Mode: toppairs NumTrees: 100 NumSensors: 1 DynamicOnly: true Gravity: false > chest > Read logs ... > Combine logs ... > Start Testing ... >> Subject: 1 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.124 0.594 0.706 0.645 0.832 climbingdown 0.683 0.268 0.473 0.683 0.559 0.812 climbingup 0.093 0 1 0.093 0.171 0.959 jumping 0.841 0.05 0.847 0.841 0.844 0.968 running 0.355 0.055 0.689 0.355 0.469 0.9 walking Weighted Avg. 0.624 0.122 0.662 0.624 0.612 0.882 >> Subject: 2 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.86 0.017 0.933 0.86 0.895 0.974 climbingdown 0.781 0.28 0.437 0.781 0.56 0.853 climbingup 0.994 0.008 0.832 0.994 0.906 0.998 jumping 0.97 0.008 0.977 0.97 0.973 0.997 running 0.225 0.064 0.562 0.225 0.321 0.844 walking Weighted Avg. 0.708 0.084 0.734 0.708 0.691 0.92 >> Subject: 3 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.828 0.032 0.857 0.828 0.843 0.961 climbingdown 0.673 0.096 0.669 0.673 0.671 0.901 climbingup 1 0.001 0.974 1 0.987 1 jumping 0.986 0.008 0.981 0.986 0.983 0.997 running 0.762 0.088 0.754 0.762 0.758 0.938 walking Weighted Avg. 0.828 0.053 0.828 0.828 0.828 0.953 >> Subject: 4 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.05 0.8 0.755 0.777 0.938 climbingdown 0.865 0.256 0.527 0.865 0.655 0.88 climbingup 0.993 0 1 0.993 0.997 1 jumping 0.92 0.01 0.978 0.92 0.948 0.989 running 0.181 0.039 0.526 0.181 0.27 0.812 walking Weighted Avg. 0.73 0.085 0.742 0.73 0.709 0.917 >> Subject: 5 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.159 0.5 0.792 0.613 0.919 climbingdown 0.673 0.036 0.825 0.673 0.741 0.936 climbingup 0.976 0.001 0.971 0.976 0.973 1 jumping 0.967 0.014 0.976 0.967 0.972 0.99 running 0.459 0.088 0.61 0.459 0.524 0.864 walking Weighted Avg. 0.761 0.059 0.781 0.761 0.762 0.938 >> Subject: 6 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.817 0.089 0.705 0.817 0.757 0.939 climbingdown 0.652 0.173 0.507 0.652 0.571 0.86 climbingup 0.926 0.001 0.968 0.926 0.946 1 jumping 0.958 0.011 0.971 0.958 0.965 0.995 running 0.477 0.068 0.718 0.477 0.573 0.892 walking Weighted Avg. 0.735 0.076 0.75 0.735 0.733 0.927 >> Subject: 7 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.77 0.032 0.866 0.77 0.815 0.969 climbingdown 0.474 0.185 0.442 0.474 0.457 0.795 climbingup 0.684 0.001 0.975 0.684 0.804 0.998 jumping 0.983 0.019 0.953 0.983 0.968 0.997 running 0.47 0.173 0.456 0.47 0.463 0.832 walking Weighted Avg. 0.687 0.096 0.698 0.687 0.691 0.905 >> Subject: 8 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.475 0.117 0.413 0.475 0.442 0.746 climbingdown 0.47 0.454 0.399 0.47 0.431 0.532 climbingup 0 0 0 0 0 0.948 jumping 0.652 0.198 0.463 0.652 0.541 0.849 running 0.048 0.086 0.137 0.048 0.071 0.734 walking Weighted Avg. 0.399 0.255 0.343 0.399 0.362 0.687 >> Subject: 9 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.605 0.014 0.913 0.605 0.728 0.928 climbingdown 0.858 0.085 0.726 0.858 0.787 0.953 climbingup 0.995 0.002 0.958 0.995 0.976 1 jumping 0.973 0.011 0.978 0.973 0.975 0.996 running 0.877 0.075 0.788 0.877 0.83 0.967 walking Weighted Avg. 0.856 0.042 0.866 0.856 0.853 0.967 >> Subject: 10 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.032 0.846 0.734 0.786 0.95 climbingdown 0.399 0.099 0.504 0.399 0.445 0.797 climbingup 0.616 0 1 0.616 0.763 0.994 jumping 0.974 0.031 0.926 0.974 0.95 0.996 running 0.82 0.165 0.66 0.82 0.731 0.898 walking Weighted Avg. 0.754 0.081 0.754 0.754 0.748 0.92 >> Subject: 11 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.572 0.148 0.488 0.572 0.526 0.81 climbingdown 0.472 0.106 0.6 0.472 0.529 0.848 climbingup 0.697 0 1 0.697 0.821 0.996 jumping 0.918 0.027 0.919 0.918 0.918 0.99 running 0.764 0.128 0.684 0.764 0.722 0.906 walking Weighted Avg. 0.688 0.096 0.694 0.688 0.687 0.897 >> Subject: 12 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.074 0.712 0.719 0.715 0.902 climbingdown 0.718 0.263 0.453 0.718 0.556 0.83 climbingup 0.962 0 0.989 0.962 0.975 1 jumping 0.993 0.018 0.95 0.993 0.971 0.995 running 0.284 0.056 0.649 0.284 0.395 0.876 walking Weighted Avg. 0.684 0.096 0.707 0.684 0.67 0.906 >> Subject: 13 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.503 0.016 0.871 0.503 0.638 0.917 climbingdown 0.897 0.433 0.408 0.897 0.561 0.821 climbingup 0.819 0 0.988 0.819 0.895 0.991 jumping 0.995 0.021 0.943 0.995 0.968 0.998 running 0.063 0.035 0.407 0.063 0.11 0.78 walking Weighted Avg. 0.621 0.126 0.652 0.621 0.57 0.879 >> Subject: 14 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.529 0.073 0.499 0.529 0.514 0.879 climbingdown 0.517 0.41 0.294 0.517 0.375 0.597 climbingup 0.805 0.003 0.927 0.805 0.862 0.994 jumping 0.998 0.108 0.786 0.998 0.879 0.998 running 0.015 0.049 0.117 0.015 0.026 0.662 walking Weighted Avg. 0.514 0.157 0.43 0.514 0.448 0.781 >> Subject: 15 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.08 0.692 0.709 0.701 0.921 climbingdown 0.777 0.209 0.528 0.777 0.629 0.896 climbingup 0.911 0 1 0.911 0.954 1 jumping 0.972 0.023 0.94 0.972 0.956 0.993 running 0.454 0.033 0.83 0.454 0.587 0.932 walking Weighted Avg. 0.735 0.079 0.768 0.735 0.731 0.94 FP Rate Precision Recall F-Measure Class 0.072 0.693 0.702 0.698 a = 0.217 0.492 0.655 0.562 b = 0.001 0.964 0.766 0.854 c = 0.039 0.903 0.943 0.923 d = 0.080 0.639 0.417 0.505 e = ------------------------------------------------------- 0.098 0.699 0.688 0.685 Weighted Avg. > forearm > Read logs ... > Combine logs ... > Start Testing ... >> Subject: 1 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.551 0.016 0.906 0.551 0.685 0.908 climbingdown 0.701 0.308 0.403 0.701 0.512 0.786 climbingup 0.732 0 0.991 0.732 0.842 0.99 jumping 0.996 0.026 0.929 0.996 0.961 0.998 running 0.318 0.12 0.493 0.318 0.387 0.808 walking Weighted Avg. 0.642 0.113 0.689 0.642 0.641 0.879 >> Subject: 2 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.81 0.162 0.71 0.81 0.757 0.92 climbingdown 0 0.169 0 0 0 ? climbingup 0.982 0 0.994 0.982 0.988 1 jumping 1 0.008 0.971 1 0.985 0.999 running 0.399 0.03 0.899 0.399 0.553 0.933 walking Weighted Avg. 0.697 0.067 0.858 0.697 0.738 0.947 >> Subject: 3 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.045 0.788 0.729 0.757 0.94 climbingdown 0.779 0.252 0.473 0.779 0.589 0.825 climbingup 0.946 0 1 0.946 0.972 0.999 jumping 0.982 0.009 0.979 0.982 0.981 0.997 running 0.325 0.061 0.652 0.325 0.434 0.874 walking Weighted Avg. 0.716 0.084 0.745 0.716 0.708 0.916 >> Subject: 4 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.483 0.298 0.3 0.483 0.37 0.683 climbingdown 0.386 0.235 0.35 0.386 0.367 0.674 climbingup 0.951 0.001 0.945 0.951 0.948 1 jumping 0.787 0.017 0.959 0.787 0.864 0.96 running 0.193 0.076 0.377 0.193 0.255 0.726 walking Weighted Avg. 0.513 0.14 0.558 0.513 0.522 0.787 >> Subject: 5 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.072 0.665 0.705 0.684 0.919 climbingdown 0.628 0.215 0.422 0.628 0.505 0.811 climbingup 0.982 0.004 0.883 0.982 0.93 1 jumping 0.922 0.013 0.977 0.922 0.948 0.987 running 0.315 0.09 0.514 0.315 0.39 0.841 walking Weighted Avg. 0.688 0.081 0.704 0.688 0.686 0.907 >> Subject: 6 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.752 0.204 0.488 0.752 0.592 0.868 climbingdown 0.303 0.085 0.496 0.303 0.376 0.763 climbingup 0.858 0.001 0.979 0.858 0.914 0.993 jumping 0.973 0.019 0.953 0.973 0.963 0.992 running 0.454 0.157 0.509 0.454 0.48 0.792 walking Weighted Avg. 0.642 0.107 0.642 0.642 0.631 0.864 >> Subject: 7 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.141 0.126 0.233 0.141 0.175 0.533 climbingdown 0.548 0.319 0.346 0.548 0.424 0.694 climbingup 0.983 0.015 0.693 0.983 0.813 0.999 jumping 0.924 0.007 0.981 0.924 0.952 0.998 running 0.062 0.221 0.08 0.062 0.07 0.475 walking Weighted Avg. 0.468 0.156 0.45 0.468 0.45 0.704 >> Subject: 8 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.076 0.621 0.716 0.665 0.906 climbingdown 0.368 0.111 0.682 0.368 0.478 0.708 climbingup 0 0 0 0 0 0.778 jumping 0.982 0.201 0.561 0.982 0.714 0.989 running 0.756 0.113 0.656 0.756 0.702 0.929 walking Weighted Avg. 0.621 0.121 0.621 0.621 0.589 0.846 >> Subject: 9 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.424 0.011 0.898 0.424 0.576 0.906 climbingdown 0.554 0.171 0.463 0.554 0.505 0.808 climbingup 0.951 0 0.989 0.951 0.969 1 jumping 0.962 0.015 0.968 0.962 0.965 0.996 running 0.761 0.161 0.602 0.761 0.672 0.888 walking Weighted Avg. 0.724 0.082 0.761 0.724 0.723 0.913 >> Subject: 10 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.047 0.758 0.627 0.686 0.93 climbingdown 0.68 0.196 0.468 0.68 0.554 0.81 climbingup 0.245 0 0.957 0.245 0.39 0.994 jumping 0.97 0.049 0.888 0.97 0.927 0.996 running 0.558 0.098 0.69 0.558 0.617 0.904 walking Weighted Avg. 0.7 0.09 0.725 0.7 0.696 0.92 >> Subject: 11 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.472 0.047 0.71 0.472 0.567 0.859 climbingdown 0.583 0.244 0.444 0.583 0.504 0.788 climbingup 0.843 0.002 0.949 0.843 0.893 0.987 jumping 0.978 0.017 0.949 0.978 0.963 0.996 running 0.482 0.167 0.513 0.482 0.497 0.803 walking Weighted Avg. 0.642 0.12 0.659 0.642 0.643 0.865 >> Subject: 12 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.09 0.662 0.695 0.678 0.892 climbingdown 0.571 0.172 0.502 0.571 0.534 0.8 climbingup 0.841 0.002 0.933 0.841 0.884 0.999 jumping 0.995 0.027 0.928 0.995 0.961 0.999 running 0.559 0.083 0.71 0.559 0.625 0.908 walking Weighted Avg. 0.713 0.087 0.717 0.713 0.712 0.906 >> Subject: 13 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.503 0.06 0.648 0.503 0.566 0.851 climbingdown 0.699 0.321 0.42 0.699 0.525 0.765 climbingup 0.99 0.001 0.985 0.99 0.987 0.994 jumping 0.993 0.009 0.975 0.993 0.984 0.999 running 0.289 0.087 0.554 0.289 0.38 0.795 walking Weighted Avg. 0.64 0.117 0.664 0.64 0.63 0.858 >> Subject: 14 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.849 0.389 0.232 0.849 0.364 0.78 climbingdown 0.258 0.017 0.832 0.258 0.394 0.874 climbingup 0.977 0.016 0.726 0.977 0.833 0.996 jumping 0.955 0.013 0.967 0.955 0.961 0.994 running 0.317 0.067 0.677 0.317 0.432 0.876 walking Weighted Avg. 0.574 0.076 0.745 0.574 0.58 0.902 >> Subject: 15 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.591 0.04 0.791 0.591 0.677 0.914 climbingdown 0.545 0.233 0.413 0.545 0.47 0.747 climbingup 0.982 0.001 0.96 0.982 0.971 1 jumping 0.955 0.025 0.934 0.955 0.944 0.993 running 0.451 0.156 0.507 0.451 0.477 0.818 walking Weighted Avg. 0.655 0.11 0.673 0.655 0.658 0.874 FP Rate Precision Recall F-Measure Class 0.112 0.558 0.588 0.573 a = 0.206 0.437 0.529 0.479 b = 0.003 0.910 0.813 0.859 c = 0.034 0.916 0.948 0.932 d = 0.115 0.557 0.416 0.476 e = ------------------------------------------------------- 0.109 0.642 0.639 0.637 Weighted Avg. > head > Read logs ... > Combine logs ... > Start Testing ... >> Subject: 1 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.44 0.095 0.541 0.44 0.485 0.758 climbingdown 0.801 0.216 0.57 0.801 0.666 0.882 climbingup 0.907 0.073 0.287 0.907 0.436 0.979 jumping 0.439 0.052 0.732 0.439 0.548 0.893 running 0.492 0.124 0.578 0.492 0.531 0.822 walking Weighted Avg. 0.563 0.123 0.597 0.563 0.559 0.847 >> Subject: 2 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.82 0.509 0.305 0.82 0.444 0.776 climbingdown 0.341 0.067 0.585 0.341 0.43 0.833 climbingup 0.982 0 1 0.982 0.991 1 jumping 0.879 0.005 0.983 0.879 0.928 0.997 running 0.013 0.028 0.139 0.013 0.023 0.576 walking Weighted Avg. 0.523 0.132 0.528 0.523 0.478 0.802 >> Subject: 3 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.179 0.516 0.824 0.635 0.904 climbingdown 0.541 0.195 0.447 0.541 0.489 0.8 climbingup 0.467 0.123 0.124 0.467 0.196 0.909 jumping 0.568 0.037 0.862 0.568 0.684 0.96 running 0.307 0.029 0.79 0.307 0.442 0.897 walking Weighted Avg. 0.538 0.1 0.658 0.538 0.55 0.895 >> Subject: 4 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.121 0.47 0.409 0.438 0.78 climbingdown 0.727 0.232 0.505 0.727 0.596 0.846 climbingup 0.627 0.028 0.355 0.627 0.453 0.972 jumping 0.821 0.049 0.891 0.821 0.855 0.971 running 0.343 0.066 0.556 0.343 0.424 0.834 walking Weighted Avg. 0.615 0.112 0.63 0.615 0.611 0.874 >> Subject: 5 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.15 0.462 0.645 0.539 0.881 climbingdown 0.714 0.149 0.547 0.714 0.62 0.876 climbingup 0 0.01 0 0 0 0.888 jumping 0.88 0.062 0.893 0.88 0.886 0.96 running 0.378 0.053 0.681 0.378 0.486 0.877 walking Weighted Avg. 0.666 0.091 0.677 0.666 0.657 0.909 >> Subject: 6 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.63 0.106 0.605 0.63 0.617 0.871 climbingdown 0.722 0.14 0.589 0.722 0.649 0.896 climbingup 0.901 0 1 0.901 0.948 1 jumping 0.986 0.015 0.962 0.986 0.974 0.993 running 0.579 0.069 0.752 0.579 0.654 0.896 walking Weighted Avg. 0.745 0.075 0.753 0.745 0.744 0.921 >> Subject: 7 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.103 0.097 0.222 0.103 0.141 0.692 climbingdown 0.628 0.267 0.42 0.628 0.504 0.781 climbingup 0.356 0.002 0.851 0.356 0.502 0.99 jumping 0.983 0.036 0.916 0.983 0.948 0.996 running 0.42 0.175 0.426 0.42 0.423 0.719 walking Weighted Avg. 0.558 0.135 0.534 0.558 0.533 0.815 >> Subject: 8 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.164 0.147 0.162 0.164 0.163 0.616 climbingdown 0.577 0.289 0.563 0.577 0.57 0.659 climbingup 0.728 0 1 0.728 0.842 0.999 jumping 0.458 0.186 0.392 0.458 0.422 0.802 running 0.589 0.068 0.711 0.589 0.644 0.895 walking Weighted Avg. 0.498 0.189 0.515 0.498 0.504 0.745 >> Subject: 9 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.429 0.023 0.816 0.429 0.563 0.876 climbingdown 0.878 0.284 0.452 0.878 0.597 0.9 climbingup 0.548 0.014 0.581 0.548 0.564 0.97 jumping 0.947 0.035 0.926 0.947 0.936 0.99 running 0.375 0.052 0.697 0.375 0.487 0.89 walking Weighted Avg. 0.68 0.089 0.737 0.68 0.671 0.924 >> Subject: 10 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.561 0.045 0.749 0.561 0.641 0.908 climbingdown 0.927 0.368 0.389 0.927 0.548 0.857 climbingup 0.944 0 0.988 0.944 0.966 0.998 jumping 0.967 0.023 0.944 0.967 0.955 0.994 running 0.136 0.009 0.848 0.136 0.234 0.855 walking Weighted Avg. 0.647 0.092 0.77 0.647 0.611 0.911 >> Subject: 11 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.326 0.02 0.801 0.326 0.464 0.876 climbingdown 0.202 0.089 0.432 0.202 0.275 0.731 climbingup 0.552 0 1 0.552 0.712 0.99 jumping 0.994 0.028 0.922 0.994 0.957 0.998 running 0.906 0.372 0.47 0.906 0.619 0.843 walking Weighted Avg. 0.624 0.132 0.657 0.624 0.589 0.865 >> Subject: 12 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.547 0.058 0.704 0.547 0.616 0.836 climbingdown 0.604 0.139 0.571 0.604 0.587 0.857 climbingup 0.879 0.011 0.766 0.879 0.818 0.993 jumping 0.958 0.076 0.814 0.958 0.88 0.985 running 0.644 0.102 0.696 0.644 0.669 0.896 walking Weighted Avg. 0.705 0.091 0.702 0.705 0.699 0.901 >> Subject: 13 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.548 0.045 0.727 0.548 0.625 0.894 climbingdown 0.472 0.142 0.526 0.472 0.498 0.8 climbingup 0.532 0.008 0.732 0.532 0.616 0.966 jumping 0.964 0.047 0.875 0.964 0.917 0.992 running 0.693 0.191 0.576 0.693 0.629 0.852 walking Weighted Avg. 0.675 0.108 0.674 0.675 0.669 0.887 >> Subject: 14 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.667 0.212 0.303 0.667 0.417 0.847 climbingdown 0.728 0.239 0.5 0.728 0.593 0.864 climbingup 0.247 0 1 0.247 0.396 0.987 jumping 0.997 0.066 0.857 0.997 0.922 0.996 running 0.043 0.029 0.394 0.043 0.077 0.808 walking Weighted Avg. 0.567 0.112 0.565 0.567 0.498 0.887 >> Subject: 15 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.525 0.124 0.519 0.525 0.522 0.827 climbingdown 0.469 0.224 0.387 0.469 0.424 0.728 climbingup 0.16 0 1 0.16 0.276 0.918 jumping 0.971 0.06 0.856 0.971 0.91 0.978 running 0.473 0.109 0.608 0.473 0.532 0.85 walking Weighted Avg. 0.605 0.122 0.619 0.605 0.597 0.854 FP Rate Precision Recall F-Measure Class 0.127 0.478 0.500 0.489 a = 0.203 0.495 0.617 0.549 b = 0.019 0.531 0.587 0.558 c = 0.055 0.859 0.855 0.857 d = 0.098 0.596 0.427 0.498 e = ------------------------------------------------------- 0.114 0.621 0.613 0.611 Weighted Avg. > shin > Read logs ... > Combine logs ... > Start Testing ... >> Subject: 1 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.849 0.361 0.375 0.849 0.52 0.852 climbingdown 0.784 0.177 0.612 0.784 0.687 0.889 climbingup 0.914 0.106 0.218 0.914 0.352 0.984 jumping 0.225 0.011 0.868 0.225 0.357 0.962 running 0.003 0.011 0.089 0.003 0.006 0.634 walking Weighted Avg. 0.463 0.129 0.48 0.463 0.387 0.837 >> Subject: 2 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.841 0.196 0.54 0.841 0.658 0.908 climbingdown 0.734 0.072 0.739 0.734 0.737 0.93 climbingup 0.901 0.018 0.658 0.901 0.76 0.99 jumping 0.927 0.009 0.973 0.927 0.95 0.991 running 0.425 0.047 0.768 0.425 0.548 0.901 walking Weighted Avg. 0.732 0.073 0.763 0.732 0.727 0.936 >> Subject: 3 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.09 0.649 0.716 0.681 0.907 climbingdown 0.827 0.084 0.741 0.827 0.782 0.952 climbingup 0.983 0.001 0.978 0.983 0.981 1 jumping 0.97 0.011 0.974 0.97 0.972 0.993 running 0.647 0.064 0.781 0.647 0.708 0.932 walking Weighted Avg. 0.806 0.056 0.81 0.806 0.806 0.952 >> Subject: 4 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.491 0.066 0.661 0.491 0.563 0.878 climbingdown 0.851 0.169 0.622 0.851 0.719 0.93 climbingup 0.9 0.002 0.9 0.9 0.9 0.996 jumping 0.89 0.014 0.97 0.89 0.928 0.981 running 0.608 0.081 0.643 0.608 0.625 0.9 walking Weighted Avg. 0.743 0.076 0.755 0.743 0.741 0.932 >> Subject: 5 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.287 0.37 0.835 0.513 0.864 climbingdown 0.751 0.083 0.696 0.751 0.722 0.921 climbingup 0.576 0.001 0.96 0.576 0.72 0.947 jumping 0.915 0.02 0.964 0.915 0.939 0.984 running 0.01 0.042 0.064 0.01 0.017 0.595 walking Weighted Avg. 0.65 0.082 0.602 0.65 0.604 0.86 >> Subject: 6 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.524 0.025 0.843 0.524 0.646 0.906 climbingdown 0.736 0.207 0.495 0.736 0.592 0.85 climbingup 0.988 0.002 0.953 0.988 0.97 1 jumping 0.978 0.01 0.973 0.978 0.976 0.994 running 0.51 0.135 0.576 0.51 0.541 0.842 walking Weighted Avg. 0.71 0.088 0.738 0.71 0.71 0.905 >> Subject: 7 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.764 0.159 0.563 0.764 0.649 0.894 climbingdown 0.64 0.072 0.733 0.64 0.683 0.905 climbingup 0.938 0.001 0.976 0.938 0.957 1 jumping 0.983 0.012 0.97 0.983 0.976 0.995 running 0.675 0.038 0.846 0.675 0.751 0.948 walking Weighted Avg. 0.781 0.063 0.799 0.781 0.784 0.941 >> Subject: 8 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.197 0.381 0.702 0.494 0.852 climbingdown 0.53 0.088 0.796 0.53 0.636 0.772 climbingup 0.757 0.003 0.879 0.757 0.814 0.997 jumping 0.492 0.129 0.5 0.492 0.496 0.872 running 0.863 0.058 0.809 0.863 0.835 0.962 walking Weighted Avg. 0.628 0.103 0.679 0.628 0.636 0.853 >> Subject: 9 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.632 0.106 0.586 0.632 0.608 0.887 climbingdown 0.623 0.085 0.661 0.623 0.642 0.888 climbingup 0.825 0.002 0.936 0.825 0.877 0.996 jumping 0.994 0.016 0.967 0.994 0.98 0.998 running 0.722 0.078 0.747 0.722 0.735 0.937 walking Weighted Avg. 0.775 0.063 0.775 0.775 0.774 0.939 >> Subject: 10 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.194 0.453 0.673 0.542 0.831 climbingdown 0.295 0.049 0.604 0.295 0.397 0.846 climbingup 0.921 0.003 0.927 0.921 0.924 0.986 jumping 0.963 0.014 0.965 0.963 0.964 0.995 running 0.678 0.14 0.654 0.678 0.666 0.891 walking Weighted Avg. 0.691 0.091 0.705 0.691 0.683 0.904 >> Subject: 11 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.603 0.069 0.681 0.603 0.64 0.867 climbingdown 0.868 0.12 0.708 0.868 0.78 0.951 climbingup 0.827 0.001 0.96 0.827 0.888 0.983 jumping 0.663 0.008 0.965 0.663 0.786 0.979 running 0.813 0.135 0.687 0.813 0.745 0.926 walking Weighted Avg. 0.749 0.082 0.77 0.749 0.748 0.936 >> Subject: 12 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.77 0.069 0.738 0.77 0.754 0.924 climbingdown 0.776 0.073 0.764 0.776 0.77 0.944 climbingup 0.878 0.003 0.93 0.878 0.903 0.99 jumping 0.991 0.03 0.92 0.991 0.954 0.997 running 0.672 0.077 0.759 0.672 0.713 0.918 walking Weighted Avg. 0.807 0.06 0.804 0.807 0.805 0.949 >> Subject: 13 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.068 0.703 0.738 0.72 0.934 climbingdown 0.793 0.124 0.679 0.793 0.732 0.917 climbingup 0.855 0 0.994 0.855 0.919 0.996 jumping 0.991 0.032 0.916 0.991 0.952 0.998 running 0.589 0.063 0.777 0.589 0.67 0.905 walking Weighted Avg. 0.781 0.069 0.784 0.781 0.777 0.941 >> Subject: 14 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.298 0.066 0.383 0.298 0.335 0.663 climbingdown 0.592 0.099 0.665 0.592 0.627 0.813 climbingup 0.805 0.003 0.913 0.805 0.855 0.995 jumping 0.998 0.19 0.675 0.998 0.806 0.988 running 0.744 0.003 0.992 0.744 0.85 0.992 walking Weighted Avg. 0.727 0.087 0.744 0.727 0.72 0.907 >> Subject: 15 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.525 0.044 0.751 0.525 0.618 0.85 climbingdown 0.859 0.332 0.437 0.859 0.579 0.841 climbingup 0.86 0 0.986 0.86 0.919 0.999 jumping 0.97 0.021 0.945 0.97 0.958 0.992 running 0.127 0.089 0.338 0.127 0.185 0.771 walking Weighted Avg. 0.628 0.115 0.63 0.628 0.596 0.871 FP Rate Precision Recall F-Measure Class 0.135 0.536 0.672 0.596 a = 0.123 0.650 0.710 0.679 b = 0.009 0.763 0.862 0.810 c = 0.035 0.906 0.873 0.889 d = 0.070 0.721 0.537 0.615 e = ------------------------------------------------------- 0.083 0.722 0.710 0.711 Weighted Avg. > thigh > Read logs ... > Combine logs ... > Start Testing ... >> Subject: 1 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.623 0.264 0.375 0.623 0.469 0.743 climbingdown 0.896 0.254 0.558 0.896 0.688 0.916 climbingup 0.993 0.003 0.915 0.993 0.952 1 jumping 0.525 0.012 0.934 0.525 0.672 0.936 running 0.155 0.039 0.58 0.155 0.244 0.829 walking Weighted Avg. 0.562 0.133 0.63 0.562 0.534 0.866 >> Subject: 2 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.759 0.388 0.348 0.759 0.477 0.782 climbingdown 0.417 0.028 0.804 0.417 0.549 0.894 climbingup 0.341 0.01 0.574 0.341 0.428 0.947 jumping 0.997 0.071 0.835 0.997 0.909 0.998 running 0.092 0.076 0.306 0.092 0.142 0.73 walking Weighted Avg. 0.555 0.129 0.573 0.555 0.516 0.856 >> Subject: 3 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.561 0.161 0.447 0.561 0.497 0.817 climbingdown 0.88 0.149 0.632 0.88 0.736 0.949 climbingup 0.967 0.011 0.769 0.967 0.856 0.998 jumping 0.953 0.018 0.956 0.953 0.955 0.993 running 0.183 0.093 0.41 0.183 0.253 0.767 walking Weighted Avg. 0.662 0.094 0.638 0.662 0.633 0.891 >> Subject: 4 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.316 0.151 0.355 0.316 0.335 0.722 climbingdown 0.706 0.122 0.654 0.706 0.679 0.911 climbingup 0.98 0 0.98 0.98 0.98 1 jumping 0.906 0.007 0.984 0.906 0.943 0.989 running 0.626 0.127 0.543 0.626 0.582 0.898 walking Weighted Avg. 0.681 0.088 0.686 0.681 0.682 0.897 >> Subject: 5 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.277 0.328 0.67 0.441 0.79 climbingdown 0.602 0.064 0.704 0.602 0.649 0.905 climbingup 0.315 0 0.963 0.315 0.475 0.98 jumping 0.945 0.04 0.933 0.945 0.939 0.982 running 0.123 0.091 0.289 0.123 0.173 0.705 walking Weighted Avg. 0.623 0.095 0.637 0.623 0.607 0.87 >> Subject: 6 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.552 0.189 0.442 0.552 0.491 0.796 climbingdown 0.386 0.273 0.291 0.386 0.332 0.684 climbingup 0 0 0 0 0 ? jumping 0.983 0.007 0.984 0.983 0.983 0.996 running 0.184 0.133 0.342 0.184 0.239 0.694 walking Weighted Avg. 0.538 0.14 0.537 0.538 0.529 0.801 >> Subject: 7 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.372 0.155 0.393 0.372 0.382 0.775 climbingdown 0.868 0.287 0.483 0.868 0.62 0.906 climbingup 0.944 0.007 0.84 0.944 0.889 0.991 jumping 0.955 0.005 0.986 0.955 0.971 0.996 running 0.228 0.013 0.848 0.228 0.359 0.872 walking Weighted Avg. 0.639 0.105 0.704 0.639 0.616 0.898 >> Subject: 8 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.486 0.506 0.143 0.486 0.221 0.515 climbingdown 0.466 0.11 0.733 0.466 0.57 0.737 climbingup 0.161 0 1 0.161 0.278 0.973 jumping 0.033 0.122 0.067 0.033 0.044 0.752 running 0.258 0.105 0.411 0.258 0.317 0.763 walking Weighted Avg. 0.324 0.166 0.445 0.324 0.344 0.72 >> Subject: 9 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.34 0.344 0.745 0.47 0.816 climbingdown 0.471 0.077 0.619 0.471 0.535 0.866 climbingup 0.177 0.004 0.633 0.177 0.277 0.916 jumping 0.961 0.022 0.954 0.961 0.957 0.993 running 0.175 0.064 0.466 0.175 0.254 0.781 walking Weighted Avg. 0.598 0.104 0.636 0.598 0.58 0.878 >> Subject: 10 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.678 0.432 0.271 0.678 0.388 0.671 climbingdown 0.303 0.054 0.586 0.303 0.399 0.812 climbingup 0.824 0.001 0.968 0.824 0.89 0.996 jumping 0.974 0.008 0.979 0.974 0.976 0.997 running 0.163 0.073 0.464 0.163 0.241 0.78 walking Weighted Avg. 0.548 0.117 0.619 0.548 0.537 0.837 >> Subject: 11 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.212 0.102 0.34 0.212 0.261 0.689 climbingdown 0.757 0.15 0.629 0.757 0.687 0.899 climbingup 0.866 0.056 0.363 0.866 0.511 0.971 jumping 0.736 0.016 0.938 0.736 0.825 0.987 running 0.674 0.156 0.611 0.674 0.641 0.86 walking Weighted Avg. 0.626 0.105 0.634 0.626 0.618 0.871 >> Subject: 12 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.321 0.4 0.84 0.542 0.855 climbingdown 0.575 0.042 0.807 0.575 0.671 0.934 climbingup 0.646 0 0.983 0.646 0.78 0.983 jumping 0.99 0.031 0.917 0.99 0.952 0.992 running 0.277 0.04 0.718 0.277 0.4 0.894 walking Weighted Avg. 0.659 0.094 0.736 0.659 0.65 0.924 >> Subject: 13 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.372 0.143 0.365 0.372 0.369 0.727 climbingdown 0.836 0.204 0.576 0.836 0.682 0.895 climbingup 0.895 0.136 0.218 0.895 0.35 0.945 jumping 0.471 0.015 0.917 0.471 0.622 0.977 running 0.378 0.072 0.661 0.378 0.481 0.858 walking Weighted Avg. 0.536 0.106 0.634 0.536 0.542 0.878 >> Subject: 14 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.4 0.166 0.249 0.4 0.307 0.758 climbingdown 0.254 0.009 0.903 0.254 0.396 0.845 climbingup 0.406 0.01 0.639 0.406 0.496 0.923 jumping 0.996 0.011 0.972 0.996 0.984 0.998 running 0.76 0.27 0.555 0.76 0.642 0.789 walking Weighted Avg. 0.643 0.109 0.726 0.643 0.631 0.864 >> Subject: 15 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.481 0.484 0.201 0.481 0.284 0.506 climbingdown 0.279 0.038 0.689 0.279 0.397 0.815 climbingup 0.408 0.032 0.317 0.408 0.357 0.927 jumping 0.094 0.017 0.667 0.094 0.165 0.891 running 0.576 0.256 0.446 0.576 0.503 0.788 walking Weighted Avg. 0.353 0.18 0.507 0.353 0.338 0.77 FP Rate Precision Recall F-Measure Class 0.272 0.315 0.536 0.397 a = 0.124 0.605 0.589 0.597 b = 0.017 0.554 0.636 0.592 c = 0.029 0.915 0.788 0.847 d = 0.105 0.511 0.325 0.398 e = ------------------------------------------------------- 0.117 0.612 0.570 0.579 Weighted Avg. > upperarm > Read logs ... > Combine logs ... > Start Testing ... >> Subject: 1 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.039 0.828 0.74 0.781 0.923 climbingdown 0.594 0.058 0.783 0.594 0.676 0.912 climbingup 0.884 0.004 0.872 0.884 0.878 0.988 jumping 0.966 0.02 0.941 0.966 0.953 0.991 running 0.866 0.151 0.665 0.866 0.752 0.93 walking Weighted Avg. 0.794 0.067 0.803 0.794 0.791 0.94 >> Subject: 2 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.829 0.146 0.607 0.829 0.701 0.934 climbingdown 0.564 0.156 0.5 0.564 0.53 0.845 climbingup 1 0.017 0.702 1 0.825 0.999 jumping 0.926 0.005 0.986 0.926 0.955 0.997 running 0.381 0.08 0.634 0.381 0.476 0.849 walking Weighted Avg. 0.685 0.088 0.695 0.685 0.676 0.911 >> Subject: 3 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.866 0.1 0.668 0.866 0.754 0.952 climbingdown 0.547 0.059 0.729 0.547 0.625 0.919 climbingup 1 0 1 1 1 1 jumping 0.987 0.011 0.975 0.987 0.981 0.998 running 0.724 0.092 0.734 0.724 0.729 0.927 walking Weighted Avg. 0.797 0.059 0.8 0.797 0.793 0.953 >> Subject: 4 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.535 0.154 0.477 0.535 0.504 0.803 climbingdown 0.625 0.277 0.425 0.625 0.506 0.751 climbingup 0.96 0.001 0.96 0.96 0.96 1 jumping 0.851 0.01 0.977 0.851 0.91 0.982 running 0.2 0.069 0.411 0.2 0.269 0.663 walking Weighted Avg. 0.606 0.117 0.627 0.606 0.603 0.826 >> Subject: 5 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.073 0.666 0.721 0.692 0.926 climbingdown 0.717 0.074 0.71 0.717 0.714 0.941 climbingup 0.87 0 1 0.87 0.93 0.996 jumping 0.951 0.016 0.972 0.951 0.961 0.99 running 0.658 0.097 0.67 0.658 0.664 0.904 walking Weighted Avg. 0.795 0.056 0.799 0.795 0.797 0.95 >> Subject: 6 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.666 0.084 0.673 0.666 0.67 0.89 climbingdown 0.656 0.133 0.576 0.656 0.614 0.879 climbingup 0.846 0.006 0.846 0.846 0.846 0.994 jumping 0.966 0.017 0.957 0.966 0.962 0.993 running 0.572 0.112 0.647 0.572 0.608 0.862 walking Weighted Avg. 0.729 0.081 0.731 0.729 0.729 0.913 >> Subject: 7 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.428 0.041 0.737 0.428 0.542 0.888 climbingdown 0.183 0.041 0.578 0.183 0.278 0.728 climbingup 0.977 0.151 0.186 0.977 0.312 0.917 jumping 0.464 0.009 0.954 0.464 0.624 0.986 running 0.842 0.376 0.41 0.842 0.551 0.792 walking Weighted Avg. 0.497 0.115 0.665 0.497 0.497 0.856 >> Subject: 8 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.682 0.038 0.755 0.682 0.717 0.927 climbingdown 0.57 0.091 0.801 0.57 0.666 0.782 climbingup 0.661 0 1 0.661 0.796 0.999 jumping 0.979 0.187 0.578 0.979 0.727 0.976 running 0.808 0.047 0.829 0.808 0.818 0.963 walking Weighted Avg. 0.727 0.091 0.761 0.727 0.724 0.89 >> Subject: 9 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.512 0.004 0.971 0.512 0.671 0.938 climbingdown 0.812 0.222 0.493 0.812 0.613 0.896 climbingup 0.978 0.001 0.962 0.978 0.97 1 jumping 0.982 0.016 0.967 0.982 0.974 0.995 running 0.543 0.08 0.685 0.543 0.606 0.905 walking Weighted Avg. 0.749 0.072 0.799 0.749 0.75 0.942 >> Subject: 10 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.787 0.057 0.767 0.787 0.777 0.946 climbingdown 0.819 0.232 0.47 0.819 0.597 0.872 climbingup 0.914 0.001 0.971 0.914 0.942 0.994 jumping 0.969 0.015 0.963 0.969 0.966 0.997 running 0.385 0.026 0.854 0.385 0.531 0.935 walking Weighted Avg. 0.738 0.069 0.796 0.738 0.733 0.944 >> Subject: 11 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.635 0.062 0.715 0.635 0.673 0.882 climbingdown 0.539 0.11 0.623 0.539 0.578 0.841 climbingup 0.725 0.022 0.558 0.725 0.631 0.956 jumping 0.852 0.03 0.904 0.852 0.877 0.981 running 0.766 0.166 0.626 0.766 0.689 0.88 walking Weighted Avg. 0.703 0.092 0.709 0.703 0.702 0.899 >> Subject: 12 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.146 0.572 0.768 0.656 0.887 climbingdown 0.615 0.144 0.565 0.615 0.589 0.859 climbingup 0.782 0.022 0.593 0.782 0.675 0.978 jumping 0.918 0.027 0.922 0.918 0.92 0.992 running 0.481 0.05 0.776 0.481 0.593 0.905 walking Weighted Avg. 0.695 0.084 0.716 0.695 0.693 0.916 >> Subject: 13 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.366 0.01 0.888 0.366 0.518 0.859 climbingdown 0.879 0.364 0.446 0.879 0.592 0.832 climbingup 0.99 0 1 0.99 0.995 0.997 jumping 0.995 0.009 0.975 0.995 0.985 0.998 running 0.285 0.073 0.593 0.285 0.385 0.796 walking Weighted Avg. 0.659 0.115 0.724 0.659 0.639 0.877 >> Subject: 14 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.649 0.097 0.479 0.649 0.551 0.871 climbingdown 0.661 0.106 0.673 0.661 0.667 0.864 climbingup 0.782 0.004 0.883 0.782 0.829 0.996 jumping 0.998 0.07 0.848 0.998 0.917 0.997 running 0.667 0.027 0.917 0.667 0.772 0.966 walking Weighted Avg. 0.762 0.066 0.782 0.762 0.763 0.939 >> Subject: 15 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.648 0.139 0.542 0.648 0.59 0.839 climbingdown 0.485 0.107 0.578 0.485 0.528 0.848 climbingup 0.95 0.001 0.981 0.95 0.965 1 jumping 0.968 0.021 0.944 0.968 0.956 0.995 running 0.533 0.156 0.55 0.533 0.541 0.826 walking Weighted Avg. 0.676 0.1 0.675 0.676 0.673 0.885 FP Rate Precision Recall F-Measure Class 0.079 0.657 0.652 0.655 a = 0.145 0.574 0.610 0.591 b = 0.015 0.677 0.888 0.768 c = 0.033 0.915 0.915 0.915 d = 0.108 0.646 0.583 0.613 e = ------------------------------------------------------- 0.088 0.707 0.706 0.706 Weighted Avg. > waist > Read logs ... > Combine logs ... > Start Testing ... >> Subject: 1 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.11 0.623 0.717 0.667 0.881 climbingdown 0.879 0.092 0.773 0.879 0.822 0.96 climbingup 0.987 0.009 0.785 0.987 0.875 0.999 jumping 0.623 0.012 0.943 0.623 0.75 0.939 running 0.852 0.063 0.824 0.852 0.838 0.959 walking Weighted Avg. 0.78 0.066 0.798 0.78 0.779 0.94 >> Subject: 2 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.906 0.123 0.666 0.906 0.768 0.96 climbingdown 0.631 0.076 0.698 0.631 0.663 0.924 climbingup 0.988 0.086 0.305 0.988 0.466 0.986 jumping 0.686 0.005 0.981 0.686 0.808 0.993 running 0.619 0.059 0.792 0.619 0.695 0.919 walking Weighted Avg. 0.714 0.063 0.777 0.714 0.725 0.951 >> Subject: 3 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.842 0.021 0.9 0.842 0.87 0.967 climbingdown 0.755 0.071 0.755 0.755 0.755 0.941 climbingup 0.939 0 1 0.939 0.969 1 jumping 0.989 0.014 0.966 0.989 0.978 0.996 running 0.785 0.087 0.762 0.785 0.773 0.943 walking Weighted Avg. 0.854 0.047 0.854 0.854 0.854 0.964 >> Subject: 4 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.611 0.197 0.45 0.611 0.519 0.813 climbingdown 0.771 0.117 0.684 0.771 0.725 0.933 climbingup 0.85 0 0.992 0.85 0.916 0.999 jumping 0.922 0.013 0.972 0.922 0.946 0.989 running 0.403 0.037 0.722 0.403 0.517 0.917 walking Weighted Avg. 0.717 0.081 0.744 0.717 0.718 0.925 >> Subject: 5 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.563 0.069 0.62 0.563 0.59 0.888 climbingdown 0.823 0.114 0.645 0.823 0.723 0.942 climbingup 0.846 0 0.986 0.846 0.911 0.992 jumping 0.957 0.014 0.975 0.957 0.966 0.99 running 0.694 0.054 0.794 0.694 0.741 0.939 walking Weighted Avg. 0.8 0.052 0.808 0.8 0.801 0.952 >> Subject: 6 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.711 0.058 0.76 0.711 0.735 0.914 climbingdown 0.594 0.224 0.422 0.594 0.493 0.789 climbingup 0.792 0.005 0.864 0.792 0.826 0.991 jumping 0.968 0.022 0.943 0.968 0.956 0.993 running 0.446 0.091 0.637 0.446 0.524 0.871 walking Weighted Avg. 0.69 0.091 0.709 0.69 0.692 0.9 >> Subject: 7 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.499 0.042 0.761 0.499 0.603 0.887 climbingdown 0.84 0.158 0.622 0.84 0.715 0.915 climbingup 0.898 0.003 0.914 0.898 0.906 0.997 jumping 0.962 0.009 0.977 0.962 0.969 0.995 running 0.864 0.035 0.884 0.864 0.874 0.983 walking Weighted Avg. 0.81 0.057 0.823 0.81 0.807 0.951 >> Subject: 8 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.029 0.818 0.742 0.778 0.931 climbingdown 0.51 0.088 0.789 0.51 0.619 0.761 climbingup 0.678 0 1 0.678 0.808 0.997 jumping 0.982 0.181 0.587 0.982 0.734 0.875 running 0.8 0.086 0.726 0.8 0.761 0.946 walking Weighted Avg. 0.712 0.095 0.744 0.712 0.704 0.858 >> Subject: 9 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.85 0.103 0.663 0.85 0.745 0.95 climbingdown 0.653 0.064 0.731 0.653 0.69 0.927 climbingup 0.95 0.004 0.901 0.95 0.925 0.997 jumping 0.981 0.012 0.974 0.981 0.977 0.994 running 0.678 0.055 0.797 0.678 0.733 0.934 walking Weighted Avg. 0.812 0.051 0.817 0.812 0.811 0.957 >> Subject: 10 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.136 0.594 0.835 0.694 0.911 climbingdown 0.661 0.083 0.669 0.661 0.665 0.922 climbingup 0.898 0.022 0.645 0.898 0.751 0.985 jumping 0.895 0.031 0.92 0.895 0.907 0.984 running 0.543 0.06 0.778 0.543 0.64 0.907 walking Weighted Avg. 0.738 0.069 0.755 0.738 0.736 0.936 >> Subject: 11 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.627 0.044 0.777 0.627 0.694 0.91 climbingdown 0.872 0.133 0.688 0.872 0.769 0.94 climbingup 0.709 0.001 0.969 0.709 0.818 0.964 jumping 0.969 0.025 0.929 0.969 0.949 0.993 running 0.735 0.055 0.829 0.735 0.78 0.937 walking Weighted Avg. 0.805 0.063 0.813 0.805 0.803 0.947 >> Subject: 12 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.016 0.928 0.824 0.873 0.953 climbingdown 0.852 0.04 0.868 0.852 0.86 0.972 climbingup 0.972 0.001 0.977 0.972 0.975 1 jumping 0.992 0.017 0.953 0.992 0.972 0.997 running 0.893 0.061 0.841 0.893 0.866 0.966 walking Weighted Avg. 0.898 0.033 0.899 0.898 0.898 0.974 >> Subject: 13 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.456 0.013 0.889 0.456 0.603 0.89 climbingdown 0.858 0.209 0.575 0.858 0.689 0.907 climbingup 0.943 0.015 0.729 0.943 0.822 0.976 jumping 0.939 0.016 0.954 0.939 0.946 0.994 running 0.667 0.067 0.79 0.667 0.723 0.921 walking Weighted Avg. 0.758 0.077 0.794 0.758 0.754 0.933 >> Subject: 14 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.567 0.102 0.435 0.567 0.492 0.839 climbingdown 0.397 0.011 0.921 0.397 0.555 0.854 climbingup 0.471 0 1 0.471 0.64 0.996 jumping 0.997 0.135 0.744 0.997 0.852 0.99 running 0.923 0.079 0.838 0.923 0.878 0.973 walking Weighted Avg. 0.751 0.077 0.79 0.751 0.734 0.933 >> Subject: 15 >>> DataSet loaded! === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.592 0.054 0.737 0.592 0.657 0.892 climbingdown 0.502 0.046 0.766 0.502 0.606 0.897 climbingup 0.964 0 0.988 0.964 0.976 1 jumping 0.976 0.029 0.924 0.976 0.95 0.989 running 0.927 0.169 0.663 0.927 0.773 0.931 walking Weighted Avg. 0.776 0.074 0.783 0.776 0.766 0.933 FP Rate Precision Recall F-Measure Class 0.075 0.681 0.690 0.685 a = 0.103 0.687 0.702 0.695 b = 0.009 0.776 0.859 0.816 c = 0.037 0.906 0.927 0.916 d = 0.070 0.779 0.724 0.751 e = ------------------------------------------------------- 0.068 0.774 0.774 0.773 Weighted Avg. FP Rate Precision Recall F-Measure Class 0.125 0.538 0.620 0.576 a = 0.160 0.557 0.631 0.592 b = 0.010 0.724 0.774 0.749 c = 0.038 0.903 0.893 0.898 d = 0.092 0.644 0.490 0.557 e = ------------------------------------------------------- 0.097 0.678 0.672 0.671 Weighted Avg. a b c d e <-- classified as 61282 20564 125 2597 14282 | a = 18847 79522 125 6828 20659 | b = 432 133 13861 3381 95 | c = 7711 2214 4977 130540 818 | d = 25720 40295 46 1284 64770 | e = > Complete: 7547 [s] | 125 [m]