 g = running 0.038 0.795 0.795 0.795 h = walking ------------------------------------------------------- 0.021 0.880 0.876 0.873 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.025 0.792 0.688 0.736 a = climbing down 0.043 0.783 0.882 0.830 b = climbing up 0.000 1.000 0.310 0.473 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.021 0.875 0.993 0.930 e = standing 0.001 0.992 0.864 0.924 f = sitting 0.017 0.909 0.982 0.944 g = running 0.038 0.794 0.790 0.792 h = walking ------------------------------------------------------- 0.021 0.880 0.876 0.872 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.024 0.797 0.678 0.733 a = climbing down 0.043 0.783 0.889 0.833 b = climbing up 0.000 1.000 0.310 0.473 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.021 0.875 0.994 0.931 e = standing 0.001 0.994 0.864 0.925 f = sitting 0.017 0.909 0.982 0.944 g = running 0.038 0.797 0.798 0.797 h = walking ------------------------------------------------------- 0.020 0.881 0.877 0.873 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.022 0.807 0.680 0.738 a = climbing down 0.043 0.782 0.890 0.833 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 0.876 0.996 0.932 e = standing 0.001 0.996 0.864 0.925 f = sitting 0.016 0.912 0.982 0.945 g = running 0.037 0.799 0.803 0.801 h = walking ------------------------------------------------------- 0.020 0.884 0.879 0.876 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.011 0.907 0.791 0.845 a = climbing down 0.030 0.818 0.890 0.852 b = climbing up 0.000 1.000 0.744 0.854 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.006 0.952 0.904 0.928 e = standing 0.014 0.924 0.956 0.939 f = sitting 0.012 0.935 1.000 0.966 g = running 0.024 0.862 0.858 0.860 h = walking ------------------------------------------------------- 0.014 0.916 0.914 0.914 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.010 0.915 0.793 0.850 a = climbing down 0.028 0.829 0.892 0.859 b = climbing up 0.000 1.000 0.822 0.902 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.006 0.952 0.904 0.928 e = standing 0.014 0.924 0.956 0.939 f = sitting 0.010 0.947 1.000 0.973 g = running 0.024 0.863 0.874 0.869 h = walking ------------------------------------------------------- 0.013 0.920 0.919 0.918 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.011 0.913 0.795 0.850 a = climbing down 0.026 0.838 0.890 0.863 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.006 0.953 0.910 0.931 e = standing 0.014 0.928 0.956 0.942 f = sitting 0.010 0.944 1.000 0.971 g = running 0.025 0.859 0.878 0.868 h = walking ------------------------------------------------------- 0.013 0.921 0.920 0.919 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.011 0.914 0.801 0.854 a = climbing down 0.026 0.839 0.888 0.863 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.006 0.955 0.914 0.934 e = standing 0.013 0.931 0.957 0.944 f = sitting 0.009 0.948 1.000 0.973 g = running 0.025 0.856 0.878 0.867 h = walking ------------------------------------------------------- 0.013 0.922 0.921 0.920 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.010 0.921 0.809 0.861 a = climbing down 0.024 0.848 0.890 0.868 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.006 0.953 0.918 0.935 e = standing 0.012 0.934 0.956 0.945 f = sitting 0.009 0.953 1.000 0.976 g = running 0.025 0.858 0.889 0.873 h = walking ------------------------------------------------------- 0.012 0.925 0.924 0.924 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.927 0.811 0.865 a = climbing down 0.024 0.852 0.888 0.870 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.001 0.992 0.998 0.995 d = lying 0.006 0.953 0.922 0.937 e = standing 0.012 0.937 0.956 0.946 f = sitting 0.008 0.956 1.000 0.977 g = running 0.026 0.857 0.899 0.877 h = walking ------------------------------------------------------- 0.012 0.927 0.926 0.926 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.949 0.858 0.901 a = climbing down 0.024 0.847 0.861 0.854 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 0.904 0.950 e = standing 0.034 0.842 1.000 0.914 f = sitting 0.023 0.882 0.995 0.935 g = running 0.022 0.879 0.927 0.902 h = walking ------------------------------------------------------- 0.016 0.914 0.906 0.901 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.951 0.862 0.905 a = climbing down 0.024 0.848 0.859 0.853 b = climbing up 0.000 1.000 0.198 0.330 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.000 1.000 0.906 0.951 e = standing 0.034 0.843 1.000 0.915 f = sitting 0.022 0.887 0.995 0.938 g = running 0.022 0.879 0.932 0.905 h = walking ------------------------------------------------------- 0.016 0.915 0.908 0.903 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.954 0.862 0.905 a = climbing down 0.025 0.845 0.881 0.863 b = climbing up 0.000 1.000 0.198 0.330 c = jumping 0.000 1.000 0.889 0.941 d = lying 0.000 1.000 0.920 0.958 e = standing 0.032 0.851 1.000 0.920 f = sitting 0.022 0.887 0.995 0.938 g = running 0.019 0.896 0.927 0.911 h = walking ------------------------------------------------------- 0.015 0.919 0.912 0.907 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.954 0.862 0.905 a = climbing down 0.024 0.850 0.883 0.866 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 0.920 0.958 e = standing 0.032 0.851 1.000 0.920 f = sitting 0.021 0.889 0.995 0.939 g = running 0.018 0.898 0.932 0.914 h = walking ------------------------------------------------------- 0.015 0.920 0.913 0.909 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.953 0.860 0.904 a = climbing down 0.023 0.853 0.884 0.868 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 0.920 0.958 e = standing 0.032 0.851 1.000 0.920 f = sitting 0.021 0.890 0.995 0.940 g = running 0.019 0.895 0.934 0.914 h = walking ------------------------------------------------------- 0.015 0.920 0.914 0.909 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.954 0.866 0.908 a = climbing down 0.022 0.860 0.883 0.871 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 0.020 0.894 0.995 0.942 g = running 0.019 0.894 0.942 0.917 h = walking ------------------------------------------------------- 0.014 0.921 0.915 0.910 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.003 0.887 0.229 0.364 a = climbing down 0.094 0.597 0.975 0.741 b = climbing up 0.102 0.182 0.979 0.307 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.158 0.548 0.997 0.707 e = standing 0.000 0.985 0.104 0.188 f = sitting 0.001 0.984 0.312 0.473 g = running 0.030 0.823 0.789 0.806 h = walking ------------------------------------------------------- 0.045 0.815 0.656 0.616 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.002 0.929 0.224 0.361 a = climbing down 0.098 0.587 0.971 0.731 b = climbing up 0.105 0.178 0.979 0.301 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.158 0.547 0.997 0.706 e = standing 0.000 0.984 0.101 0.183 f = sitting 0.001 0.983 0.292 0.450 g = running 0.028 0.830 0.789 0.809 h = walking ------------------------------------------------------- 0.045 0.819 0.651 0.610 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.002 0.930 0.227 0.365 a = climbing down 0.097 0.590 0.971 0.734 b = climbing up 0.105 0.178 0.979 0.301 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.159 0.546 0.997 0.706 e = standing 0.000 0.984 0.099 0.180 f = sitting 0.001 0.983 0.290 0.448 g = running 0.028 0.831 0.795 0.813 h = walking ------------------------------------------------------- 0.045 0.819 0.652 0.611 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.002 0.924 0.237 0.377 a = climbing down 0.095 0.596 0.975 0.740 b = climbing up 0.107 0.176 0.979 0.298 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.158 0.547 0.997 0.706 e = standing 0.000 0.984 0.101 0.183 f = sitting 0.001 0.982 0.280 0.436 g = running 0.028 0.835 0.800 0.817 h = walking ------------------------------------------------------- 0.044 0.820 0.653 0.612 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.941 0.234 0.375 a = climbing down 0.091 0.606 0.975 0.747 b = climbing up 0.105 0.178 0.979 0.302 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.159 0.546 0.997 0.706 e = standing 0.000 0.984 0.099 0.180 f = sitting 0.001 0.983 0.293 0.452 g = running 0.029 0.831 0.818 0.824 h = walking ------------------------------------------------------- 0.044 0.822 0.657 0.616 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.979 0.229 0.372 a = climbing down 0.091 0.605 0.977 0.748 b = climbing up 0.109 0.172 0.979 0.293 c = jumping 0.001 0.995 1.000 0.998 d = lying 0.159 0.546 0.997 0.706 e = standing 0.000 0.984 0.098 0.178 f = sitting 0.001 0.981 0.263 0.415 g = running 0.029 0.834 0.826 0.830 h = walking ------------------------------------------------------- 0.044 0.826 0.653 0.610 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.923 0.673 0.778 a = climbing down 0.086 0.604 0.919 0.729 b = climbing up 0.107 0.168 0.967 0.286 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.161 0.542 0.989 0.700 e = standing 0.026 0.426 0.113 0.178 f = sitting 0.007 0.865 0.278 0.421 g = running 0.022 0.823 0.582 0.682 h = walking ------------------------------------------------------- 0.048 0.719 0.632 0.613 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.932 0.678 0.785 a = climbing down 0.085 0.607 0.919 0.731 b = climbing up 0.087 0.199 0.967 0.330 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.161 0.541 0.989 0.699 e = standing 0.026 0.419 0.109 0.173 f = sitting 0.007 0.905 0.413 0.568 g = running 0.022 0.828 0.593 0.691 h = walking ------------------------------------------------------- 0.047 0.727 0.653 0.637 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.936 0.678 0.786 a = climbing down 0.082 0.616 0.917 0.737 b = climbing up 0.103 0.172 0.956 0.291 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.162 0.540 0.989 0.699 e = standing 0.026 0.415 0.108 0.171 f = sitting 0.008 0.871 0.305 0.452 g = running 0.022 0.831 0.614 0.706 h = walking ------------------------------------------------------- 0.047 0.723 0.640 0.622 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.939 0.678 0.787 a = climbing down 0.082 0.615 0.919 0.737 b = climbing up 0.097 0.182 0.967 0.306 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.161 0.541 0.989 0.700 e = standing 0.026 0.422 0.111 0.176 f = sitting 0.007 0.892 0.345 0.498 g = running 0.022 0.829 0.611 0.703 h = walking ------------------------------------------------------- 0.047 0.727 0.646 0.630 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.939 0.681 0.789 a = climbing down 0.079 0.625 0.919 0.744 b = climbing up 0.094 0.187 0.967 0.313 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.162 0.540 0.989 0.699 e = standing 0.026 0.411 0.106 0.169 f = sitting 0.007 0.894 0.365 0.518 g = running 0.022 0.832 0.627 0.715 h = walking ------------------------------------------------------- 0.047 0.727 0.651 0.634 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.942 0.673 0.785 a = climbing down 0.078 0.630 0.921 0.748 b = climbing up 0.088 0.195 0.956 0.324 c = jumping 0.000 1.000 0.840 0.913 d = lying 0.162 0.540 0.989 0.699 e = standing 0.026 0.411 0.106 0.169 f = sitting 0.008 0.900 0.405 0.559 g = running 0.024 0.825 0.632 0.716 h = walking ------------------------------------------------------- 0.047 0.728 0.657 0.641 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.062 0.409 0.563 0.474 a = climbing down 0.002 0.821 0.067 0.124 b = climbing up 0.000 1.000 0.647 0.786 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.186 0.469 1.000 0.638 e = standing 0.001 0.789 0.024 0.047 f = sitting 0.054 0.769 1.000 0.870 g = running 0.071 0.731 0.945 0.824 h = walking ------------------------------------------------------- 0.051 0.747 0.675 0.594 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.057 0.431 0.574 0.492 a = climbing down 0.002 0.816 0.065 0.120 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.186 0.469 1.000 0.638 e = standing 0.001 0.789 0.024 0.047 f = sitting 0.048 0.790 1.000 0.883 g = running 0.073 0.730 0.966 0.832 h = walking ------------------------------------------------------- 0.050 0.751 0.683 0.600 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.058 0.424 0.567 0.485 a = climbing down 0.003 0.756 0.065 0.119 b = climbing up 0.000 1.000 0.929 0.963 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 0.041 0.815 1.000 0.898 g = running 0.074 0.727 0.971 0.831 h = walking ------------------------------------------------------- 0.050 0.751 0.686 0.603 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.057 0.435 0.585 0.499 a = climbing down 0.003 0.756 0.065 0.119 b = climbing up 0.000 1.000 0.953 0.976 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 0.038 0.829 1.000 0.906 g = running 0.075 0.726 0.978 0.834 h = walking ------------------------------------------------------- 0.049 0.750 0.688 0.605 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.058 0.439 0.604 0.509 a = climbing down 0.003 0.738 0.065 0.119 b = climbing up 0.000 1.000 0.953 0.976 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 0.035 0.839 1.000 0.913 g = running 0.075 0.726 0.978 0.834 h = walking ------------------------------------------------------- 0.049 0.747 0.689 0.606 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.060 0.444 0.630 0.521 a = climbing down 0.003 0.738 0.065 0.119 b = climbing up 0.000 1.000 0.953 0.976 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 0.032 0.851 1.000 0.920 g = running 0.075 0.728 0.978 0.835 h = walking ------------------------------------------------------- 0.049 0.754 0.692 0.609 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.050 0.472 0.589 0.524 a = climbing down 0.000 0.992 0.267 0.421 b = climbing up 0.000 1.000 0.412 0.584 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.168 0.494 1.000 0.661 e = standing 0.001 0.955 0.105 0.189 f = sitting 0.034 0.841 1.000 0.914 g = running 0.081 0.703 0.937 0.803 h = walking ------------------------------------------------------- 0.046 0.808 0.712 0.660 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.049 0.453 0.530 0.488 a = climbing down 0.000 0.992 0.265 0.419 b = climbing up 0.000 1.000 0.412 0.584 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.168 0.494 1.000 0.661 e = standing 0.001 0.955 0.105 0.189 f = sitting 0.039 0.822 1.000 0.903 g = running 0.081 0.704 0.945 0.807 h = walking ------------------------------------------------------- 0.047 0.804 0.709 0.656 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.046 0.479 0.556 0.515 a = climbing down 0.001 0.985 0.272 0.426 b = climbing up 0.000 1.000 0.487 0.655 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.168 0.494 1.000 0.661 e = standing 0.001 0.955 0.105 0.189 f = sitting 0.035 0.838 1.000 0.912 g = running 0.081 0.706 0.954 0.811 h = walking ------------------------------------------------------- 0.046 0.808 0.714 0.663 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.042 0.515 0.589 0.549 a = climbing down 0.001 0.986 0.288 0.446 b = climbing up 0.000 1.000 0.787 0.881 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.170 0.490 1.000 0.658 e = standing 0.001 0.950 0.093 0.170 f = sitting 0.025 0.879 1.000 0.936 g = running 0.082 0.704 0.957 0.811 h = walking ------------------------------------------------------- 0.045 0.815 0.724 0.673 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.042 0.508 0.570 0.538 a = climbing down 0.001 0.979 0.293 0.451 b = climbing up 0.000 1.000 0.838 0.912 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.170 0.490 1.000 0.658 e = standing 0.001 0.950 0.093 0.170 f = sitting 0.025 0.880 1.000 0.936 g = running 0.082 0.704 0.957 0.811 h = walking ------------------------------------------------------- 0.045 0.814 0.724 0.673 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.038 0.545 0.600 0.571 a = climbing down 0.001 0.986 0.303 0.464 b = climbing up 0.000 1.000 0.887 0.940 c = jumping 0.000 1.000 0.992 0.996 d = lying 0.171 0.488 1.000 0.656 e = standing 0.001 0.945 0.085 0.156 f = sitting 0.022 0.894 1.000 0.944 g = running 0.084 0.701 0.961 0.811 h = walking ------------------------------------------------------- 0.045 0.818 0.728 0.677 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.169 0.194 0.293 0.233 a = climbing down 0.270 0.314 0.861 0.460 b = climbing up 0.008 0.000 0.000 0.000 c = jumping 0.016 0.911 0.958 0.934 d = lying 0.149 0.482 0.988 0.648 e = standing 0.002 0.837 0.068 0.125 f = sitting 0.000 1.000 0.198 0.330 g = running 0.016 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.078 0.535 0.447 0.373 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.205 0.162 0.285 0.206 a = climbing down 0.274 0.325 0.920 0.481 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.016 0.911 0.958 0.934 d = lying 0.149 0.482 0.988 0.648 e = standing 0.002 0.837 0.068 0.125 f = sitting 0.000 1.000 0.018 0.035 g = running 0.009 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.082 0.532 0.426 0.327 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.205 0.159 0.281 0.203 a = climbing down 0.273 0.328 0.929 0.485 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.016 0.911 0.958 0.934 d = lying 0.160 0.467 0.998 0.636 e = standing 0.001 0.500 0.005 0.010 f = sitting 0.000 1.000 0.008 0.016 g = running 0.011 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.481 0.417 0.306 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.205 0.156 0.273 0.198 a = climbing down 0.277 0.329 0.947 0.489 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.016 0.911 0.958 0.934 d = lying 0.160 0.467 0.998 0.636 e = standing 0.001 0.500 0.005 0.010 f = sitting 0.000 0.000 0.000 0.000 g = running 0.006 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.327 0.417 0.303 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.201 0.146 0.248 0.184 a = climbing down 0.281 0.333 0.978 0.497 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.016 0.911 0.958 0.934 d = lying 0.160 0.467 0.998 0.636 e = standing 0.001 0.500 0.005 0.010 f = sitting 0.000 0.000 0.000 0.000 g = running 0.005 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.083 0.326 0.418 0.303 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.199 0.086 0.135 0.105 a = climbing down 0.298 0.324 0.994 0.489 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.016 0.911 0.955 0.933 d = lying 0.161 0.466 0.998 0.635 e = standing 0.001 0.600 0.005 0.010 f = sitting 0.000 0.000 0.000 0.000 g = running 0.005 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.085 0.333 0.406 0.292 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.134 0.367 0.558 0.443 a = climbing down 0.262 0.338 0.937 0.497 b = climbing up 0.001 0.909 0.357 0.513 c = jumping 0.000 1.000 0.847 0.917 d = lying 0.095 0.519 0.733 0.608 e = standing 0.063 0.556 0.452 0.499 f = sitting 0.001 0.964 0.174 0.295 g = running 0.013 0.120 0.009 0.017 h = walking ------------------------------------------------------- 0.072 0.568 0.504 0.460 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.158 0.323 0.541 0.405 a = climbing down 0.261 0.343 0.956 0.505 b = climbing up 0.000 1.000 0.238 0.385 c = jumping 0.000 1.000 0.848 0.918 d = lying 0.106 0.513 0.798 0.625 e = standing 0.051 0.581 0.404 0.476 f = sitting 0.002 0.742 0.037 0.071 g = running 0.016 0.086 0.008 0.014 h = walking ------------------------------------------------------- 0.075 0.528 0.481 0.417 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.164 0.290 0.479 0.361 a = climbing down 0.272 0.338 0.972 0.502 b = climbing up 0.000 1.000 0.250 0.400 c = jumping 0.000 1.000 0.848 0.918 d = lying 0.107 0.510 0.798 0.623 e = standing 0.049 0.589 0.405 0.480 f = sitting 0.001 0.700 0.011 0.022 g = running 0.012 0.091 0.006 0.012 h = walking ------------------------------------------------------- 0.076 0.519 0.472 0.404 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.166 0.262 0.422 0.323 a = climbing down 0.280 0.336 0.994 0.503 b = climbing up 0.000 1.000 0.202 0.337 c = jumping 0.000 1.000 0.845 0.916 d = lying 0.099 0.528 0.798 0.636 e = standing 0.053 0.590 0.434 0.500 f = sitting 0.000 0.000 0.000 0.000 g = running 0.011 0.027 0.002 0.003 h = walking ------------------------------------------------------- 0.077 0.400 0.468 0.398 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.166 0.257 0.412 0.317 a = climbing down 0.281 0.335 0.994 0.501 b = climbing up 0.000 1.000 0.202 0.337 c = jumping 0.000 1.000 0.843 0.915 d = lying 0.155 0.418 0.798 0.549 e = standing 0.044 0.389 0.159 0.226 f = sitting 0.000 0.000 0.000 0.000 g = running 0.011 0.026 0.002 0.003 h = walking ------------------------------------------------------- 0.083 0.356 0.426 0.346 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.166 0.192 0.283 0.229 a = climbing down 0.303 0.320 0.998 0.484 b = climbing up 0.000 1.000 0.190 0.320 c = jumping 0.000 1.000 0.843 0.915 d = lying 0.155 0.418 0.798 0.549 e = standing 0.044 0.389 0.159 0.226 f = sitting 0.000 0.000 0.000 0.000 g = running 0.006 0.000 0.000 0.000 h = walking ------------------------------------------------------- 0.085 0.342 0.410 0.332 Weighted Avg. >> upperarmwaist >>> Subject: 1 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.692 0.437 0.536 a = climbing down 0.071 0.693 0.903 0.784 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.005 0.000 0.000 0.000 d = lying 0.007 0.907 0.424 0.577 e = standing 0.254 0.407 0.963 0.572 f = sitting 0.001 0.990 0.844 0.911 g = running 0.034 0.820 0.935 0.874 h = walking ------------------------------------------------------- 0.059 0.643 0.661 0.616 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.024 0.718 0.437 0.543 a = climbing down 0.068 0.698 0.897 0.785 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.000 0.000 0.000 d = lying 0.007 0.907 0.424 0.577 e = standing 0.256 0.406 0.963 0.571 f = sitting 0.002 0.989 0.864 0.922 g = running 0.036 0.814 0.943 0.874 h = walking ------------------------------------------------------- 0.059 0.646 0.664 0.619 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.024 0.723 0.447 0.552 a = climbing down 0.066 0.704 0.894 0.787 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.010 0.000 0.000 0.000 d = lying 0.007 0.903 0.424 0.577 e = standing 0.249 0.412 0.961 0.576 f = sitting 0.002 0.989 0.864 0.922 g = running 0.036 0.813 0.947 0.875 h = walking ------------------------------------------------------- 0.059 0.647 0.665 0.621 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.022 0.739 0.447 0.557 a = climbing down 0.065 0.710 0.900 0.794 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.009 0.000 0.000 0.000 d = lying 0.007 0.907 0.424 0.577 e = standing 0.250 0.411 0.963 0.576 f = sitting 0.002 0.989 0.878 0.930 g = running 0.036 0.817 0.952 0.879 h = walking ------------------------------------------------------- 0.058 0.651 0.669 0.624 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.821 0.453 0.584 a = climbing down 0.065 0.710 0.902 0.794 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.009 0.000 0.000 0.000 d = lying 0.007 0.906 0.422 0.576 e = standing 0.250 0.411 0.963 0.576 f = sitting 0.002 0.989 0.930 0.959 g = running 0.035 0.820 0.948 0.879 h = walking ------------------------------------------------------- 0.057 0.661 0.677 0.632 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.842 0.470 0.604 a = climbing down 0.062 0.719 0.900 0.799 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.009 0.000 0.000 0.000 d = lying 0.005 0.920 0.418 0.575 e = standing 0.251 0.412 0.969 0.578 f = sitting 0.002 0.989 0.938 0.963 g = running 0.035 0.819 0.950 0.880 h = walking ------------------------------------------------------- 0.056 0.667 0.681 0.636 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.982 0.754 0.853 a = climbing down 0.030 0.838 0.887 0.862 b = climbing up 0.000 1.000 0.970 0.985 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.000 0.997 0.603 0.751 e = standing 0.229 0.442 0.998 0.613 f = sitting 0.001 0.993 0.990 0.992 g = running 0.034 0.820 0.936 0.874 h = walking ------------------------------------------------------- 0.045 0.717 0.747 0.707 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.003 0.972 0.750 0.847 a = climbing down 0.032 0.833 0.889 0.860 b = climbing up 0.000 1.000 0.970 0.985 c = jumping 0.002 0.000 0.000 0.000 d = lying 0.000 0.997 0.593 0.744 e = standing 0.230 0.440 0.998 0.611 f = sitting 0.001 0.993 0.982 0.987 g = running 0.033 0.827 0.941 0.881 h = walking ------------------------------------------------------- 0.046 0.716 0.745 0.705 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.003 0.972 0.743 0.842 a = climbing down 0.034 0.824 0.890 0.856 b = climbing up 0.000 1.000 0.970 0.985 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.000 0.997 0.592 0.743 e = standing 0.231 0.439 0.998 0.610 f = sitting 0.001 0.993 0.982 0.987 g = running 0.032 0.830 0.938 0.881 h = walking ------------------------------------------------------- 0.046 0.715 0.743 0.703 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.003 0.974 0.754 0.850 a = climbing down 0.028 0.848 0.887 0.867 b = climbing up 0.000 1.000 0.940 0.969 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.000 0.997 0.593 0.744 e = standing 0.231 0.439 0.998 0.610 f = sitting 0.002 0.990 0.983 0.987 g = running 0.034 0.823 0.951 0.882 h = walking ------------------------------------------------------- 0.045 0.717 0.746 0.706 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.982 0.754 0.853 a = climbing down 0.028 0.848 0.889 0.868 b = climbing up 0.000 1.000 0.940 0.969 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.000 0.997 0.593 0.744 e = standing 0.231 0.439 0.998 0.610 f = sitting 0.002 0.990 0.990 0.990 g = running 0.033 0.825 0.951 0.884 h = walking ------------------------------------------------------- 0.045 0.719 0.747 0.707 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.002 0.985 0.758 0.857 a = climbing down 0.026 0.859 0.887 0.873 b = climbing up 0.000 1.000 0.940 0.969 c = jumping 0.001 0.000 0.000 0.000 d = lying 0.000 0.997 0.593 0.744 e = standing 0.231 0.439 0.998 0.610 f = sitting 0.002 0.990 0.992 0.991 g = running 0.033 0.828 0.965 0.891 h = walking ------------------------------------------------------- 0.045 0.721 0.750 0.709 Weighted Avg. >>> Subject: 2 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.022 0.839 0.823 0.831 a = climbing down 0.006 0.892 0.382 0.535 b = climbing up 0.000 1.000 0.975 0.988 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.065 0.732 0.988 0.841 e = standing 0.002 0.978 0.587 0.734 f = sitting 0.002 0.988 1.000 0.994 g = running 0.088 0.664 0.951 0.782 h = walking ------------------------------------------------------- 0.027 0.871 0.843 0.832 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.020 0.854 0.838 0.846 a = climbing down 0.006 0.891 0.395 0.547 b = climbing up 0.000 1.000 0.975 0.988 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.065 0.732 0.988 0.841 e = standing 0.002 0.978 0.587 0.734 f = sitting 0.002 0.988 1.000 0.994 g = running 0.084 0.676 0.959 0.793 h = walking ------------------------------------------------------- 0.027 0.874 0.847 0.836 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.020 0.849 0.838 0.843 a = climbing down 0.006 0.899 0.395 0.549 b = climbing up 0.000 1.000 0.975 0.988 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.065 0.732 0.988 0.841 e = standing 0.002 0.978 0.587 0.734 f = sitting 0.002 0.988 1.000 0.994 g = running 0.084 0.675 0.957 0.792 h = walking ------------------------------------------------------- 0.027 0.874 0.847 0.836 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.020 0.853 0.834 0.843 a = climbing down 0.006 0.894 0.391 0.544 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.065 0.732 0.988 0.841 e = standing 0.002 0.978 0.587 0.734 f = sitting 0.002 0.990 1.000 0.995 g = running 0.086 0.670 0.957 0.789 h = walking ------------------------------------------------------- 0.027 0.874 0.846 0.835 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.854 0.836 0.845 a = climbing down 0.005 0.903 0.391 0.545 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.065 0.732 0.988 0.841 e = standing 0.002 0.978 0.587 0.734 f = sitting 0.002 0.990 1.000 0.995 g = running 0.086 0.673 0.962 0.792 h = walking ------------------------------------------------------- 0.027 0.875 0.847 0.836 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.018 0.865 0.823 0.844 a = climbing down 0.005 0.907 0.386 0.542 b = climbing up 0.000 1.000 0.988 0.994 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.065 0.732 0.988 0.841 e = standing 0.002 0.978 0.587 0.734 f = sitting 0.002 0.990 1.000 0.995 g = running 0.089 0.667 0.970 0.790 h = walking ------------------------------------------------------- 0.027 0.876 0.846 0.835 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.033 0.766 0.790 0.778 a = climbing down 0.014 0.806 0.433 0.564 b = climbing up 0.001 0.963 0.988 0.975 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.001 0.995 1.000 0.997 e = standing 0.000 0.998 0.994 0.996 f = sitting 0.003 0.982 0.995 0.988 g = running 0.071 0.702 0.914 0.794 h = walking ------------------------------------------------------- 0.017 0.899 0.894 0.888 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.788 0.794 0.791 a = climbing down 0.014 0.806 0.453 0.580 b = climbing up 0.000 0.988 0.988 0.988 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.001 0.995 1.000 0.997 e = standing 0.000 0.998 0.994 0.996 f = sitting 0.004 0.980 0.998 0.989 g = running 0.071 0.703 0.914 0.795 h = walking ------------------------------------------------------- 0.017 0.902 0.898 0.892 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.029 0.793 0.818 0.805 a = climbing down 0.014 0.802 0.451 0.578 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.001 0.995 1.000 0.997 e = standing 0.000 0.998 0.994 0.996 f = sitting 0.003 0.982 0.998 0.990 g = running 0.068 0.711 0.912 0.799 h = walking ------------------------------------------------------- 0.016 0.904 0.900 0.894 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.030 0.787 0.822 0.804 a = climbing down 0.014 0.797 0.427 0.556 b = climbing up 0.000 0.988 1.000 0.994 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.001 0.995 1.000 0.997 e = standing 0.000 0.998 0.994 0.996 f = sitting 0.003 0.982 0.998 0.990 g = running 0.069 0.707 0.914 0.797 h = walking ------------------------------------------------------- 0.017 0.902 0.898 0.891 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.031 0.784 0.822 0.802 a = climbing down 0.014 0.789 0.398 0.529 b = climbing up 0.001 0.964 1.000 0.982 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.001 0.995 1.000 0.997 e = standing 0.000 0.998 0.994 0.996 f = sitting 0.003 0.982 0.995 0.988 g = running 0.072 0.698 0.916 0.792 h = walking ------------------------------------------------------- 0.017 0.899 0.895 0.887 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.032 0.776 0.822 0.798 a = climbing down 0.014 0.775 0.367 0.498 b = climbing up 0.001 0.964 1.000 0.982 c = jumping 0.000 1.000 0.998 0.999 d = lying 0.001 0.995 1.000 0.997 e = standing 0.000 0.998 0.994 0.996 f = sitting 0.003 0.982 0.995 0.988 g = running 0.075 0.692 0.919 0.790 h = walking ------------------------------------------------------- 0.018 0.895 0.892 0.882 Weighted Avg. >>> Subject: 3 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.009 0.926 0.940 0.933 a = climbing down 0.010 0.902 0.612 0.729 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.002 0.990 0.990 0.990 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.986 0.992 0.989 f = sitting 0.000 1.000 0.967 0.983 g = running 0.062 0.737 0.955 0.832 h = walking ------------------------------------------------------- 0.013 0.934 0.926 0.924 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.008 0.936 0.940 0.938 a = climbing down 0.010 0.903 0.621 0.736 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.001 0.992 0.990 0.991 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.986 0.994 0.990 f = sitting 0.000 1.000 0.970 0.985 g = running 0.062 0.739 0.955 0.833 h = walking ------------------------------------------------------- 0.012 0.935 0.927 0.926 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.007 0.938 0.940 0.939 a = climbing down 0.010 0.905 0.631 0.744 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.001 0.992 0.990 0.991 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.986 0.994 0.990 f = sitting 0.000 1.000 0.970 0.985 g = running 0.060 0.743 0.955 0.836 h = walking ------------------------------------------------------- 0.012 0.936 0.929 0.927 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.007 0.938 0.940 0.939 a = climbing down 0.009 0.910 0.640 0.752 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.001 0.992 0.990 0.991 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.986 0.994 0.990 f = sitting 0.000 1.000 0.973 0.986 g = running 0.058 0.750 0.958 0.841 h = walking ------------------------------------------------------- 0.012 0.938 0.931 0.930 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.007 0.938 0.940 0.939 a = climbing down 0.009 0.912 0.649 0.758 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.986 0.995 0.991 f = sitting 0.000 1.000 0.973 0.986 g = running 0.057 0.754 0.958 0.844 h = walking ------------------------------------------------------- 0.012 0.939 0.932 0.931 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.008 0.932 0.940 0.936 a = climbing down 0.010 0.913 0.698 0.791 b = climbing up 0.000 0.979 0.989 0.984 c = jumping 0.001 0.993 0.990 0.992 d = lying 0.001 0.991 0.984 0.987 e = standing 0.002 0.986 0.995 0.991 f = sitting 0.000 1.000 0.969 0.984 g = running 0.050 0.779 0.955 0.858 h = walking ------------------------------------------------------- 0.011 0.943 0.938 0.937 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.952 0.931 0.942 a = climbing down 0.017 0.863 0.706 0.777 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.011 0.938 0.987 0.962 d = lying 0.002 0.987 0.987 0.987 e = standing 0.004 0.977 0.929 0.952 f = sitting 0.000 1.000 0.992 0.996 g = running 0.048 0.775 0.911 0.838 h = walking ------------------------------------------------------- 0.013 0.928 0.925 0.925 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.931 0.944 a = climbing down 0.016 0.870 0.714 0.784 b = climbing up 0.000 0.978 1.000 0.989 c = jumping 0.010 0.939 0.987 0.962 d = lying 0.002 0.985 0.994 0.990 e = standing 0.003 0.982 0.927 0.953 f = sitting 0.000 1.000 0.995 0.997 g = running 0.048 0.779 0.914 0.841 h = walking ------------------------------------------------------- 0.012 0.931 0.928 0.927 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.931 0.944 a = climbing down 0.015 0.877 0.708 0.784 b = climbing up 0.000 0.989 1.000 0.994 c = jumping 0.010 0.939 0.987 0.962 d = lying 0.002 0.985 0.994 0.990 e = standing 0.003 0.982 0.927 0.953 f = sitting 0.000 1.000 0.996 0.998 g = running 0.048 0.777 0.920 0.842 h = walking ------------------------------------------------------- 0.012 0.932 0.928 0.928 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.933 0.945 a = climbing down 0.014 0.882 0.715 0.790 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.010 0.939 0.987 0.962 d = lying 0.002 0.985 0.994 0.990 e = standing 0.003 0.982 0.927 0.953 f = sitting 0.000 1.000 0.997 0.999 g = running 0.047 0.783 0.923 0.847 h = walking ------------------------------------------------------- 0.012 0.933 0.930 0.929 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.005 0.957 0.936 0.946 a = climbing down 0.015 0.879 0.708 0.784 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.010 0.939 0.987 0.962 d = lying 0.002 0.985 0.994 0.990 e = standing 0.003 0.982 0.927 0.953 f = sitting 0.000 1.000 0.997 0.999 g = running 0.048 0.779 0.921 0.844 h = walking ------------------------------------------------------- 0.012 0.932 0.929 0.928 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.005 0.959 0.936 0.947 a = climbing down 0.016 0.870 0.733 0.796 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.010 0.939 0.987 0.962 d = lying 0.002 0.985 0.994 0.990 e = standing 0.003 0.982 0.927 0.953 f = sitting 0.000 1.000 0.997 0.999 g = running 0.044 0.792 0.912 0.848 h = walking ------------------------------------------------------- 0.012 0.933 0.931 0.931 Weighted Avg. >>> Subject: 4 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.790 0.474 0.592 a = climbing down 0.106 0.623 0.929 0.746 b = climbing up 0.000 1.000 0.912 0.954 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.005 0.969 0.980 0.974 e = standing 0.004 0.972 0.989 0.980 f = sitting 0.002 0.992 0.893 0.940 g = running 0.010 0.930 0.892 0.910 h = walking ------------------------------------------------------- 0.022 0.896 0.878 0.877 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.798 0.434 0.563 a = climbing down 0.110 0.612 0.926 0.737 b = climbing up 0.000 0.984 0.897 0.938 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.005 0.969 0.980 0.974 e = standing 0.004 0.972 0.989 0.980 f = sitting 0.002 0.991 0.903 0.945 g = running 0.009 0.932 0.904 0.918 h = walking ------------------------------------------------------- 0.022 0.895 0.876 0.873 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.815 0.434 0.567 a = climbing down 0.107 0.621 0.933 0.745 b = climbing up 0.000 0.984 0.926 0.955 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.005 0.969 0.980 0.974 e = standing 0.004 0.972 0.989 0.980 f = sitting 0.002 0.993 0.908 0.949 g = running 0.010 0.930 0.917 0.924 h = walking ------------------------------------------------------- 0.021 0.899 0.880 0.877 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.817 0.416 0.552 a = climbing down 0.107 0.621 0.937 0.747 b = climbing up 0.000 0.984 0.912 0.947 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.005 0.969 0.980 0.974 e = standing 0.004 0.972 0.989 0.980 f = sitting 0.002 0.992 0.914 0.952 g = running 0.009 0.934 0.927 0.931 h = walking ------------------------------------------------------- 0.021 0.900 0.881 0.876 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.831 0.395 0.536 a = climbing down 0.109 0.620 0.945 0.749 b = climbing up 0.000 0.984 0.926 0.955 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.005 0.969 0.980 0.974 e = standing 0.004 0.972 0.989 0.980 f = sitting 0.002 0.993 0.919 0.955 g = running 0.009 0.934 0.934 0.934 h = walking ------------------------------------------------------- 0.021 0.901 0.881 0.876 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.010 0.846 0.361 0.506 a = climbing down 0.112 0.615 0.951 0.747 b = climbing up 0.000 0.984 0.926 0.955 c = jumping 0.000 0.998 0.974 0.986 d = lying 0.005 0.969 0.978 0.973 e = standing 0.004 0.968 0.987 0.977 f = sitting 0.002 0.993 0.919 0.955 g = running 0.010 0.927 0.946 0.937 h = walking ------------------------------------------------------- 0.022 0.901 0.879 0.872 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.821 0.587 0.685 a = climbing down 0.081 0.688 0.948 0.797 b = climbing up 0.000 0.955 0.646 0.771 c = jumping 0.001 0.994 0.768 0.866 d = lying 0.013 0.908 0.910 0.909 e = standing 0.035 0.778 1.000 0.875 f = sitting 0.006 0.976 0.943 0.959 g = running 0.013 0.895 0.805 0.847 h = walking ------------------------------------------------------- 0.024 0.873 0.855 0.854 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.840 0.594 0.696 a = climbing down 0.078 0.698 0.954 0.806 b = climbing up 0.000 0.977 0.662 0.789 c = jumping 0.001 0.994 0.768 0.866 d = lying 0.013 0.908 0.911 0.910 e = standing 0.035 0.780 1.000 0.876 f = sitting 0.006 0.977 0.946 0.961 g = running 0.013 0.901 0.831 0.864 h = walking ------------------------------------------------------- 0.023 0.878 0.861 0.860 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.017 0.841 0.607 0.705 a = climbing down 0.074 0.708 0.952 0.812 b = climbing up 0.001 0.936 0.677 0.786 c = jumping 0.001 0.994 0.768 0.866 d = lying 0.013 0.908 0.911 0.910 e = standing 0.035 0.780 1.000 0.876 f = sitting 0.006 0.978 0.944 0.960 g = running 0.013 0.902 0.842 0.871 h = walking ------------------------------------------------------- 0.022 0.880 0.864 0.863 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.853 0.604 0.707 a = climbing down 0.073 0.714 0.960 0.819 b = climbing up 0.000 1.000 0.754 0.860 c = jumping 0.001 0.994 0.768 0.866 d = lying 0.013 0.908 0.911 0.910 e = standing 0.035 0.780 1.000 0.876 f = sitting 0.004 0.983 0.949 0.966 g = running 0.013 0.899 0.849 0.874 h = walking ------------------------------------------------------- 0.021 0.884 0.868 0.866 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.863 0.600 0.708 a = climbing down 0.072 0.715 0.964 0.821 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.001 0.994 0.768 0.866 d = lying 0.013 0.908 0.911 0.910 e = standing 0.035 0.780 1.000 0.876 f = sitting 0.003 0.986 0.950 0.968 g = running 0.012 0.907 0.863 0.884 h = walking ------------------------------------------------------- 0.021 0.887 0.870 0.869 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.873 0.587 0.702 a = climbing down 0.073 0.713 0.967 0.821 b = climbing up 0.000 1.000 0.800 0.889 c = jumping 0.001 0.994 0.768 0.866 d = lying 0.013 0.908 0.911 0.910 e = standing 0.035 0.780 1.000 0.876 f = sitting 0.003 0.986 0.953 0.969 g = running 0.012 0.908 0.871 0.889 h = walking ------------------------------------------------------- 0.021 0.888 0.871 0.869 Weighted Avg. >>> Subject: 5 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.029 0.669 0.524 0.588 a = climbing down 0.053 0.681 0.830 0.748 b = climbing up 0.000 1.000 0.518 0.682 c = jumping 0.016 0.896 0.962 0.928 d = lying 0.005 0.964 0.961 0.962 e = standing 0.008 0.946 0.886 0.915 f = sitting 0.017 0.944 0.990 0.966 g = running 0.034 0.790 0.756 0.773 h = walking ------------------------------------------------------- 0.022 0.860 0.859 0.856 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.029 0.678 0.536 0.599 a = climbing down 0.051 0.688 0.827 0.751 b = climbing up 0.000 1.000 0.612 0.759 c = jumping 0.007 0.952 0.962 0.957 d = lying 0.005 0.963 0.964 0.963 e = standing 0.008 0.952 0.941 0.946 f = sitting 0.015 0.951 0.990 0.970 g = running 0.034 0.792 0.766 0.779 h = walking ------------------------------------------------------- 0.020 0.871 0.871 0.869 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.744 0.496 0.595 a = climbing down 0.057 0.666 0.834 0.741 b = climbing up 0.000 1.000 0.659 0.794 c = jumping 0.007 0.952 0.962 0.957 d = lying 0.005 0.963 0.964 0.963 e = standing 0.008 0.952 0.941 0.946 f = sitting 0.014 0.952 0.987 0.969 g = running 0.035 0.793 0.804 0.798 h = walking ------------------------------------------------------- 0.020 0.876 0.874 0.870 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.017 0.768 0.502 0.607 a = climbing down 0.058 0.664 0.841 0.742 b = climbing up 0.000 1.000 0.659 0.794 c = jumping 0.007 0.952 0.962 0.957 d = lying 0.005 0.963 0.964 0.963 e = standing 0.008 0.952 0.941 0.946 f = sitting 0.014 0.952 0.987 0.969 g = running 0.033 0.803 0.811 0.807 h = walking ------------------------------------------------------- 0.019 0.880 0.876 0.873 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.016 0.785 0.509 0.617 a = climbing down 0.058 0.662 0.834 0.738 b = climbing up 0.000 1.000 0.694 0.819 c = jumping 0.006 0.962 0.952 0.957 d = lying 0.004 0.968 0.966 0.967 e = standing 0.010 0.942 0.952 0.947 f = sitting 0.014 0.954 0.987 0.970 g = running 0.033 0.806 0.822 0.814 h = walking ------------------------------------------------------- 0.019 0.882 0.879 0.876 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.801 0.481 0.601 a = climbing down 0.062 0.647 0.830 0.727 b = climbing up 0.000 1.000 0.741 0.851 c = jumping 0.005 0.963 0.948 0.956 d = lying 0.004 0.968 0.964 0.966 e = standing 0.011 0.936 0.952 0.944 f = sitting 0.012 0.960 0.987 0.974 g = running 0.035 0.796 0.826 0.811 h = walking ------------------------------------------------------- 0.019 0.882 0.876 0.873 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.840 0.826 0.833 a = climbing down 0.010 0.925 0.884 0.904 b = climbing up 0.000 1.000 0.268 0.423 c = jumping 0.021 0.872 1.000 0.932 d = lying 0.009 0.938 0.955 0.947 e = standing 0.004 0.975 0.831 0.897 f = sitting 0.022 0.929 1.000 0.963 g = running 0.026 0.846 0.863 0.854 h = walking ------------------------------------------------------- 0.016 0.909 0.906 0.902 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.019 0.834 0.832 0.833 a = climbing down 0.007 0.940 0.857 0.896 b = climbing up 0.000 1.000 0.341 0.509 c = jumping 0.021 0.875 1.000 0.933 d = lying 0.009 0.935 0.957 0.946 e = standing 0.004 0.974 0.829 0.896 f = sitting 0.021 0.933 1.000 0.965 g = running 0.029 0.836 0.873 0.854 h = walking ------------------------------------------------------- 0.016 0.910 0.906 0.903 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.859 0.828 0.843 a = climbing down 0.007 0.940 0.857 0.896 b = climbing up 0.000 1.000 0.329 0.495 c = jumping 0.013 0.921 1.000 0.959 d = lying 0.009 0.935 0.957 0.946 e = standing 0.004 0.976 0.881 0.926 f = sitting 0.021 0.932 1.000 0.965 g = running 0.030 0.830 0.887 0.858 h = walking ------------------------------------------------------- 0.015 0.917 0.915 0.912 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.861 0.828 0.844 a = climbing down 0.007 0.944 0.862 0.901 b = climbing up 0.000 1.000 0.329 0.495 c = jumping 0.013 0.921 1.000 0.959 d = lying 0.009 0.935 0.957 0.946 e = standing 0.004 0.976 0.881 0.926 f = sitting 0.021 0.932 1.000 0.965 g = running 0.030 0.831 0.889 0.859 h = walking ------------------------------------------------------- 0.015 0.918 0.916 0.913 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.863 0.841 0.852 a = climbing down 0.007 0.944 0.868 0.904 b = climbing up 0.000 1.000 0.451 0.622 c = jumping 0.013 0.921 1.000 0.959 d = lying 0.009 0.935 0.957 0.946 e = standing 0.004 0.976 0.881 0.926 f = sitting 0.018 0.940 1.000 0.969 g = running 0.028 0.842 0.889 0.865 h = walking ------------------------------------------------------- 0.014 0.922 0.920 0.918 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.012 0.889 0.862 0.876 a = climbing down 0.008 0.938 0.890 0.913 b = climbing up 0.000 1.000 0.500 0.667 c = jumping 0.013 0.921 1.000 0.959 d = lying 0.009 0.935 0.957 0.946 e = standing 0.004 0.976 0.881 0.926 f = sitting 0.018 0.943 1.000 0.971 g = running 0.024 0.862 0.890 0.876 h = walking ------------------------------------------------------- 0.013 0.927 0.926 0.924 Weighted Avg. >>> Subject: 6 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.044 0.646 0.673 0.659 a = climbing down 0.075 0.497 0.562 0.527 b = climbing up 0.000 0.983 0.855 0.915 c = jumping 0.010 0.945 0.964 0.955 d = lying 0.081 0.662 0.888 0.759 e = standing 0.025 0.774 0.486 0.597 f = sitting 0.003 0.982 0.989 0.986 g = running 0.051 0.679 0.597 0.635 h = walking ------------------------------------------------------- 0.039 0.759 0.750 0.746 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.045 0.642 0.673 0.657 a = climbing down 0.075 0.496 0.559 0.526 b = climbing up 0.000 0.983 0.855 0.915 c = jumping 0.006 0.964 0.966 0.965 d = lying 0.073 0.685 0.883 0.771 e = standing 0.025 0.790 0.552 0.650 f = sitting 0.003 0.982 0.989 0.986 g = running 0.051 0.678 0.594 0.633 h = walking ------------------------------------------------------- 0.038 0.766 0.759 0.757 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.045 0.639 0.668 0.653 a = climbing down 0.077 0.485 0.553 0.517 b = climbing up 0.000 1.000 0.855 0.922 c = jumping 0.006 0.966 0.966 0.966 d = lying 0.073 0.684 0.886 0.772 e = standing 0.025 0.795 0.552 0.652 f = sitting 0.003 0.982 0.991 0.986 g = running 0.052 0.669 0.581 0.622 h = walking ------------------------------------------------------- 0.038 0.765 0.756 0.754 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.048 0.627 0.677 0.651 a = climbing down 0.073 0.493 0.543 0.517 b = climbing up 0.000 0.983 0.855 0.915 c = jumping 0.005 0.972 0.964 0.968 d = lying 0.077 0.672 0.886 0.765 e = standing 0.025 0.788 0.536 0.638 f = sitting 0.003 0.982 0.989 0.986 g = running 0.051 0.675 0.590 0.630 h = walking ------------------------------------------------------- 0.038 0.763 0.754 0.752 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.048 0.629 0.675 0.651 a = climbing down 0.075 0.488 0.539 0.512 b = climbing up 0.000 0.983 0.855 0.915 c = jumping 0.003 0.982 0.964 0.973 d = lying 0.076 0.676 0.886 0.767 e = standing 0.025 0.793 0.552 0.651 f = sitting 0.003 0.982 0.989 0.986 g = running 0.052 0.670 0.587 0.626 h = walking ------------------------------------------------------- 0.038 0.765 0.756 0.754 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.047 0.635 0.677 0.656 a = climbing down 0.076 0.484 0.539 0.510 b = climbing up 0.000 0.983 0.855 0.915 c = jumping 0.004 0.978 0.964 0.971 d = lying 0.078 0.670 0.888 0.764 e = standing 0.025 0.791 0.537 0.640 f = sitting 0.003 0.982 0.989 0.986 g = running 0.052 0.670 0.586 0.625 h = walking ------------------------------------------------------- 0.038 0.763 0.754 0.752 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.034 0.745 0.841 0.790 a = climbing down 0.085 0.351 0.349 0.350 b = climbing up 0.000 1.000 0.831 0.908 c = jumping 0.015 0.918 1.000 0.957 d = lying 0.108 0.576 0.822 0.677 e = standing 0.032 0.611 0.288 0.391 f = sitting 0.003 0.983 0.994 0.989 g = running 0.062 0.626 0.576 0.600 h = walking ------------------------------------------------------- 0.047 0.703 0.707 0.692 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.036 0.736 0.845 0.787 a = climbing down 0.082 0.353 0.339 0.346 b = climbing up 0.000 1.000 0.831 0.908 c = jumping 0.012 0.934 1.000 0.966 d = lying 0.102 0.591 0.822 0.688 e = standing 0.032 0.652 0.344 0.451 f = sitting 0.003 0.983 0.994 0.989 g = running 0.062 0.634 0.592 0.612 h = walking ------------------------------------------------------- 0.045 0.715 0.717 0.705 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.038 0.728 0.843 0.781 a = climbing down 0.083 0.353 0.343 0.348 b = climbing up 0.000 1.000 0.831 0.908 c = jumping 0.012 0.934 1.000 0.966 d = lying 0.102 0.591 0.822 0.688 e = standing 0.032 0.652 0.344 0.451 f = sitting 0.003 0.983 0.994 0.989 g = running 0.060 0.637 0.584 0.609 h = walking ------------------------------------------------------- 0.045 0.714 0.716 0.704 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.038 0.728 0.843 0.781 a = climbing down 0.080 0.361 0.345 0.353 b = climbing up 0.000 1.000 0.831 0.908 c = jumping 0.012 0.934 1.000 0.966 d = lying 0.096 0.605 0.822 0.697 e = standing 0.032 0.672 0.376 0.482 f = sitting 0.003 0.983 0.994 0.989 g = running 0.060 0.643 0.598 0.620 h = walking ------------------------------------------------------- 0.044 0.721 0.723 0.712 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.038 0.726 0.845 0.781 a = climbing down 0.081 0.360 0.347 0.354 b = climbing up 0.000 1.000 0.862 0.926 c = jumping 0.015 0.918 1.000 0.957 d = lying 0.133 0.526 0.822 0.641 e = standing 0.032 0.445 0.147 0.221 f = sitting 0.003 0.986 0.994 0.990 g = running 0.059 0.642 0.590 0.615 h = walking ------------------------------------------------------- 0.050 0.673 0.689 0.664 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.038 0.729 0.850 0.784 a = climbing down 0.077 0.378 0.356 0.367 b = climbing up 0.000 1.000 0.908 0.952 c = jumping 0.010 0.944 1.000 0.971 d = lying 0.141 0.510 0.822 0.630 e = standing 0.032 0.413 0.129 0.197 f = sitting 0.002 0.991 0.994 0.992 g = running 0.059 0.654 0.611 0.631 h = walking ------------------------------------------------------- 0.050 0.675 0.691 0.666 Weighted Avg. >>> Subject: 7 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.027 0.789 0.713 0.750 a = climbing down 0.029 0.794 0.742 0.767 b = climbing up 0.095 0.176 1.000 0.299 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.018 0.846 0.554 0.669 e = standing 0.084 0.530 0.623 0.573 f = sitting 0.001 0.991 0.436 0.605 g = running 0.032 0.827 0.957 0.887 h = walking ------------------------------------------------------- 0.033 0.788 0.703 0.714 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.019 0.841 0.704 0.767 a = climbing down 0.031 0.793 0.793 0.793 b = climbing up 0.118 0.147 1.000 0.257 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.018 0.846 0.555 0.670 e = standing 0.084 0.531 0.623 0.573 f = sitting 0.001 0.987 0.311 0.473 g = running 0.031 0.831 0.957 0.890 h = walking ------------------------------------------------------- 0.033 0.794 0.688 0.697 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.015 0.870 0.680 0.763 a = climbing down 0.035 0.784 0.840 0.811 b = climbing up 0.125 0.139 1.000 0.245 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.018 0.846 0.555 0.670 e = standing 0.084 0.531 0.623 0.573 f = sitting 0.001 0.990 0.267 0.421 g = running 0.028 0.846 0.958 0.899 h = walking ------------------------------------------------------- 0.032 0.799 0.684 0.692 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.875 0.684 0.768 a = climbing down 0.035 0.787 0.844 0.815 b = climbing up 0.122 0.143 1.000 0.250 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.018 0.848 0.563 0.677 e = standing 0.082 0.535 0.623 0.575 f = sitting 0.001 0.991 0.286 0.444 g = running 0.028 0.846 0.958 0.899 h = walking ------------------------------------------------------- 0.032 0.801 0.689 0.698 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.012 0.890 0.702 0.785 a = climbing down 0.032 0.802 0.860 0.830 b = climbing up 0.121 0.144 1.000 0.252 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.018 0.847 0.560 0.674 e = standing 0.083 0.533 0.623 0.574 f = sitting 0.001 0.991 0.295 0.454 g = running 0.027 0.853 0.960 0.903 h = walking ------------------------------------------------------- 0.031 0.805 0.695 0.704 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.009 0.915 0.701 0.794 a = climbing down 0.033 0.801 0.884 0.841 b = climbing up 0.137 0.129 1.000 0.229 c = jumping 0.044 0.768 0.929 0.841 d = lying 0.019 0.841 0.561 0.674 e = standing 0.083 0.532 0.618 0.571 f = sitting 0.001 0.987 0.203 0.336 g = running 0.025 0.861 0.960 0.908 h = walking ------------------------------------------------------- 0.031 0.808 0.682 0.686 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.018 0.855 0.720 0.782 a = climbing down 0.026 0.812 0.744 0.777 b = climbing up 0.031 0.381 0.941 0.542 c = jumping 0.013 0.922 0.986 0.953 d = lying 0.013 0.917 0.811 0.861 e = standing 0.021 0.872 0.924 0.897 f = sitting 0.001 0.992 0.817 0.896 g = running 0.037 0.811 0.997 0.894 h = walking ------------------------------------------------------- 0.018 0.877 0.858 0.861 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.866 0.719 0.785 a = climbing down 0.027 0.812 0.760 0.785 b = climbing up 0.033 0.365 0.941 0.526 c = jumping 0.013 0.922 0.986 0.953 d = lying 0.013 0.915 0.806 0.857 e = standing 0.021 0.868 0.923 0.894 f = sitting 0.001 0.992 0.805 0.889 g = running 0.036 0.816 0.997 0.897 h = walking ------------------------------------------------------- 0.018 0.878 0.857 0.861 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.012 0.894 0.737 0.808 a = climbing down 0.026 0.823 0.793 0.808 b = climbing up 0.028 0.399 0.906 0.554 c = jumping 0.013 0.922 0.986 0.953 d = lying 0.013 0.915 0.803 0.855 e = standing 0.022 0.865 0.923 0.893 f = sitting 0.002 0.987 0.837 0.906 g = running 0.033 0.831 0.997 0.906 h = walking ------------------------------------------------------- 0.017 0.885 0.868 0.871 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.012 0.897 0.739 0.810 a = climbing down 0.025 0.832 0.814 0.823 b = climbing up 0.005 0.780 0.918 0.843 c = jumping 0.013 0.922 0.986 0.953 d = lying 0.013 0.915 0.812 0.861 e = standing 0.020 0.873 0.923 0.897 f = sitting 0.002 0.990 0.966 0.978 g = running 0.030 0.841 0.997 0.912 h = walking ------------------------------------------------------- 0.016 0.897 0.895 0.893 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.008 0.929 0.750 0.830 a = climbing down 0.024 0.843 0.846 0.844 b = climbing up 0.001 0.940 0.918 0.929 c = jumping 0.013 0.922 0.986 0.953 d = lying 0.013 0.915 0.812 0.861 e = standing 0.020 0.873 0.923 0.897 f = sitting 0.002 0.990 0.989 0.990 g = running 0.029 0.847 0.997 0.916 h = walking ------------------------------------------------------- 0.015 0.907 0.904 0.903 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.007 0.942 0.752 0.836 a = climbing down 0.024 0.846 0.860 0.853 b = climbing up 0.001 0.963 0.906 0.933 c = jumping 0.013 0.922 0.986 0.953 d = lying 0.013 0.915 0.812 0.861 e = standing 0.020 0.873 0.923 0.897 f = sitting 0.002 0.989 0.992 0.990 g = running 0.028 0.850 0.997 0.917 h = walking ------------------------------------------------------- 0.015 0.909 0.907 0.905 Weighted Avg. >>> Subject: 8 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.038 0.691 0.811 0.746 a = climbing down 0.103 0.591 0.514 0.550 b = climbing up 0.096 0.171 1.000 0.292 c = jumping 0.000 1.000 0.567 0.723 d = lying 0.086 0.500 0.562 0.529 e = standing 0.119 0.417 0.510 0.459 f = sitting 0.000 1.000 0.232 0.377 g = running 0.101 0.465 0.527 0.494 h = walking ------------------------------------------------------- 0.072 0.636 0.528 0.536 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.044 0.662 0.820 0.733 a = climbing down 0.085 0.627 0.493 0.552 b = climbing up 0.127 0.135 1.000 0.239 c = jumping 0.000 1.000 0.586 0.739 d = lying 0.064 0.546 0.507 0.526 e = standing 0.126 0.459 0.637 0.533 f = sitting 0.000 1.000 0.010 0.020 g = running 0.102 0.497 0.605 0.546 h = walking ------------------------------------------------------- 0.067 0.658 0.520 0.507 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.050 0.657 0.919 0.766 a = climbing down 0.076 0.668 0.526 0.589 b = climbing up 0.128 0.134 1.000 0.237 c = jumping 0.000 1.000 0.604 0.753 d = lying 0.050 0.569 0.430 0.490 e = standing 0.135 0.473 0.725 0.572 f = sitting 0.000 0.000 0.000 0.000 g = running 0.088 0.523 0.579 0.549 h = walking ------------------------------------------------------- 0.063 0.544 0.536 0.519 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.057 0.634 0.942 0.758 a = climbing down 0.076 0.664 0.517 0.581 b = climbing up 0.128 0.134 1.000 0.237 c = jumping 0.000 1.000 0.612 0.759 d = lying 0.029 0.657 0.367 0.471 e = standing 0.145 0.493 0.843 0.622 f = sitting 0.000 0.000 0.000 0.000 g = running 0.085 0.524 0.557 0.540 h = walking ------------------------------------------------------- 0.062 0.556 0.542 0.520 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.055 0.644 0.958 0.771 a = climbing down 0.070 0.679 0.508 0.581 b = climbing up 0.129 0.134 1.000 0.236 c = jumping 0.000 1.000 0.612 0.759 d = lying 0.012 0.836 0.397 0.538 e = standing 0.140 0.530 0.948 0.680 f = sitting 0.000 0.000 0.000 0.000 g = running 0.086 0.532 0.589 0.559 h = walking ------------------------------------------------------- 0.057 0.591 0.565 0.542 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.060 0.631 0.977 0.767 a = climbing down 0.063 0.707 0.521 0.600 b = climbing up 0.128 0.134 1.000 0.236 c = jumping 0.000 1.000 0.635 0.777 d = lying 0.012 0.835 0.383 0.525 e = standing 0.140 0.530 0.945 0.679 f = sitting 0.000 0.000 0.000 0.000 g = running 0.081 0.556 0.603 0.578 h = walking ------------------------------------------------------- 0.055 0.599 0.572 0.548 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.741 0.512 0.605 a = climbing down 0.142 0.399 0.321 0.356 b = climbing up 0.043 0.307 1.000 0.470 c = jumping 0.000 0.997 0.649 0.786 d = lying 0.127 0.369 0.487 0.420 e = standing 0.082 0.498 0.486 0.492 f = sitting 0.000 1.000 0.657 0.793 g = running 0.180 0.296 0.452 0.358 h = walking ------------------------------------------------------- 0.089 0.570 0.497 0.515 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.018 0.769 0.581 0.662 a = climbing down 0.132 0.390 0.289 0.332 b = climbing up 0.022 0.467 1.000 0.637 c = jumping 0.000 0.997 0.694 0.818 d = lying 0.126 0.378 0.502 0.431 e = standing 0.081 0.479 0.448 0.463 f = sitting 0.000 1.000 0.832 0.908 g = running 0.188 0.286 0.449 0.349 h = walking ------------------------------------------------------- 0.087 0.571 0.520 0.533 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.019 0.779 0.649 0.708 a = climbing down 0.103 0.535 0.406 0.461 b = climbing up 0.004 0.825 1.000 0.904 c = jumping 0.000 0.997 0.710 0.829 d = lying 0.130 0.420 0.614 0.499 e = standing 0.064 0.517 0.412 0.459 f = sitting 0.000 1.000 0.965 0.982 g = running 0.156 0.375 0.561 0.450 h = walking ------------------------------------------------------- 0.074 0.635 0.598 0.605 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.787 0.733 0.759 a = climbing down 0.083 0.588 0.403 0.478 b = climbing up 0.003 0.850 1.000 0.919 c = jumping 0.000 0.997 0.767 0.867 d = lying 0.148 0.447 0.781 0.569 e = standing 0.039 0.514 0.251 0.337 f = sitting 0.000 1.000 0.970 0.985 g = running 0.157 0.393 0.609 0.478 h = walking ------------------------------------------------------- 0.068 0.654 0.618 0.614 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.797 0.786 0.792 a = climbing down 0.067 0.646 0.422 0.511 b = climbing up 0.003 0.850 1.000 0.919 c = jumping 0.000 0.997 0.775 0.872 d = lying 0.152 0.454 0.826 0.586 e = standing 0.033 0.519 0.215 0.304 f = sitting 0.000 1.000 0.970 0.985 g = running 0.151 0.419 0.655 0.511 h = walking ------------------------------------------------------- 0.064 0.674 0.636 0.628 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.024 0.782 0.819 0.800 a = climbing down 0.055 0.693 0.422 0.525 b = climbing up 0.003 0.850 1.000 0.919 c = jumping 0.000 0.997 0.771 0.869 d = lying 0.152 0.467 0.871 0.608 e = standing 0.025 0.593 0.222 0.323 f = sitting 0.000 1.000 0.970 0.985 g = running 0.150 0.436 0.693 0.535 h = walking ------------------------------------------------------- 0.060 0.697 0.651 0.640 Weighted Avg. >>> Subject: 9 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.004 0.932 0.461 0.617 a = climbing down 0.037 0.754 0.870 0.808 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.015 0.914 0.924 0.919 e = standing 0.017 0.904 0.913 0.909 f = sitting 0.000 0.999 0.969 0.984 g = running 0.055 0.747 0.959 0.840 h = walking ------------------------------------------------------- 0.017 0.901 0.890 0.884 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.004 0.937 0.467 0.624 a = climbing down 0.035 0.766 0.887 0.822 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.015 0.914 0.924 0.919 e = standing 0.017 0.904 0.913 0.909 f = sitting 0.000 0.999 0.969 0.984 g = running 0.052 0.758 0.969 0.850 h = walking ------------------------------------------------------- 0.017 0.904 0.894 0.888 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.004 0.929 0.467 0.622 a = climbing down 0.036 0.761 0.887 0.819 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.015 0.915 0.929 0.922 e = standing 0.016 0.909 0.913 0.911 f = sitting 0.000 0.999 0.968 0.983 g = running 0.051 0.763 0.969 0.853 h = walking ------------------------------------------------------- 0.017 0.904 0.894 0.889 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.004 0.930 0.474 0.628 a = climbing down 0.035 0.767 0.891 0.824 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.015 0.915 0.929 0.922 e = standing 0.016 0.909 0.913 0.911 f = sitting 0.000 0.999 0.968 0.983 g = running 0.050 0.767 0.974 0.858 h = walking ------------------------------------------------------- 0.016 0.906 0.896 0.891 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.004 0.932 0.490 0.642 a = climbing down 0.033 0.779 0.893 0.832 b = climbing up 0.000 1.000 0.989 0.994 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.015 0.915 0.929 0.922 e = standing 0.016 0.909 0.913 0.911 f = sitting 0.000 0.999 0.968 0.983 g = running 0.050 0.765 0.970 0.855 h = walking ------------------------------------------------------- 0.016 0.907 0.897 0.893 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.004 0.932 0.497 0.648 a = climbing down 0.031 0.787 0.893 0.837 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.000 1.000 0.978 0.989 d = lying 0.016 0.913 0.928 0.920 e = standing 0.016 0.907 0.911 0.909 f = sitting 0.000 1.000 0.972 0.986 g = running 0.050 0.767 0.974 0.858 h = walking ------------------------------------------------------- 0.016 0.908 0.899 0.894 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.001 0.986 0.621 0.762 a = climbing down 0.022 0.804 0.709 0.754 b = climbing up 0.000 1.000 0.671 0.803 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.005 0.969 0.956 0.962 e = standing 0.008 0.956 0.970 0.963 f = sitting 0.009 0.960 0.987 0.973 g = running 0.069 0.702 0.965 0.813 h = walking ------------------------------------------------------- 0.016 0.915 0.902 0.900 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.986 0.630 0.769 a = climbing down 0.021 0.812 0.711 0.758 b = climbing up 0.000 1.000 0.671 0.803 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.005 0.970 0.962 0.966 e = standing 0.007 0.962 0.970 0.966 f = sitting 0.009 0.960 0.987 0.973 g = running 0.067 0.709 0.974 0.820 h = walking ------------------------------------------------------- 0.016 0.918 0.905 0.903 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.986 0.637 0.774 a = climbing down 0.021 0.814 0.719 0.764 b = climbing up 0.000 1.000 0.671 0.803 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 0.009 0.959 0.987 0.972 g = running 0.065 0.714 0.972 0.824 h = walking ------------------------------------------------------- 0.015 0.920 0.908 0.906 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.986 0.655 0.787 a = climbing down 0.021 0.827 0.765 0.795 b = climbing up 0.000 1.000 0.671 0.803 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 0.010 0.956 0.988 0.972 g = running 0.057 0.742 0.972 0.842 h = walking ------------------------------------------------------- 0.014 0.925 0.915 0.913 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.001 0.986 0.660 0.791 a = climbing down 0.021 0.827 0.784 0.805 b = climbing up 0.000 1.000 0.671 0.803 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 0.010 0.955 0.988 0.971 g = running 0.054 0.751 0.965 0.845 h = walking ------------------------------------------------------- 0.014 0.926 0.917 0.915 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.987 0.678 0.804 a = climbing down 0.023 0.822 0.817 0.820 b = climbing up 0.000 1.000 0.671 0.803 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.005 0.970 0.979 0.975 e = standing 0.004 0.979 0.970 0.974 f = sitting 0.010 0.954 0.988 0.971 g = running 0.046 0.778 0.960 0.859 h = walking ------------------------------------------------------- 0.013 0.930 0.923 0.922 Weighted Avg. >>> Subject: 10 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.025 0.793 0.873 0.831 a = climbing down 0.022 0.676 0.481 0.562 b = climbing up 0.001 0.977 0.915 0.945 c = jumping 0.021 0.895 0.968 0.930 d = lying 0.019 0.868 0.635 0.734 e = standing 0.073 0.682 0.811 0.741 f = sitting 0.014 0.929 1.000 0.963 g = running 0.044 0.761 0.784 0.772 h = walking ------------------------------------------------------- 0.032 0.814 0.812 0.807 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.022 0.814 0.877 0.845 a = climbing down 0.021 0.691 0.490 0.573 b = climbing up 0.000 0.989 0.936 0.962 c = jumping 0.021 0.895 0.968 0.930 d = lying 0.019 0.868 0.638 0.736 e = standing 0.072 0.684 0.811 0.742 f = sitting 0.012 0.939 1.000 0.968 g = running 0.045 0.764 0.807 0.785 h = walking ------------------------------------------------------- 0.031 0.820 0.818 0.813 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.022 0.817 0.880 0.847 a = climbing down 0.020 0.699 0.490 0.576 b = climbing up 0.000 0.989 0.936 0.962 c = jumping 0.021 0.895 0.970 0.931 d = lying 0.019 0.872 0.662 0.752 e = standing 0.068 0.698 0.811 0.751 f = sitting 0.012 0.940 1.000 0.969 g = running 0.045 0.765 0.814 0.789 h = walking ------------------------------------------------------- 0.030 0.824 0.823 0.818 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.821 0.880 0.849 a = climbing down 0.020 0.700 0.493 0.579 b = climbing up 0.000 1.000 0.936 0.967 c = jumping 0.021 0.895 0.970 0.931 d = lying 0.019 0.876 0.688 0.771 e = standing 0.062 0.714 0.811 0.760 f = sitting 0.012 0.938 1.000 0.968 g = running 0.045 0.767 0.815 0.790 h = walking ------------------------------------------------------- 0.029 0.828 0.828 0.823 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.020 0.831 0.882 0.856 a = climbing down 0.019 0.710 0.481 0.574 b = climbing up 0.000 1.000 0.936 0.967 c = jumping 0.021 0.895 0.970 0.931 d = lying 0.019 0.876 0.685 0.769 e = standing 0.063 0.712 0.811 0.759 f = sitting 0.012 0.940 1.000 0.969 g = running 0.046 0.764 0.832 0.797 h = walking ------------------------------------------------------- 0.029 0.829 0.829 0.824 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.825 0.882 0.853 a = climbing down 0.018 0.721 0.479 0.575 b = climbing up 0.000 1.000 0.936 0.967 c = jumping 0.021 0.896 0.966 0.930 d = lying 0.018 0.886 0.705 0.785 e = standing 0.060 0.725 0.819 0.769 f = sitting 0.012 0.942 1.000 0.970 g = running 0.046 0.765 0.837 0.799 h = walking ------------------------------------------------------- 0.028 0.834 0.834 0.829 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.024 0.742 0.618 0.674 a = climbing down 0.015 0.675 0.320 0.434 b = climbing up 0.001 0.967 0.978 0.972 c = jumping 0.000 1.000 0.918 0.957 d = lying 0.000 0.998 0.696 0.820 e = standing 0.074 0.724 1.000 0.840 f = sitting 0.043 0.813 0.997 0.896 g = running 0.056 0.737 0.867 0.797 h = walking ------------------------------------------------------- 0.031 0.830 0.819 0.808 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.023 0.748 0.623 0.680 a = climbing down 0.014 0.689 0.317 0.434 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.000 1.000 0.918 0.957 d = lying 0.000 0.998 0.684 0.811 e = standing 0.076 0.717 1.000 0.835 f = sitting 0.041 0.820 0.997 0.900 g = running 0.056 0.738 0.879 0.802 h = walking ------------------------------------------------------- 0.031 0.832 0.819 0.808 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.023 0.751 0.633 0.687 a = climbing down 0.011 0.730 0.317 0.442 b = climbing up 0.001 0.957 1.000 0.978 c = jumping 0.000 1.000 0.918 0.957 d = lying 0.000 0.998 0.684 0.811 e = standing 0.076 0.717 1.000 0.835 f = sitting 0.040 0.824 0.997 0.902 g = running 0.056 0.743 0.895 0.812 h = walking ------------------------------------------------------- 0.031 0.837 0.823 0.811 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.021 0.767 0.641 0.698 a = climbing down 0.010 0.757 0.329 0.458 b = climbing up 0.002 0.938 1.000 0.968 c = jumping 0.000 1.000 0.918 0.957 d = lying 0.000 0.998 0.682 0.810 e = standing 0.076 0.717 1.000 0.835 f = sitting 0.038 0.828 0.997 0.905 g = running 0.055 0.747 0.907 0.819 h = walking ------------------------------------------------------- 0.030 0.842 0.826 0.815 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.021 0.774 0.658 0.711 a = climbing down 0.009 0.779 0.331 0.465 b = climbing up 0.002 0.938 1.000 0.968 c = jumping 0.000 1.000 0.919 0.958 d = lying 0.000 0.998 0.699 0.822 e = standing 0.073 0.726 1.000 0.841 f = sitting 0.037 0.834 0.997 0.908 g = running 0.055 0.751 0.913 0.824 h = walking ------------------------------------------------------- 0.029 0.848 0.832 0.821 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.021 0.780 0.673 0.723 a = climbing down 0.009 0.789 0.331 0.467 b = climbing up 0.002 0.938 1.000 0.968 c = jumping 0.000 1.000 0.919 0.958 d = lying 0.000 0.998 0.681 0.809 e = standing 0.076 0.717 1.000 0.835 f = sitting 0.035 0.840 0.997 0.911 g = running 0.055 0.753 0.918 0.827 h = walking ------------------------------------------------------- 0.029 0.849 0.831 0.820 Weighted Avg. >>> Subject: 11 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.822 0.651 0.727 a = climbing down 0.060 0.660 0.788 0.718 b = climbing up 0.000 1.000 0.798 0.887 c = jumping 0.006 0.963 0.822 0.887 d = lying 0.015 0.901 0.915 0.908 e = standing 0.041 0.793 0.906 0.846 f = sitting 0.006 0.968 0.998 0.983 g = running 0.036 0.802 0.789 0.795 h = walking ------------------------------------------------------- 0.025 0.852 0.844 0.844 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.824 0.651 0.728 a = climbing down 0.060 0.662 0.796 0.723 b = climbing up 0.000 1.000 0.798 0.887 c = jumping 0.006 0.963 0.822 0.887 d = lying 0.015 0.901 0.915 0.908 e = standing 0.041 0.793 0.906 0.846 f = sitting 0.006 0.968 0.998 0.983 g = running 0.036 0.802 0.786 0.794 h = walking ------------------------------------------------------- 0.025 0.852 0.844 0.845 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.832 0.644 0.726 a = climbing down 0.060 0.663 0.803 0.726 b = climbing up 0.000 1.000 0.798 0.887 c = jumping 0.006 0.963 0.822 0.887 d = lying 0.015 0.901 0.915 0.908 e = standing 0.041 0.793 0.906 0.846 f = sitting 0.006 0.968 0.998 0.983 g = running 0.034 0.811 0.797 0.804 h = walking ------------------------------------------------------- 0.025 0.855 0.846 0.847 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.843 0.647 0.732 a = climbing down 0.060 0.661 0.798 0.723 b = climbing up 0.000 1.000 0.798 0.887 c = jumping 0.006 0.963 0.822 0.887 d = lying 0.015 0.901 0.915 0.908 e = standing 0.041 0.793 0.906 0.846 f = sitting 0.006 0.968 0.998 0.983 g = running 0.034 0.811 0.805 0.808 h = walking ------------------------------------------------------- 0.025 0.856 0.847 0.847 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.015 0.838 0.649 0.731 a = climbing down 0.060 0.664 0.796 0.724 b = climbing up 0.000 1.000 0.798 0.887 c = jumping 0.006 0.963 0.822 0.887 d = lying 0.015 0.901 0.915 0.908 e = standing 0.041 0.793 0.906 0.846 f = sitting 0.006 0.968 0.998 0.983 g = running 0.034 0.812 0.806 0.809 h = walking ------------------------------------------------------- 0.025 0.856 0.847 0.848 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.016 0.836 0.649 0.730 a = climbing down 0.059 0.667 0.796 0.726 b = climbing up 0.000 1.000 0.798 0.887 c = jumping 0.006 0.963 0.822 0.887 d = lying 0.015 0.901 0.915 0.908 e = standing 0.041 0.793 0.906 0.846 f = sitting 0.006 0.968 0.998 0.983 g = running 0.035 0.807 0.805 0.806 h = walking ------------------------------------------------------- 0.025 0.855 0.847 0.847 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.014 0.875 0.820 0.847 a = climbing down 0.026 0.838 0.917 0.876 b = climbing up 0.000 1.000 0.235 0.381 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.031 0.830 0.991 0.903 e = standing 0.001 0.990 0.815 0.894 f = sitting 0.019 0.902 0.998 0.948 g = running 0.024 0.865 0.837 0.851 h = walking ------------------------------------------------------- 0.016 0.906 0.899 0.895 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.867 0.822 0.844 a = climbing down 0.026 0.837 0.912 0.873 b = climbing up 0.000 1.000 0.247 0.396 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.031 0.830 0.991 0.903 e = standing 0.001 0.990 0.815 0.894 f = sitting 0.019 0.903 0.998 0.948 g = running 0.024 0.864 0.834 0.849 h = walking ------------------------------------------------------- 0.016 0.905 0.899 0.894 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.876 0.822 0.848 a = climbing down 0.027 0.834 0.919 0.875 b = climbing up 0.000 1.000 0.271 0.426 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.031 0.830 0.991 0.903 e = standing 0.001 0.990 0.813 0.893 f = sitting 0.018 0.906 0.998 0.950 g = running 0.023 0.867 0.833 0.849 h = walking ------------------------------------------------------- 0.016 0.906 0.900 0.895 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.882 0.820 0.850 a = climbing down 0.027 0.835 0.917 0.874 b = climbing up 0.000 1.000 0.271 0.426 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.031 0.829 0.993 0.903 e = standing 0.001 0.992 0.812 0.893 f = sitting 0.018 0.906 0.998 0.950 g = running 0.024 0.865 0.839 0.852 h = walking ------------------------------------------------------- 0.016 0.906 0.900 0.896 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.011 0.899 0.822 0.859 a = climbing down 0.027 0.836 0.919 0.875 b = climbing up 0.000 1.000 0.282 0.440 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.031 0.829 0.996 0.905 e = standing 0.001 0.996 0.812 0.894 f = sitting 0.018 0.907 0.998 0.951 g = running 0.023 0.870 0.852 0.861 h = walking ------------------------------------------------------- 0.015 0.910 0.903 0.899 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.011 0.904 0.827 0.864 a = climbing down 0.025 0.844 0.927 0.884 b = climbing up 0.000 1.000 0.306 0.468 c = jumping 0.001 0.997 1.000 0.998 d = lying 0.031 0.829 0.996 0.905 e = standing 0.001 0.996 0.812 0.894 f = sitting 0.017 0.910 0.998 0.952 g = running 0.022 0.878 0.861 0.870 h = walking ------------------------------------------------------- 0.015 0.913 0.907 0.903 Weighted Avg. >>> Subject: 12 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.017 0.854 0.873 0.864 a = climbing down 0.022 0.861 0.842 0.852 b = climbing up 0.008 0.624 0.841 0.716 c = jumping 0.002 0.992 0.998 0.995 d = lying 0.009 0.951 0.981 0.966 e = standing 0.004 0.976 0.934 0.955 f = sitting 0.008 0.956 0.947 0.951 g = running 0.022 0.883 0.865 0.874 h = walking ------------------------------------------------------- 0.011 0.923 0.921 0.922 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.016 0.856 0.876 0.866 a = climbing down 0.021 0.864 0.839 0.851 b = climbing up 0.004 0.757 0.841 0.797 c = jumping 0.002 0.992 0.998 0.995 d = lying 0.009 0.951 0.981 0.966 e = standing 0.004 0.976 0.934 0.955 f = sitting 0.008 0.959 0.972 0.965 g = running 0.022 0.879 0.868 0.873 h = walking ------------------------------------------------------- 0.011 0.926 0.925 0.925 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.014 0.876 0.876 0.876 a = climbing down 0.021 0.866 0.844 0.855 b = climbing up 0.004 0.791 0.841 0.815 c = jumping 0.002 0.992 0.998 0.995 d = lying 0.009 0.951 0.981 0.966 e = standing 0.004 0.976 0.934 0.955 f = sitting 0.008 0.959 0.977 0.968 g = running 0.023 0.879 0.877 0.878 h = walking ------------------------------------------------------- 0.011 0.928 0.928 0.928 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.014 0.874 0.876 0.875 a = climbing down 0.021 0.865 0.846 0.855 b = climbing up 0.003 0.841 0.841 0.841 c = jumping 0.002 0.992 0.998 0.995 d = lying 0.009 0.951 0.981 0.966 e = standing 0.004 0.976 0.934 0.955 f = sitting 0.008 0.959 0.983 0.971 g = running 0.022 0.880 0.874 0.877 h = walking ------------------------------------------------------- 0.011 0.929 0.929 0.929 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.013 0.880 0.876 0.878 a = climbing down 0.021 0.866 0.842 0.854 b = climbing up 0.002 0.869 0.841 0.855 c = jumping 0.002 0.992 0.998 0.995 d = lying 0.009 0.948 0.981 0.964 e = standing 0.004 0.976 0.930 0.952 f = sitting 0.008 0.959 0.987 0.973 g = running 0.023 0.876 0.879 0.878 h = walking ------------------------------------------------------- 0.011 0.929 0.929 0.929 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.013 0.887 0.876 0.882 a = climbing down 0.022 0.866 0.862 0.864 b = climbing up 0.002 0.898 0.841 0.869 c = jumping 0.002 0.992 0.998 0.995 d = lying 0.009 0.948 0.981 0.964 e = standing 0.004 0.976 0.930 0.952 f = sitting 0.008 0.960 0.990 0.975 g = running 0.021 0.887 0.876 0.881 h = walking ------------------------------------------------------- 0.011 0.932 0.932 0.932 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.019 0.848 0.952 0.897 a = climbing down 0.009 0.934 0.780 0.850 b = climbing up 0.004 0.462 0.200 0.279 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 0.916 0.975 0.945 g = running 0.025 0.877 0.931 0.903 h = walking ------------------------------------------------------- 0.010 0.933 0.935 0.932 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.017 0.862 0.952 0.905 a = climbing down 0.008 0.942 0.782 0.855 b = climbing up 0.000 1.000 0.183 0.310 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 0.917 0.998 0.956 g = running 0.026 0.873 0.940 0.905 h = walking ------------------------------------------------------- 0.010 0.943 0.940 0.936 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.016 0.870 0.952 0.909 a = climbing down 0.007 0.945 0.793 0.862 b = climbing up 0.000 1.000 0.183 0.310 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 0.917 0.998 0.956 g = running 0.025 0.876 0.942 0.908 h = walking ------------------------------------------------------- 0.009 0.945 0.942 0.938 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.015 0.874 0.952 0.911 a = climbing down 0.008 0.942 0.802 0.866 b = climbing up 0.000 1.000 0.183 0.310 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 0.917 0.998 0.956 g = running 0.024 0.881 0.940 0.910 h = walking ------------------------------------------------------- 0.009 0.946 0.943 0.939 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.014 0.884 0.952 0.917 a = climbing down 0.009 0.939 0.815 0.872 b = climbing up 0.000 1.000 0.183 0.310 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 0.917 0.998 0.956 g = running 0.024 0.883 0.937 0.909 h = walking ------------------------------------------------------- 0.009 0.947 0.945 0.940 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.014 0.884 0.952 0.917 a = climbing down 0.010 0.933 0.824 0.875 b = climbing up 0.000 1.000 0.183 0.310 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 0.917 0.998 0.956 g = running 0.022 0.891 0.934 0.912 h = walking ------------------------------------------------------- 0.009 0.947 0.945 0.941 Weighted Avg. >>> Subject: 13 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.002 0.918 0.170 0.286 a = climbing down 0.108 0.573 0.940 0.712 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.141 0.565 0.995 0.721 e = standing 0.001 0.850 0.035 0.067 f = sitting 0.001 0.995 0.998 0.997 g = running 0.045 0.769 0.749 0.759 h = walking ------------------------------------------------------- 0.044 0.809 0.747 0.691 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.001 0.931 0.170 0.287 a = climbing down 0.108 0.574 0.947 0.715 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.141 0.565 0.995 0.721 e = standing 0.001 0.842 0.033 0.063 f = sitting 0.001 0.995 0.998 0.997 g = running 0.044 0.772 0.747 0.759 h = walking ------------------------------------------------------- 0.044 0.810 0.747 0.691 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.001 0.944 0.170 0.288 a = climbing down 0.109 0.574 0.949 0.715 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.141 0.564 0.995 0.720 e = standing 0.001 0.833 0.031 0.059 f = sitting 0.001 0.995 0.998 0.997 g = running 0.044 0.774 0.747 0.761 h = walking ------------------------------------------------------- 0.044 0.810 0.747 0.691 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.001 0.944 0.172 0.291 a = climbing down 0.108 0.574 0.949 0.716 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.141 0.564 0.995 0.720 e = standing 0.001 0.833 0.031 0.059 f = sitting 0.001 0.995 0.998 0.997 g = running 0.043 0.777 0.750 0.764 h = walking ------------------------------------------------------- 0.044 0.811 0.748 0.692 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.002 0.920 0.175 0.294 a = climbing down 0.108 0.574 0.945 0.714 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.141 0.564 0.995 0.720 e = standing 0.001 0.833 0.031 0.059 f = sitting 0.001 0.995 0.998 0.997 g = running 0.044 0.776 0.749 0.762 h = walking ------------------------------------------------------- 0.044 0.808 0.747 0.691 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.001 0.944 0.172 0.291 a = climbing down 0.110 0.573 0.953 0.715 b = climbing up 0.000 1.000 0.979 0.989 c = jumping 0.000 0.998 1.000 0.999 d = lying 0.142 0.563 0.995 0.719 e = standing 0.001 0.812 0.027 0.051 f = sitting 0.001 0.995 0.998 0.997 g = running 0.043 0.775 0.741 0.758 h = walking ------------------------------------------------------- 0.044 0.808 0.746 0.689 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.006 0.929 0.666 0.776 a = climbing down 0.104 0.557 0.847 0.672 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.984 0.947 0.965 d = lying 0.150 0.551 1.000 0.710 e = standing 0.000 1.000 0.018 0.036 f = sitting 0.007 0.962 1.000 0.981 g = running 0.042 0.710 0.510 0.594 h = walking ------------------------------------------------------- 0.046 0.807 0.735 0.694 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.006 0.923 0.668 0.775 a = climbing down 0.103 0.560 0.851 0.676 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.984 0.947 0.965 d = lying 0.150 0.551 1.000 0.710 e = standing 0.000 1.000 0.018 0.036 f = sitting 0.007 0.962 1.000 0.981 g = running 0.041 0.718 0.514 0.599 h = walking ------------------------------------------------------- 0.046 0.809 0.736 0.695 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.006 0.923 0.668 0.775 a = climbing down 0.099 0.568 0.849 0.681 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.984 0.947 0.965 d = lying 0.150 0.551 1.000 0.710 e = standing 0.000 1.000 0.018 0.036 f = sitting 0.007 0.964 1.000 0.982 g = running 0.042 0.720 0.531 0.611 h = walking ------------------------------------------------------- 0.046 0.810 0.739 0.698 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.006 0.924 0.673 0.779 a = climbing down 0.097 0.573 0.843 0.682 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.984 0.947 0.965 d = lying 0.150 0.551 1.000 0.710 e = standing 0.000 1.000 0.018 0.036 f = sitting 0.006 0.965 1.000 0.982 g = running 0.043 0.715 0.538 0.614 h = walking ------------------------------------------------------- 0.045 0.810 0.740 0.699 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.006 0.925 0.684 0.786 a = climbing down 0.093 0.582 0.836 0.686 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.984 0.947 0.965 d = lying 0.151 0.550 1.000 0.709 e = standing 0.000 1.000 0.014 0.028 f = sitting 0.006 0.965 1.000 0.982 g = running 0.044 0.718 0.557 0.627 h = walking ------------------------------------------------------- 0.045 0.812 0.743 0.701 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.006 0.924 0.681 0.784 a = climbing down 0.094 0.579 0.841 0.686 b = climbing up 0.000 1.000 1.000 1.000 c = jumping 0.003 0.984 0.947 0.965 d = lying 0.151 0.550 1.000 0.709 e = standing 0.000 1.000 0.014 0.028 f = sitting 0.007 0.964 1.000 0.982 g = running 0.043 0.721 0.551 0.624 h = walking ------------------------------------------------------- 0.045 0.812 0.742 0.701 Weighted Avg. >>> Subject: 14 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.100 0.276 0.579 0.374 a = climbing down 0.004 0.785 0.091 0.164 b = climbing up 0.000 1.000 0.700 0.824 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.149 0.544 0.983 0.700 e = standing 0.004 0.714 0.070 0.127 f = sitting 0.079 0.705 1.000 0.827 g = running 0.030 0.854 0.860 0.857 h = walking ------------------------------------------------------- 0.048 0.744 0.681 0.620 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.088 0.306 0.587 0.402 a = climbing down 0.004 0.787 0.086 0.155 b = climbing up 0.000 1.000 0.814 0.898 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.149 0.544 0.983 0.700 e = standing 0.004 0.714 0.070 0.127 f = sitting 0.075 0.714 1.000 0.833 g = running 0.032 0.857 0.927 0.891 h = walking ------------------------------------------------------- 0.047 0.749 0.695 0.629 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.082 0.323 0.591 0.417 a = climbing down 0.004 0.806 0.090 0.161 b = climbing up 0.000 1.000 0.857 0.923 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.148 0.545 0.983 0.701 e = standing 0.004 0.725 0.074 0.134 f = sitting 0.073 0.721 1.000 0.838 g = running 0.034 0.850 0.952 0.898 h = walking ------------------------------------------------------- 0.046 0.754 0.701 0.634 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.080 0.327 0.591 0.421 a = climbing down 0.004 0.812 0.093 0.167 b = climbing up 0.000 1.000 0.900 0.947 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.148 0.545 0.983 0.701 e = standing 0.004 0.725 0.074 0.134 f = sitting 0.072 0.724 1.000 0.840 g = running 0.033 0.855 0.963 0.906 h = walking ------------------------------------------------------- 0.046 0.757 0.704 0.637 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.084 0.321 0.604 0.419 a = climbing down 0.004 0.778 0.088 0.158 b = climbing up 0.000 1.000 0.914 0.955 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.150 0.543 0.983 0.699 e = standing 0.004 0.702 0.066 0.120 f = sitting 0.069 0.732 1.000 0.846 g = running 0.031 0.862 0.960 0.908 h = walking ------------------------------------------------------- 0.046 0.750 0.703 0.635 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.086 0.322 0.621 0.424 a = climbing down 0.004 0.774 0.086 0.155 b = climbing up 0.000 1.000 0.914 0.955 c = jumping 0.000 1.000 0.974 0.987 d = lying 0.150 0.542 0.983 0.698 e = standing 0.004 0.689 0.062 0.113 f = sitting 0.066 0.740 1.000 0.851 g = running 0.030 0.868 0.966 0.914 h = walking ------------------------------------------------------- 0.045 0.750 0.704 0.636 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.066 0.367 0.577 0.449 a = climbing down 0.002 0.977 0.542 0.698 b = climbing up 0.000 1.000 0.646 0.785 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.145 0.555 1.000 0.714 e = standing 0.000 1.000 0.070 0.131 f = sitting 0.038 0.831 1.000 0.908 g = running 0.019 0.910 0.930 0.920 h = walking ------------------------------------------------------- 0.036 0.847 0.766 0.731 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.066 0.358 0.556 0.436 a = climbing down 0.002 0.977 0.530 0.687 b = climbing up 0.000 1.000 0.646 0.785 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.146 0.554 1.000 0.713 e = standing 0.000 1.000 0.068 0.127 f = sitting 0.040 0.825 1.000 0.904 g = running 0.020 0.905 0.935 0.920 h = walking ------------------------------------------------------- 0.037 0.845 0.763 0.727 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.065 0.364 0.560 0.441 a = climbing down 0.002 0.977 0.524 0.682 b = climbing up 0.000 1.000 0.723 0.839 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.146 0.554 1.000 0.713 e = standing 0.000 1.000 0.068 0.127 f = sitting 0.038 0.832 1.000 0.908 g = running 0.020 0.908 0.947 0.927 h = walking ------------------------------------------------------- 0.036 0.846 0.766 0.730 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.061 0.376 0.556 0.448 a = climbing down 0.002 0.976 0.521 0.679 b = climbing up 0.000 1.000 0.831 0.908 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 0.036 0.840 1.000 0.913 g = running 0.022 0.898 0.960 0.928 h = walking ------------------------------------------------------- 0.036 0.846 0.767 0.728 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.062 0.377 0.568 0.453 a = climbing down 0.002 0.975 0.501 0.662 b = climbing up 0.000 1.000 0.831 0.908 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.148 0.551 1.000 0.710 e = standing 0.000 1.000 0.054 0.102 f = sitting 0.035 0.845 1.000 0.916 g = running 0.025 0.889 0.961 0.924 h = walking ------------------------------------------------------- 0.037 0.845 0.765 0.725 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.063 0.381 0.585 0.461 a = climbing down 0.002 0.979 0.494 0.656 b = climbing up 0.000 1.000 0.908 0.952 c = jumping 0.000 1.000 1.000 1.000 d = lying 0.148 0.550 1.000 0.709 e = standing 0.000 1.000 0.050 0.095 f = sitting 0.032 0.856 1.000 0.922 g = running 0.024 0.893 0.967 0.928 h = walking ------------------------------------------------------- 0.036 0.848 0.767 0.727 Weighted Avg. >>> Subject: 15 Run: 0 Base Performance FP Rate Precision Recall F-Measure Class 0.063 0.556 0.609 0.581 a = climbing down 0.164 0.375 0.678 0.483 b = climbing up 0.001 0.769 0.125 0.215 c = jumping 0.017 0.905 0.956 0.930 d = lying 0.041 0.127 0.042 0.063 e = standing 0.147 0.435 0.656 0.523 f = sitting 0.002 0.990 0.891 0.938 g = running 0.028 0.708 0.350 0.469 h = walking ------------------------------------------------------- 0.062 0.611 0.599 0.579 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.060 0.579 0.637 0.607 a = climbing down 0.173 0.379 0.727 0.498 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.905 0.956 0.930 d = lying 0.042 0.125 0.042 0.063 e = standing 0.147 0.434 0.653 0.521 f = sitting 0.001 0.993 0.895 0.941 g = running 0.023 0.721 0.304 0.427 h = walking ------------------------------------------------------- 0.062 0.601 0.599 0.573 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.054 0.600 0.630 0.615 a = climbing down 0.181 0.398 0.827 0.538 b = climbing up 0.000 0.000 0.000 0.000 c = jumping 0.017 0.905 0.956 0.930 d = lying 0.042 0.125 0.042 0.063 e = standing 0.147 0.434 0.653 0.521 f = sitting 0.001 0.991 0.895 0.941 g = running 0.014 0.781 0.260 0.391 h = walking ------------------------------------------------------- 0.061 0.616 0.604 0.573 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.045 0.616 0.561 0.587 a = climbing down 0.197 0.404 0.918 0.561 b = climbing up 0.000 0.667 0.025 0.048 c = jumping 0.017 0.905 0.956 0.930 d = lying 0.042 0.125 0.042 0.063 e = standing 0.147 0.434 0.653 0.521 f = sitting 0.001 0.993 0.895 0.941 g = running 0.008 0.848 0.234 0.367 h = walking ------------------------------------------------------- 0.061 0.642 0.603 0.570 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.044 0.620 0.557 0.586 a = climbing down 0.208 0.394 0.931 0.554 b = climbing up 0.000 0.917 0.138 0.239 c = jumping 0.017 0.905 0.956 0.930 d = lying 0.042 0.125 0.042 0.063 e = standing 0.147 0.434 0.653 0.521 f = sitting 0.001 0.995 0.895 0.942 g = running 0.005 0.862 0.174 0.289 h = walking ------------------------------------------------------- 0.062 0.649 0.597 0.560 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.042 0.632 0.561 0.594 a = climbing down 0.207 0.398 0.943 0.560 b = climbing up 0.000 0.933 0.175 0.295 c = jumping 0.017 0.905 0.956 0.930 d = lying 0.044 0.166 0.062 0.090 e = standing 0.144 0.433 0.637 0.516 f = sitting 0.001 0.995 0.895 0.942 g = running 0.005 0.875 0.174 0.290 h = walking ------------------------------------------------------- 0.061 0.658 0.600 0.566 Weighted Avg. Run: 1 Base Performance FP Rate Precision Recall F-Measure Class 0.023 0.815 0.795 0.805 a = climbing down 0.142 0.454 0.820 0.585 b = climbing up 0.000 0.982 0.684 0.806 c = jumping 0.002 0.987 0.885 0.933 d = lying 0.027 0.451 0.158 0.234 e = standing 0.130 0.543 0.895 0.676 f = sitting 0.005 0.973 0.886 0.927 g = running 0.022 0.777 0.397 0.526 h = walking ------------------------------------------------------- 0.048 0.732 0.696 0.681 Weighted Avg. Update Model (1) FP Rate Precision Recall F-Measure Class 0.027 0.797 0.828 0.812 a = climbing down 0.152 0.452 0.867 0.594 b = climbing up 0.000 1.000 0.456 0.626 c = jumping 0.001 0.992 0.885 0.936 d = lying 0.028 0.458 0.166 0.243 e = standing 0.130 0.545 0.895 0.677 f = sitting 0.006 0.966 0.887 0.925 g = running 0.013 0.823 0.326 0.467 h = walking ------------------------------------------------------- 0.048 0.738 0.691 0.671 Weighted Avg. Update Model (2) FP Rate Precision Recall F-Measure Class 0.032 0.778 0.854 0.814 a = climbing down 0.160 0.435 0.851 0.576 b = climbing up 0.000 1.000 0.468 0.638 c = jumping 0.001 0.992 0.885 0.936 d = lying 0.026 0.455 0.154 0.230 e = standing 0.132 0.540 0.898 0.675 f = sitting 0.006 0.966 0.887 0.925 g = running 0.009 0.856 0.277 0.419 h = walking ------------------------------------------------------- 0.049 0.738 0.683 0.660 Weighted Avg. Update Model (3) FP Rate Precision Recall F-Measure Class 0.031 0.783 0.856 0.818 a = climbing down 0.157 0.448 0.881 0.594 b = climbing up 0.000 1.000 0.468 0.638 c = jumping 0.001 0.992 0.885 0.936 d = lying 0.026 0.442 0.145 0.219 e = standing 0.134 0.538 0.898 0.673 f = sitting 0.005 0.969 0.887 0.927 g = running 0.006 0.908 0.291 0.441 h = walking ------------------------------------------------------- 0.048 0.747 0.688 0.665 Weighted Avg. Update Model (4) FP Rate Precision Recall F-Measure Class 0.034 0.772 0.880 0.823 a = climbing down 0.152 0.457 0.883 0.602 b = climbing up 0.000 1.000 0.443 0.614 c = jumping 0.001 0.990 0.885 0.935 d = lying 0.026 0.430 0.137 0.208 e = standing 0.135 0.536 0.898 0.671 f = sitting 0.003 0.983 0.887 0.933 g = running 0.005 0.925 0.307 0.461 h = walking ------------------------------------------------------- 0.048 0.750 0.692 0.668 Weighted Avg. Update Model (5) FP Rate Precision Recall F-Measure Class 0.033 0.778 0.900 0.834 a = climbing down 0.139 0.482 0.895 0.627 b = climbing up 0.000 1.000 0.418 0.589 c = jumping 0.001 0.990 0.885 0.935 d = lying 0.026 0.430 0.137 0.208 e = standing 0.135 0.536 0.898 0.671 f = sitting 0.002 0.986 0.887 0.934 g = running 0.004 0.944 0.364 0.526 h = walking ------------------------------------------------------- 0.046 0.757 0.705 0.683 Weighted Avg.